diff --git a/.gitattributes b/.gitattributes index bed0738c7eeb449bca98b5d2f33c89a1ee56349a..4029588c030a03e1bb8b505724445cf576da4634 100644 --- a/.gitattributes +++ b/.gitattributes @@ -58,3 +58,18 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text # Video files - compressed *.mp4 filter=lfs diff=lfs merge=lfs -text *.webm filter=lfs diff=lfs merge=lfs -text +LongVid/experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint/__5_0.distcp filter=lfs diff=lfs merge=lfs -text +LongVid/experiments/lm_aifm_same_observation_teacher_phase1_1b/models/checkpoint/__7_0.distcp filter=lfs diff=lfs merge=lfs -text +LongVid/experiments/lm_aifm_same_observation_teacher_phase1_1b/models/checkpoint/__1_0.distcp filter=lfs diff=lfs merge=lfs -text +LongVid/experiments/lm_aifm_same_observation_teacher_phase1_1b/models/checkpoint/.metadata filter=lfs diff=lfs merge=lfs -text +LongVid/experiments/lm_aifm_same_observation_teacher_phase1_1b/models/checkpoint/__3_0.distcp filter=lfs diff=lfs merge=lfs -text +LongVid/experiments/lm_aifm_same_observation_teacher_phase1_1b/models/checkpoint/__0_0.distcp filter=lfs diff=lfs merge=lfs -text +LongVid/experiments/lm_aifm_same_observation_teacher_phase1_1b/models/checkpoint/__4_0.distcp filter=lfs diff=lfs merge=lfs -text +LongVid/experiments/lm_aifm_same_observation_teacher_phase1_1b/models/checkpoint/__2_0.distcp filter=lfs diff=lfs merge=lfs -text +LongVid/experiments/lm_aifm_same_observation_teacher_phase1_1b/models/checkpoint/__6_0.distcp filter=lfs diff=lfs merge=lfs -text +LongVid/experiments/lm_aifm_same_observation_teacher_phase1_1b/models/checkpoint/__5_0.distcp filter=lfs diff=lfs merge=lfs -text +LongVid/experiments/lm_aifm_core_pilot_1b_main/models/checkpoint_step20/__7_0.distcp filter=lfs diff=lfs merge=lfs -text +LongVid/experiments/lm_aifm_core_pilot_1b_main/models/checkpoint_step20/__1_0.distcp filter=lfs diff=lfs merge=lfs -text +LongVid/experiments/lm_aifm_core_pilot_1b_main/models/checkpoint_step20/.metadata filter=lfs diff=lfs merge=lfs -text +LongVid/experiments/lm_aifm_core_pilot_1b_main/models/checkpoint_step20/__3_0.distcp filter=lfs diff=lfs merge=lfs -text +LongVid/experiments/lm_aifm_core_pilot_1b_main/models/checkpoint_step20/__0_0.distcp filter=lfs diff=lfs merge=lfs -text diff --git a/LongVid/experiments/lm_aifm_anyflow_replay_smoke_1b/train_anyflow_replay_smoke_1b.yml b/LongVid/experiments/lm_aifm_anyflow_replay_smoke_1b/train_anyflow_replay_smoke_1b.yml new file mode 100644 index 0000000000000000000000000000000000000000..dd1a987efd51cbf1b220d3ddea2a7f38e4aab1ad --- /dev/null +++ b/LongVid/experiments/lm_aifm_anyflow_replay_smoke_1b/train_anyflow_replay_smoke_1b.yml @@ -0,0 +1,80 @@ +# GENERATE TIME: Sun Aug 9 12:36:41 2026 +# CMD: +# /mnt/workspace/fly/lm_aifm_20260809/src/AnyFlow/far/main.py config_path=options/train/lm_aifm/train_anyflow_replay_smoke_1b.yml + +name: lm_aifm_anyflow_replay_smoke_1b +mode: train +manual_seed: 0 +mixed_precision: true + +datasets: + train: + type: T2VTarDataset + meta_path: assets/data/meta/vidprom_dummy/raw.json + num_frames: 81 + data_dtype: .mp4 + dataloader_cfg: + batch_size_per_gpu: 1 + num_workers: 0 + shuffle: true + shuffle_chunk_size: 159 + drop_last: true + +models: + transformer_cfg: + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/AnyFlow-FAR-Wan2.1-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + enable_gradient_checkpoint: true + far_config: + full_chunk_limit: 3 + chunk_partition: [1, 3, 3, 3, 3, 3, 3, 2] + compressed_patch_size: [1, 4, 4] + long_context_training_ratio: 0.5 + lora_config: + lora_rank: 16 + lora_alpha: 16 + target_module_name: ["attn1.to_q", "attn1.to_k", "attn1.to_v", "attn1.to_out.0", "ffn.net.0.proj", "ffn.net.2", "delta_embedder", "time_embedder"] + param_names_to_optimize: ["lora_A", "lora_B"] + bidirectional_modeling_prob: 0.0 + text_encoder_cfg: + drop_text_ratio: 0.0 + negative_embedding_path: assets/negative_embedding/wan_negemb_cn.pth + vae_cfg: + load: true + scheduler_cfg: + shift: 5.0 + weight_type: beta08 + flowmap_cfg: + gate_value: 0.25 + deltatime_type: r + diffusion_ratio: 0.5 + consistency_ratio: 0.25 + epsilon: 5 + +path: + pretrain_network: null + +train: + train_pipeline: FAR_Wan_AnyFlow_Pretrain_Trainer + optim_g: + type: AdamW + lr: 5.0e-5 + weight_decay: 0.0 + betas: [0.9, 0.95] + lr_scheduler: constant_with_warmup + warmup_iter: 0 + total_iter: 0 + max_grad_norm: 1.0 + +val: + val_pipeline: FARWanAnyFlowPipeline + skip_first_eval: true + sample_freq: 1000000 + eval_freq: 1000000 + +logger: + print_freq: 1 + save_checkpoint_freq: 1000000 + save_eval_checkpoint_freq: 1000000 + clean_cache_freq: 1 + use_wandb: false diff --git a/LongVid/experiments/lm_aifm_anyflow_replay_smoke_1b/train_lm_aifm_anyflow_replay_smoke_1b_20260809_123641.log b/LongVid/experiments/lm_aifm_anyflow_replay_smoke_1b/train_lm_aifm_anyflow_replay_smoke_1b_20260809_123641.log new file mode 100644 index 0000000000000000000000000000000000000000..895614311e35ac710bfeda79d2824236a010594f --- /dev/null +++ b/LongVid/experiments/lm_aifm_anyflow_replay_smoke_1b/train_lm_aifm_anyflow_replay_smoke_1b_20260809_123641.log @@ -0,0 +1,1303 @@ +2026-08-09 12:36:42,555 INFO: + name: lm_aifm_anyflow_replay_smoke_1b + mode: train + manual_seed: 0 + mixed_precision: True + datasets:[ + train:[ + type: T2VTarDataset + meta_path: assets/data/meta/vidprom_dummy/raw.json + num_frames: 81 + data_dtype: .mp4 + dataloader_cfg:[ + batch_size_per_gpu: 1 + num_workers: 0 + shuffle: True + shuffle_chunk_size: 159 + drop_last: True + ] + ] + ] + models:[ + transformer_cfg:[ + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/AnyFlow-FAR-Wan2.1-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + enable_gradient_checkpoint: True + far_config:[ + full_chunk_limit: 3 + chunk_partition: [1, 3, 3, 3, 3, 3, 3, 2] + compressed_patch_size: [1, 4, 4] + long_context_training_ratio: 0.5 + ] + lora_config:[ + lora_rank: 16 + lora_alpha: 16 + target_module_name: ['attn1.to_q', 'attn1.to_k', 'attn1.to_v', 'attn1.to_out.0', 'ffn.net.0.proj', 'ffn.net.2', 'delta_embedder', 'time_embedder'] + ] + param_names_to_optimize: ['lora_A', 'lora_B'] + bidirectional_modeling_prob: 0.0 + ] + text_encoder_cfg:[ + drop_text_ratio: 0.0 + negative_embedding_path: assets/negative_embedding/wan_negemb_cn.pth + ] + vae_cfg:[ + load: True + ] + scheduler_cfg:[ + shift: 5.0 + weight_type: beta08 + ] + flowmap_cfg:[ + gate_value: 0.25 + deltatime_type: r + diffusion_ratio: 0.5 + consistency_ratio: 0.25 + epsilon: 5 + ] + ] + path:[ + pretrain_network: None + experiments_root: experiments/lm_aifm_anyflow_replay_smoke_1b + models: experiments/lm_aifm_anyflow_replay_smoke_1b/models + log: experiments/lm_aifm_anyflow_replay_smoke_1b + visualization: experiments/lm_aifm_anyflow_replay_smoke_1b/visualization + ] + train:[ + train_pipeline: FAR_Wan_AnyFlow_Pretrain_Trainer + optim_g:[ + type: AdamW + lr: 5e-05 + weight_decay: 0.0 + betas: [0.9, 0.95] + ] + lr_scheduler: constant_with_warmup + warmup_iter: 0 + total_iter: 0 + max_grad_norm: 1.0 + ] + val:[ + val_pipeline: FARWanAnyFlowPipeline + skip_first_eval: True + sample_freq: 1000000 + eval_freq: 1000000 + ] + logger:[ + print_freq: 1 + save_checkpoint_freq: 1000000 + save_eval_checkpoint_freq: 1000000 + clean_cache_freq: 1 + use_wandb: False + ] + config_path: options/train/lm_aifm/train_anyflow_replay_smoke_1b.yml + +2026-08-09 12:36:48,194 INFO: fix params: base_model.model.scale_shift_table +2026-08-09 12:36:48,194 INFO: fix params: base_model.model.patch_embedding.weight +2026-08-09 12:36:48,194 INFO: fix params: base_model.model.patch_embedding.bias +2026-08-09 12:36:48,194 INFO: fix params: base_model.model.blocks.0.scale_shift_table +2026-08-09 12:36:48,194 INFO: fix 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12:36:48,224 INFO: fix params: base_model.model.blocks.29.ffn.net.2.base_layer.weight +2026-08-09 12:36:48,224 INFO: fix params: base_model.model.blocks.29.ffn.net.2.base_layer.bias +2026-08-09 12:36:48,224 INFO: optimizer params: base_model.model.blocks.29.ffn.net.2.lora_A.real.weight +2026-08-09 12:36:48,224 INFO: optimizer params: base_model.model.blocks.29.ffn.net.2.lora_B.real.weight +2026-08-09 12:36:48,224 INFO: fix params: base_model.model.proj_out.weight +2026-08-09 12:36:48,224 INFO: fix params: base_model.model.proj_out.bias +2026-08-09 12:36:48,224 INFO: fix params: base_model.model.far_patch_embedding.weight +2026-08-09 12:36:48,224 INFO: fix params: base_model.model.far_patch_embedding.bias +2026-08-09 12:36:48,224 INFO: fix params: base_model.model.condition_embedder.time_embedder.linear_1.base_layer.weight +2026-08-09 12:36:48,224 INFO: fix params: base_model.model.condition_embedder.time_embedder.linear_1.base_layer.bias +2026-08-09 12:36:48,224 INFO: optimizer params: 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base_model.model.condition_embedder.text_embedder.linear_1.weight +2026-08-09 12:36:48,225 INFO: fix params: base_model.model.condition_embedder.text_embedder.linear_1.bias +2026-08-09 12:36:48,225 INFO: fix params: base_model.model.condition_embedder.text_embedder.linear_2.weight +2026-08-09 12:36:48,225 INFO: fix params: base_model.model.condition_embedder.text_embedder.linear_2.bias +2026-08-09 12:36:48,225 INFO: #Trained Parameters: 16.130048 M +2026-08-09 12:36:48,225 INFO: #Fixed Parameters: 1422.147136 M +2026-08-09 12:37:30,133 INFO: Checkpoint does not exist. Starting a new training run. +2026-08-09 12:37:30,134 INFO: ***** Running training ***** +2026-08-09 12:37:30,134 INFO: Num examples = 159 +2026-08-09 12:37:30,134 INFO: Instantaneous batch size per device = 1 +2026-08-09 12:37:30,134 INFO: Total train batch size (with parallel, distributed & accumulation) = 8 +2026-08-09 12:37:30,134 INFO: Total optimization steps = 0 +2026-08-09 12:37:30,134 INFO: Data_loader_length: 19 +2026-08-09 12:37:30,134 INFO: Init dataloader at epoch: 0, batch_iter 0 +2026-08-09 12:37:58,688 INFO: [lm_ai..][Iter: 1] [eta: -1 day, 23:59:32] step_time: 28.5527 lrs_g: 5.000e-05 causal_loss: 0.0560 generator_grad_norm: 0.0040 [cuda:0 alloc 5.60GiB reserved 16.95GiB peak_alloc 13.56GiB] diff --git a/LongVid/experiments/lm_aifm_core_pilot_1b_identity_smoke/train_lm_aifm_core_pilot_1b.yml b/LongVid/experiments/lm_aifm_core_pilot_1b_identity_smoke/train_lm_aifm_core_pilot_1b.yml new file mode 100644 index 0000000000000000000000000000000000000000..8f9812fa2217b1d4348ba6a9e2d93f1cc8e5f992 --- /dev/null +++ b/LongVid/experiments/lm_aifm_core_pilot_1b_identity_smoke/train_lm_aifm_core_pilot_1b.yml @@ -0,0 +1,165 @@ +# GENERATE TIME: Sun Aug 9 12:57:02 2026 +# CMD: +# /mnt/workspace/fly/lm_aifm_20260809/src/AnyFlow/far/main.py config_path=options/train/lm_aifm/train_lm_aifm_core_pilot_1b.yml name=lm_aifm_core_pilot_1b_identity_smoke + +# LM-AIFM public-asset core integration pilot. +# +# This is intentionally a one-update smoke configuration. It validates an +# exact full-grid current-window cDMD loop with a same-content base-Wan score. +# It is NOT a production random-edge or cross-window long-memory experiment. +# For the bounded 20-update continuation override: +# train.total_iter=19 models.rollout_cfg.num_inference_steps_list='[2,4]' + +name: lm_aifm_core_pilot_1b_smoke +mode: train +manual_seed: 0 +mixed_precision: true + +datasets: + train: + type: T2VTarDataset + meta_path: assets/data/meta/vidprom_dummy/raw.json + num_frames: 81 + data_dtype: .mp4 + dataloader_cfg: + batch_size_per_gpu: 1 + num_workers: 0 + shuffle: true + shuffle_chunk_size: 1000 + drop_last: true + +models: + # Released, already trained AnyFlow-FAR student. No unpublished + # experiments/.../step_6000.pt is referenced anywhere in this config. + transformer_cfg: + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/AnyFlow-FAR-Wan2.1-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + enable_gradient_checkpoint: true + far_config: + full_chunk_limit: 3 + chunk_partition: [1, 3, 3, 3, 3, 3, 3, 2] + compressed_patch_size: [1, 4, 4] + long_context_training_ratio: 1.0 + lora_config: + lora_rank: 16 + lora_alpha: 16 + target_module_name: ['attn1.to_q', 'attn1.to_k', 'attn1.to_v', 'attn1.to_out.0', 'ffn.net.0.proj', 'ffn.net.2', 'delta_embedder', 'time_embedder'] + param_names_to_optimize: ['lora_A', 'lora_B'] + bidirectional_modeling_prob: 0.0 + + # Raw public base Wan, frozen. It sees the same detached history content + # concatenated with the current noisy block in bidirectional score mode. + real_cfg: + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/Wan2.1-T2V-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + + # Independent base-Wan copy for the fake score. LoRA and the schedule + # encoder are the only discriminator-side trainable parameters. + discriminator_cfg: + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/Wan2.1-T2V-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + enable_gradient_checkpoint: true + lora_config: + lora_rank: 16 + lora_alpha: 16 + target_module_name: ['attn1.to_q', 'attn1.to_k', 'attn1.to_v', 'attn1.to_out.0', 'ffn.net.0.proj', 'ffn.net.2'] + param_names_to_optimize: ['lora_A', 'lora_B', 'schedule_encoder', 'schedule_projection'] + + schedule_encoder_cfg: + embedding_dim: 256 + hidden_dim: 512 + num_tokens: 1 + num_heads: 4 + num_fourier_bands: 8 + dropout: 0.0 + + text_encoder_cfg: + drop_text_ratio: 0.0 + negative_embedding_path: assets/negative_embedding/wan_negemb_cn.pth + + vae_cfg: + load: true + + scheduler_cfg: + shift: 5.0 + weight_type: beta08 + + dmd_scheduler_cfg: + shift: 5.0 + + rollout_cfg: + rollout_pipeline: FARWanAnyFlowPipeline + # Smoke: N=2. The 20-update continuation should use [2, 4]. + num_inference_steps_list: [2] + current_num_chunks: 3 + use_kv_cache: true + + dmd_cfg: + dmd_weight: 0.1 + dmd_batch_size: 1 + min_timestep: 20 + max_timestep: 980 + normalizer_epsilon: !!float 1e-5 + vector_clip: 10.0 + + interval_cfg: + # Disabled for the first smoke. Set to 0.1 only after the base-teacher + # solver check passes; this remains an off-policy interval proxy. + weight: 0.0 + teacher_substeps: 2 + current_num_chunks: 3 + delta_min: 0.05 + replay_every: 0 + + flowmap_cfg: + gate_value: 0.25 + deltatime_type: r + diffusion_ratio: 0.5 + consistency_ratio: 0.25 + epsilon: 5 + +path: + pretrain_network: null + +train: + train_pipeline: LM_AIFM_Core_Pilot_Trainer + + optim_g: + type: AdamW + lr: !!float 2e-6 + weight_decay: 0.0 + betas: [0.0, 0.999] + + optim_d: + type: AdamW + lr: !!float 2e-6 + weight_decay: 0.0 + betas: [0.0, 0.999] + + discriminator_update_ratio: 1 + max_grad_norm: 1.0 + lr_scheduler: constant_with_warmup + warmup_iter: 0 + + # BaseTrainer uses `while global_step <= total_iter`; zero means one update. + total_iter: 0 + +val: + val_pipeline: FARWanAnyFlowPipeline + skip_first_eval: true + sample_freq: 100000 + eval_freq: 100000 + sample_cfg: + height: 480 + width: 832 + num_frames: 81 + guidance_scale: 1.0 + num_inference_steps: [2] + negative_prompt: 'overexposed, static, blurry, subtitles, low quality, deformed' + +logger: + print_freq: 1 + save_checkpoint_freq: 1000 + save_eval_checkpoint_freq: 1000 + clean_cache_freq: 1 + use_wandb: false diff --git a/LongVid/experiments/lm_aifm_core_pilot_1b_identity_smoke/train_lm_aifm_core_pilot_1b_identity_smoke_20260809_125702.log b/LongVid/experiments/lm_aifm_core_pilot_1b_identity_smoke/train_lm_aifm_core_pilot_1b_identity_smoke_20260809_125702.log new file mode 100644 index 0000000000000000000000000000000000000000..7796fd9d2550dce9a3dacd715b0f2c6a11296c16 --- /dev/null +++ b/LongVid/experiments/lm_aifm_core_pilot_1b_identity_smoke/train_lm_aifm_core_pilot_1b_identity_smoke_20260809_125702.log @@ -0,0 +1,2577 @@ +2026-08-09 12:57:02,838 INFO: + name: lm_aifm_core_pilot_1b_identity_smoke + mode: train + manual_seed: 0 + mixed_precision: True + datasets:[ + train:[ + type: T2VTarDataset + meta_path: assets/data/meta/vidprom_dummy/raw.json + num_frames: 81 + data_dtype: .mp4 + dataloader_cfg:[ + batch_size_per_gpu: 1 + num_workers: 0 + shuffle: True + shuffle_chunk_size: 1000 + drop_last: True + ] + ] + ] + models:[ + transformer_cfg:[ + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/AnyFlow-FAR-Wan2.1-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + enable_gradient_checkpoint: True + far_config:[ + full_chunk_limit: 3 + chunk_partition: [1, 3, 3, 3, 3, 3, 3, 2] + compressed_patch_size: [1, 4, 4] + long_context_training_ratio: 1.0 + ] + lora_config:[ + lora_rank: 16 + lora_alpha: 16 + target_module_name: ['attn1.to_q', 'attn1.to_k', 'attn1.to_v', 'attn1.to_out.0', 'ffn.net.0.proj', 'ffn.net.2', 'delta_embedder', 'time_embedder'] + ] + param_names_to_optimize: ['lora_A', 'lora_B'] + bidirectional_modeling_prob: 0.0 + ] + real_cfg:[ + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/Wan2.1-T2V-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + ] + discriminator_cfg:[ + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/Wan2.1-T2V-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + enable_gradient_checkpoint: True + lora_config:[ + lora_rank: 16 + lora_alpha: 16 + target_module_name: ['attn1.to_q', 'attn1.to_k', 'attn1.to_v', 'attn1.to_out.0', 'ffn.net.0.proj', 'ffn.net.2'] + ] + param_names_to_optimize: ['lora_A', 'lora_B', 'schedule_encoder', 'schedule_projection'] + ] + schedule_encoder_cfg:[ + embedding_dim: 256 + hidden_dim: 512 + num_tokens: 1 + num_heads: 4 + num_fourier_bands: 8 + dropout: 0.0 + ] + text_encoder_cfg:[ + drop_text_ratio: 0.0 + negative_embedding_path: assets/negative_embedding/wan_negemb_cn.pth + ] + vae_cfg:[ + load: True + ] + scheduler_cfg:[ + shift: 5.0 + weight_type: beta08 + ] + dmd_scheduler_cfg:[ + shift: 5.0 + ] + rollout_cfg:[ + rollout_pipeline: FARWanAnyFlowPipeline + num_inference_steps_list: [2] + current_num_chunks: 3 + use_kv_cache: True + ] + dmd_cfg:[ + dmd_weight: 0.1 + dmd_batch_size: 1 + min_timestep: 20 + max_timestep: 980 + normalizer_epsilon: 1e-05 + vector_clip: 10.0 + ] + interval_cfg:[ + weight: 0.0 + teacher_substeps: 2 + current_num_chunks: 3 + delta_min: 0.05 + replay_every: 0 + ] + flowmap_cfg:[ + gate_value: 0.25 + deltatime_type: r + diffusion_ratio: 0.5 + consistency_ratio: 0.25 + epsilon: 5 + ] + ] + path:[ + pretrain_network: None + experiments_root: experiments/lm_aifm_core_pilot_1b_identity_smoke + models: experiments/lm_aifm_core_pilot_1b_identity_smoke/models + log: experiments/lm_aifm_core_pilot_1b_identity_smoke + visualization: experiments/lm_aifm_core_pilot_1b_identity_smoke/visualization + ] + train:[ + train_pipeline: LM_AIFM_Core_Pilot_Trainer + optim_g:[ + type: AdamW + lr: 2e-06 + weight_decay: 0.0 + betas: [0.0, 0.999] + ] + optim_d:[ + type: AdamW + lr: 2e-06 + weight_decay: 0.0 + betas: [0.0, 0.999] + ] + discriminator_update_ratio: 1 + max_grad_norm: 1.0 + lr_scheduler: constant_with_warmup + warmup_iter: 0 + total_iter: 0 + ] + val:[ + val_pipeline: FARWanAnyFlowPipeline + skip_first_eval: True + sample_freq: 100000 + eval_freq: 100000 + sample_cfg:[ + height: 480 + width: 832 + num_frames: 81 + guidance_scale: 1.0 + num_inference_steps: [2] + negative_prompt: overexposed, static, blurry, subtitles, low quality, deformed + ] + ] + logger:[ + print_freq: 1 + save_checkpoint_freq: 1000 + save_eval_checkpoint_freq: 1000 + clean_cache_freq: 1 + use_wandb: False + ] + config_path: options/train/lm_aifm/train_lm_aifm_core_pilot_1b.yml + +2026-08-09 12:57:09,962 INFO: fix params: base_model.model.scale_shift_table +2026-08-09 12:57:09,963 INFO: fix params: base_model.model.patch_embedding.weight +2026-08-09 12:57:09,963 INFO: fix params: base_model.model.patch_embedding.bias +2026-08-09 12:57:09,963 INFO: fix params: base_model.model.blocks.0.scale_shift_table +2026-08-09 12:57:09,963 INFO: fix params: base_model.model.blocks.0.attn1.norm_q.weight +2026-08-09 12:57:09,963 INFO: fix params: base_model.model.blocks.0.attn1.norm_k.weight +2026-08-09 12:57:09,963 INFO: fix params: base_model.model.blocks.0.attn1.to_q.base_layer.weight +2026-08-09 12:57:09,963 INFO: fix params: base_model.model.blocks.0.attn1.to_q.base_layer.bias +2026-08-09 12:57:09,963 INFO: optimizer params: base_model.model.blocks.0.attn1.to_q.lora_A.real.weight +2026-08-09 12:57:09,963 INFO: optimizer params: base_model.model.blocks.0.attn1.to_q.lora_B.real.weight +2026-08-09 12:57:09,963 INFO: fix params: base_model.model.blocks.0.attn1.to_k.base_layer.weight +2026-08-09 12:57:09,963 INFO: fix params: base_model.model.blocks.0.attn1.to_k.base_layer.bias +2026-08-09 12:57:09,963 INFO: optimizer params: base_model.model.blocks.0.attn1.to_k.lora_A.real.weight +2026-08-09 12:57:09,963 INFO: optimizer params: base_model.model.blocks.0.attn1.to_k.lora_B.real.weight +2026-08-09 12:57:09,963 INFO: fix params: base_model.model.blocks.0.attn1.to_v.base_layer.weight +2026-08-09 12:57:09,963 INFO: fix params: 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INFO: fix params: score_model.base_model.model.blocks.28.scale_shift_table +2026-08-09 12:58:04,706 INFO: fix params: score_model.base_model.model.blocks.28.attn1.norm_q.weight +2026-08-09 12:58:04,706 INFO: fix params: score_model.base_model.model.blocks.28.attn1.norm_k.weight +2026-08-09 12:58:04,706 INFO: fix params: score_model.base_model.model.blocks.28.attn1.to_q.base_layer.weight +2026-08-09 12:58:04,706 INFO: fix params: score_model.base_model.model.blocks.28.attn1.to_q.base_layer.bias +2026-08-09 12:58:04,706 INFO: optimizer params: score_model.base_model.model.blocks.28.attn1.to_q.lora_A.fake.weight +2026-08-09 12:58:04,706 INFO: optimizer params: score_model.base_model.model.blocks.28.attn1.to_q.lora_B.fake.weight +2026-08-09 12:58:04,706 INFO: fix params: score_model.base_model.model.blocks.28.attn1.to_k.base_layer.weight +2026-08-09 12:58:04,706 INFO: fix params: score_model.base_model.model.blocks.28.attn1.to_k.base_layer.bias +2026-08-09 12:58:04,706 INFO: optimizer 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+2026-08-09 12:58:04,706 INFO: optimizer params: score_model.base_model.model.blocks.28.attn1.to_out.0.lora_B.fake.weight +2026-08-09 12:58:04,706 INFO: fix params: score_model.base_model.model.blocks.28.attn2.norm_q.weight +2026-08-09 12:58:04,706 INFO: fix params: score_model.base_model.model.blocks.28.attn2.norm_k.weight +2026-08-09 12:58:04,706 INFO: fix params: score_model.base_model.model.blocks.28.attn2.to_q.weight +2026-08-09 12:58:04,706 INFO: fix params: score_model.base_model.model.blocks.28.attn2.to_q.bias +2026-08-09 12:58:04,706 INFO: fix params: score_model.base_model.model.blocks.28.attn2.to_k.weight +2026-08-09 12:58:04,706 INFO: fix params: score_model.base_model.model.blocks.28.attn2.to_k.bias +2026-08-09 12:58:04,706 INFO: fix params: score_model.base_model.model.blocks.28.attn2.to_v.weight +2026-08-09 12:58:04,706 INFO: fix params: score_model.base_model.model.blocks.28.attn2.to_v.bias +2026-08-09 12:58:04,706 INFO: fix params: 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12:58:04,708 INFO: optimizer params: schedule_encoder.knot_encoder.0.bias +2026-08-09 12:58:04,708 INFO: optimizer params: schedule_encoder.knot_encoder.3.weight +2026-08-09 12:58:04,708 INFO: optimizer params: schedule_encoder.knot_encoder.3.bias +2026-08-09 12:58:04,708 INFO: optimizer params: schedule_encoder.knot_encoder.4.weight +2026-08-09 12:58:04,708 INFO: optimizer params: schedule_encoder.knot_encoder.4.bias +2026-08-09 12:58:04,708 INFO: optimizer params: schedule_encoder.global_encoder.0.weight +2026-08-09 12:58:04,708 INFO: optimizer params: schedule_encoder.global_encoder.0.bias +2026-08-09 12:58:04,708 INFO: optimizer params: schedule_encoder.global_encoder.2.weight +2026-08-09 12:58:04,708 INFO: optimizer params: schedule_encoder.global_encoder.2.bias +2026-08-09 12:58:04,708 INFO: optimizer params: schedule_encoder.pool.in_proj_weight +2026-08-09 12:58:04,708 INFO: optimizer params: schedule_encoder.pool.in_proj_bias +2026-08-09 12:58:04,708 INFO: optimizer params: schedule_encoder.pool.out_proj.weight +2026-08-09 12:58:04,708 INFO: optimizer params: schedule_encoder.pool.out_proj.bias +2026-08-09 12:58:04,708 INFO: optimizer params: schedule_encoder.pool_norm.weight +2026-08-09 12:58:04,708 INFO: optimizer params: schedule_encoder.pool_norm.bias +2026-08-09 12:58:04,708 INFO: optimizer params: schedule_encoder.output_mlp.0.weight +2026-08-09 12:58:04,708 INFO: optimizer params: schedule_encoder.output_mlp.0.bias +2026-08-09 12:58:04,708 INFO: optimizer params: schedule_encoder.output_mlp.3.weight +2026-08-09 12:58:04,708 INFO: optimizer params: schedule_encoder.output_mlp.3.bias +2026-08-09 12:58:04,708 INFO: optimizer params: schedule_encoder.output_norm.weight +2026-08-09 12:58:04,708 INFO: optimizer params: schedule_encoder.output_norm.bias +2026-08-09 12:58:04,708 INFO: optimizer params: schedule_projection.weight +2026-08-09 12:58:04,708 INFO: optimizer params: schedule_projection.bias +2026-08-09 12:58:04,708 INFO: #Trained Parameters: 18.105856 M +2026-08-09 12:58:04,709 INFO: #Fixed Parameters: 1418.9968 M +2026-08-09 12:58:13,362 INFO: Checkpoint does not exist. Starting a new training run. +2026-08-09 12:58:13,362 INFO: ***** Running training ***** +2026-08-09 12:58:13,362 INFO: Num examples = 159 +2026-08-09 12:58:13,362 INFO: Instantaneous batch size per device = 1 +2026-08-09 12:58:13,362 INFO: Total train batch size (with parallel, distributed & accumulation) = 8 +2026-08-09 12:58:13,362 INFO: Total optimization steps = 0 +2026-08-09 12:58:13,363 INFO: Data_loader_length: 19 +2026-08-09 12:58:13,363 INFO: Init dataloader at epoch: 0, batch_iter 0 +2026-08-09 12:58:50,030 INFO: [lm_ai..][Iter: 1] [eta: -1 day, 23:59:24] step_time: 36.6665 lrs_g: 2.000e-06 generator_loss: 0.0000 rollout_num_steps: 2.0000 dmd_timestep_mean: 90.2276 dmd_vector_abs_mean: 0.0000 generator_grad_norm: 0.0000 lrs_d: 2.000e-06 discriminator_loss: 0.2582 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 925.6995 discriminator_grad_norm: 0.1062 [cuda:0 alloc 7.06GiB reserved 22.07GiB peak_alloc 17.66GiB] diff --git a/LongVid/experiments/lm_aifm_core_pilot_1b_main/models/checkpoint_step20/.metadata b/LongVid/experiments/lm_aifm_core_pilot_1b_main/models/checkpoint_step20/.metadata new file mode 100644 index 0000000000000000000000000000000000000000..f4e169186f97d17371ccbe27b73075bbfe812cd3 --- /dev/null +++ b/LongVid/experiments/lm_aifm_core_pilot_1b_main/models/checkpoint_step20/.metadata @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e56e41a95ed9e1950a110953ab75e41f8d6951c700934f0c5dc00301d430670b +size 7989801 diff --git a/LongVid/experiments/lm_aifm_core_pilot_1b_main/models/checkpoint_step20/__0_0.distcp b/LongVid/experiments/lm_aifm_core_pilot_1b_main/models/checkpoint_step20/__0_0.distcp new file mode 100644 index 0000000000000000000000000000000000000000..e0f0705c477d80fc12a78a3e6b8e6001a9d7285c --- /dev/null +++ b/LongVid/experiments/lm_aifm_core_pilot_1b_main/models/checkpoint_step20/__0_0.distcp @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:524a8587bc185882b2f3ffd953bf84d5ecc9d279b485fff75c84d8f21670eb71 +size 1480078748 diff --git a/LongVid/experiments/lm_aifm_core_pilot_1b_main/models/checkpoint_step20/__1_0.distcp b/LongVid/experiments/lm_aifm_core_pilot_1b_main/models/checkpoint_step20/__1_0.distcp new file mode 100644 index 0000000000000000000000000000000000000000..510b19cac8697884b912ca370e2b60214f2974ee --- /dev/null +++ b/LongVid/experiments/lm_aifm_core_pilot_1b_main/models/checkpoint_step20/__1_0.distcp @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0da36ace448de27098c4151a438c977ab93af268a61c307b184ef3a1b9feb5ed +size 1477914257 diff --git a/LongVid/experiments/lm_aifm_core_pilot_1b_main/models/checkpoint_step20/__3_0.distcp b/LongVid/experiments/lm_aifm_core_pilot_1b_main/models/checkpoint_step20/__3_0.distcp new file mode 100644 index 0000000000000000000000000000000000000000..1649b50420af851c87c7609613694a064cf70e4c --- /dev/null +++ b/LongVid/experiments/lm_aifm_core_pilot_1b_main/models/checkpoint_step20/__3_0.distcp @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:72c47b24564f16b2c2eaf3fadfb0c8b0e9b895d87df8beab5dbc475d46710b6b +size 1477927497 diff --git a/LongVid/experiments/lm_aifm_core_pilot_1b_main/models/checkpoint_step20/__7_0.distcp b/LongVid/experiments/lm_aifm_core_pilot_1b_main/models/checkpoint_step20/__7_0.distcp new file mode 100644 index 0000000000000000000000000000000000000000..be2d375501f62dcf985505c1c9af7710cb5a29ae --- /dev/null +++ b/LongVid/experiments/lm_aifm_core_pilot_1b_main/models/checkpoint_step20/__7_0.distcp @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:393743de58521b5af75603ece4c7706def1e08ceb1e0031b9ec5dc69f3cdc75e +size 1477929703 diff --git a/LongVid/experiments/lm_aifm_core_pilot_1b_main/train_lm_aifm_core_pilot_1b.yml b/LongVid/experiments/lm_aifm_core_pilot_1b_main/train_lm_aifm_core_pilot_1b.yml new file mode 100644 index 0000000000000000000000000000000000000000..874a619ac99b245085fca433f2275828c4a31855 --- /dev/null +++ b/LongVid/experiments/lm_aifm_core_pilot_1b_main/train_lm_aifm_core_pilot_1b.yml @@ -0,0 +1,165 @@ +# GENERATE TIME: Sun Aug 9 13:14:59 2026 +# CMD: +# /mnt/workspace/fly/lm_aifm_20260809/src/AnyFlow/far/main.py config_path=options/train/lm_aifm/train_lm_aifm_core_pilot_1b.yml name=lm_aifm_core_pilot_1b_main train.total_iter=199 logger.save_checkpoint_freq=20 models.rollout_cfg.num_inference_steps_list=[2,4] + +# LM-AIFM public-asset core integration pilot. +# +# This is intentionally a one-update smoke configuration. It validates an +# exact full-grid current-window cDMD loop with a same-content base-Wan score. +# It is NOT a production random-edge or cross-window long-memory experiment. +# For the bounded 20-update continuation override: +# train.total_iter=19 models.rollout_cfg.num_inference_steps_list='[2,4]' + +name: lm_aifm_core_pilot_1b_smoke +mode: train +manual_seed: 0 +mixed_precision: true + +datasets: + train: + type: T2VTarDataset + meta_path: assets/data/meta/vidprom_dummy/raw.json + num_frames: 81 + data_dtype: .mp4 + dataloader_cfg: + batch_size_per_gpu: 1 + num_workers: 0 + shuffle: true + shuffle_chunk_size: 1000 + drop_last: true + +models: + # Released, already trained AnyFlow-FAR student. No unpublished + # experiments/.../step_6000.pt is referenced anywhere in this config. + transformer_cfg: + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/AnyFlow-FAR-Wan2.1-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + enable_gradient_checkpoint: true + far_config: + full_chunk_limit: 3 + chunk_partition: [1, 3, 3, 3, 3, 3, 3, 2] + compressed_patch_size: [1, 4, 4] + long_context_training_ratio: 1.0 + lora_config: + lora_rank: 16 + lora_alpha: 16 + target_module_name: ['attn1.to_q', 'attn1.to_k', 'attn1.to_v', 'attn1.to_out.0', 'ffn.net.0.proj', 'ffn.net.2', 'delta_embedder', 'time_embedder'] + param_names_to_optimize: ['lora_A', 'lora_B'] + bidirectional_modeling_prob: 0.0 + + # Raw public base Wan, frozen. It sees the same detached history content + # concatenated with the current noisy block in bidirectional score mode. + real_cfg: + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/Wan2.1-T2V-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + + # Independent base-Wan copy for the fake score. LoRA and the schedule + # encoder are the only discriminator-side trainable parameters. + discriminator_cfg: + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/Wan2.1-T2V-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + enable_gradient_checkpoint: true + lora_config: + lora_rank: 16 + lora_alpha: 16 + target_module_name: ['attn1.to_q', 'attn1.to_k', 'attn1.to_v', 'attn1.to_out.0', 'ffn.net.0.proj', 'ffn.net.2'] + param_names_to_optimize: ['lora_A', 'lora_B', 'schedule_encoder', 'schedule_projection'] + + schedule_encoder_cfg: + embedding_dim: 256 + hidden_dim: 512 + num_tokens: 1 + num_heads: 4 + num_fourier_bands: 8 + dropout: 0.0 + + text_encoder_cfg: + drop_text_ratio: 0.0 + negative_embedding_path: assets/negative_embedding/wan_negemb_cn.pth + + vae_cfg: + load: true + + scheduler_cfg: + shift: 5.0 + weight_type: beta08 + + dmd_scheduler_cfg: + shift: 5.0 + + rollout_cfg: + rollout_pipeline: FARWanAnyFlowPipeline + # Smoke: N=2. The 20-update continuation should use [2, 4]. + num_inference_steps_list: [2] + current_num_chunks: 3 + use_kv_cache: true + + dmd_cfg: + dmd_weight: 0.1 + dmd_batch_size: 1 + min_timestep: 20 + max_timestep: 980 + normalizer_epsilon: !!float 1e-5 + vector_clip: 10.0 + + interval_cfg: + # Disabled for the first smoke. Set to 0.1 only after the base-teacher + # solver check passes; this remains an off-policy interval proxy. + weight: 0.0 + teacher_substeps: 2 + current_num_chunks: 3 + delta_min: 0.05 + replay_every: 0 + + flowmap_cfg: + gate_value: 0.25 + deltatime_type: r + diffusion_ratio: 0.5 + consistency_ratio: 0.25 + epsilon: 5 + +path: + pretrain_network: null + +train: + train_pipeline: LM_AIFM_Core_Pilot_Trainer + + optim_g: + type: AdamW + lr: !!float 2e-6 + weight_decay: 0.0 + betas: [0.0, 0.999] + + optim_d: + type: AdamW + lr: !!float 2e-6 + weight_decay: 0.0 + betas: [0.0, 0.999] + + discriminator_update_ratio: 1 + max_grad_norm: 1.0 + lr_scheduler: constant_with_warmup + warmup_iter: 0 + + # BaseTrainer uses `while global_step <= total_iter`; zero means one update. + total_iter: 0 + +val: + val_pipeline: FARWanAnyFlowPipeline + skip_first_eval: true + sample_freq: 100000 + eval_freq: 100000 + sample_cfg: + height: 480 + width: 832 + num_frames: 81 + guidance_scale: 1.0 + num_inference_steps: [2] + negative_prompt: 'overexposed, static, blurry, subtitles, low quality, deformed' + +logger: + print_freq: 1 + save_checkpoint_freq: 1000 + save_eval_checkpoint_freq: 1000 + clean_cache_freq: 1 + use_wandb: false diff --git a/LongVid/experiments/lm_aifm_core_pilot_1b_main/train_lm_aifm_core_pilot_1b_main_20260809_130006.log b/LongVid/experiments/lm_aifm_core_pilot_1b_main/train_lm_aifm_core_pilot_1b_main_20260809_130006.log new file mode 100644 index 0000000000000000000000000000000000000000..18a39a0530ea3d35878abd006e58ae4458b230f3 --- /dev/null +++ b/LongVid/experiments/lm_aifm_core_pilot_1b_main/train_lm_aifm_core_pilot_1b_main_20260809_130006.log @@ -0,0 +1,2598 @@ +2026-08-09 13:00:07,339 INFO: + name: lm_aifm_core_pilot_1b_main + mode: train + manual_seed: 0 + mixed_precision: True + datasets:[ + train:[ + type: T2VTarDataset + meta_path: assets/data/meta/vidprom_dummy/raw.json + num_frames: 81 + data_dtype: .mp4 + dataloader_cfg:[ + batch_size_per_gpu: 1 + num_workers: 0 + shuffle: True + shuffle_chunk_size: 1000 + drop_last: True + ] + ] + ] + models:[ + transformer_cfg:[ + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/AnyFlow-FAR-Wan2.1-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + enable_gradient_checkpoint: True + far_config:[ + full_chunk_limit: 3 + chunk_partition: [1, 3, 3, 3, 3, 3, 3, 2] + compressed_patch_size: [1, 4, 4] + long_context_training_ratio: 1.0 + ] + lora_config:[ + lora_rank: 16 + lora_alpha: 16 + target_module_name: ['attn1.to_q', 'attn1.to_k', 'attn1.to_v', 'attn1.to_out.0', 'ffn.net.0.proj', 'ffn.net.2', 'delta_embedder', 'time_embedder'] + ] + param_names_to_optimize: ['lora_A', 'lora_B'] + bidirectional_modeling_prob: 0.0 + ] + real_cfg:[ + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/Wan2.1-T2V-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + ] + discriminator_cfg:[ + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/Wan2.1-T2V-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + enable_gradient_checkpoint: True + lora_config:[ + lora_rank: 16 + lora_alpha: 16 + target_module_name: ['attn1.to_q', 'attn1.to_k', 'attn1.to_v', 'attn1.to_out.0', 'ffn.net.0.proj', 'ffn.net.2'] + ] + param_names_to_optimize: ['lora_A', 'lora_B', 'schedule_encoder', 'schedule_projection'] + ] + schedule_encoder_cfg:[ + embedding_dim: 256 + hidden_dim: 512 + num_tokens: 1 + num_heads: 4 + num_fourier_bands: 8 + dropout: 0.0 + ] + text_encoder_cfg:[ + drop_text_ratio: 0.0 + negative_embedding_path: assets/negative_embedding/wan_negemb_cn.pth + ] + vae_cfg:[ + load: True + ] + scheduler_cfg:[ + shift: 5.0 + weight_type: beta08 + ] + dmd_scheduler_cfg:[ + shift: 5.0 + ] + rollout_cfg:[ + rollout_pipeline: FARWanAnyFlowPipeline + num_inference_steps_list: [2, 4] + current_num_chunks: 3 + use_kv_cache: True + ] + dmd_cfg:[ + dmd_weight: 0.1 + dmd_batch_size: 1 + min_timestep: 20 + max_timestep: 980 + normalizer_epsilon: 1e-05 + vector_clip: 10.0 + ] + interval_cfg:[ + weight: 0.0 + teacher_substeps: 2 + current_num_chunks: 3 + delta_min: 0.05 + replay_every: 0 + ] + flowmap_cfg:[ + gate_value: 0.25 + deltatime_type: r + diffusion_ratio: 0.5 + consistency_ratio: 0.25 + epsilon: 5 + ] + ] + path:[ + pretrain_network: None + experiments_root: experiments/lm_aifm_core_pilot_1b_main + models: experiments/lm_aifm_core_pilot_1b_main/models + log: experiments/lm_aifm_core_pilot_1b_main + visualization: experiments/lm_aifm_core_pilot_1b_main/visualization + ] + train:[ + train_pipeline: LM_AIFM_Core_Pilot_Trainer + optim_g:[ + type: AdamW + lr: 2e-06 + weight_decay: 0.0 + betas: [0.0, 0.999] + ] + optim_d:[ + type: AdamW + lr: 2e-06 + weight_decay: 0.0 + betas: [0.0, 0.999] + ] + discriminator_update_ratio: 1 + max_grad_norm: 1.0 + lr_scheduler: constant_with_warmup + warmup_iter: 0 + total_iter: 19 + ] + val:[ + val_pipeline: FARWanAnyFlowPipeline + skip_first_eval: True + sample_freq: 100000 + eval_freq: 100000 + sample_cfg:[ + height: 480 + width: 832 + num_frames: 81 + guidance_scale: 1.0 + num_inference_steps: [2] + negative_prompt: overexposed, static, blurry, subtitles, low quality, deformed + ] + ] + logger:[ + print_freq: 1 + save_checkpoint_freq: 10 + save_eval_checkpoint_freq: 1000 + clean_cache_freq: 1 + use_wandb: False + ] + config_path: options/train/lm_aifm/train_lm_aifm_core_pilot_1b.yml + +2026-08-09 13:00:11,399 INFO: fix params: base_model.model.scale_shift_table +2026-08-09 13:00:11,399 INFO: fix params: base_model.model.patch_embedding.weight +2026-08-09 13:00:11,399 INFO: fix params: base_model.model.patch_embedding.bias +2026-08-09 13:00:11,399 INFO: fix params: base_model.model.blocks.0.scale_shift_table +2026-08-09 13:00:11,399 INFO: fix params: base_model.model.blocks.0.attn1.norm_q.weight +2026-08-09 13:00:11,399 INFO: fix params: base_model.model.blocks.0.attn1.norm_k.weight +2026-08-09 13:00:11,399 INFO: fix params: base_model.model.blocks.0.attn1.to_q.base_layer.weight +2026-08-09 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13:00:11,428 INFO: fix params: base_model.model.blocks.28.ffn.net.2.base_layer.weight +2026-08-09 13:00:11,428 INFO: fix params: base_model.model.blocks.28.ffn.net.2.base_layer.bias +2026-08-09 13:00:11,428 INFO: optimizer params: base_model.model.blocks.28.ffn.net.2.lora_A.real.weight +2026-08-09 13:00:11,428 INFO: optimizer params: base_model.model.blocks.28.ffn.net.2.lora_B.real.weight +2026-08-09 13:00:11,428 INFO: fix params: base_model.model.blocks.29.scale_shift_table +2026-08-09 13:00:11,428 INFO: fix params: base_model.model.blocks.29.attn1.norm_q.weight +2026-08-09 13:00:11,428 INFO: fix params: base_model.model.blocks.29.attn1.norm_k.weight +2026-08-09 13:00:11,428 INFO: fix params: base_model.model.blocks.29.attn1.to_q.base_layer.weight +2026-08-09 13:00:11,428 INFO: fix params: base_model.model.blocks.29.attn1.to_q.base_layer.bias +2026-08-09 13:00:11,428 INFO: optimizer params: base_model.model.blocks.29.attn1.to_q.lora_A.real.weight +2026-08-09 13:00:11,428 INFO: 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+2026-08-09 13:00:11,428 INFO: fix params: base_model.model.blocks.29.attn1.to_out.0.base_layer.bias +2026-08-09 13:00:11,428 INFO: optimizer params: base_model.model.blocks.29.attn1.to_out.0.lora_A.real.weight +2026-08-09 13:00:11,428 INFO: optimizer params: base_model.model.blocks.29.attn1.to_out.0.lora_B.real.weight +2026-08-09 13:00:11,428 INFO: fix params: base_model.model.blocks.29.attn2.norm_q.weight +2026-08-09 13:00:11,428 INFO: fix params: base_model.model.blocks.29.attn2.norm_k.weight +2026-08-09 13:00:11,428 INFO: fix params: base_model.model.blocks.29.attn2.to_q.weight +2026-08-09 13:00:11,428 INFO: fix params: base_model.model.blocks.29.attn2.to_q.bias +2026-08-09 13:00:11,428 INFO: fix params: base_model.model.blocks.29.attn2.to_k.weight +2026-08-09 13:00:11,428 INFO: fix params: base_model.model.blocks.29.attn2.to_k.bias +2026-08-09 13:00:11,428 INFO: fix params: base_model.model.blocks.29.attn2.to_v.weight +2026-08-09 13:00:11,428 INFO: fix params: 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13:00:11,429 INFO: fix params: base_model.model.condition_embedder.text_embedder.linear_2.weight +2026-08-09 13:00:11,429 INFO: fix params: base_model.model.condition_embedder.text_embedder.linear_2.bias +2026-08-09 13:00:11,430 INFO: #Trained Parameters: 16.130048 M +2026-08-09 13:00:11,430 INFO: #Fixed Parameters: 1422.147136 M +2026-08-09 13:01:05,861 INFO: fix params: score_model.base_model.model.scale_shift_table +2026-08-09 13:01:05,862 INFO: fix params: score_model.base_model.model.patch_embedding.weight +2026-08-09 13:01:05,862 INFO: fix params: score_model.base_model.model.patch_embedding.bias +2026-08-09 13:01:05,862 INFO: fix params: score_model.base_model.model.condition_embedder.time_embedder.linear_1.weight +2026-08-09 13:01:05,862 INFO: fix params: score_model.base_model.model.condition_embedder.time_embedder.linear_1.bias +2026-08-09 13:01:05,862 INFO: fix params: score_model.base_model.model.condition_embedder.time_embedder.linear_2.weight +2026-08-09 13:01:05,862 INFO: fix params: score_model.base_model.model.condition_embedder.time_embedder.linear_2.bias +2026-08-09 13:01:05,862 INFO: fix params: score_model.base_model.model.condition_embedder.time_proj.weight +2026-08-09 13:01:05,862 INFO: fix params: score_model.base_model.model.condition_embedder.time_proj.bias +2026-08-09 13:01:05,862 INFO: fix params: score_model.base_model.model.condition_embedder.text_embedder.linear_1.weight +2026-08-09 13:01:05,862 INFO: fix params: score_model.base_model.model.condition_embedder.text_embedder.linear_1.bias +2026-08-09 13:01:05,862 INFO: fix params: score_model.base_model.model.condition_embedder.text_embedder.linear_2.weight +2026-08-09 13:01:05,862 INFO: fix params: score_model.base_model.model.condition_embedder.text_embedder.linear_2.bias +2026-08-09 13:01:05,862 INFO: fix params: score_model.base_model.model.blocks.0.scale_shift_table +2026-08-09 13:01:05,862 INFO: fix params: score_model.base_model.model.blocks.0.attn1.norm_q.weight +2026-08-09 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+2026-08-09 13:01:05,862 INFO: fix params: score_model.base_model.model.blocks.0.attn1.to_v.base_layer.weight +2026-08-09 13:01:05,862 INFO: fix params: score_model.base_model.model.blocks.0.attn1.to_v.base_layer.bias +2026-08-09 13:01:05,862 INFO: optimizer params: score_model.base_model.model.blocks.0.attn1.to_v.lora_A.fake.weight +2026-08-09 13:01:05,862 INFO: optimizer params: score_model.base_model.model.blocks.0.attn1.to_v.lora_B.fake.weight +2026-08-09 13:01:05,862 INFO: fix params: score_model.base_model.model.blocks.0.attn1.to_out.0.base_layer.weight +2026-08-09 13:01:05,862 INFO: fix params: score_model.base_model.model.blocks.0.attn1.to_out.0.base_layer.bias +2026-08-09 13:01:05,863 INFO: optimizer params: score_model.base_model.model.blocks.0.attn1.to_out.0.lora_A.fake.weight +2026-08-09 13:01:05,863 INFO: optimizer params: score_model.base_model.model.blocks.0.attn1.to_out.0.lora_B.fake.weight +2026-08-09 13:01:05,863 INFO: fix params: 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13:01:05,895 INFO: optimizer params: schedule_encoder.knot_encoder.4.bias +2026-08-09 13:01:05,895 INFO: optimizer params: schedule_encoder.global_encoder.0.weight +2026-08-09 13:01:05,895 INFO: optimizer params: schedule_encoder.global_encoder.0.bias +2026-08-09 13:01:05,895 INFO: optimizer params: schedule_encoder.global_encoder.2.weight +2026-08-09 13:01:05,895 INFO: optimizer params: schedule_encoder.global_encoder.2.bias +2026-08-09 13:01:05,895 INFO: optimizer params: schedule_encoder.pool.in_proj_weight +2026-08-09 13:01:05,896 INFO: optimizer params: schedule_encoder.pool.in_proj_bias +2026-08-09 13:01:05,896 INFO: optimizer params: schedule_encoder.pool.out_proj.weight +2026-08-09 13:01:05,896 INFO: optimizer params: schedule_encoder.pool.out_proj.bias +2026-08-09 13:01:05,896 INFO: optimizer params: schedule_encoder.pool_norm.weight +2026-08-09 13:01:05,896 INFO: optimizer params: schedule_encoder.pool_norm.bias +2026-08-09 13:01:05,896 INFO: optimizer params: schedule_encoder.output_mlp.0.weight +2026-08-09 13:01:05,896 INFO: optimizer params: schedule_encoder.output_mlp.0.bias +2026-08-09 13:01:05,896 INFO: optimizer params: schedule_encoder.output_mlp.3.weight +2026-08-09 13:01:05,896 INFO: optimizer params: schedule_encoder.output_mlp.3.bias +2026-08-09 13:01:05,896 INFO: optimizer params: schedule_encoder.output_norm.weight +2026-08-09 13:01:05,896 INFO: optimizer params: schedule_encoder.output_norm.bias +2026-08-09 13:01:05,896 INFO: optimizer params: schedule_projection.weight +2026-08-09 13:01:05,896 INFO: optimizer params: schedule_projection.bias +2026-08-09 13:01:05,896 INFO: #Trained Parameters: 18.105856 M +2026-08-09 13:01:05,896 INFO: #Fixed Parameters: 1418.9968 M +2026-08-09 13:01:13,649 INFO: Checkpoint does not exist. Starting a new training run. +2026-08-09 13:01:13,649 INFO: ***** Running training ***** +2026-08-09 13:01:13,649 INFO: Num examples = 159 +2026-08-09 13:01:13,649 INFO: Instantaneous batch size per device = 1 +2026-08-09 13:01:13,650 INFO: Total train batch size (with parallel, distributed & accumulation) = 8 +2026-08-09 13:01:13,650 INFO: Total optimization steps = 19 +2026-08-09 13:01:13,650 INFO: Data_loader_length: 19 +2026-08-09 13:01:13,650 INFO: Init dataloader at epoch: 0, batch_iter 0 +2026-08-09 13:01:56,505 INFO: [lm_ai..][Iter: 1] [eta: 0:06:04] step_time: 42.8548 lrs_g: 2.000e-06 generator_loss: 0.0000 rollout_num_steps: 4.0000 dmd_timestep_mean: 90.2276 dmd_vector_abs_mean: 0.0000 generator_grad_norm: 0.0000 lrs_d: 2.000e-06 discriminator_loss: 0.2850 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 925.6995 discriminator_grad_norm: 0.0830 [cuda:0 alloc 7.06GiB reserved 25.10GiB peak_alloc 20.70GiB] +2026-08-09 13:02:21,977 INFO: [lm_ai..][Iter: 2] [eta: 0:06:04] step_time: 24.4350 lrs_g: 2.000e-06 generator_loss: 0.0000 rollout_num_steps: 2.0000 dmd_timestep_mean: 963.7418 dmd_vector_abs_mean: 0.0119 generator_grad_norm: 0.0000 lrs_d: 2.000e-06 discriminator_loss: 0.2082 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 143.8490 discriminator_grad_norm: 0.0440 [cuda:0 alloc 7.06GiB reserved 19.64GiB peak_alloc 20.70GiB] +2026-08-09 13:02:51,592 INFO: [lm_ai..][Iter: 3] [eta: 0:06:07] step_time: 28.8707 lrs_g: 2.000e-06 generator_loss: 0.0003 rollout_num_steps: 4.0000 dmd_timestep_mean: 366.7611 dmd_vector_abs_mean: 0.0354 generator_grad_norm: 0.0000 lrs_d: 2.000e-06 discriminator_loss: 0.1351 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 820.0043 discriminator_grad_norm: 0.1209 [cuda:0 alloc 7.06GiB reserved 23.51GiB peak_alloc 20.82GiB] +2026-08-09 13:03:21,464 INFO: [lm_ai..][Iter: 4] [eta: 0:05:57] step_time: 29.0057 lrs_g: 2.000e-06 generator_loss: 0.0000 rollout_num_steps: 4.0000 dmd_timestep_mean: 980.0000 dmd_vector_abs_mean: 0.0074 generator_grad_norm: 0.0000 lrs_d: 2.000e-06 discriminator_loss: 0.1797 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 825.2476 discriminator_grad_norm: 0.0941 [cuda:0 alloc 7.06GiB reserved 23.41GiB peak_alloc 20.82GiB] +2026-08-09 13:03:48,959 INFO: [lm_ai..][Iter: 5] [eta: 0:05:36] step_time: 26.6402 lrs_g: 2.000e-06 generator_loss: 0.0002 rollout_num_steps: 4.0000 dmd_timestep_mean: 812.9827 dmd_vector_abs_mean: 0.0292 generator_grad_norm: 0.0000 lrs_d: 2.000e-06 discriminator_loss: 0.4223 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 943.3905 discriminator_grad_norm: 0.2003 [cuda:0 alloc 7.06GiB reserved 23.41GiB peak_alloc 20.82GiB] +2026-08-09 13:04:14,233 INFO: [lm_ai..][Iter: 6] [eta: 0:05:09] step_time: 24.3822 lrs_g: 2.000e-06 generator_loss: 0.0005 rollout_num_steps: 2.0000 dmd_timestep_mean: 436.7825 dmd_vector_abs_mean: 0.0479 generator_grad_norm: 0.0000 lrs_d: 2.000e-06 discriminator_loss: 0.1209 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 155.7434 discriminator_grad_norm: 0.1983 [cuda:0 alloc 7.06GiB reserved 19.58GiB peak_alloc 20.82GiB] +2026-08-09 13:04:37,533 INFO: [lm_ai..][Iter: 7] [eta: 0:04:40] step_time: 22.5642 lrs_g: 2.000e-06 generator_loss: 0.0005 rollout_num_steps: 2.0000 dmd_timestep_mean: 332.9183 dmd_vector_abs_mean: 0.0488 generator_grad_norm: 0.0000 lrs_d: 2.000e-06 discriminator_loss: 0.0807 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 825.5626 discriminator_grad_norm: 0.1505 [cuda:0 alloc 7.06GiB reserved 20.01GiB peak_alloc 20.82GiB] +2026-08-09 13:05:05,431 INFO: [lm_ai..][Iter: 8] [eta: 0:04:17] step_time: 27.1059 lrs_g: 2.000e-06 generator_loss: 0.0002 rollout_num_steps: 4.0000 dmd_timestep_mean: 864.6327 dmd_vector_abs_mean: 0.0342 generator_grad_norm: 0.0001 lrs_d: 2.000e-06 discriminator_loss: 0.4391 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 942.9225 discriminator_grad_norm: 0.6263 [cuda:0 alloc 7.06GiB reserved 23.45GiB peak_alloc 20.82GiB] +2026-08-09 13:05:32,871 INFO: [lm_ai..][Iter: 9] [eta: 0:03:53] step_time: 26.5945 lrs_g: 2.000e-06 generator_loss: 0.0007 rollout_num_steps: 4.0000 dmd_timestep_mean: 661.3335 dmd_vector_abs_mean: 0.0586 generator_grad_norm: 0.0000 lrs_d: 2.000e-06 discriminator_loss: 0.1110 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 344.8009 discriminator_grad_norm: 1.1323 [cuda:0 alloc 7.06GiB reserved 23.16GiB peak_alloc 20.82GiB] +2026-08-09 13:05:58,182 INFO: [lm_ai..][Iter: 10] [eta: 0:03:26] step_time: 24.4370 lrs_g: 2.000e-06 generator_loss: 0.0006 rollout_num_steps: 2.0000 dmd_timestep_mean: 717.0861 dmd_vector_abs_mean: 0.0554 generator_grad_norm: 0.0001 lrs_d: 2.000e-06 discriminator_loss: 0.2357 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 899.1733 discriminator_grad_norm: 0.7509 [cuda:0 alloc 7.06GiB reserved 20.13GiB peak_alloc 20.82GiB] +2026-08-09 13:06:08,988 INFO: Saved state to experiments/lm_aifm_core_pilot_1b_main/models/checkpoint +2026-08-09 13:06:36,229 INFO: [lm_ai..][Iter: 11] [eta: 0:03:08] step_time: 26.9331 lrs_g: 2.000e-06 generator_loss: 0.0010 rollout_num_steps: 4.0000 dmd_timestep_mean: 825.0164 dmd_vector_abs_mean: 0.0771 generator_grad_norm: 0.0001 lrs_d: 2.000e-06 discriminator_loss: 0.1268 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 785.6951 discriminator_grad_norm: 0.4493 [cuda:0 alloc 7.06GiB reserved 23.43GiB peak_alloc 20.82GiB] +2026-08-09 13:07:06,262 INFO: [lm_ai..][Iter: 12] [eta: 0:02:42] step_time: 29.1834 lrs_g: 2.000e-06 generator_loss: 0.0011 rollout_num_steps: 4.0000 dmd_timestep_mean: 384.0096 dmd_vector_abs_mean: 0.0762 generator_grad_norm: 0.0002 lrs_d: 2.000e-06 discriminator_loss: 1.5067 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 980.0000 discriminator_grad_norm: 1.8858 [cuda:0 alloc 7.06GiB reserved 23.49GiB peak_alloc 20.82GiB] +2026-08-09 13:07:34,261 INFO: [lm_ai..][Iter: 13] [eta: 0:02:15] step_time: 27.1011 lrs_g: 2.000e-06 generator_loss: 0.0011 rollout_num_steps: 4.0000 dmd_timestep_mean: 784.6757 dmd_vector_abs_mean: 0.0781 generator_grad_norm: 0.0001 lrs_d: 2.000e-06 discriminator_loss: 0.0844 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 638.7962 discriminator_grad_norm: 1.6783 [cuda:0 alloc 7.06GiB reserved 23.43GiB peak_alloc 20.82GiB] +2026-08-09 13:08:04,116 INFO: [lm_ai..][Iter: 14] [eta: 0:01:49] step_time: 29.0027 lrs_g: 2.000e-06 generator_loss: 0.0015 rollout_num_steps: 4.0000 dmd_timestep_mean: 121.9193 dmd_vector_abs_mean: 0.0859 generator_grad_norm: 0.0002 lrs_d: 2.000e-06 discriminator_loss: 0.1692 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 935.0364 discriminator_grad_norm: 0.4886 [cuda:0 alloc 7.06GiB reserved 23.41GiB peak_alloc 20.82GiB] +2026-08-09 13:08:32,633 INFO: [lm_ai..][Iter: 15] [eta: 0:01:22] step_time: 27.6225 lrs_g: 2.000e-06 generator_loss: 0.0032 rollout_num_steps: 4.0000 dmd_timestep_mean: 859.0436 dmd_vector_abs_mean: 0.1299 generator_grad_norm: 0.0002 lrs_d: 2.000e-06 discriminator_loss: 0.1031 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 603.8286 discriminator_grad_norm: 0.7265 [cuda:0 alloc 7.06GiB reserved 23.41GiB peak_alloc 20.82GiB] +2026-08-09 13:08:55,764 INFO: [lm_ai..][Iter: 16] [eta: 0:00:54] step_time: 22.2732 lrs_g: 2.000e-06 generator_loss: 0.0011 rollout_num_steps: 2.0000 dmd_timestep_mean: 582.1539 dmd_vector_abs_mean: 0.0781 generator_grad_norm: 0.0002 lrs_d: 2.000e-06 discriminator_loss: 0.2237 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 927.7752 discriminator_grad_norm: 0.3872 [cuda:0 alloc 7.06GiB reserved 19.58GiB peak_alloc 20.82GiB] +2026-08-09 13:09:23,410 INFO: [lm_ai..][Iter: 17] [eta: 0:00:27] step_time: 26.8872 lrs_g: 2.000e-06 generator_loss: 0.0034 rollout_num_steps: 4.0000 dmd_timestep_mean: 920.5582 dmd_vector_abs_mean: 0.1377 generator_grad_norm: 0.0002 lrs_d: 2.000e-06 discriminator_loss: 0.5667 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 973.9139 discriminator_grad_norm: 0.7920 [cuda:0 alloc 7.06GiB reserved 23.45GiB peak_alloc 20.82GiB] +2026-08-09 13:09:53,371 INFO: [lm_ai..][Iter: 18] [eta: 0:00:00] step_time: 29.1115 lrs_g: 2.000e-06 generator_loss: 0.0017 rollout_num_steps: 4.0000 dmd_timestep_mean: 756.0410 dmd_vector_abs_mean: 0.0967 generator_grad_norm: 0.0004 lrs_d: 2.000e-06 discriminator_loss: 0.1232 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 262.7130 discriminator_grad_norm: 0.8503 [cuda:0 alloc 7.06GiB reserved 23.47GiB peak_alloc 20.82GiB] +2026-08-09 13:10:18,403 INFO: [lm_ai..][Iter: 19] [eta: -1 day, 23:59:33] step_time: 24.1953 lrs_g: 2.000e-06 generator_loss: 0.0021 rollout_num_steps: 2.0000 dmd_timestep_mean: 767.9835 dmd_vector_abs_mean: 0.1079 generator_grad_norm: 0.0002 lrs_d: 2.000e-06 discriminator_loss: 0.3089 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 951.6071 discriminator_grad_norm: 0.4687 [cuda:0 alloc 7.06GiB reserved 19.68GiB peak_alloc 20.82GiB] +2026-08-09 13:10:41,613 INFO: [lm_ai..][Iter: 20] [eta: -1 day, 23:59:06] step_time: 22.3724 lrs_g: 2.000e-06 generator_loss: 0.0014 rollout_num_steps: 2.0000 dmd_timestep_mean: 368.4184 dmd_vector_abs_mean: 0.0908 generator_grad_norm: 0.0012 lrs_d: 2.000e-06 discriminator_loss: 0.1138 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 405.2965 discriminator_grad_norm: 0.1994 [cuda:0 alloc 7.06GiB reserved 20.11GiB peak_alloc 20.82GiB] +2026-08-09 13:10:50,794 INFO: Saved state to experiments/lm_aifm_core_pilot_1b_main/models/checkpoint diff --git a/LongVid/experiments/lm_aifm_core_pilot_1b_main/train_lm_aifm_core_pilot_1b_main_20260809_131459.log b/LongVid/experiments/lm_aifm_core_pilot_1b_main/train_lm_aifm_core_pilot_1b_main_20260809_131459.log new file mode 100644 index 0000000000000000000000000000000000000000..3b414fbcb08a1f34e5d93c1476c73b673c195946 --- /dev/null +++ b/LongVid/experiments/lm_aifm_core_pilot_1b_main/train_lm_aifm_core_pilot_1b_main_20260809_131459.log @@ -0,0 +1,2768 @@ +2026-08-09 13:14:59,920 INFO: + name: lm_aifm_core_pilot_1b_main + mode: train + manual_seed: 0 + mixed_precision: True + datasets:[ + train:[ + type: T2VTarDataset + meta_path: assets/data/meta/vidprom_dummy/raw.json + num_frames: 81 + data_dtype: .mp4 + dataloader_cfg:[ + batch_size_per_gpu: 1 + num_workers: 0 + shuffle: True + shuffle_chunk_size: 1000 + drop_last: True + ] + ] + ] + models:[ + transformer_cfg:[ + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/AnyFlow-FAR-Wan2.1-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + enable_gradient_checkpoint: True + far_config:[ + full_chunk_limit: 3 + chunk_partition: [1, 3, 3, 3, 3, 3, 3, 2] + compressed_patch_size: [1, 4, 4] + long_context_training_ratio: 1.0 + ] + lora_config:[ + lora_rank: 16 + lora_alpha: 16 + target_module_name: ['attn1.to_q', 'attn1.to_k', 'attn1.to_v', 'attn1.to_out.0', 'ffn.net.0.proj', 'ffn.net.2', 'delta_embedder', 'time_embedder'] + ] + param_names_to_optimize: ['lora_A', 'lora_B'] + bidirectional_modeling_prob: 0.0 + ] + real_cfg:[ + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/Wan2.1-T2V-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + ] + discriminator_cfg:[ + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/Wan2.1-T2V-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + enable_gradient_checkpoint: True + lora_config:[ + lora_rank: 16 + lora_alpha: 16 + target_module_name: ['attn1.to_q', 'attn1.to_k', 'attn1.to_v', 'attn1.to_out.0', 'ffn.net.0.proj', 'ffn.net.2'] + ] + param_names_to_optimize: ['lora_A', 'lora_B', 'schedule_encoder', 'schedule_projection'] + ] + schedule_encoder_cfg:[ + embedding_dim: 256 + hidden_dim: 512 + num_tokens: 1 + num_heads: 4 + num_fourier_bands: 8 + dropout: 0.0 + ] + text_encoder_cfg:[ + drop_text_ratio: 0.0 + negative_embedding_path: assets/negative_embedding/wan_negemb_cn.pth + ] + vae_cfg:[ + load: True + ] + scheduler_cfg:[ + shift: 5.0 + weight_type: beta08 + ] + dmd_scheduler_cfg:[ + shift: 5.0 + ] + rollout_cfg:[ + rollout_pipeline: FARWanAnyFlowPipeline + num_inference_steps_list: [2, 4] + current_num_chunks: 3 + use_kv_cache: True + ] + dmd_cfg:[ + dmd_weight: 0.1 + dmd_batch_size: 1 + min_timestep: 20 + max_timestep: 980 + normalizer_epsilon: 1e-05 + vector_clip: 10.0 + ] + interval_cfg:[ + weight: 0.0 + teacher_substeps: 2 + current_num_chunks: 3 + delta_min: 0.05 + replay_every: 0 + ] + flowmap_cfg:[ + gate_value: 0.25 + deltatime_type: r + diffusion_ratio: 0.5 + consistency_ratio: 0.25 + epsilon: 5 + ] + ] + path:[ + pretrain_network: None + experiments_root: experiments/lm_aifm_core_pilot_1b_main + models: experiments/lm_aifm_core_pilot_1b_main/models + log: experiments/lm_aifm_core_pilot_1b_main + visualization: experiments/lm_aifm_core_pilot_1b_main/visualization + ] + train:[ + train_pipeline: LM_AIFM_Core_Pilot_Trainer + optim_g:[ + type: AdamW + lr: 2e-06 + weight_decay: 0.0 + betas: [0.0, 0.999] + ] + optim_d:[ + type: AdamW + lr: 2e-06 + weight_decay: 0.0 + betas: [0.0, 0.999] + ] + discriminator_update_ratio: 1 + max_grad_norm: 1.0 + lr_scheduler: constant_with_warmup + warmup_iter: 0 + total_iter: 199 + ] + val:[ + val_pipeline: FARWanAnyFlowPipeline + skip_first_eval: True + sample_freq: 100000 + eval_freq: 100000 + sample_cfg:[ + height: 480 + width: 832 + num_frames: 81 + guidance_scale: 1.0 + num_inference_steps: [2] + negative_prompt: overexposed, static, blurry, subtitles, low quality, deformed + ] + ] + logger:[ + print_freq: 1 + save_checkpoint_freq: 20 + save_eval_checkpoint_freq: 1000 + clean_cache_freq: 1 + use_wandb: False + ] + config_path: options/train/lm_aifm/train_lm_aifm_core_pilot_1b.yml + +2026-08-09 13:15:06,597 INFO: fix params: base_model.model.scale_shift_table +2026-08-09 13:15:06,597 INFO: fix params: base_model.model.patch_embedding.weight +2026-08-09 13:15:06,597 INFO: fix params: base_model.model.patch_embedding.bias +2026-08-09 13:15:06,597 INFO: fix params: base_model.model.blocks.0.scale_shift_table +2026-08-09 13:15:06,597 INFO: fix params: base_model.model.blocks.0.attn1.norm_q.weight +2026-08-09 13:15:06,597 INFO: 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13:15:06,627 INFO: fix params: base_model.model.blocks.29.ffn.net.2.base_layer.weight +2026-08-09 13:15:06,627 INFO: fix params: base_model.model.blocks.29.ffn.net.2.base_layer.bias +2026-08-09 13:15:06,627 INFO: optimizer params: base_model.model.blocks.29.ffn.net.2.lora_A.real.weight +2026-08-09 13:15:06,627 INFO: optimizer params: base_model.model.blocks.29.ffn.net.2.lora_B.real.weight +2026-08-09 13:15:06,627 INFO: fix params: base_model.model.proj_out.weight +2026-08-09 13:15:06,627 INFO: fix params: base_model.model.proj_out.bias +2026-08-09 13:15:06,627 INFO: fix params: base_model.model.far_patch_embedding.weight +2026-08-09 13:15:06,627 INFO: fix params: base_model.model.far_patch_embedding.bias +2026-08-09 13:15:06,627 INFO: fix params: base_model.model.condition_embedder.time_embedder.linear_1.base_layer.weight +2026-08-09 13:15:06,628 INFO: fix params: base_model.model.condition_embedder.time_embedder.linear_1.base_layer.bias +2026-08-09 13:15:06,628 INFO: optimizer params: 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INFO: fix params: score_model.base_model.model.blocks.28.scale_shift_table +2026-08-09 13:16:08,159 INFO: fix params: score_model.base_model.model.blocks.28.attn1.norm_q.weight +2026-08-09 13:16:08,159 INFO: fix params: score_model.base_model.model.blocks.28.attn1.norm_k.weight +2026-08-09 13:16:08,159 INFO: fix params: score_model.base_model.model.blocks.28.attn1.to_q.base_layer.weight +2026-08-09 13:16:08,159 INFO: fix params: score_model.base_model.model.blocks.28.attn1.to_q.base_layer.bias +2026-08-09 13:16:08,159 INFO: optimizer params: score_model.base_model.model.blocks.28.attn1.to_q.lora_A.fake.weight +2026-08-09 13:16:08,159 INFO: optimizer params: score_model.base_model.model.blocks.28.attn1.to_q.lora_B.fake.weight +2026-08-09 13:16:08,159 INFO: fix params: score_model.base_model.model.blocks.28.attn1.to_k.base_layer.weight +2026-08-09 13:16:08,159 INFO: fix params: score_model.base_model.model.blocks.28.attn1.to_k.base_layer.bias +2026-08-09 13:16:08,159 INFO: optimizer 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+2026-08-09 13:16:08,159 INFO: optimizer params: score_model.base_model.model.blocks.28.attn1.to_out.0.lora_B.fake.weight +2026-08-09 13:16:08,159 INFO: fix params: score_model.base_model.model.blocks.28.attn2.norm_q.weight +2026-08-09 13:16:08,159 INFO: fix params: score_model.base_model.model.blocks.28.attn2.norm_k.weight +2026-08-09 13:16:08,159 INFO: fix params: score_model.base_model.model.blocks.28.attn2.to_q.weight +2026-08-09 13:16:08,159 INFO: fix params: score_model.base_model.model.blocks.28.attn2.to_q.bias +2026-08-09 13:16:08,159 INFO: fix params: score_model.base_model.model.blocks.28.attn2.to_k.weight +2026-08-09 13:16:08,159 INFO: fix params: score_model.base_model.model.blocks.28.attn2.to_k.bias +2026-08-09 13:16:08,159 INFO: fix params: score_model.base_model.model.blocks.28.attn2.to_v.weight +2026-08-09 13:16:08,159 INFO: fix params: score_model.base_model.model.blocks.28.attn2.to_v.bias +2026-08-09 13:16:08,159 INFO: fix params: 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params: score_model.base_model.model.blocks.29.attn2.to_k.bias +2026-08-09 13:16:08,160 INFO: fix params: score_model.base_model.model.blocks.29.attn2.to_v.weight +2026-08-09 13:16:08,160 INFO: fix params: score_model.base_model.model.blocks.29.attn2.to_v.bias +2026-08-09 13:16:08,160 INFO: fix params: score_model.base_model.model.blocks.29.attn2.to_out.0.weight +2026-08-09 13:16:08,160 INFO: fix params: score_model.base_model.model.blocks.29.attn2.to_out.0.bias +2026-08-09 13:16:08,160 INFO: fix params: score_model.base_model.model.blocks.29.norm2.weight +2026-08-09 13:16:08,160 INFO: fix params: score_model.base_model.model.blocks.29.norm2.bias +2026-08-09 13:16:08,160 INFO: fix params: score_model.base_model.model.blocks.29.ffn.net.0.proj.base_layer.weight +2026-08-09 13:16:08,160 INFO: fix params: score_model.base_model.model.blocks.29.ffn.net.0.proj.base_layer.bias +2026-08-09 13:16:08,160 INFO: optimizer params: 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13:16:08,161 INFO: optimizer params: schedule_encoder.knot_encoder.0.bias +2026-08-09 13:16:08,161 INFO: optimizer params: schedule_encoder.knot_encoder.3.weight +2026-08-09 13:16:08,161 INFO: optimizer params: schedule_encoder.knot_encoder.3.bias +2026-08-09 13:16:08,161 INFO: optimizer params: schedule_encoder.knot_encoder.4.weight +2026-08-09 13:16:08,161 INFO: optimizer params: schedule_encoder.knot_encoder.4.bias +2026-08-09 13:16:08,161 INFO: optimizer params: schedule_encoder.global_encoder.0.weight +2026-08-09 13:16:08,161 INFO: optimizer params: schedule_encoder.global_encoder.0.bias +2026-08-09 13:16:08,161 INFO: optimizer params: schedule_encoder.global_encoder.2.weight +2026-08-09 13:16:08,161 INFO: optimizer params: schedule_encoder.global_encoder.2.bias +2026-08-09 13:16:08,161 INFO: optimizer params: schedule_encoder.pool.in_proj_weight +2026-08-09 13:16:08,161 INFO: optimizer params: schedule_encoder.pool.in_proj_bias +2026-08-09 13:16:08,161 INFO: optimizer params: schedule_encoder.pool.out_proj.weight +2026-08-09 13:16:08,161 INFO: optimizer params: schedule_encoder.pool.out_proj.bias +2026-08-09 13:16:08,161 INFO: optimizer params: schedule_encoder.pool_norm.weight +2026-08-09 13:16:08,161 INFO: optimizer params: schedule_encoder.pool_norm.bias +2026-08-09 13:16:08,161 INFO: optimizer params: schedule_encoder.output_mlp.0.weight +2026-08-09 13:16:08,161 INFO: optimizer params: schedule_encoder.output_mlp.0.bias +2026-08-09 13:16:08,161 INFO: optimizer params: schedule_encoder.output_mlp.3.weight +2026-08-09 13:16:08,161 INFO: optimizer params: schedule_encoder.output_mlp.3.bias +2026-08-09 13:16:08,161 INFO: optimizer params: schedule_encoder.output_norm.weight +2026-08-09 13:16:08,161 INFO: optimizer params: schedule_encoder.output_norm.bias +2026-08-09 13:16:08,161 INFO: optimizer params: schedule_projection.weight +2026-08-09 13:16:08,161 INFO: optimizer params: schedule_projection.bias +2026-08-09 13:16:08,161 INFO: #Trained Parameters: 18.105856 M +2026-08-09 13:16:08,161 INFO: #Fixed Parameters: 1418.9968 M +2026-08-09 13:16:16,548 INFO: Resuming from checkpoint experiments/lm_aifm_core_pilot_1b_main/models/checkpoint +2026-08-09 13:16:26,791 INFO: Loaded model and optimizer. +2026-08-09 13:16:26,792 INFO: Loaded LR scheduler states. +2026-08-09 13:16:26,792 INFO: Loaded random states. +2026-08-09 13:16:26,877 INFO: ***** Running training ***** +2026-08-09 13:16:26,878 INFO: Num examples = 159 +2026-08-09 13:16:26,878 INFO: Instantaneous batch size per device = 1 +2026-08-09 13:16:26,878 INFO: Total train batch size (with parallel, distributed & accumulation) = 8 +2026-08-09 13:16:26,878 INFO: Total optimization steps = 199 +2026-08-09 13:16:26,878 INFO: Data_loader_length: 19 +2026-08-09 13:16:26,879 INFO: Init dataloader at epoch: 1, batch_iter 1 +2026-08-09 13:17:02,553 INFO: [lm_ai..][Iter: 21] [eta: 0:52:37] step_time: 35.6739 lrs_g: 2.000e-06 generator_loss: 0.0543 rollout_num_steps: 2.0000 dmd_timestep_mean: 980.0000 dmd_vector_abs_mean: 0.5742 generator_grad_norm: 0.0004 lrs_d: 2.000e-06 discriminator_loss: 0.0872 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 612.4905 discriminator_grad_norm: 1.3133 [cuda:0 alloc 7.06GiB reserved 22.10GiB peak_alloc 17.69GiB] +2026-08-09 13:17:27,727 INFO: [lm_ai..][Iter: 22] [eta: 0:59:29] step_time: 24.3336 lrs_g: 2.000e-06 generator_loss: 0.0208 rollout_num_steps: 2.0000 dmd_timestep_mean: 973.2929 dmd_vector_abs_mean: 0.3574 generator_grad_norm: 0.0004 lrs_d: 2.000e-06 discriminator_loss: 0.1359 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 751.3741 discriminator_grad_norm: 0.4226 [cuda:0 alloc 7.06GiB reserved 20.15GiB peak_alloc 17.78GiB] +2026-08-09 13:17:50,965 INFO: [lm_ai..][Iter: 23] [eta: 1:01:18] step_time: 22.4760 lrs_g: 2.000e-06 generator_loss: 0.0119 rollout_num_steps: 2.0000 dmd_timestep_mean: 977.7654 dmd_vector_abs_mean: 0.2734 generator_grad_norm: 0.0004 lrs_d: 2.000e-06 discriminator_loss: 0.1469 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 889.2937 discriminator_grad_norm: 0.6223 [cuda:0 alloc 7.06GiB reserved 20.01GiB peak_alloc 17.78GiB] +2026-08-09 13:18:21,188 INFO: [lm_ai..][Iter: 24] [eta: 1:06:17] step_time: 29.3526 lrs_g: 2.000e-06 generator_loss: 0.0036 rollout_num_steps: 4.0000 dmd_timestep_mean: 840.0895 dmd_vector_abs_mean: 0.1455 generator_grad_norm: 0.0005 lrs_d: 2.000e-06 discriminator_loss: 0.3643 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 980.0000 discriminator_grad_norm: 1.0184 [cuda:0 alloc 7.06GiB reserved 23.47GiB peak_alloc 20.82GiB] +2026-08-09 13:18:46,884 INFO: [lm_ai..][Iter: 25] [eta: 1:07:16] step_time: 24.6936 lrs_g: 2.000e-06 generator_loss: 0.0045 rollout_num_steps: 2.0000 dmd_timestep_mean: 813.4915 dmd_vector_abs_mean: 0.1572 generator_grad_norm: 0.0005 lrs_d: 2.000e-06 discriminator_loss: 0.8140 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 980.0000 discriminator_grad_norm: 1.0397 [cuda:0 alloc 7.06GiB reserved 20.29GiB peak_alloc 20.82GiB] +2026-08-09 13:19:14,438 INFO: [lm_ai..][Iter: 26] [eta: 1:08:37] step_time: 26.7622 lrs_g: 2.000e-06 generator_loss: 0.0014 rollout_num_steps: 4.0000 dmd_timestep_mean: 312.7174 dmd_vector_abs_mean: 0.0903 generator_grad_norm: 0.0006 lrs_d: 2.000e-06 discriminator_loss: 0.1428 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 884.5437 discriminator_grad_norm: 0.7887 [cuda:0 alloc 7.06GiB reserved 23.35GiB peak_alloc 20.82GiB] +2026-08-09 13:19:42,361 INFO: [lm_ai..][Iter: 27] [eta: 1:09:38] step_time: 26.8827 lrs_g: 2.000e-06 generator_loss: 0.0019 rollout_num_steps: 4.0000 dmd_timestep_mean: 242.1312 dmd_vector_abs_mean: 0.1035 generator_grad_norm: 0.0003 lrs_d: 2.000e-06 discriminator_loss: 0.1721 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 930.4794 discriminator_grad_norm: 0.9253 [cuda:0 alloc 7.06GiB reserved 23.49GiB peak_alloc 20.82GiB] +2026-08-09 13:20:12,325 INFO: [lm_ai..][Iter: 28] [eta: 1:10:58] step_time: 29.0558 lrs_g: 2.000e-06 generator_loss: 0.0098 rollout_num_steps: 4.0000 dmd_timestep_mean: 906.7970 dmd_vector_abs_mean: 0.2334 generator_grad_norm: 0.0006 lrs_d: 2.000e-06 discriminator_loss: 0.1574 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 830.1643 discriminator_grad_norm: 0.2908 [cuda:0 alloc 7.06GiB reserved 23.43GiB peak_alloc 20.82GiB] +2026-08-09 13:20:37,923 INFO: [lm_ai..][Iter: 29] [eta: 1:10:42] step_time: 24.7155 lrs_g: 2.000e-06 generator_loss: 0.0037 rollout_num_steps: 2.0000 dmd_timestep_mean: 822.2706 dmd_vector_abs_mean: 0.1436 generator_grad_norm: 0.0003 lrs_d: 2.000e-06 discriminator_loss: 0.3402 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 959.3936 discriminator_grad_norm: 0.3704 [cuda:0 alloc 7.06GiB reserved 19.99GiB peak_alloc 20.82GiB] +2026-08-09 13:21:05,428 INFO: [lm_ai..][Iter: 30] [eta: 1:10:54] step_time: 26.7334 lrs_g: 2.000e-06 generator_loss: 0.0077 rollout_num_steps: 4.0000 dmd_timestep_mean: 911.8828 dmd_vector_abs_mean: 0.2109 generator_grad_norm: 0.0005 lrs_d: 2.000e-06 discriminator_loss: 0.1384 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 747.4379 discriminator_grad_norm: 2.3838 [cuda:0 alloc 7.06GiB reserved 23.47GiB peak_alloc 20.82GiB] +2026-08-09 13:21:33,239 INFO: [lm_ai..][Iter: 31] [eta: 1:11:03] step_time: 26.9400 lrs_g: 2.000e-06 generator_loss: 0.0080 rollout_num_steps: 4.0000 dmd_timestep_mean: 965.0178 dmd_vector_abs_mean: 0.2070 generator_grad_norm: 0.0003 lrs_d: 2.000e-06 discriminator_loss: 0.1862 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 880.8157 discriminator_grad_norm: 0.2815 [cuda:0 alloc 7.06GiB reserved 23.43GiB peak_alloc 20.82GiB] +2026-08-09 13:21:56,648 INFO: [lm_ai..][Iter: 32] [eta: 1:10:10] step_time: 22.3998 lrs_g: 2.000e-06 generator_loss: 0.0049 rollout_num_steps: 2.0000 dmd_timestep_mean: 802.8249 dmd_vector_abs_mean: 0.1621 generator_grad_norm: 0.0003 lrs_d: 2.000e-06 discriminator_loss: 0.1243 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 225.3653 discriminator_grad_norm: 0.9697 [cuda:0 alloc 7.06GiB reserved 20.03GiB peak_alloc 20.82GiB] +2026-08-09 13:22:22,063 INFO: [lm_ai..][Iter: 33] [eta: 1:09:46] step_time: 24.5437 lrs_g: 2.000e-06 generator_loss: 0.0019 rollout_num_steps: 2.0000 dmd_timestep_mean: 250.4585 dmd_vector_abs_mean: 0.1064 generator_grad_norm: 0.0004 lrs_d: 2.000e-06 discriminator_loss: 0.5436 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 37.5549 discriminator_grad_norm: 0.2960 [cuda:0 alloc 7.06GiB reserved 19.72GiB peak_alloc 20.82GiB] +2026-08-09 13:22:49,965 INFO: [lm_ai..][Iter: 34] [eta: 1:09:48] step_time: 27.1065 lrs_g: 2.000e-06 generator_loss: 0.0255 rollout_num_steps: 4.0000 dmd_timestep_mean: 943.8278 dmd_vector_abs_mean: 0.3809 generator_grad_norm: 0.0004 lrs_d: 2.000e-06 discriminator_loss: 0.2282 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 931.1258 discriminator_grad_norm: 1.3250 [cuda:0 alloc 7.06GiB reserved 23.43GiB peak_alloc 20.82GiB] +2026-08-09 13:23:13,361 INFO: [lm_ai..][Iter: 35] [eta: 1:09:01] step_time: 22.2617 lrs_g: 2.000e-06 generator_loss: 0.0020 rollout_num_steps: 2.0000 dmd_timestep_mean: 354.7661 dmd_vector_abs_mean: 0.1084 generator_grad_norm: 0.0006 lrs_d: 2.000e-06 discriminator_loss: 0.0690 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 625.5104 discriminator_grad_norm: 0.6250 [cuda:0 alloc 7.06GiB reserved 20.01GiB peak_alloc 20.82GiB] +2026-08-09 13:23:36,807 INFO: [lm_ai..][Iter: 36] [eta: 1:08:16] step_time: 22.5432 lrs_g: 2.000e-06 generator_loss: 0.0024 rollout_num_steps: 2.0000 dmd_timestep_mean: 407.3969 dmd_vector_abs_mean: 0.1196 generator_grad_norm: 0.0005 lrs_d: 2.000e-06 discriminator_loss: 0.0859 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 695.8711 discriminator_grad_norm: 0.6491 [cuda:0 alloc 7.06GiB reserved 20.15GiB peak_alloc 20.82GiB] +2026-08-09 13:24:01,951 INFO: [lm_ai..][Iter: 37] [eta: 1:07:50] step_time: 24.3096 lrs_g: 2.000e-06 generator_loss: 0.0068 rollout_num_steps: 2.0000 dmd_timestep_mean: 761.1133 dmd_vector_abs_mean: 0.1973 generator_grad_norm: 0.0004 lrs_d: 2.000e-06 discriminator_loss: 1.3351 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 980.0000 discriminator_grad_norm: 1.9398 [cuda:0 alloc 7.06GiB reserved 20.07GiB peak_alloc 20.82GiB] +2026-08-09 13:24:29,687 INFO: [lm_ai..][Iter: 38] [eta: 1:07:45] step_time: 26.8544 lrs_g: 2.000e-06 generator_loss: 0.0182 rollout_num_steps: 4.0000 dmd_timestep_mean: 900.1828 dmd_vector_abs_mean: 0.3203 generator_grad_norm: 0.0004 lrs_d: 2.000e-06 discriminator_loss: 0.1420 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 846.0751 discriminator_grad_norm: 2.1644 [cuda:0 alloc 7.06GiB reserved 23.43GiB peak_alloc 20.82GiB] +2026-08-09 13:24:55,124 INFO: [lm_ai..][Iter: 39] [eta: 1:07:20] step_time: 24.4357 lrs_g: 2.000e-06 generator_loss: 0.0159 rollout_num_steps: 2.0000 dmd_timestep_mean: 917.3395 dmd_vector_abs_mean: 0.3066 generator_grad_norm: 0.0004 lrs_d: 2.000e-06 discriminator_loss: 0.0961 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 572.5253 discriminator_grad_norm: 1.2517 [cuda:0 alloc 7.06GiB reserved 20.11GiB peak_alloc 20.82GiB] +2026-08-09 13:25:25,073 INFO: [lm_ai..][Iter: 40] [eta: 1:07:29] step_time: 29.1526 lrs_g: 2.000e-06 generator_loss: 0.0029 rollout_num_steps: 4.0000 dmd_timestep_mean: 474.4052 dmd_vector_abs_mean: 0.1289 generator_grad_norm: 0.0005 lrs_d: 2.000e-06 discriminator_loss: 0.1317 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 693.3518 discriminator_grad_norm: 1.2026 [cuda:0 alloc 7.06GiB reserved 23.47GiB peak_alloc 20.82GiB] +2026-08-09 13:25:34,956 INFO: Saved state to experiments/lm_aifm_core_pilot_1b_main/models/checkpoint +2026-08-09 13:26:04,639 INFO: [lm_ai..][Iter: 41] [eta: 1:08:43] step_time: 29.2387 lrs_g: 2.000e-06 generator_loss: 0.0049 rollout_num_steps: 4.0000 dmd_timestep_mean: 797.1433 dmd_vector_abs_mean: 0.1680 generator_grad_norm: 0.0006 lrs_d: 2.000e-06 discriminator_loss: 0.1217 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 922.9212 discriminator_grad_norm: 0.6758 [cuda:0 alloc 7.06GiB reserved 23.41GiB peak_alloc 20.82GiB] +2026-08-09 13:26:29,976 INFO: [lm_ai..][Iter: 42] [eta: 1:08:10] step_time: 24.4321 lrs_g: 2.000e-06 generator_loss: 0.0039 rollout_num_steps: 2.0000 dmd_timestep_mean: 570.5453 dmd_vector_abs_mean: 0.1533 generator_grad_norm: 0.0005 lrs_d: 2.000e-06 discriminator_loss: 0.5887 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 980.0000 discriminator_grad_norm: 0.4461 [cuda:0 alloc 7.06GiB reserved 20.05GiB peak_alloc 20.82GiB] +2026-08-09 13:26:55,210 INFO: [lm_ai..][Iter: 43] [eta: 1:07:37] step_time: 24.3875 lrs_g: 2.000e-06 generator_loss: 0.0091 rollout_num_steps: 2.0000 dmd_timestep_mean: 826.0292 dmd_vector_abs_mean: 0.2334 generator_grad_norm: 0.0004 lrs_d: 2.000e-06 discriminator_loss: 0.2114 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 902.7786 discriminator_grad_norm: 0.4348 [cuda:0 alloc 7.06GiB reserved 19.99GiB peak_alloc 20.82GiB] +2026-08-09 13:27:22,830 INFO: [lm_ai..][Iter: 44] [eta: 1:07:20] step_time: 26.8381 lrs_g: 2.000e-06 generator_loss: 0.0274 rollout_num_steps: 4.0000 dmd_timestep_mean: 980.0000 dmd_vector_abs_mean: 0.4082 generator_grad_norm: 0.0006 lrs_d: 2.000e-06 discriminator_loss: 0.0995 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 789.4927 discriminator_grad_norm: 0.9666 [cuda:0 alloc 7.06GiB reserved 22.95GiB peak_alloc 20.82GiB] +2026-08-09 13:27:45,984 INFO: [lm_ai..][Iter: 45] [eta: 1:06:36] step_time: 22.3080 lrs_g: 2.000e-06 generator_loss: 0.0038 rollout_num_steps: 2.0000 dmd_timestep_mean: 412.3346 dmd_vector_abs_mean: 0.1475 generator_grad_norm: 0.0006 lrs_d: 2.000e-06 discriminator_loss: 0.0671 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 422.4414 discriminator_grad_norm: 0.6450 [cuda:0 alloc 7.06GiB reserved 20.13GiB peak_alloc 20.82GiB] +2026-08-09 13:28:13,566 INFO: [lm_ai..][Iter: 46] [eta: 1:06:18] step_time: 26.7753 lrs_g: 2.000e-06 generator_loss: 0.0038 rollout_num_steps: 4.0000 dmd_timestep_mean: 119.1899 dmd_vector_abs_mean: 0.1455 generator_grad_norm: 0.0004 lrs_d: 2.000e-06 discriminator_loss: 0.1045 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 304.8496 discriminator_grad_norm: 0.7296 [cuda:0 alloc 7.06GiB reserved 23.43GiB peak_alloc 20.82GiB] +2026-08-09 13:28:38,932 INFO: [lm_ai..][Iter: 47] [eta: 1:05:47] step_time: 24.4977 lrs_g: 2.000e-06 generator_loss: 0.0178 rollout_num_steps: 2.0000 dmd_timestep_mean: 911.1187 dmd_vector_abs_mean: 0.3105 generator_grad_norm: 0.0005 lrs_d: 2.000e-06 discriminator_loss: 0.2254 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 966.9471 discriminator_grad_norm: 0.9109 [cuda:0 alloc 7.06GiB reserved 20.11GiB peak_alloc 20.82GiB] +2026-08-09 13:29:04,330 INFO: [lm_ai..][Iter: 48] [eta: 1:05:17] step_time: 24.5848 lrs_g: 2.000e-06 generator_loss: 0.0068 rollout_num_steps: 2.0000 dmd_timestep_mean: 784.5358 dmd_vector_abs_mean: 0.1895 generator_grad_norm: 0.0007 lrs_d: 2.000e-06 discriminator_loss: 0.0538 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 569.1519 discriminator_grad_norm: 0.3853 [cuda:0 alloc 7.06GiB reserved 20.05GiB peak_alloc 20.82GiB] +2026-08-09 13:29:32,064 INFO: [lm_ai..][Iter: 49] [eta: 1:04:59] step_time: 26.9792 lrs_g: 2.000e-06 generator_loss: 0.0044 rollout_num_steps: 4.0000 dmd_timestep_mean: 218.0198 dmd_vector_abs_mean: 0.1602 generator_grad_norm: 0.0007 lrs_d: 2.000e-06 discriminator_loss: 0.0877 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 794.7722 discriminator_grad_norm: 0.2615 [cuda:0 alloc 7.06GiB reserved 23.41GiB peak_alloc 20.82GiB] +2026-08-09 13:29:55,532 INFO: [lm_ai..][Iter: 50] [eta: 1:04:20] step_time: 22.4175 lrs_g: 2.000e-06 generator_loss: 0.0115 rollout_num_steps: 2.0000 dmd_timestep_mean: 874.5266 dmd_vector_abs_mean: 0.2559 generator_grad_norm: 0.0007 lrs_d: 2.000e-06 discriminator_loss: 0.1145 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 820.1078 discriminator_grad_norm: 0.5330 [cuda:0 alloc 7.06GiB reserved 20.83GiB peak_alloc 20.82GiB] +2026-08-09 13:30:18,997 INFO: [lm_ai..][Iter: 51] [eta: 1:03:42] step_time: 22.5687 lrs_g: 2.000e-06 generator_loss: 0.0315 rollout_num_steps: 2.0000 dmd_timestep_mean: 980.0000 dmd_vector_abs_mean: 0.4609 generator_grad_norm: 0.0006 lrs_d: 2.000e-06 discriminator_loss: 0.0823 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 633.3426 discriminator_grad_norm: 2.4499 [cuda:0 alloc 7.06GiB reserved 20.19GiB peak_alloc 20.82GiB] +2026-08-09 13:30:42,119 INFO: [lm_ai..][Iter: 52] [eta: 1:03:03] step_time: 22.2618 lrs_g: 2.000e-06 generator_loss: 0.0124 rollout_num_steps: 2.0000 dmd_timestep_mean: 682.3047 dmd_vector_abs_mean: 0.2578 generator_grad_norm: 0.0005 lrs_d: 2.000e-06 discriminator_loss: 0.1126 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 391.1067 discriminator_grad_norm: 1.7289 [cuda:0 alloc 7.06GiB reserved 20.38GiB peak_alloc 20.82GiB] +2026-08-09 13:31:05,163 INFO: [lm_ai..][Iter: 53] [eta: 1:02:25] step_time: 22.1598 lrs_g: 2.000e-06 generator_loss: 0.0047 rollout_num_steps: 2.0000 dmd_timestep_mean: 287.4726 dmd_vector_abs_mean: 0.1631 generator_grad_norm: 0.0004 lrs_d: 2.000e-06 discriminator_loss: 0.1382 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 884.2854 discriminator_grad_norm: 1.7386 [cuda:0 alloc 7.06GiB reserved 20.01GiB peak_alloc 20.82GiB] +2026-08-09 13:31:30,665 INFO: [lm_ai..][Iter: 54] [eta: 1:01:58] step_time: 24.6496 lrs_g: 2.000e-06 generator_loss: 0.0338 rollout_num_steps: 2.0000 dmd_timestep_mean: 965.1114 dmd_vector_abs_mean: 0.4434 generator_grad_norm: 0.0007 lrs_d: 2.000e-06 discriminator_loss: 0.0789 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 352.5959 discriminator_grad_norm: 0.8137 [cuda:0 alloc 7.06GiB reserved 20.11GiB peak_alloc 20.82GiB] +2026-08-09 13:31:55,900 INFO: [lm_ai..][Iter: 55] [eta: 1:01:30] step_time: 24.4430 lrs_g: 2.000e-06 generator_loss: 0.0095 rollout_num_steps: 2.0000 dmd_timestep_mean: 648.6680 dmd_vector_abs_mean: 0.2285 generator_grad_norm: 0.0006 lrs_d: 2.000e-06 discriminator_loss: 0.0863 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 768.3400 discriminator_grad_norm: 2.1987 [cuda:0 alloc 7.06GiB reserved 19.88GiB peak_alloc 20.82GiB] +2026-08-09 13:32:18,867 INFO: [lm_ai..][Iter: 56] [eta: 1:00:53] step_time: 22.2227 lrs_g: 2.000e-06 generator_loss: 0.0053 rollout_num_steps: 2.0000 dmd_timestep_mean: 742.0212 dmd_vector_abs_mean: 0.1748 generator_grad_norm: 0.0005 lrs_d: 2.000e-06 discriminator_loss: 0.1230 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 863.8440 discriminator_grad_norm: 0.5359 [cuda:0 alloc 7.06GiB reserved 20.15GiB peak_alloc 20.82GiB] +2026-08-09 13:32:42,020 INFO: [lm_ai..][Iter: 57] [eta: 1:00:18] step_time: 22.2802 lrs_g: 2.000e-06 generator_loss: 0.0039 rollout_num_steps: 2.0000 dmd_timestep_mean: 604.1000 dmd_vector_abs_mean: 0.1514 generator_grad_norm: 0.0005 lrs_d: 2.000e-06 discriminator_loss: 0.3637 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 956.2923 discriminator_grad_norm: 0.4155 [cuda:0 alloc 7.06GiB reserved 20.15GiB peak_alloc 20.82GiB] +2026-08-09 13:33:05,214 INFO: [lm_ai..][Iter: 58] [eta: 0:59:43] step_time: 22.3947 lrs_g: 2.000e-06 generator_loss: 0.0049 rollout_num_steps: 2.0000 dmd_timestep_mean: 582.0792 dmd_vector_abs_mean: 0.1689 generator_grad_norm: 0.0007 lrs_d: 2.000e-06 discriminator_loss: 0.0907 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 633.8922 discriminator_grad_norm: 0.5889 [cuda:0 alloc 7.06GiB reserved 20.13GiB peak_alloc 20.82GiB] +2026-08-09 13:33:33,318 INFO: [lm_ai..][Iter: 59] [eta: 0:59:26] step_time: 27.2855 lrs_g: 2.000e-06 generator_loss: 0.0085 rollout_num_steps: 4.0000 dmd_timestep_mean: 744.6940 dmd_vector_abs_mean: 0.2178 generator_grad_norm: 0.0009 lrs_d: 2.000e-06 discriminator_loss: 0.1982 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 917.3260 discriminator_grad_norm: 0.3816 [cuda:0 alloc 7.06GiB reserved 23.47GiB peak_alloc 20.82GiB] +2026-08-09 13:33:56,876 INFO: [lm_ai..][Iter: 60] [eta: 0:58:54] step_time: 22.5272 lrs_g: 2.000e-06 generator_loss: 0.0036 rollout_num_steps: 2.0000 dmd_timestep_mean: 290.8422 dmd_vector_abs_mean: 0.1455 generator_grad_norm: 0.0006 lrs_d: 2.000e-06 discriminator_loss: 0.1092 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 846.5032 discriminator_grad_norm: 0.3237 [cuda:0 alloc 7.06GiB reserved 20.15GiB peak_alloc 20.82GiB] +2026-08-09 13:34:06,610 INFO: Saved state to experiments/lm_aifm_core_pilot_1b_main/models/checkpoint +2026-08-09 13:34:34,066 INFO: [lm_ai..][Iter: 61] [eta: 0:59:06] step_time: 26.9720 lrs_g: 2.000e-06 generator_loss: 0.0177 rollout_num_steps: 4.0000 dmd_timestep_mean: 864.6366 dmd_vector_abs_mean: 0.3203 generator_grad_norm: 0.0007 lrs_d: 2.000e-06 discriminator_loss: 0.2473 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 944.9154 discriminator_grad_norm: 1.9881 [cuda:0 alloc 7.06GiB reserved 23.41GiB peak_alloc 20.82GiB] +2026-08-09 13:35:01,975 INFO: [lm_ai..][Iter: 62] [eta: 0:58:46] step_time: 26.7708 lrs_g: 2.000e-06 generator_loss: 0.0058 rollout_num_steps: 4.0000 dmd_timestep_mean: 544.2978 dmd_vector_abs_mean: 0.1816 generator_grad_norm: 0.0006 lrs_d: 2.000e-06 discriminator_loss: 0.0641 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 606.9705 discriminator_grad_norm: 1.0261 [cuda:0 alloc 7.06GiB reserved 23.16GiB peak_alloc 20.82GiB] +2026-08-09 13:35:25,232 INFO: [lm_ai..][Iter: 63] [eta: 0:58:12] step_time: 22.3883 lrs_g: 2.000e-06 generator_loss: 0.0094 rollout_num_steps: 2.0000 dmd_timestep_mean: 641.7089 dmd_vector_abs_mean: 0.2354 generator_grad_norm: 0.0007 lrs_d: 2.000e-06 discriminator_loss: 0.1484 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 937.5983 discriminator_grad_norm: 0.8797 [cuda:0 alloc 7.06GiB reserved 20.05GiB peak_alloc 20.82GiB] +2026-08-09 13:35:55,319 INFO: [lm_ai..][Iter: 64] [eta: 0:57:59] step_time: 29.2797 lrs_g: 2.000e-06 generator_loss: 0.0051 rollout_num_steps: 4.0000 dmd_timestep_mean: 321.3651 dmd_vector_abs_mean: 0.1748 generator_grad_norm: 0.0008 lrs_d: 2.000e-06 discriminator_loss: 0.4544 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 964.3257 discriminator_grad_norm: 1.1093 [cuda:0 alloc 7.06GiB reserved 23.41GiB peak_alloc 20.82GiB] +2026-08-09 13:36:22,952 INFO: [lm_ai..][Iter: 65] [eta: 0:57:38] step_time: 26.7699 lrs_g: 2.000e-06 generator_loss: 0.0339 rollout_num_steps: 4.0000 dmd_timestep_mean: 956.5186 dmd_vector_abs_mean: 0.4512 generator_grad_norm: 0.0008 lrs_d: 2.000e-06 discriminator_loss: 0.0889 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 631.3239 discriminator_grad_norm: 0.7109 [cuda:0 alloc 7.06GiB reserved 23.43GiB peak_alloc 20.82GiB] +2026-08-09 13:36:48,287 INFO: [lm_ai..][Iter: 66] [eta: 0:57:10] step_time: 24.4276 lrs_g: 2.000e-06 generator_loss: 0.0159 rollout_num_steps: 2.0000 dmd_timestep_mean: 871.1138 dmd_vector_abs_mean: 0.3008 generator_grad_norm: 0.0007 lrs_d: 2.000e-06 discriminator_loss: 0.0724 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 763.7192 discriminator_grad_norm: 0.9076 [cuda:0 alloc 7.06GiB reserved 20.07GiB peak_alloc 20.82GiB] +2026-08-09 13:37:11,217 INFO: [lm_ai..][Iter: 67] [eta: 0:56:36] step_time: 22.1818 lrs_g: 2.000e-06 generator_loss: 0.0096 rollout_num_steps: 2.0000 dmd_timestep_mean: 846.6251 dmd_vector_abs_mean: 0.2373 generator_grad_norm: 0.0011 lrs_d: 2.000e-06 discriminator_loss: 0.7464 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 35.2875 discriminator_grad_norm: 1.6799 [cuda:0 alloc 7.06GiB reserved 20.07GiB peak_alloc 20.82GiB] +2026-08-09 13:37:38,804 INFO: [lm_ai..][Iter: 68] [eta: 0:56:14] step_time: 26.8371 lrs_g: 2.000e-06 generator_loss: 0.0093 rollout_num_steps: 4.0000 dmd_timestep_mean: 825.9764 dmd_vector_abs_mean: 0.2354 generator_grad_norm: 0.0012 lrs_d: 2.000e-06 discriminator_loss: 0.8213 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 29.6153 discriminator_grad_norm: 1.0984 [cuda:0 alloc 7.06GiB reserved 23.39GiB peak_alloc 20.82GiB] +2026-08-09 13:38:08,762 INFO: [lm_ai..][Iter: 69] [eta: 0:55:58] step_time: 29.0261 lrs_g: 2.000e-06 generator_loss: 0.0061 rollout_num_steps: 4.0000 dmd_timestep_mean: 496.9109 dmd_vector_abs_mean: 0.1895 generator_grad_norm: 0.0009 lrs_d: 2.000e-06 discriminator_loss: 0.0629 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 577.6274 discriminator_grad_norm: 0.5068 [cuda:0 alloc 7.06GiB reserved 23.47GiB peak_alloc 20.82GiB] +2026-08-09 13:38:38,370 INFO: [lm_ai..][Iter: 70] [eta: 0:55:41] step_time: 28.3006 lrs_g: 2.000e-06 generator_loss: 0.0288 rollout_num_steps: 4.0000 dmd_timestep_mean: 951.3031 dmd_vector_abs_mean: 0.4238 generator_grad_norm: 0.0007 lrs_d: 2.000e-06 discriminator_loss: 0.1560 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 791.8378 discriminator_grad_norm: 1.3388 [cuda:0 alloc 7.06GiB reserved 23.22GiB peak_alloc 20.82GiB] +2026-08-09 13:39:01,783 INFO: [lm_ai..][Iter: 71] [eta: 0:55:09] step_time: 22.4079 lrs_g: 2.000e-06 generator_loss: 0.0056 rollout_num_steps: 2.0000 dmd_timestep_mean: 346.3605 dmd_vector_abs_mean: 0.1816 generator_grad_norm: 0.0007 lrs_d: 2.000e-06 discriminator_loss: 0.5390 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 69.2435 discriminator_grad_norm: 0.2988 [cuda:0 alloc 7.06GiB reserved 19.95GiB peak_alloc 20.82GiB] +2026-08-09 13:39:24,784 INFO: [lm_ai..][Iter: 72] [eta: 0:54:35] step_time: 22.2450 lrs_g: 2.000e-06 generator_loss: 0.0043 rollout_num_steps: 2.0000 dmd_timestep_mean: 288.0360 dmd_vector_abs_mean: 0.1592 generator_grad_norm: 0.0008 lrs_d: 2.000e-06 discriminator_loss: 0.0814 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 510.0818 discriminator_grad_norm: 0.5259 [cuda:0 alloc 7.06GiB reserved 20.05GiB peak_alloc 20.82GiB] +2026-08-09 13:39:54,811 INFO: [lm_ai..][Iter: 73] [eta: 0:54:19] step_time: 29.2325 lrs_g: 2.000e-06 generator_loss: 0.0053 rollout_num_steps: 4.0000 dmd_timestep_mean: 575.6629 dmd_vector_abs_mean: 0.1758 generator_grad_norm: 0.0007 lrs_d: 2.000e-06 discriminator_loss: 0.0807 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 761.7468 discriminator_grad_norm: 0.3680 [cuda:0 alloc 7.06GiB reserved 23.43GiB peak_alloc 20.82GiB] +2026-08-09 13:40:20,436 INFO: [lm_ai..][Iter: 74] [eta: 0:53:52] step_time: 24.6529 lrs_g: 2.000e-06 generator_loss: 0.0085 rollout_num_steps: 2.0000 dmd_timestep_mean: 617.5593 dmd_vector_abs_mean: 0.2217 generator_grad_norm: 0.0008 lrs_d: 2.000e-06 discriminator_loss: 0.2206 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 925.2166 discriminator_grad_norm: 0.8183 [cuda:0 alloc 7.06GiB reserved 19.99GiB peak_alloc 20.82GiB] +2026-08-09 13:40:44,102 INFO: [lm_ai..][Iter: 75] [eta: 0:53:20] step_time: 22.7497 lrs_g: 2.000e-06 generator_loss: 0.0034 rollout_num_steps: 2.0000 dmd_timestep_mean: 85.7591 dmd_vector_abs_mean: 0.1387 generator_grad_norm: 0.0009 lrs_d: 2.000e-06 discriminator_loss: 0.4271 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 974.0826 discriminator_grad_norm: 0.7393 [cuda:0 alloc 7.06GiB reserved 20.03GiB peak_alloc 20.82GiB] +2026-08-09 13:41:14,287 INFO: [lm_ai..][Iter: 76] [eta: 0:53:03] step_time: 29.3833 lrs_g: 2.000e-06 generator_loss: 0.0211 rollout_num_steps: 4.0000 dmd_timestep_mean: 929.3242 dmd_vector_abs_mean: 0.3574 generator_grad_norm: 0.0007 lrs_d: 2.000e-06 discriminator_loss: 0.1924 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 952.2095 discriminator_grad_norm: 0.7303 [cuda:0 alloc 7.06GiB reserved 23.47GiB peak_alloc 20.82GiB] +2026-08-09 13:41:44,249 INFO: [lm_ai..][Iter: 77] [eta: 0:52:45] step_time: 29.0883 lrs_g: 2.000e-06 generator_loss: 0.0052 rollout_num_steps: 4.0000 dmd_timestep_mean: 73.4365 dmd_vector_abs_mean: 0.1729 generator_grad_norm: 0.0007 lrs_d: 2.000e-06 discriminator_loss: 0.1049 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 862.7556 discriminator_grad_norm: 0.5872 [cuda:0 alloc 7.06GiB reserved 23.43GiB peak_alloc 20.82GiB] +2026-08-09 13:42:14,651 INFO: [lm_ai..][Iter: 78] [eta: 0:52:28] step_time: 29.4012 lrs_g: 2.000e-06 generator_loss: 0.0208 rollout_num_steps: 4.0000 dmd_timestep_mean: 888.1723 dmd_vector_abs_mean: 0.3457 generator_grad_norm: 0.0008 lrs_d: 2.000e-06 discriminator_loss: 0.0920 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 790.0089 discriminator_grad_norm: 0.6607 [cuda:0 alloc 7.06GiB reserved 23.41GiB peak_alloc 20.82GiB] +2026-08-09 13:42:37,987 INFO: [lm_ai..][Iter: 79] [eta: 0:51:56] step_time: 22.4697 lrs_g: 2.000e-06 generator_loss: 0.0149 rollout_num_steps: 2.0000 dmd_timestep_mean: 804.1346 dmd_vector_abs_mean: 0.2891 generator_grad_norm: 0.0005 lrs_d: 2.000e-06 discriminator_loss: 0.1433 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 840.1990 discriminator_grad_norm: 0.5543 [cuda:0 alloc 7.06GiB reserved 20.09GiB peak_alloc 20.82GiB] +2026-08-09 13:43:05,810 INFO: [lm_ai..][Iter: 80] [eta: 0:51:33] step_time: 27.0860 lrs_g: 2.000e-06 generator_loss: 0.0301 rollout_num_steps: 4.0000 dmd_timestep_mean: 877.2217 dmd_vector_abs_mean: 0.4043 generator_grad_norm: 0.0007 lrs_d: 2.000e-06 discriminator_loss: 0.0678 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 621.0979 discriminator_grad_norm: 1.4981 [cuda:0 alloc 7.06GiB reserved 23.49GiB peak_alloc 20.82GiB] +2026-08-09 13:43:15,342 INFO: Saved state to experiments/lm_aifm_core_pilot_1b_main/models/checkpoint +2026-08-09 13:43:42,423 INFO: [lm_ai..][Iter: 81] [eta: 0:51:26] step_time: 26.7798 lrs_g: 2.000e-06 generator_loss: 0.0195 rollout_num_steps: 4.0000 dmd_timestep_mean: 856.4796 dmd_vector_abs_mean: 0.3359 generator_grad_norm: 0.0010 lrs_d: 2.000e-06 discriminator_loss: 0.0726 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 472.8747 discriminator_grad_norm: 0.3750 [cuda:0 alloc 7.06GiB reserved 23.41GiB peak_alloc 20.82GiB] +2026-08-09 13:44:10,391 INFO: [lm_ai..][Iter: 82] [eta: 0:51:02] step_time: 26.8393 lrs_g: 2.000e-06 generator_loss: 0.0164 rollout_num_steps: 4.0000 dmd_timestep_mean: 811.9477 dmd_vector_abs_mean: 0.3027 generator_grad_norm: 0.0017 lrs_d: 2.000e-06 discriminator_loss: 0.1607 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 885.5196 discriminator_grad_norm: 0.6084 [cuda:0 alloc 7.06GiB reserved 23.16GiB peak_alloc 20.82GiB] +2026-08-09 13:44:35,742 INFO: [lm_ai..][Iter: 83] [eta: 0:50:34] step_time: 24.4997 lrs_g: 2.000e-06 generator_loss: 0.0337 rollout_num_steps: 2.0000 dmd_timestep_mean: 980.0000 dmd_vector_abs_mean: 0.4473 generator_grad_norm: 0.0009 lrs_d: 2.000e-06 discriminator_loss: 0.4861 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 976.7878 discriminator_grad_norm: 1.5766 [cuda:0 alloc 7.06GiB reserved 20.05GiB peak_alloc 20.82GiB] +2026-08-09 13:45:06,387 INFO: [lm_ai..][Iter: 84] [eta: 0:50:15] step_time: 29.9195 lrs_g: 2.000e-06 generator_loss: 0.0206 rollout_num_steps: 4.0000 dmd_timestep_mean: 870.5705 dmd_vector_abs_mean: 0.3359 generator_grad_norm: 0.0009 lrs_d: 2.000e-06 discriminator_loss: 0.3081 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 963.6990 discriminator_grad_norm: 1.1660 [cuda:0 alloc 7.06GiB reserved 23.41GiB peak_alloc 20.82GiB] +2026-08-09 13:45:34,009 INFO: [lm_ai..][Iter: 85] [eta: 0:49:51] step_time: 26.7606 lrs_g: 2.000e-06 generator_loss: 0.0246 rollout_num_steps: 4.0000 dmd_timestep_mean: 927.6387 dmd_vector_abs_mean: 0.3750 generator_grad_norm: 0.0007 lrs_d: 2.000e-06 discriminator_loss: 0.1612 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 964.0521 discriminator_grad_norm: 2.0830 [cuda:0 alloc 7.06GiB reserved 23.43GiB peak_alloc 20.82GiB] +2026-08-09 13:46:03,928 INFO: [lm_ai..][Iter: 86] [eta: 0:49:30] step_time: 29.0556 lrs_g: 2.000e-06 generator_loss: 0.0394 rollout_num_steps: 4.0000 dmd_timestep_mean: 911.0629 dmd_vector_abs_mean: 0.4824 generator_grad_norm: 0.0010 lrs_d: 2.000e-06 discriminator_loss: 0.1192 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 808.9783 discriminator_grad_norm: 0.3817 [cuda:0 alloc 7.06GiB reserved 23.20GiB peak_alloc 20.82GiB] +2026-08-09 13:46:31,943 INFO: [lm_ai..][Iter: 87] [eta: 0:49:06] step_time: 26.9631 lrs_g: 2.000e-06 generator_loss: 0.0195 rollout_num_steps: 4.0000 dmd_timestep_mean: 746.6848 dmd_vector_abs_mean: 0.3320 generator_grad_norm: 0.0011 lrs_d: 2.000e-06 discriminator_loss: 0.1692 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 878.6431 discriminator_grad_norm: 1.2773 [cuda:0 alloc 7.06GiB reserved 23.41GiB peak_alloc 20.82GiB] +2026-08-09 13:46:54,974 INFO: [lm_ai..][Iter: 88] [eta: 0:48:34] step_time: 22.1622 lrs_g: 2.000e-06 generator_loss: 0.0120 rollout_num_steps: 2.0000 dmd_timestep_mean: 687.9783 dmd_vector_abs_mean: 0.2559 generator_grad_norm: 0.0010 lrs_d: 2.000e-06 discriminator_loss: 0.1750 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 883.6412 discriminator_grad_norm: 0.7446 [cuda:0 alloc 7.06GiB reserved 20.27GiB peak_alloc 20.82GiB] +2026-08-09 13:47:22,659 INFO: [lm_ai..][Iter: 89] [eta: 0:48:09] step_time: 26.9413 lrs_g: 2.000e-06 generator_loss: 0.0080 rollout_num_steps: 4.0000 dmd_timestep_mean: 149.2741 dmd_vector_abs_mean: 0.2168 generator_grad_norm: 0.0007 lrs_d: 2.000e-06 discriminator_loss: 0.0874 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 696.3616 discriminator_grad_norm: 1.3381 [cuda:0 alloc 7.06GiB reserved 23.47GiB peak_alloc 20.82GiB] +2026-08-09 13:47:45,920 INFO: [lm_ai..][Iter: 90] [eta: 0:47:38] step_time: 22.3657 lrs_g: 2.000e-06 generator_loss: 0.0291 rollout_num_steps: 2.0000 dmd_timestep_mean: 899.7248 dmd_vector_abs_mean: 0.4180 generator_grad_norm: 0.0007 lrs_d: 2.000e-06 discriminator_loss: 0.1409 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 872.9597 discriminator_grad_norm: 0.7748 [cuda:0 alloc 7.06GiB reserved 20.19GiB peak_alloc 20.82GiB] +2026-08-09 13:48:15,687 INFO: [lm_ai..][Iter: 91] [eta: 0:47:16] step_time: 28.9266 lrs_g: 2.000e-06 generator_loss: 0.0088 rollout_num_steps: 4.0000 dmd_timestep_mean: 745.2108 dmd_vector_abs_mean: 0.2246 generator_grad_norm: 0.0016 lrs_d: 2.000e-06 discriminator_loss: 0.0892 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 773.2913 discriminator_grad_norm: 0.9875 [cuda:0 alloc 7.06GiB reserved 22.95GiB peak_alloc 20.82GiB] +2026-08-09 13:48:43,570 INFO: [lm_ai..][Iter: 92] [eta: 0:46:52] step_time: 26.9794 lrs_g: 2.000e-06 generator_loss: 0.0243 rollout_num_steps: 4.0000 dmd_timestep_mean: 854.0735 dmd_vector_abs_mean: 0.3770 generator_grad_norm: 0.0014 lrs_d: 2.000e-06 discriminator_loss: 0.1156 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 899.1243 discriminator_grad_norm: 0.9720 [cuda:0 alloc 7.06GiB reserved 23.43GiB peak_alloc 20.82GiB] +2026-08-09 13:49:13,614 INFO: [lm_ai..][Iter: 93] [eta: 0:46:30] step_time: 29.1908 lrs_g: 2.000e-06 generator_loss: 0.0294 rollout_num_steps: 4.0000 dmd_timestep_mean: 880.3008 dmd_vector_abs_mean: 0.4121 generator_grad_norm: 0.0017 lrs_d: 2.000e-06 discriminator_loss: 0.4303 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 980.0000 discriminator_grad_norm: 9.2548 [cuda:0 alloc 7.06GiB reserved 23.47GiB peak_alloc 20.82GiB] +2026-08-09 13:49:36,648 INFO: [lm_ai..][Iter: 94] [eta: 0:45:59] step_time: 22.1530 lrs_g: 2.000e-06 generator_loss: 0.0137 rollout_num_steps: 2.0000 dmd_timestep_mean: 795.1244 dmd_vector_abs_mean: 0.2812 generator_grad_norm: 0.0012 lrs_d: 2.000e-06 discriminator_loss: 0.0574 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 608.9393 discriminator_grad_norm: 0.5392 [cuda:0 alloc 7.06GiB reserved 20.13GiB peak_alloc 20.82GiB] +2026-08-09 13:50:04,412 INFO: [lm_ai..][Iter: 95] [eta: 0:45:34] step_time: 26.8994 lrs_g: 2.000e-06 generator_loss: 0.0070 rollout_num_steps: 4.0000 dmd_timestep_mean: 388.1980 dmd_vector_abs_mean: 0.2031 generator_grad_norm: 0.0012 lrs_d: 2.000e-06 discriminator_loss: 0.0909 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 295.6907 discriminator_grad_norm: 0.1896 [cuda:0 alloc 7.06GiB reserved 23.43GiB peak_alloc 20.82GiB] +2026-08-09 13:50:32,162 INFO: [lm_ai..][Iter: 96] [eta: 0:45:09] step_time: 26.9109 lrs_g: 2.000e-06 generator_loss: 0.0265 rollout_num_steps: 4.0000 dmd_timestep_mean: 928.3510 dmd_vector_abs_mean: 0.3906 generator_grad_norm: 0.0015 lrs_d: 2.000e-06 discriminator_loss: 0.0887 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 434.8644 discriminator_grad_norm: 0.2484 [cuda:0 alloc 7.06GiB reserved 23.43GiB peak_alloc 20.82GiB] +2026-08-09 13:51:02,108 INFO: [lm_ai..][Iter: 97] [eta: 0:44:47] step_time: 29.0990 lrs_g: 2.000e-06 generator_loss: 0.0549 rollout_num_steps: 4.0000 dmd_timestep_mean: 949.2149 dmd_vector_abs_mean: 0.5625 generator_grad_norm: 0.0012 lrs_d: 2.000e-06 discriminator_loss: 0.2972 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 976.0548 discriminator_grad_norm: 1.3086 [cuda:0 alloc 7.06GiB reserved 23.16GiB peak_alloc 20.82GiB] +2026-08-09 13:51:25,359 INFO: [lm_ai..][Iter: 98] [eta: 0:44:16] step_time: 22.3951 lrs_g: 2.000e-06 generator_loss: 0.0126 rollout_num_steps: 2.0000 dmd_timestep_mean: 600.8087 dmd_vector_abs_mean: 0.2656 generator_grad_norm: 0.0009 lrs_d: 2.000e-06 discriminator_loss: 0.0860 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 650.1001 discriminator_grad_norm: 1.6090 [cuda:0 alloc 7.06GiB reserved 20.07GiB peak_alloc 20.82GiB] +2026-08-09 13:51:55,249 INFO: [lm_ai..][Iter: 99] [eta: 0:43:53] step_time: 29.0771 lrs_g: 2.000e-06 generator_loss: 0.0190 rollout_num_steps: 4.0000 dmd_timestep_mean: 776.4756 dmd_vector_abs_mean: 0.3301 generator_grad_norm: 0.0011 lrs_d: 2.000e-06 discriminator_loss: 0.7048 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 980.0000 discriminator_grad_norm: 0.7556 [cuda:0 alloc 7.06GiB reserved 23.47GiB peak_alloc 20.82GiB] +2026-08-09 13:52:25,018 INFO: [lm_ai..][Iter: 100] [eta: 0:43:31] step_time: 28.9165 lrs_g: 2.000e-06 generator_loss: 0.0097 rollout_num_steps: 4.0000 dmd_timestep_mean: 265.1440 dmd_vector_abs_mean: 0.2383 generator_grad_norm: 0.0008 lrs_d: 2.000e-06 discriminator_loss: 0.1655 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 903.1024 discriminator_grad_norm: 0.4690 [cuda:0 alloc 7.06GiB reserved 23.53GiB peak_alloc 20.82GiB] +2026-08-09 13:52:34,363 INFO: Saved state to experiments/lm_aifm_core_pilot_1b_main/models/checkpoint +2026-08-09 13:52:59,456 INFO: [lm_ai..][Iter: 101] [eta: 0:43:13] step_time: 24.7827 lrs_g: 2.000e-06 generator_loss: 0.0355 rollout_num_steps: 2.0000 dmd_timestep_mean: 946.3434 dmd_vector_abs_mean: 0.4570 generator_grad_norm: 0.0019 lrs_d: 2.000e-06 discriminator_loss: 0.3425 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 980.0000 discriminator_grad_norm: 0.4607 [cuda:0 alloc 7.06GiB reserved 20.05GiB peak_alloc 20.82GiB] +2026-08-09 13:53:22,420 INFO: [lm_ai..][Iter: 102] [eta: 0:42:42] step_time: 22.1434 lrs_g: 2.000e-06 generator_loss: 0.0111 rollout_num_steps: 2.0000 dmd_timestep_mean: 503.6519 dmd_vector_abs_mean: 0.2559 generator_grad_norm: 0.0010 lrs_d: 2.000e-06 discriminator_loss: 0.0777 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 460.4906 discriminator_grad_norm: 0.5122 [cuda:0 alloc 7.06GiB reserved 20.25GiB peak_alloc 20.82GiB] +2026-08-09 13:53:45,349 INFO: [lm_ai..][Iter: 103] [eta: 0:42:11] step_time: 22.1739 lrs_g: 2.000e-06 generator_loss: 0.0182 rollout_num_steps: 2.0000 dmd_timestep_mean: 783.5923 dmd_vector_abs_mean: 0.3242 generator_grad_norm: 0.0014 lrs_d: 2.000e-06 discriminator_loss: 0.3079 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 970.5139 discriminator_grad_norm: 1.4450 [cuda:0 alloc 7.06GiB reserved 19.97GiB peak_alloc 20.82GiB] +2026-08-09 13:54:15,394 INFO: [lm_ai..][Iter: 104] [eta: 0:41:48] step_time: 29.0946 lrs_g: 2.000e-06 generator_loss: 0.0389 rollout_num_steps: 4.0000 dmd_timestep_mean: 919.0824 dmd_vector_abs_mean: 0.4844 generator_grad_norm: 0.0008 lrs_d: 2.000e-06 discriminator_loss: 0.1784 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 947.0723 discriminator_grad_norm: 0.7256 [cuda:0 alloc 7.06GiB reserved 23.39GiB peak_alloc 20.82GiB] +2026-08-09 13:54:43,164 INFO: [lm_ai..][Iter: 105] [eta: 0:41:23] step_time: 26.8457 lrs_g: 2.000e-06 generator_loss: 0.0262 rollout_num_steps: 4.0000 dmd_timestep_mean: 877.5579 dmd_vector_abs_mean: 0.3965 generator_grad_norm: 0.0013 lrs_d: 2.000e-06 discriminator_loss: 0.3499 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 980.0000 discriminator_grad_norm: 0.8128 [cuda:0 alloc 7.06GiB reserved 23.41GiB peak_alloc 20.82GiB] +2026-08-09 13:55:06,307 INFO: [lm_ai..][Iter: 106] [eta: 0:40:52] step_time: 22.2862 lrs_g: 2.000e-06 generator_loss: 0.0650 rollout_num_steps: 2.0000 dmd_timestep_mean: 967.8323 dmd_vector_abs_mean: 0.6289 generator_grad_norm: 0.0012 lrs_d: 2.000e-06 discriminator_loss: 0.1041 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 822.2559 discriminator_grad_norm: 0.6806 [cuda:0 alloc 7.06GiB reserved 20.05GiB peak_alloc 20.82GiB] +2026-08-09 13:55:29,473 INFO: [lm_ai..][Iter: 107] [eta: 0:40:22] step_time: 22.3517 lrs_g: 2.000e-06 generator_loss: 0.0529 rollout_num_steps: 2.0000 dmd_timestep_mean: 966.2125 dmd_vector_abs_mean: 0.5898 generator_grad_norm: 0.0015 lrs_d: 2.000e-06 discriminator_loss: 0.1046 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 292.4677 discriminator_grad_norm: 1.0768 [cuda:0 alloc 7.06GiB reserved 20.09GiB peak_alloc 20.82GiB] +2026-08-09 13:55:52,613 INFO: [lm_ai..][Iter: 108] [eta: 0:39:52] step_time: 22.3871 lrs_g: 2.000e-06 generator_loss: 0.0164 rollout_num_steps: 2.0000 dmd_timestep_mean: 813.8098 dmd_vector_abs_mean: 0.3086 generator_grad_norm: 0.0013 lrs_d: 2.000e-06 discriminator_loss: 0.3587 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 976.9698 discriminator_grad_norm: 1.7103 [cuda:0 alloc 7.06GiB reserved 20.01GiB peak_alloc 20.82GiB] +2026-08-09 13:56:17,743 INFO: [lm_ai..][Iter: 109] [eta: 0:39:24] step_time: 24.3215 lrs_g: 2.000e-06 generator_loss: 0.0692 rollout_num_steps: 2.0000 dmd_timestep_mean: 980.0000 dmd_vector_abs_mean: 0.6406 generator_grad_norm: 0.0026 lrs_d: 2.000e-06 discriminator_loss: 0.0705 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 346.2110 discriminator_grad_norm: 0.9821 [cuda:0 alloc 7.06GiB reserved 20.15GiB peak_alloc 20.82GiB] +2026-08-09 13:56:45,250 INFO: [lm_ai..][Iter: 110] [eta: 0:38:58] step_time: 26.7720 lrs_g: 2.000e-06 generator_loss: 0.0171 rollout_num_steps: 4.0000 dmd_timestep_mean: 708.6408 dmd_vector_abs_mean: 0.3047 generator_grad_norm: 0.0012 lrs_d: 2.000e-06 discriminator_loss: 0.1793 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 922.1907 discriminator_grad_norm: 1.0602 [cuda:0 alloc 7.06GiB reserved 23.51GiB peak_alloc 20.82GiB] +2026-08-09 13:57:10,389 INFO: [lm_ai..][Iter: 111] [eta: 0:38:30] step_time: 24.2859 lrs_g: 2.000e-06 generator_loss: 0.0112 rollout_num_steps: 2.0000 dmd_timestep_mean: 530.7523 dmd_vector_abs_mean: 0.2578 generator_grad_norm: 0.0018 lrs_d: 2.000e-06 discriminator_loss: 0.1864 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 875.9811 discriminator_grad_norm: 0.8873 [cuda:0 alloc 7.06GiB reserved 20.09GiB peak_alloc 20.82GiB] +2026-08-09 13:57:38,366 INFO: [lm_ai..][Iter: 112] [eta: 0:38:05] step_time: 27.0958 lrs_g: 2.000e-06 generator_loss: 0.0170 rollout_num_steps: 4.0000 dmd_timestep_mean: 674.9173 dmd_vector_abs_mean: 0.3105 generator_grad_norm: 0.0012 lrs_d: 2.000e-06 discriminator_loss: 0.0713 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 608.2283 discriminator_grad_norm: 1.2651 [cuda:0 alloc 7.06GiB reserved 23.47GiB peak_alloc 20.82GiB] +2026-08-09 13:58:03,581 INFO: [lm_ai..][Iter: 113] [eta: 0:37:37] step_time: 24.3455 lrs_g: 2.000e-06 generator_loss: 0.0404 rollout_num_steps: 2.0000 dmd_timestep_mean: 980.0000 dmd_vector_abs_mean: 0.5000 generator_grad_norm: 0.0015 lrs_d: 2.000e-06 discriminator_loss: 0.3038 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 980.0000 discriminator_grad_norm: 1.4277 [cuda:0 alloc 7.06GiB reserved 20.11GiB peak_alloc 20.82GiB] +2026-08-09 13:58:31,176 INFO: [lm_ai..][Iter: 114] [eta: 0:37:12] step_time: 26.8646 lrs_g: 2.000e-06 generator_loss: 0.0314 rollout_num_steps: 4.0000 dmd_timestep_mean: 874.7151 dmd_vector_abs_mean: 0.4043 generator_grad_norm: 0.0019 lrs_d: 2.000e-06 discriminator_loss: 0.1438 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 892.2745 discriminator_grad_norm: 0.8486 [cuda:0 alloc 7.06GiB reserved 23.43GiB peak_alloc 20.82GiB] +2026-08-09 13:58:58,847 INFO: [lm_ai..][Iter: 115] [eta: 0:36:46] step_time: 26.8120 lrs_g: 2.000e-06 generator_loss: 0.0155 rollout_num_steps: 4.0000 dmd_timestep_mean: 896.7171 dmd_vector_abs_mean: 0.3027 generator_grad_norm: 0.0018 lrs_d: 2.000e-06 discriminator_loss: 0.0953 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 320.9776 discriminator_grad_norm: 0.7843 [cuda:0 alloc 7.06GiB reserved 23.45GiB peak_alloc 20.82GiB] +2026-08-09 13:59:26,486 INFO: [lm_ai..][Iter: 116] [eta: 0:36:20] step_time: 26.7539 lrs_g: 2.000e-06 generator_loss: 0.0258 rollout_num_steps: 4.0000 dmd_timestep_mean: 724.3099 dmd_vector_abs_mean: 0.3828 generator_grad_norm: 0.0011 lrs_d: 2.000e-06 discriminator_loss: 0.0700 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 689.9210 discriminator_grad_norm: 2.7461 [cuda:0 alloc 7.06GiB reserved 23.02GiB peak_alloc 20.82GiB] +2026-08-09 13:59:51,805 INFO: [lm_ai..][Iter: 117] [eta: 0:35:53] step_time: 24.4546 lrs_g: 2.000e-06 generator_loss: 0.0246 rollout_num_steps: 2.0000 dmd_timestep_mean: 848.4929 dmd_vector_abs_mean: 0.3750 generator_grad_norm: 0.0016 lrs_d: 2.000e-06 discriminator_loss: 0.4021 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 938.7834 discriminator_grad_norm: 0.9051 [cuda:0 alloc 7.06GiB reserved 20.07GiB peak_alloc 20.82GiB] +2026-08-09 14:00:14,739 INFO: [lm_ai..][Iter: 118] [eta: 0:35:23] step_time: 22.1594 lrs_g: 2.000e-06 generator_loss: 0.0592 rollout_num_steps: 2.0000 dmd_timestep_mean: 980.0000 dmd_vector_abs_mean: 0.5820 generator_grad_norm: 0.0019 lrs_d: 2.000e-06 discriminator_loss: 0.0650 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 823.8732 discriminator_grad_norm: 0.2685 [cuda:0 alloc 7.06GiB reserved 20.19GiB peak_alloc 20.82GiB] +2026-08-09 14:00:37,619 INFO: [lm_ai..][Iter: 119] [eta: 0:34:54] step_time: 22.1419 lrs_g: 2.000e-06 generator_loss: 0.0141 rollout_num_steps: 2.0000 dmd_timestep_mean: 298.3924 dmd_vector_abs_mean: 0.2871 generator_grad_norm: 0.0012 lrs_d: 2.000e-06 discriminator_loss: 0.0753 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 565.6288 discriminator_grad_norm: 0.4648 [cuda:0 alloc 7.06GiB reserved 20.07GiB peak_alloc 20.82GiB] +2026-08-09 14:01:07,342 INFO: [lm_ai..][Iter: 120] [eta: 0:34:30] step_time: 28.9881 lrs_g: 2.000e-06 generator_loss: 0.0117 rollout_num_steps: 4.0000 dmd_timestep_mean: 259.6704 dmd_vector_abs_mean: 0.2656 generator_grad_norm: 0.0011 lrs_d: 2.000e-06 discriminator_loss: 0.1722 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 168.0068 discriminator_grad_norm: 0.2575 [cuda:0 alloc 7.06GiB reserved 23.41GiB peak_alloc 20.82GiB] +2026-08-09 14:01:16,562 INFO: Saved state to experiments/lm_aifm_core_pilot_1b_main/models/checkpoint +2026-08-09 14:01:44,099 INFO: [lm_ai..][Iter: 121] [eta: 0:34:11] step_time: 27.2204 lrs_g: 2.000e-06 generator_loss: 0.0577 rollout_num_steps: 4.0000 dmd_timestep_mean: 875.9019 dmd_vector_abs_mean: 0.5859 generator_grad_norm: 0.0020 lrs_d: 2.000e-06 discriminator_loss: 0.1319 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 980.0000 discriminator_grad_norm: 0.4758 [cuda:0 alloc 7.06GiB reserved 23.41GiB peak_alloc 20.82GiB] +2026-08-09 14:02:14,199 INFO: [lm_ai..][Iter: 122] [eta: 0:33:47] step_time: 29.1945 lrs_g: 2.000e-06 generator_loss: 0.0472 rollout_num_steps: 4.0000 dmd_timestep_mean: 970.3971 dmd_vector_abs_mean: 0.5469 generator_grad_norm: 0.0017 lrs_d: 2.000e-06 discriminator_loss: 0.1411 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 937.4955 discriminator_grad_norm: 1.4567 [cuda:0 alloc 7.06GiB reserved 23.16GiB peak_alloc 20.82GiB] +2026-08-09 14:02:44,164 INFO: [lm_ai..][Iter: 123] [eta: 0:33:22] step_time: 29.0997 lrs_g: 2.000e-06 generator_loss: 0.0088 rollout_num_steps: 4.0000 dmd_timestep_mean: 713.6252 dmd_vector_abs_mean: 0.2217 generator_grad_norm: 0.0013 lrs_d: 2.000e-06 discriminator_loss: 0.1008 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 893.9255 discriminator_grad_norm: 0.8082 [cuda:0 alloc 7.06GiB reserved 23.33GiB peak_alloc 20.82GiB] +2026-08-09 14:03:07,226 INFO: [lm_ai..][Iter: 124] [eta: 0:32:53] step_time: 22.1631 lrs_g: 2.000e-06 generator_loss: 0.0559 rollout_num_steps: 2.0000 dmd_timestep_mean: 980.0000 dmd_vector_abs_mean: 0.6094 generator_grad_norm: 0.0019 lrs_d: 2.000e-06 discriminator_loss: 0.4792 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 980.0000 discriminator_grad_norm: 1.5988 [cuda:0 alloc 7.06GiB reserved 19.99GiB peak_alloc 20.82GiB] +2026-08-09 14:03:37,064 INFO: [lm_ai..][Iter: 125] [eta: 0:32:29] step_time: 29.1003 lrs_g: 2.000e-06 generator_loss: 0.0128 rollout_num_steps: 4.0000 dmd_timestep_mean: 432.4962 dmd_vector_abs_mean: 0.2715 generator_grad_norm: 0.0020 lrs_d: 2.000e-06 discriminator_loss: 0.1241 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 183.2385 discriminator_grad_norm: 0.8944 [cuda:0 alloc 7.06GiB reserved 22.95GiB peak_alloc 20.82GiB] +2026-08-09 14:04:00,360 INFO: [lm_ai..][Iter: 126] [eta: 0:32:00] step_time: 22.3875 lrs_g: 2.000e-06 generator_loss: 0.0134 rollout_num_steps: 2.0000 dmd_timestep_mean: 788.0792 dmd_vector_abs_mean: 0.2734 generator_grad_norm: 0.0020 lrs_d: 2.000e-06 discriminator_loss: 0.2648 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 920.0649 discriminator_grad_norm: 0.5365 [cuda:0 alloc 7.06GiB reserved 20.13GiB peak_alloc 20.82GiB] +2026-08-09 14:04:25,507 INFO: [lm_ai..][Iter: 127] [eta: 0:31:32] step_time: 24.3244 lrs_g: 2.000e-06 generator_loss: 0.0709 rollout_num_steps: 2.0000 dmd_timestep_mean: 980.0000 dmd_vector_abs_mean: 0.6445 generator_grad_norm: 0.0020 lrs_d: 2.000e-06 discriminator_loss: 0.0671 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 489.1706 discriminator_grad_norm: 1.2780 [cuda:0 alloc 7.06GiB reserved 20.25GiB peak_alloc 20.82GiB] +2026-08-09 14:04:55,400 INFO: [lm_ai..][Iter: 128] [eta: 0:31:07] step_time: 29.1380 lrs_g: 2.000e-06 generator_loss: 0.0409 rollout_num_steps: 4.0000 dmd_timestep_mean: 908.7742 dmd_vector_abs_mean: 0.4902 generator_grad_norm: 0.0016 lrs_d: 2.000e-06 discriminator_loss: 0.1466 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 893.4694 discriminator_grad_norm: 0.4093 [cuda:0 alloc 7.06GiB reserved 23.45GiB peak_alloc 20.82GiB] +2026-08-09 14:05:23,267 INFO: [lm_ai..][Iter: 129] [eta: 0:30:41] step_time: 26.8834 lrs_g: 2.000e-06 generator_loss: 0.0462 rollout_num_steps: 4.0000 dmd_timestep_mean: 980.0000 dmd_vector_abs_mean: 0.5234 generator_grad_norm: 0.0010 lrs_d: 2.000e-06 discriminator_loss: 0.0647 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 634.6327 discriminator_grad_norm: 0.2240 [cuda:0 alloc 7.06GiB reserved 23.10GiB peak_alloc 20.82GiB] +2026-08-09 14:05:51,506 INFO: [lm_ai..][Iter: 130] [eta: 0:30:16] step_time: 27.2902 lrs_g: 2.000e-06 generator_loss: 0.0185 rollout_num_steps: 4.0000 dmd_timestep_mean: 706.3159 dmd_vector_abs_mean: 0.3262 generator_grad_norm: 0.0013 lrs_d: 2.000e-06 discriminator_loss: 0.1536 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 965.5695 discriminator_grad_norm: 0.4806 [cuda:0 alloc 7.06GiB reserved 22.94GiB peak_alloc 20.82GiB] +2026-08-09 14:06:17,042 INFO: [lm_ai..][Iter: 131] [eta: 0:29:48] step_time: 24.7083 lrs_g: 2.000e-06 generator_loss: 0.0753 rollout_num_steps: 2.0000 dmd_timestep_mean: 949.1457 dmd_vector_abs_mean: 0.6562 generator_grad_norm: 0.0024 lrs_d: 2.000e-06 discriminator_loss: 0.0761 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 655.1171 discriminator_grad_norm: 0.7658 [cuda:0 alloc 7.06GiB reserved 20.13GiB peak_alloc 20.82GiB] +2026-08-09 14:06:40,132 INFO: [lm_ai..][Iter: 132] [eta: 0:29:19] step_time: 22.2824 lrs_g: 2.000e-06 generator_loss: 0.0384 rollout_num_steps: 2.0000 dmd_timestep_mean: 825.2668 dmd_vector_abs_mean: 0.4648 generator_grad_norm: 0.0016 lrs_d: 2.000e-06 discriminator_loss: 0.1463 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 751.9079 discriminator_grad_norm: 0.3482 [cuda:0 alloc 7.06GiB reserved 20.25GiB peak_alloc 20.82GiB] +2026-08-09 14:07:09,965 INFO: [lm_ai..][Iter: 133] [eta: 0:28:55] step_time: 29.0674 lrs_g: 2.000e-06 generator_loss: 0.0078 rollout_num_steps: 4.0000 dmd_timestep_mean: 163.1241 dmd_vector_abs_mean: 0.2158 generator_grad_norm: 0.0024 lrs_d: 2.000e-06 discriminator_loss: 0.1470 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 909.0854 discriminator_grad_norm: 0.5797 [cuda:0 alloc 7.06GiB reserved 23.45GiB peak_alloc 20.82GiB] +2026-08-09 14:07:37,607 INFO: [lm_ai..][Iter: 134] [eta: 0:28:28] step_time: 26.7628 lrs_g: 2.000e-06 generator_loss: 0.0258 rollout_num_steps: 4.0000 dmd_timestep_mean: 639.0242 dmd_vector_abs_mean: 0.3770 generator_grad_norm: 0.0022 lrs_d: 2.000e-06 discriminator_loss: 0.0475 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 760.4916 discriminator_grad_norm: 0.1810 [cuda:0 alloc 7.06GiB reserved 23.10GiB peak_alloc 20.82GiB] +2026-08-09 14:08:05,338 INFO: [lm_ai..][Iter: 135] [eta: 0:28:02] step_time: 26.8891 lrs_g: 2.000e-06 generator_loss: 0.0122 rollout_num_steps: 4.0000 dmd_timestep_mean: 313.1207 dmd_vector_abs_mean: 0.2656 generator_grad_norm: 0.0017 lrs_d: 2.000e-06 discriminator_loss: 0.0881 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 670.0568 discriminator_grad_norm: 0.9107 [cuda:0 alloc 7.06GiB reserved 22.95GiB peak_alloc 20.82GiB] +2026-08-09 14:08:33,528 INFO: [lm_ai..][Iter: 136] [eta: 0:27:36] step_time: 27.1016 lrs_g: 2.000e-06 generator_loss: 0.0802 rollout_num_steps: 4.0000 dmd_timestep_mean: 980.0000 dmd_vector_abs_mean: 0.6953 generator_grad_norm: 0.0012 lrs_d: 2.000e-06 discriminator_loss: 0.0802 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 738.3519 discriminator_grad_norm: 0.3965 [cuda:0 alloc 7.06GiB reserved 23.47GiB peak_alloc 20.82GiB] +2026-08-09 14:08:58,768 INFO: [lm_ai..][Iter: 137] [eta: 0:27:09] step_time: 24.3967 lrs_g: 2.000e-06 generator_loss: 0.0859 rollout_num_steps: 2.0000 dmd_timestep_mean: 953.3630 dmd_vector_abs_mean: 0.7031 generator_grad_norm: 0.0018 lrs_d: 2.000e-06 discriminator_loss: 0.0749 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 772.7492 discriminator_grad_norm: 0.2785 [cuda:0 alloc 7.06GiB reserved 20.11GiB peak_alloc 20.82GiB] +2026-08-09 14:09:21,859 INFO: [lm_ai..][Iter: 138] [eta: 0:26:40] step_time: 22.3426 lrs_g: 2.000e-06 generator_loss: 0.0494 rollout_num_steps: 2.0000 dmd_timestep_mean: 798.6823 dmd_vector_abs_mean: 0.5117 generator_grad_norm: 0.0016 lrs_d: 2.000e-06 discriminator_loss: 0.2054 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 935.5558 discriminator_grad_norm: 1.5316 [cuda:0 alloc 7.06GiB reserved 20.15GiB peak_alloc 20.82GiB] +2026-08-09 14:09:51,735 INFO: [lm_ai..][Iter: 139] [eta: 0:26:15] step_time: 29.1293 lrs_g: 2.000e-06 generator_loss: 0.0799 rollout_num_steps: 4.0000 dmd_timestep_mean: 964.5489 dmd_vector_abs_mean: 0.6914 generator_grad_norm: 0.0024 lrs_d: 2.000e-06 discriminator_loss: 0.0766 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 842.8696 discriminator_grad_norm: 0.3415 [cuda:0 alloc 7.06GiB reserved 23.45GiB peak_alloc 20.82GiB] +2026-08-09 14:10:21,769 INFO: [lm_ai..][Iter: 140] [eta: 0:25:50] step_time: 29.1875 lrs_g: 2.000e-06 generator_loss: 0.0194 rollout_num_steps: 4.0000 dmd_timestep_mean: 673.1068 dmd_vector_abs_mean: 0.3281 generator_grad_norm: 0.0012 lrs_d: 2.000e-06 discriminator_loss: 0.1071 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 798.7678 discriminator_grad_norm: 0.1600 [cuda:0 alloc 7.06GiB reserved 23.24GiB peak_alloc 20.82GiB] +2026-08-09 14:10:31,055 INFO: Saved state to experiments/lm_aifm_core_pilot_1b_main/models/checkpoint +2026-08-09 14:10:58,257 INFO: [lm_ai..][Iter: 141] [eta: 0:25:28] step_time: 26.8786 lrs_g: 2.000e-06 generator_loss: 0.0208 rollout_num_steps: 4.0000 dmd_timestep_mean: 405.5875 dmd_vector_abs_mean: 0.3457 generator_grad_norm: 0.0026 lrs_d: 2.000e-06 discriminator_loss: 0.0690 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 739.8820 discriminator_grad_norm: 0.5171 [cuda:0 alloc 7.06GiB reserved 23.41GiB peak_alloc 20.82GiB] +2026-08-09 14:11:24,136 INFO: [lm_ai..][Iter: 142] [eta: 0:25:01] step_time: 24.8976 lrs_g: 2.000e-06 generator_loss: 0.0333 rollout_num_steps: 2.0000 dmd_timestep_mean: 875.7999 dmd_vector_abs_mean: 0.4453 generator_grad_norm: 0.0025 lrs_d: 2.000e-06 discriminator_loss: 0.1172 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 837.1277 discriminator_grad_norm: 0.7290 [cuda:0 alloc 7.06GiB reserved 20.05GiB peak_alloc 20.82GiB] +2026-08-09 14:11:54,136 INFO: [lm_ai..][Iter: 143] [eta: 0:24:35] step_time: 29.2505 lrs_g: 2.000e-06 generator_loss: 0.0767 rollout_num_steps: 4.0000 dmd_timestep_mean: 980.0000 dmd_vector_abs_mean: 0.7109 generator_grad_norm: 0.0023 lrs_d: 2.000e-06 discriminator_loss: 0.1587 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 979.4733 discriminator_grad_norm: 0.8216 [cuda:0 alloc 7.06GiB reserved 22.95GiB peak_alloc 20.82GiB] +2026-08-09 14:12:21,871 INFO: [lm_ai..][Iter: 144] [eta: 0:24:09] step_time: 26.8906 lrs_g: 2.000e-06 generator_loss: 0.0454 rollout_num_steps: 4.0000 dmd_timestep_mean: 883.8817 dmd_vector_abs_mean: 0.5039 generator_grad_norm: 0.0015 lrs_d: 2.000e-06 discriminator_loss: 0.1708 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 940.3698 discriminator_grad_norm: 0.6199 [cuda:0 alloc 7.06GiB reserved 23.47GiB peak_alloc 20.82GiB] +2026-08-09 14:12:49,815 INFO: [lm_ai..][Iter: 145] [eta: 0:23:42] step_time: 27.1097 lrs_g: 2.000e-06 generator_loss: 0.0578 rollout_num_steps: 4.0000 dmd_timestep_mean: 765.5512 dmd_vector_abs_mean: 0.5508 generator_grad_norm: 0.0029 lrs_d: 2.000e-06 discriminator_loss: 0.0523 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 672.9182 discriminator_grad_norm: 0.5719 [cuda:0 alloc 7.06GiB reserved 23.45GiB peak_alloc 20.82GiB] +2026-08-09 14:13:19,814 INFO: [lm_ai..][Iter: 146] [eta: 0:23:17] step_time: 29.1232 lrs_g: 2.000e-06 generator_loss: 0.0402 rollout_num_steps: 4.0000 dmd_timestep_mean: 811.7089 dmd_vector_abs_mean: 0.4785 generator_grad_norm: 0.0020 lrs_d: 2.000e-06 discriminator_loss: 0.1303 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 880.7885 discriminator_grad_norm: 0.3578 [cuda:0 alloc 7.06GiB reserved 23.41GiB peak_alloc 20.82GiB] +2026-08-09 14:13:45,095 INFO: [lm_ai..][Iter: 147] [eta: 0:22:49] step_time: 24.3863 lrs_g: 2.000e-06 generator_loss: 0.0241 rollout_num_steps: 2.0000 dmd_timestep_mean: 439.6372 dmd_vector_abs_mean: 0.3770 generator_grad_norm: 0.0018 lrs_d: 2.000e-06 discriminator_loss: 0.0581 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 643.6796 discriminator_grad_norm: 1.5356 [cuda:0 alloc 7.06GiB reserved 20.01GiB peak_alloc 20.82GiB] +2026-08-09 14:14:12,842 INFO: [lm_ai..][Iter: 148] [eta: 0:22:23] step_time: 27.0148 lrs_g: 2.000e-06 generator_loss: 0.0609 rollout_num_steps: 4.0000 dmd_timestep_mean: 915.9351 dmd_vector_abs_mean: 0.5938 generator_grad_norm: 0.0023 lrs_d: 2.000e-06 discriminator_loss: 0.0590 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 628.3721 discriminator_grad_norm: 0.2752 [cuda:0 alloc 7.06GiB reserved 23.45GiB peak_alloc 20.82GiB] +2026-08-09 14:14:38,393 INFO: [lm_ai..][Iter: 149] [eta: 0:21:56] step_time: 24.6516 lrs_g: 2.000e-06 generator_loss: 0.0407 rollout_num_steps: 2.0000 dmd_timestep_mean: 861.2571 dmd_vector_abs_mean: 0.4805 generator_grad_norm: 0.0019 lrs_d: 2.000e-06 discriminator_loss: 0.3162 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 960.7532 discriminator_grad_norm: 0.4105 [cuda:0 alloc 7.06GiB reserved 20.38GiB peak_alloc 20.82GiB] +2026-08-09 14:15:01,353 INFO: [lm_ai..][Iter: 150] [eta: 0:21:27] step_time: 22.2060 lrs_g: 2.000e-06 generator_loss: 0.0551 rollout_num_steps: 2.0000 dmd_timestep_mean: 850.8945 dmd_vector_abs_mean: 0.5664 generator_grad_norm: 0.0019 lrs_d: 2.000e-06 discriminator_loss: 0.0522 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 674.1931 discriminator_grad_norm: 0.6450 [cuda:0 alloc 7.06GiB reserved 20.15GiB peak_alloc 20.82GiB] +2026-08-09 14:15:24,359 INFO: [lm_ai..][Iter: 151] [eta: 0:20:59] step_time: 22.2700 lrs_g: 2.000e-06 generator_loss: 0.0494 rollout_num_steps: 2.0000 dmd_timestep_mean: 693.8961 dmd_vector_abs_mean: 0.5352 generator_grad_norm: 0.0021 lrs_d: 2.000e-06 discriminator_loss: 0.0786 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 569.3117 discriminator_grad_norm: 0.3245 [cuda:0 alloc 7.06GiB reserved 20.13GiB peak_alloc 20.82GiB] +2026-08-09 14:15:47,473 INFO: [lm_ai..][Iter: 152] [eta: 0:20:31] step_time: 22.3502 lrs_g: 2.000e-06 generator_loss: 0.0088 rollout_num_steps: 2.0000 dmd_timestep_mean: 256.3646 dmd_vector_abs_mean: 0.2275 generator_grad_norm: 0.0020 lrs_d: 2.000e-06 discriminator_loss: 0.0968 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 855.4855 discriminator_grad_norm: 1.0882 [cuda:0 alloc 7.06GiB reserved 20.30GiB peak_alloc 20.82GiB] +2026-08-09 14:16:15,253 INFO: [lm_ai..][Iter: 153] [eta: 0:20:05] step_time: 27.0335 lrs_g: 2.000e-06 generator_loss: 0.0411 rollout_num_steps: 4.0000 dmd_timestep_mean: 821.6585 dmd_vector_abs_mean: 0.4766 generator_grad_norm: 0.0026 lrs_d: 2.000e-06 discriminator_loss: 0.3923 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 136.1500 discriminator_grad_norm: 0.3212 [cuda:0 alloc 7.06GiB reserved 23.45GiB peak_alloc 20.82GiB] +2026-08-09 14:16:40,510 INFO: [lm_ai..][Iter: 154] [eta: 0:19:37] step_time: 24.4025 lrs_g: 2.000e-06 generator_loss: 0.0248 rollout_num_steps: 2.0000 dmd_timestep_mean: 642.1603 dmd_vector_abs_mean: 0.3789 generator_grad_norm: 0.0030 lrs_d: 2.000e-06 discriminator_loss: 0.1665 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 806.7123 discriminator_grad_norm: 0.4397 [cuda:0 alloc 7.06GiB reserved 20.19GiB peak_alloc 20.82GiB] +2026-08-09 14:17:10,676 INFO: [lm_ai..][Iter: 155] [eta: 0:19:12] step_time: 29.3036 lrs_g: 2.000e-06 generator_loss: 0.0325 rollout_num_steps: 4.0000 dmd_timestep_mean: 762.7272 dmd_vector_abs_mean: 0.4258 generator_grad_norm: 0.0037 lrs_d: 2.000e-06 discriminator_loss: 0.1748 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 958.9235 discriminator_grad_norm: 0.1724 [cuda:0 alloc 7.06GiB reserved 22.95GiB peak_alloc 20.82GiB] +2026-08-09 14:17:38,416 INFO: [lm_ai..][Iter: 156] [eta: 0:18:45] step_time: 26.8699 lrs_g: 2.000e-06 generator_loss: 0.0366 rollout_num_steps: 4.0000 dmd_timestep_mean: 789.0627 dmd_vector_abs_mean: 0.4531 generator_grad_norm: 0.0033 lrs_d: 2.000e-06 discriminator_loss: 0.4749 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 980.0000 discriminator_grad_norm: 0.8698 [cuda:0 alloc 7.06GiB reserved 23.47GiB peak_alloc 20.82GiB] +2026-08-09 14:18:06,167 INFO: [lm_ai..][Iter: 157] [eta: 0:18:19] step_time: 26.7525 lrs_g: 2.000e-06 generator_loss: 0.0718 rollout_num_steps: 4.0000 dmd_timestep_mean: 919.4725 dmd_vector_abs_mean: 0.6445 generator_grad_norm: 0.0019 lrs_d: 2.000e-06 discriminator_loss: 0.0997 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 818.0845 discriminator_grad_norm: 0.2799 [cuda:0 alloc 7.06GiB reserved 23.45GiB peak_alloc 20.82GiB] +2026-08-09 14:18:34,128 INFO: [lm_ai..][Iter: 158] [eta: 0:17:52] step_time: 27.1053 lrs_g: 2.000e-06 generator_loss: 0.0579 rollout_num_steps: 4.0000 dmd_timestep_mean: 980.0000 dmd_vector_abs_mean: 0.5898 generator_grad_norm: 0.0069 lrs_d: 2.000e-06 discriminator_loss: 0.1548 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 877.1020 discriminator_grad_norm: 0.5980 [cuda:0 alloc 7.06GiB reserved 23.41GiB peak_alloc 20.82GiB] +2026-08-09 14:19:01,929 INFO: [lm_ai..][Iter: 159] [eta: 0:17:26] step_time: 26.9536 lrs_g: 2.000e-06 generator_loss: 0.0387 rollout_num_steps: 4.0000 dmd_timestep_mean: 699.8375 dmd_vector_abs_mean: 0.4629 generator_grad_norm: 0.0021 lrs_d: 2.000e-06 discriminator_loss: 0.1009 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 748.8621 discriminator_grad_norm: 0.4835 [cuda:0 alloc 7.06GiB reserved 23.39GiB peak_alloc 20.82GiB] +2026-08-09 14:19:29,902 INFO: [lm_ai..][Iter: 160] [eta: 0:16:59] step_time: 27.1048 lrs_g: 2.000e-06 generator_loss: 0.0958 rollout_num_steps: 4.0000 dmd_timestep_mean: 976.1927 dmd_vector_abs_mean: 0.7344 generator_grad_norm: 0.0029 lrs_d: 2.000e-06 discriminator_loss: 0.1768 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 153.8895 discriminator_grad_norm: 0.4085 [cuda:0 alloc 7.06GiB reserved 23.43GiB peak_alloc 20.82GiB] +2026-08-09 14:19:39,306 INFO: Saved state to experiments/lm_aifm_core_pilot_1b_main/models/checkpoint +2026-08-09 14:20:06,738 INFO: [lm_ai..][Iter: 161] [eta: 0:16:35] step_time: 27.1114 lrs_g: 2.000e-06 generator_loss: 0.0625 rollout_num_steps: 4.0000 dmd_timestep_mean: 980.0000 dmd_vector_abs_mean: 0.6211 generator_grad_norm: 0.0021 lrs_d: 2.000e-06 discriminator_loss: 0.1780 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 901.2122 discriminator_grad_norm: 0.4258 [cuda:0 alloc 7.06GiB reserved 23.41GiB peak_alloc 20.82GiB] +2026-08-09 14:20:29,870 INFO: [lm_ai..][Iter: 162] [eta: 0:16:07] step_time: 22.2706 lrs_g: 2.000e-06 generator_loss: 0.0509 rollout_num_steps: 2.0000 dmd_timestep_mean: 893.2348 dmd_vector_abs_mean: 0.5391 generator_grad_norm: 0.0020 lrs_d: 2.000e-06 discriminator_loss: 0.2320 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 171.6856 discriminator_grad_norm: 0.4996 [cuda:0 alloc 7.06GiB reserved 20.05GiB peak_alloc 20.82GiB] +2026-08-09 14:20:57,325 INFO: [lm_ai..][Iter: 163] [eta: 0:15:40] step_time: 26.6832 lrs_g: 2.000e-06 generator_loss: 0.0140 rollout_num_steps: 4.0000 dmd_timestep_mean: 335.8423 dmd_vector_abs_mean: 0.2910 generator_grad_norm: 0.0016 lrs_d: 2.000e-06 discriminator_loss: 0.3245 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 980.0000 discriminator_grad_norm: 0.2849 [cuda:0 alloc 7.06GiB reserved 22.95GiB peak_alloc 20.82GiB] +2026-08-09 14:21:22,618 INFO: [lm_ai..][Iter: 164] [eta: 0:15:13] step_time: 24.4200 lrs_g: 2.000e-06 generator_loss: 0.0417 rollout_num_steps: 2.0000 dmd_timestep_mean: 798.9026 dmd_vector_abs_mean: 0.4902 generator_grad_norm: 0.0017 lrs_d: 2.000e-06 discriminator_loss: 0.0752 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 352.1160 discriminator_grad_norm: 0.6398 [cuda:0 alloc 7.06GiB reserved 20.13GiB peak_alloc 20.82GiB] +2026-08-09 14:21:52,423 INFO: [lm_ai..][Iter: 165] [eta: 0:14:47] step_time: 29.0760 lrs_g: 2.000e-06 generator_loss: 0.0371 rollout_num_steps: 4.0000 dmd_timestep_mean: 744.0952 dmd_vector_abs_mean: 0.4551 generator_grad_norm: 0.0026 lrs_d: 2.000e-06 discriminator_loss: 0.0783 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 462.7480 discriminator_grad_norm: 0.1645 [cuda:0 alloc 7.06GiB reserved 23.43GiB peak_alloc 20.82GiB] +2026-08-09 14:22:15,755 INFO: [lm_ai..][Iter: 166] [eta: 0:14:19] step_time: 22.4886 lrs_g: 2.000e-06 generator_loss: 0.0190 rollout_num_steps: 2.0000 dmd_timestep_mean: 393.2454 dmd_vector_abs_mean: 0.3301 generator_grad_norm: 0.0015 lrs_d: 2.000e-06 discriminator_loss: 0.0874 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 671.2824 discriminator_grad_norm: 0.2084 [cuda:0 alloc 7.06GiB reserved 20.11GiB peak_alloc 20.82GiB] +2026-08-09 14:22:38,861 INFO: [lm_ai..][Iter: 167] [eta: 0:13:51] step_time: 22.3542 lrs_g: 2.000e-06 generator_loss: 0.0810 rollout_num_steps: 2.0000 dmd_timestep_mean: 919.3629 dmd_vector_abs_mean: 0.6875 generator_grad_norm: 0.0024 lrs_d: 2.000e-06 discriminator_loss: 0.0677 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 750.4081 discriminator_grad_norm: 0.2283 [cuda:0 alloc 7.06GiB reserved 20.05GiB peak_alloc 20.82GiB] +2026-08-09 14:23:02,061 INFO: [lm_ai..][Iter: 168] [eta: 0:13:24] step_time: 22.4338 lrs_g: 2.000e-06 generator_loss: 0.0189 rollout_num_steps: 2.0000 dmd_timestep_mean: 375.5038 dmd_vector_abs_mean: 0.3379 generator_grad_norm: 0.0031 lrs_d: 2.000e-06 discriminator_loss: 0.1526 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 960.4371 discriminator_grad_norm: 0.6116 [cuda:0 alloc 7.06GiB reserved 20.03GiB peak_alloc 20.82GiB] +2026-08-09 14:23:31,726 INFO: [lm_ai..][Iter: 169] [eta: 0:12:58] step_time: 28.9242 lrs_g: 2.000e-06 generator_loss: 0.0554 rollout_num_steps: 4.0000 dmd_timestep_mean: 828.4202 dmd_vector_abs_mean: 0.5664 generator_grad_norm: 0.0020 lrs_d: 2.000e-06 discriminator_loss: 0.1014 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 958.2848 discriminator_grad_norm: 0.4273 [cuda:0 alloc 7.06GiB reserved 23.43GiB peak_alloc 20.82GiB] +2026-08-09 14:23:59,428 INFO: [lm_ai..][Iter: 170] [eta: 0:12:31] step_time: 26.8189 lrs_g: 2.000e-06 generator_loss: 0.0505 rollout_num_steps: 4.0000 dmd_timestep_mean: 783.3991 dmd_vector_abs_mean: 0.5195 generator_grad_norm: 0.0020 lrs_d: 2.000e-06 discriminator_loss: 0.1415 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 297.0817 discriminator_grad_norm: 0.2185 [cuda:0 alloc 7.06GiB reserved 23.14GiB peak_alloc 20.82GiB] +2026-08-09 14:24:24,641 INFO: [lm_ai..][Iter: 171] [eta: 0:12:04] step_time: 24.3409 lrs_g: 2.000e-06 generator_loss: 0.0455 rollout_num_steps: 2.0000 dmd_timestep_mean: 793.3496 dmd_vector_abs_mean: 0.5000 generator_grad_norm: 0.0022 lrs_d: 2.000e-06 discriminator_loss: 0.0639 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 873.1409 discriminator_grad_norm: 0.4392 [cuda:0 alloc 7.06GiB reserved 20.05GiB peak_alloc 20.82GiB] +2026-08-09 14:24:49,887 INFO: [lm_ai..][Iter: 172] [eta: 0:11:37] step_time: 24.4043 lrs_g: 2.000e-06 generator_loss: 0.0310 rollout_num_steps: 2.0000 dmd_timestep_mean: 841.0588 dmd_vector_abs_mean: 0.4258 generator_grad_norm: 0.0031 lrs_d: 2.000e-06 discriminator_loss: 0.0485 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 645.5273 discriminator_grad_norm: 0.4083 [cuda:0 alloc 7.06GiB reserved 20.09GiB peak_alloc 20.82GiB] +2026-08-09 14:25:19,844 INFO: [lm_ai..][Iter: 173] [eta: 0:11:10] step_time: 29.1834 lrs_g: 2.000e-06 generator_loss: 0.0348 rollout_num_steps: 4.0000 dmd_timestep_mean: 911.2554 dmd_vector_abs_mean: 0.4512 generator_grad_norm: 0.0024 lrs_d: 2.000e-06 discriminator_loss: 0.1885 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 901.1915 discriminator_grad_norm: 0.3906 [cuda:0 alloc 7.06GiB reserved 23.47GiB peak_alloc 20.82GiB] +2026-08-09 14:25:49,671 INFO: [lm_ai..][Iter: 174] [eta: 0:10:44] step_time: 28.9731 lrs_g: 2.000e-06 generator_loss: 0.0180 rollout_num_steps: 4.0000 dmd_timestep_mean: 637.5493 dmd_vector_abs_mean: 0.3184 generator_grad_norm: 0.0038 lrs_d: 2.000e-06 discriminator_loss: 0.0588 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 529.9760 discriminator_grad_norm: 0.6130 [cuda:0 alloc 7.06GiB reserved 23.41GiB peak_alloc 20.82GiB] +2026-08-09 14:26:17,400 INFO: [lm_ai..][Iter: 175] [eta: 0:10:17] step_time: 26.8439 lrs_g: 2.000e-06 generator_loss: 0.0371 rollout_num_steps: 4.0000 dmd_timestep_mean: 906.8162 dmd_vector_abs_mean: 0.4707 generator_grad_norm: 0.0029 lrs_d: 2.000e-06 discriminator_loss: 0.1961 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 980.0000 discriminator_grad_norm: 0.2677 [cuda:0 alloc 7.06GiB reserved 23.41GiB peak_alloc 20.82GiB] +2026-08-09 14:26:41,481 INFO: [lm_ai..][Iter: 176] [eta: 0:09:50] step_time: 22.3269 lrs_g: 2.000e-06 generator_loss: 0.0470 rollout_num_steps: 2.0000 dmd_timestep_mean: 852.4337 dmd_vector_abs_mean: 0.5156 generator_grad_norm: 0.0017 lrs_d: 2.000e-06 discriminator_loss: 0.0745 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 848.0570 discriminator_grad_norm: 0.4463 [cuda:0 alloc 7.06GiB reserved 20.15GiB peak_alloc 20.82GiB] +2026-08-09 14:27:11,492 INFO: [lm_ai..][Iter: 177] [eta: 0:09:24] step_time: 29.1868 lrs_g: 2.000e-06 generator_loss: 0.0804 rollout_num_steps: 4.0000 dmd_timestep_mean: 973.0563 dmd_vector_abs_mean: 0.6875 generator_grad_norm: 0.0032 lrs_d: 2.000e-06 discriminator_loss: 0.0580 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 588.6923 discriminator_grad_norm: 0.6842 [cuda:0 alloc 7.06GiB reserved 23.47GiB peak_alloc 20.82GiB] +2026-08-09 14:27:39,319 INFO: [lm_ai..][Iter: 178] [eta: 0:08:57] step_time: 26.9295 lrs_g: 2.000e-06 generator_loss: 0.0910 rollout_num_steps: 4.0000 dmd_timestep_mean: 919.4113 dmd_vector_abs_mean: 0.7188 generator_grad_norm: 0.0026 lrs_d: 2.000e-06 discriminator_loss: 0.0545 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 723.8978 discriminator_grad_norm: 0.3836 [cuda:0 alloc 7.06GiB reserved 22.91GiB peak_alloc 20.82GiB] +2026-08-09 14:28:04,817 INFO: [lm_ai..][Iter: 179] [eta: 0:08:30] step_time: 24.5987 lrs_g: 2.000e-06 generator_loss: 0.0151 rollout_num_steps: 2.0000 dmd_timestep_mean: 323.6096 dmd_vector_abs_mean: 0.2988 generator_grad_norm: 0.0028 lrs_d: 2.000e-06 discriminator_loss: 0.2190 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 980.0000 discriminator_grad_norm: 0.5906 [cuda:0 alloc 7.06GiB reserved 20.15GiB peak_alloc 20.82GiB] +2026-08-09 14:28:30,127 INFO: [lm_ai..][Iter: 180] [eta: 0:08:03] step_time: 24.4945 lrs_g: 2.000e-06 generator_loss: 0.0260 rollout_num_steps: 2.0000 dmd_timestep_mean: 530.4910 dmd_vector_abs_mean: 0.3848 generator_grad_norm: 0.0024 lrs_d: 2.000e-06 discriminator_loss: 0.0550 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 441.4059 discriminator_grad_norm: 0.2770 [cuda:0 alloc 7.06GiB reserved 20.15GiB peak_alloc 20.82GiB] +2026-08-09 14:28:39,217 INFO: Saved state to experiments/lm_aifm_core_pilot_1b_main/models/checkpoint +2026-08-09 14:29:08,772 INFO: [lm_ai..][Iter: 181] [eta: 0:07:37] step_time: 29.2345 lrs_g: 2.000e-06 generator_loss: 0.0082 rollout_num_steps: 4.0000 dmd_timestep_mean: 336.7608 dmd_vector_abs_mean: 0.2207 generator_grad_norm: 0.0028 lrs_d: 2.000e-06 discriminator_loss: 0.0608 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 508.8217 discriminator_grad_norm: 0.2468 [cuda:0 alloc 7.06GiB reserved 23.41GiB peak_alloc 20.82GiB] +2026-08-09 14:29:32,071 INFO: [lm_ai..][Iter: 182] [eta: 0:07:10] step_time: 22.3803 lrs_g: 2.000e-06 generator_loss: 0.0426 rollout_num_steps: 2.0000 dmd_timestep_mean: 763.8089 dmd_vector_abs_mean: 0.4863 generator_grad_norm: 0.0039 lrs_d: 2.000e-06 discriminator_loss: 0.1320 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 970.0067 discriminator_grad_norm: 0.2174 [cuda:0 alloc 7.06GiB reserved 20.05GiB peak_alloc 20.82GiB] +2026-08-09 14:29:55,355 INFO: [lm_ai..][Iter: 183] [eta: 0:06:43] step_time: 22.5506 lrs_g: 2.000e-06 generator_loss: 0.0343 rollout_num_steps: 2.0000 dmd_timestep_mean: 651.9506 dmd_vector_abs_mean: 0.4414 generator_grad_norm: 0.0026 lrs_d: 2.000e-06 discriminator_loss: 0.6543 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 970.2333 discriminator_grad_norm: 0.7682 [cuda:0 alloc 7.06GiB reserved 19.99GiB peak_alloc 20.82GiB] +2026-08-09 14:30:18,312 INFO: [lm_ai..][Iter: 184] [eta: 0:06:16] step_time: 22.0680 lrs_g: 2.000e-06 generator_loss: 0.0112 rollout_num_steps: 2.0000 dmd_timestep_mean: 340.4328 dmd_vector_abs_mean: 0.2578 generator_grad_norm: 0.0028 lrs_d: 2.000e-06 discriminator_loss: 0.0715 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 822.6919 discriminator_grad_norm: 0.3073 [cuda:0 alloc 7.06GiB reserved 19.99GiB peak_alloc 20.82GiB] +2026-08-09 14:30:43,703 INFO: [lm_ai..][Iter: 185] [eta: 0:05:49] step_time: 24.6580 lrs_g: 2.000e-06 generator_loss: 0.0519 rollout_num_steps: 2.0000 dmd_timestep_mean: 838.6174 dmd_vector_abs_mean: 0.5508 generator_grad_norm: 0.0024 lrs_d: 2.000e-06 discriminator_loss: 0.1163 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 750.2563 discriminator_grad_norm: 0.9296 [cuda:0 alloc 7.06GiB reserved 19.99GiB peak_alloc 20.82GiB] +2026-08-09 14:31:08,901 INFO: [lm_ai..][Iter: 186] [eta: 0:05:22] step_time: 24.4542 lrs_g: 2.000e-06 generator_loss: 0.0774 rollout_num_steps: 2.0000 dmd_timestep_mean: 980.0000 dmd_vector_abs_mean: 0.6953 generator_grad_norm: 0.0028 lrs_d: 2.000e-06 discriminator_loss: 0.0837 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 851.5615 discriminator_grad_norm: 0.1713 [cuda:0 alloc 7.06GiB reserved 19.99GiB peak_alloc 20.82GiB] +2026-08-09 14:31:36,525 INFO: [lm_ai..][Iter: 187] [eta: 0:04:55] step_time: 26.8855 lrs_g: 2.000e-06 generator_loss: 0.0625 rollout_num_steps: 4.0000 dmd_timestep_mean: 954.4587 dmd_vector_abs_mean: 0.6094 generator_grad_norm: 0.0030 lrs_d: 2.000e-06 discriminator_loss: 0.1103 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 967.9175 discriminator_grad_norm: 0.5819 [cuda:0 alloc 7.06GiB reserved 22.95GiB peak_alloc 20.82GiB] +2026-08-09 14:32:02,009 INFO: [lm_ai..][Iter: 188] [eta: 0:04:28] step_time: 24.5235 lrs_g: 2.000e-06 generator_loss: 0.0148 rollout_num_steps: 2.0000 dmd_timestep_mean: 435.1615 dmd_vector_abs_mean: 0.2891 generator_grad_norm: 0.0026 lrs_d: 2.000e-06 discriminator_loss: 0.0616 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 405.6781 discriminator_grad_norm: 0.3835 [cuda:0 alloc 7.06GiB reserved 20.13GiB peak_alloc 20.82GiB] +2026-08-09 14:32:32,143 INFO: [lm_ai..][Iter: 189] [eta: 0:04:01] step_time: 29.1852 lrs_g: 2.000e-06 generator_loss: 0.0880 rollout_num_steps: 4.0000 dmd_timestep_mean: 959.6384 dmd_vector_abs_mean: 0.7188 generator_grad_norm: 0.0029 lrs_d: 2.000e-06 discriminator_loss: 0.0802 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 796.1534 discriminator_grad_norm: 0.3974 [cuda:0 alloc 7.06GiB reserved 23.43GiB peak_alloc 20.82GiB] +2026-08-09 14:32:56,041 INFO: [lm_ai..][Iter: 190] [eta: 0:03:34] step_time: 22.2402 lrs_g: 2.000e-06 generator_loss: 0.0566 rollout_num_steps: 2.0000 dmd_timestep_mean: 840.5577 dmd_vector_abs_mean: 0.5625 generator_grad_norm: 0.0037 lrs_d: 2.000e-06 discriminator_loss: 0.0586 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 802.5762 discriminator_grad_norm: 0.2070 [cuda:0 alloc 7.06GiB reserved 20.11GiB peak_alloc 20.82GiB] +2026-08-09 14:33:21,162 INFO: [lm_ai..][Iter: 191] [eta: 0:03:07] step_time: 24.3434 lrs_g: 2.000e-06 generator_loss: 0.0064 rollout_num_steps: 2.0000 dmd_timestep_mean: 85.1602 dmd_vector_abs_mean: 0.1953 generator_grad_norm: 0.0025 lrs_d: 2.000e-06 discriminator_loss: 0.1972 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 980.0000 discriminator_grad_norm: 0.7210 [cuda:0 alloc 7.06GiB reserved 20.05GiB peak_alloc 20.82GiB] +2026-08-09 14:33:46,431 INFO: [lm_ai..][Iter: 192] [eta: 0:02:40] step_time: 24.4892 lrs_g: 2.000e-06 generator_loss: 0.0519 rollout_num_steps: 2.0000 dmd_timestep_mean: 687.4814 dmd_vector_abs_mean: 0.5547 generator_grad_norm: 0.0016 lrs_d: 2.000e-06 discriminator_loss: 0.8330 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 20.0000 discriminator_grad_norm: 0.1536 [cuda:0 alloc 7.06GiB reserved 20.03GiB peak_alloc 20.82GiB] +2026-08-09 14:34:16,336 INFO: [lm_ai..][Iter: 193] [eta: 0:02:14] step_time: 29.0578 lrs_g: 2.000e-06 generator_loss: 0.0642 rollout_num_steps: 4.0000 dmd_timestep_mean: 902.0526 dmd_vector_abs_mean: 0.6055 generator_grad_norm: 0.0031 lrs_d: 2.000e-06 discriminator_loss: 0.1076 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 970.9361 discriminator_grad_norm: 0.2702 [cuda:0 alloc 7.06GiB reserved 23.43GiB peak_alloc 20.82GiB] +2026-08-09 14:34:44,088 INFO: [lm_ai..][Iter: 194] [eta: 0:01:47] step_time: 26.8567 lrs_g: 2.000e-06 generator_loss: 0.0692 rollout_num_steps: 4.0000 dmd_timestep_mean: 980.0000 dmd_vector_abs_mean: 0.6484 generator_grad_norm: 0.0030 lrs_d: 2.000e-06 discriminator_loss: 0.3486 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 980.0000 discriminator_grad_norm: 0.3651 [cuda:0 alloc 7.06GiB reserved 23.14GiB peak_alloc 20.82GiB] +2026-08-09 14:35:07,140 INFO: [lm_ai..][Iter: 195] [eta: 0:01:20] step_time: 22.2009 lrs_g: 2.000e-06 generator_loss: 0.0777 rollout_num_steps: 2.0000 dmd_timestep_mean: 888.6658 dmd_vector_abs_mean: 0.6719 generator_grad_norm: 0.0035 lrs_d: 2.000e-06 discriminator_loss: 0.2421 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 980.0000 discriminator_grad_norm: 1.0003 [cuda:0 alloc 7.06GiB reserved 20.05GiB peak_alloc 20.82GiB] +2026-08-09 14:35:32,352 INFO: [lm_ai..][Iter: 196] [eta: 0:00:53] step_time: 24.4826 lrs_g: 2.000e-06 generator_loss: 0.0967 rollout_num_steps: 2.0000 dmd_timestep_mean: 980.0000 dmd_vector_abs_mean: 0.7422 generator_grad_norm: 0.0020 lrs_d: 2.000e-06 discriminator_loss: 0.0924 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 866.1161 discriminator_grad_norm: 0.5511 [cuda:0 alloc 7.06GiB reserved 20.09GiB peak_alloc 20.82GiB] +2026-08-09 14:36:02,047 INFO: [lm_ai..][Iter: 197] [eta: 0:00:26] step_time: 28.9565 lrs_g: 2.000e-06 generator_loss: 0.0874 rollout_num_steps: 4.0000 dmd_timestep_mean: 907.1301 dmd_vector_abs_mean: 0.7070 generator_grad_norm: 0.0029 lrs_d: 2.000e-06 discriminator_loss: 0.1325 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 723.7721 discriminator_grad_norm: 0.4628 [cuda:0 alloc 7.06GiB reserved 23.47GiB peak_alloc 20.82GiB] +2026-08-09 14:36:27,302 INFO: [lm_ai..][Iter: 198] [eta: 0:00:00] step_time: 24.3489 lrs_g: 2.000e-06 generator_loss: 0.0337 rollout_num_steps: 2.0000 dmd_timestep_mean: 663.4141 dmd_vector_abs_mean: 0.4316 generator_grad_norm: 0.0040 lrs_d: 2.000e-06 discriminator_loss: 0.0582 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 668.6603 discriminator_grad_norm: 0.3228 [cuda:0 alloc 7.06GiB reserved 20.19GiB peak_alloc 20.82GiB] +2026-08-09 14:36:57,117 INFO: [lm_ai..][Iter: 199] [eta: -1 day, 23:59:34] step_time: 29.0791 lrs_g: 2.000e-06 generator_loss: 0.0883 rollout_num_steps: 4.0000 dmd_timestep_mean: 972.6658 dmd_vector_abs_mean: 0.7305 generator_grad_norm: 0.0045 lrs_d: 2.000e-06 discriminator_loss: 0.0728 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 804.6577 discriminator_grad_norm: 0.3446 [cuda:0 alloc 7.06GiB reserved 22.95GiB peak_alloc 20.82GiB] +2026-08-09 14:37:27,382 INFO: [lm_ai..][Iter: 200] [eta: -1 day, 23:59:07] step_time: 29.1739 lrs_g: 2.000e-06 generator_loss: 0.0344 rollout_num_steps: 4.0000 dmd_timestep_mean: 805.3019 dmd_vector_abs_mean: 0.4395 generator_grad_norm: 0.0031 lrs_d: 2.000e-06 discriminator_loss: 0.1932 fake_rollout_num_steps: 4.0000 fake_timestep_mean: 980.0000 discriminator_grad_norm: 0.4614 [cuda:0 alloc 7.06GiB reserved 23.43GiB peak_alloc 20.82GiB] +2026-08-09 14:37:36,894 INFO: Saved state to experiments/lm_aifm_core_pilot_1b_main/models/checkpoint diff --git a/LongVid/experiments/lm_aifm_core_pilot_1b_smoke/train_lm_aifm_core_pilot_1b.yml b/LongVid/experiments/lm_aifm_core_pilot_1b_smoke/train_lm_aifm_core_pilot_1b.yml new file mode 100644 index 0000000000000000000000000000000000000000..e82e02348866f68a2c408fd047f818099c938347 --- /dev/null +++ b/LongVid/experiments/lm_aifm_core_pilot_1b_smoke/train_lm_aifm_core_pilot_1b.yml @@ -0,0 +1,165 @@ +# GENERATE TIME: Sun Aug 9 12:46:27 2026 +# CMD: +# /mnt/workspace/fly/lm_aifm_20260809/src/AnyFlow/far/main.py config_path=options/train/lm_aifm/train_lm_aifm_core_pilot_1b.yml + +# LM-AIFM public-asset core integration pilot. +# +# This is intentionally a one-update smoke configuration. It validates an +# exact full-grid current-window cDMD loop with a same-content base-Wan score. +# It is NOT a production random-edge or cross-window long-memory experiment. +# For the bounded 20-update continuation override: +# train.total_iter=19 models.rollout_cfg.num_inference_steps_list='[2,4]' + +name: lm_aifm_core_pilot_1b_smoke +mode: train +manual_seed: 0 +mixed_precision: true + +datasets: + train: + type: T2VTarDataset + meta_path: assets/data/meta/vidprom_dummy/raw.json + num_frames: 81 + data_dtype: .mp4 + dataloader_cfg: + batch_size_per_gpu: 1 + num_workers: 0 + shuffle: true + shuffle_chunk_size: 1000 + drop_last: true + +models: + # Released, already trained AnyFlow-FAR student. No unpublished + # experiments/.../step_6000.pt is referenced anywhere in this config. + transformer_cfg: + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/AnyFlow-FAR-Wan2.1-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + enable_gradient_checkpoint: true + far_config: + full_chunk_limit: 3 + chunk_partition: [1, 3, 3, 3, 3, 3, 3, 2] + compressed_patch_size: [1, 4, 4] + long_context_training_ratio: 1.0 + lora_config: + lora_rank: 16 + lora_alpha: 16 + target_module_name: ['attn1.to_q', 'attn1.to_k', 'attn1.to_v', 'attn1.to_out.0', 'ffn.net.0.proj', 'ffn.net.2', 'delta_embedder', 'time_embedder'] + param_names_to_optimize: ['lora_A', 'lora_B'] + bidirectional_modeling_prob: 0.0 + + # Raw public base Wan, frozen. It sees the same detached history content + # concatenated with the current noisy block in bidirectional score mode. + real_cfg: + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/Wan2.1-T2V-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + + # Independent base-Wan copy for the fake score. LoRA and the schedule + # encoder are the only discriminator-side trainable parameters. + discriminator_cfg: + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/Wan2.1-T2V-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + enable_gradient_checkpoint: true + lora_config: + lora_rank: 16 + lora_alpha: 16 + target_module_name: ['attn1.to_q', 'attn1.to_k', 'attn1.to_v', 'attn1.to_out.0', 'ffn.net.0.proj', 'ffn.net.2'] + param_names_to_optimize: ['lora_A', 'lora_B', 'schedule_encoder', 'schedule_projection'] + + schedule_encoder_cfg: + embedding_dim: 256 + hidden_dim: 512 + num_tokens: 1 + num_heads: 4 + num_fourier_bands: 8 + dropout: 0.0 + + text_encoder_cfg: + drop_text_ratio: 0.0 + negative_embedding_path: assets/negative_embedding/wan_negemb_cn.pth + + vae_cfg: + load: true + + scheduler_cfg: + shift: 5.0 + weight_type: beta08 + + dmd_scheduler_cfg: + shift: 5.0 + + rollout_cfg: + rollout_pipeline: FARWanAnyFlowPipeline + # Smoke: N=2. The 20-update continuation should use [2, 4]. + num_inference_steps_list: [2] + current_num_chunks: 3 + use_kv_cache: true + + dmd_cfg: + dmd_weight: 0.1 + dmd_batch_size: 1 + min_timestep: 20 + max_timestep: 980 + normalizer_epsilon: !!float 1e-5 + vector_clip: 10.0 + + interval_cfg: + # Disabled for the first smoke. Set to 0.1 only after the base-teacher + # solver check passes; this remains an off-policy interval proxy. + weight: 0.0 + teacher_substeps: 2 + current_num_chunks: 3 + delta_min: 0.05 + replay_every: 0 + + flowmap_cfg: + gate_value: 0.25 + deltatime_type: r + diffusion_ratio: 0.5 + consistency_ratio: 0.25 + epsilon: 5 + +path: + pretrain_network: null + +train: + train_pipeline: LM_AIFM_Core_Pilot_Trainer + + optim_g: + type: AdamW + lr: !!float 2e-6 + weight_decay: 0.0 + betas: [0.0, 0.999] + + optim_d: + type: AdamW + lr: !!float 2e-6 + weight_decay: 0.0 + betas: [0.0, 0.999] + + discriminator_update_ratio: 1 + max_grad_norm: 1.0 + lr_scheduler: constant_with_warmup + warmup_iter: 0 + + # BaseTrainer uses `while global_step <= total_iter`; zero means one update. + total_iter: 0 + +val: + val_pipeline: FARWanAnyFlowPipeline + skip_first_eval: true + sample_freq: 100000 + eval_freq: 100000 + sample_cfg: + height: 480 + width: 832 + num_frames: 81 + guidance_scale: 1.0 + num_inference_steps: [2] + negative_prompt: 'overexposed, static, blurry, subtitles, low quality, deformed' + +logger: + print_freq: 1 + save_checkpoint_freq: 1000 + save_eval_checkpoint_freq: 1000 + clean_cache_freq: 1 + use_wandb: false diff --git a/LongVid/experiments/lm_aifm_core_pilot_1b_smoke/train_lm_aifm_core_pilot_1b_smoke_20260809_124627.log b/LongVid/experiments/lm_aifm_core_pilot_1b_smoke/train_lm_aifm_core_pilot_1b_smoke_20260809_124627.log new file mode 100644 index 0000000000000000000000000000000000000000..d01291395473deb2e274f3c5d3cd99781f86a4a4 --- /dev/null +++ b/LongVid/experiments/lm_aifm_core_pilot_1b_smoke/train_lm_aifm_core_pilot_1b_smoke_20260809_124627.log @@ -0,0 +1,2577 @@ +2026-08-09 12:46:28,077 INFO: + name: lm_aifm_core_pilot_1b_smoke + mode: train + manual_seed: 0 + mixed_precision: True + datasets:[ + train:[ + type: T2VTarDataset + meta_path: assets/data/meta/vidprom_dummy/raw.json + num_frames: 81 + data_dtype: .mp4 + dataloader_cfg:[ + batch_size_per_gpu: 1 + num_workers: 0 + shuffle: True + shuffle_chunk_size: 1000 + drop_last: True + ] + ] + ] + models:[ + transformer_cfg:[ + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/AnyFlow-FAR-Wan2.1-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + enable_gradient_checkpoint: True + far_config:[ + full_chunk_limit: 3 + chunk_partition: [1, 3, 3, 3, 3, 3, 3, 2] + compressed_patch_size: [1, 4, 4] + long_context_training_ratio: 1.0 + ] + lora_config:[ + lora_rank: 16 + lora_alpha: 16 + target_module_name: ['attn1.to_q', 'attn1.to_k', 'attn1.to_v', 'attn1.to_out.0', 'ffn.net.0.proj', 'ffn.net.2', 'delta_embedder', 'time_embedder'] + ] + param_names_to_optimize: ['lora_A', 'lora_B'] + bidirectional_modeling_prob: 0.0 + ] + real_cfg:[ + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/Wan2.1-T2V-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + ] + discriminator_cfg:[ + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/Wan2.1-T2V-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + enable_gradient_checkpoint: True + lora_config:[ + lora_rank: 16 + lora_alpha: 16 + target_module_name: ['attn1.to_q', 'attn1.to_k', 'attn1.to_v', 'attn1.to_out.0', 'ffn.net.0.proj', 'ffn.net.2'] + ] + param_names_to_optimize: ['lora_A', 'lora_B', 'schedule_encoder', 'schedule_projection'] + ] + schedule_encoder_cfg:[ + embedding_dim: 256 + hidden_dim: 512 + num_tokens: 1 + num_heads: 4 + num_fourier_bands: 8 + dropout: 0.0 + ] + text_encoder_cfg:[ + drop_text_ratio: 0.0 + negative_embedding_path: assets/negative_embedding/wan_negemb_cn.pth + ] + vae_cfg:[ + load: True + ] + scheduler_cfg:[ + shift: 5.0 + weight_type: beta08 + ] + dmd_scheduler_cfg:[ + shift: 5.0 + ] + rollout_cfg:[ + rollout_pipeline: FARWanAnyFlowPipeline + num_inference_steps_list: [2] + current_num_chunks: 3 + use_kv_cache: True + ] + dmd_cfg:[ + dmd_weight: 0.1 + dmd_batch_size: 1 + min_timestep: 20 + max_timestep: 980 + normalizer_epsilon: 1e-05 + vector_clip: 10.0 + ] + interval_cfg:[ + weight: 0.0 + teacher_substeps: 2 + current_num_chunks: 3 + delta_min: 0.05 + replay_every: 0 + ] + flowmap_cfg:[ + gate_value: 0.25 + deltatime_type: r + diffusion_ratio: 0.5 + consistency_ratio: 0.25 + epsilon: 5 + ] + ] + path:[ + pretrain_network: None + experiments_root: experiments/lm_aifm_core_pilot_1b_smoke + models: experiments/lm_aifm_core_pilot_1b_smoke/models + log: experiments/lm_aifm_core_pilot_1b_smoke + visualization: experiments/lm_aifm_core_pilot_1b_smoke/visualization + ] + train:[ + train_pipeline: LM_AIFM_Core_Pilot_Trainer + optim_g:[ + type: AdamW + lr: 2e-06 + weight_decay: 0.0 + betas: [0.0, 0.999] + ] + optim_d:[ + type: AdamW + lr: 2e-06 + weight_decay: 0.0 + betas: [0.0, 0.999] + ] + discriminator_update_ratio: 1 + max_grad_norm: 1.0 + lr_scheduler: constant_with_warmup + warmup_iter: 0 + total_iter: 0 + ] + val:[ + val_pipeline: FARWanAnyFlowPipeline + skip_first_eval: True + sample_freq: 100000 + eval_freq: 100000 + sample_cfg:[ + height: 480 + width: 832 + num_frames: 81 + guidance_scale: 1.0 + num_inference_steps: [2] + negative_prompt: overexposed, static, blurry, subtitles, low quality, deformed + ] + ] + logger:[ + print_freq: 1 + save_checkpoint_freq: 1000 + save_eval_checkpoint_freq: 1000 + clean_cache_freq: 1 + use_wandb: False + ] + config_path: options/train/lm_aifm/train_lm_aifm_core_pilot_1b.yml + +2026-08-09 12:46:33,174 INFO: fix params: base_model.model.scale_shift_table +2026-08-09 12:46:33,175 INFO: fix params: base_model.model.patch_embedding.weight +2026-08-09 12:46:33,175 INFO: fix params: base_model.model.patch_embedding.bias +2026-08-09 12:46:33,175 INFO: fix params: base_model.model.blocks.0.scale_shift_table +2026-08-09 12:46:33,175 INFO: fix params: base_model.model.blocks.0.attn1.norm_q.weight +2026-08-09 12:46:33,175 INFO: fix params: base_model.model.blocks.0.attn1.norm_k.weight +2026-08-09 12:46:33,175 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schedule_encoder.output_mlp.0.weight +2026-08-09 12:47:30,699 INFO: optimizer params: schedule_encoder.output_mlp.0.bias +2026-08-09 12:47:30,699 INFO: optimizer params: schedule_encoder.output_mlp.3.weight +2026-08-09 12:47:30,699 INFO: optimizer params: schedule_encoder.output_mlp.3.bias +2026-08-09 12:47:30,699 INFO: optimizer params: schedule_encoder.output_norm.weight +2026-08-09 12:47:30,699 INFO: optimizer params: schedule_encoder.output_norm.bias +2026-08-09 12:47:30,699 INFO: optimizer params: schedule_projection.weight +2026-08-09 12:47:30,699 INFO: optimizer params: schedule_projection.bias +2026-08-09 12:47:30,699 INFO: #Trained Parameters: 18.105856 M +2026-08-09 12:47:30,699 INFO: #Fixed Parameters: 1418.9968 M +2026-08-09 12:47:38,934 INFO: Checkpoint does not exist. Starting a new training run. +2026-08-09 12:47:38,934 INFO: ***** Running training ***** +2026-08-09 12:47:38,934 INFO: Num examples = 159 +2026-08-09 12:47:38,934 INFO: Instantaneous batch size per device = 1 +2026-08-09 12:47:38,934 INFO: Total train batch size (with parallel, distributed & accumulation) = 8 +2026-08-09 12:47:38,934 INFO: Total optimization steps = 0 +2026-08-09 12:47:38,934 INFO: Data_loader_length: 19 +2026-08-09 12:47:38,934 INFO: Init dataloader at epoch: 0, batch_iter 0 +2026-08-09 12:48:15,699 INFO: [lm_ai..][Iter: 1] [eta: -1 day, 23:59:24] step_time: 36.7637 lrs_g: 2.000e-06 generator_loss: 0.0007 rollout_num_steps: 2.0000 dmd_timestep_mean: 90.2276 dmd_vector_abs_mean: 0.0508 generator_grad_norm: 0.0001 lrs_d: 2.000e-06 discriminator_loss: 0.2564 fake_rollout_num_steps: 2.0000 fake_timestep_mean: 925.6995 discriminator_grad_norm: 0.1103 [cuda:0 alloc 7.06GiB reserved 22.07GiB peak_alloc 17.66GiB] diff --git a/LongVid/experiments/lm_aifm_formal_gate_a_smoke_1b/train_lm_aifm_formal_gate_a_smoke_1b.yml b/LongVid/experiments/lm_aifm_formal_gate_a_smoke_1b/train_lm_aifm_formal_gate_a_smoke_1b.yml new file mode 100644 index 0000000000000000000000000000000000000000..ad50aac0609e1d4755a8c99c7ddc20751fb328b8 --- /dev/null +++ b/LongVid/experiments/lm_aifm_formal_gate_a_smoke_1b/train_lm_aifm_formal_gate_a_smoke_1b.yml @@ -0,0 +1,164 @@ +# GENERATE TIME: Sun Aug 9 16:59:05 2026 +# CMD: +# /mnt/workspace/fly/lm_aifm_20260809/src/AnyFlow/far/main.py config_path=options/train/lm_aifm/train_lm_aifm_formal_gate_a_smoke_1b.yml + +# Production-path technical smoke only. +# +# This exercises cross-window MemSpec commits and detached-LoRA random-edge +# suffix VJPs on the real 1.3B/FSDP stack. It deliberately disables the +# interval loss and allows an unaudited public base score, so it cannot be used +# as a scientific LM-AIFM result. Numerical all-edge/full-BPTT equality is +# checked separately in FP64; this job covers the real BF16/FSDP/PEFT stack. + +name: lm_aifm_formal_gate_a_smoke_1b +mode: train +manual_seed: 0 +mixed_precision: true + +datasets: + train: + type: T2VTarDataset + meta_path: assets/data/meta/vidprom_dummy/raw.json + num_frames: 81 + data_dtype: .mp4 + dataloader_cfg: + batch_size_per_gpu: 1 + num_workers: 0 + shuffle: true + shuffle_chunk_size: 1000 + drop_last: true + +models: + transformer_cfg: + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/AnyFlow-FAR-Wan2.1-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + # Hard requirement of detached-LoRA suffix mode. See random_edge_autograd.py. + enable_gradient_checkpoint: false + far_config: + full_chunk_limit: 3 + chunk_partition: [1, 3, 3, 3, 3, 3, 3, 2] + compressed_patch_size: [1, 4, 4] + long_context_training_ratio: 1.0 + lora_config: + lora_rank: 16 + lora_alpha: 16 + target_module_name: ['attn1.to_q', 'attn1.to_k', 'attn1.to_v', 'attn1.to_out.0', 'ffn.net.0.proj', 'ffn.net.2', 'delta_embedder', 'time_embedder'] + param_names_to_optimize: ['lora_A', 'lora_B'] + bidirectional_modeling_prob: 0.0 + + # Technical Gate-A proxy only; the formal-F config below requires an audited + # same-observation long teacher and will fail closed without its gate JSON. + real_cfg: + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/Wan2.1-T2V-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + + discriminator_cfg: + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/Wan2.1-T2V-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + # The detached-LoRA suffix restriction applies only to the student above. + # Fake-score checkpointing is safe and required for 21-frame bidirectional + # training to fit on an H200; without it the discriminator step reaches + # roughly 139.7 GiB/rank and OOMs before the first update completes. + enable_gradient_checkpoint: true + lora_config: + lora_rank: 16 + lora_alpha: 16 + target_module_name: ['attn1.to_q', 'attn1.to_k', 'attn1.to_v', 'attn1.to_out.0', 'ffn.net.0.proj', 'ffn.net.2'] + param_names_to_optimize: ['lora_A', 'lora_B', 'schedule_encoder', 'schedule_projection'] + + schedule_encoder_cfg: + embedding_dim: 256 + hidden_dim: 512 + num_tokens: 1 + num_heads: 4 + num_fourier_bands: 8 + dropout: 0.0 + + text_encoder_cfg: + drop_text_ratio: 0.0 + negative_embedding_path: assets/negative_embedding/wan_negemb_cn.pth + vae_cfg: {load: true} + scheduler_cfg: {shift: 5.0, weight_type: beta08} + dmd_scheduler_cfg: {shift: 5.0} + + rollout_cfg: + rollout_pipeline: FARWanAnyFlowPipeline + num_inference_steps_list: [2] + current_num_chunks: 3 + use_kv_cache: false + + memory_cfg: + capacity: 5 + sink_slots: 1 + recent_slots: 2 + context_slots: 5 + target_chunks: 3 + history_depths: [1] + + schedule_cfg: + train_manifest: assets/lm_aifm/schedules_train_v1.json + heldout_manifest: assets/lm_aifm/schedules_test_v1.json + active_schedule_ids: [train_u_n2] + + dmd_cfg: + dmd_weight: 0.1 + dmd_batch_size: 1 + min_timestep: 20 + max_timestep: 980 + normalizer_epsilon: !!float 1e-5 + vector_clip: 10.0 + + interval_cfg: + enabled: false + weight: 0.0 + gate_manifest: null + delta_min: 0.05 + max_teacher_substeps: 8 + mixture: {next_knot: 0.25, endpoint: 0.25, interior: 0.35, near_diagonal: 0.15} + + replay_cfg: {every: 0, weight: 0.1} + formal_cfg: + require_teacher_gate: false + suffix_trainable_parameter_fragments: ['lora_A', 'lora_B'] + + flowmap_cfg: + gate_value: 0.25 + deltatime_type: r + diffusion_ratio: 0.5 + consistency_ratio: 0.25 + epsilon: 5 + +path: {pretrain_network: null} + +train: + train_pipeline: LM_AIFM_Formal_Trainer + optim_g: {type: AdamW, lr: !!float 2e-6, weight_decay: 0.0, betas: [0.0, 0.999]} + optim_d: {type: AdamW, lr: !!float 2e-6, weight_decay: 0.0, betas: [0.0, 0.999]} + discriminator_update_ratio: 1 + max_grad_norm: 1.0 + lr_scheduler: constant_with_warmup + warmup_iter: 0 + # BaseTrainer uses <=. Two updates are intentional: update 1 makes the fake + # score non-identical to the public real score; with seed 0, update 2 then + # selects edge 0 and exercises a nonzero gradient through the suffix VJP. + total_iter: 1 + +val: + val_pipeline: FARWanAnyFlowPipeline + skip_first_eval: true + sample_freq: 100000 + eval_freq: 100000 + sample_cfg: + height: 480 + width: 832 + num_frames: 81 + guidance_scale: 1.0 + num_inference_steps: [2] + negative_prompt: 'overexposed, static, blurry, subtitles, low quality, deformed' + +logger: + print_freq: 1 + save_checkpoint_freq: 1000 + save_eval_checkpoint_freq: 1000 + clean_cache_freq: 1 + use_wandb: false diff --git a/LongVid/experiments/lm_aifm_formal_gate_a_smoke_1b/train_lm_aifm_formal_gate_a_smoke_1b_20260809_164823.log b/LongVid/experiments/lm_aifm_formal_gate_a_smoke_1b/train_lm_aifm_formal_gate_a_smoke_1b_20260809_164823.log new file mode 100644 index 0000000000000000000000000000000000000000..c1df85d1a798edf418d0d6fb07e5de313f551a95 --- /dev/null +++ b/LongVid/experiments/lm_aifm_formal_gate_a_smoke_1b/train_lm_aifm_formal_gate_a_smoke_1b_20260809_164823.log @@ -0,0 +1,2604 @@ +2026-08-09 16:48:24,438 INFO: + name: lm_aifm_formal_gate_a_smoke_1b + mode: train + manual_seed: 0 + mixed_precision: True + datasets:[ + train:[ + type: T2VTarDataset + meta_path: assets/data/meta/vidprom_dummy/raw.json + num_frames: 81 + data_dtype: .mp4 + dataloader_cfg:[ + batch_size_per_gpu: 1 + num_workers: 0 + shuffle: True + shuffle_chunk_size: 1000 + drop_last: True + ] + ] + ] + models:[ + transformer_cfg:[ + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/AnyFlow-FAR-Wan2.1-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + enable_gradient_checkpoint: False + far_config:[ + full_chunk_limit: 3 + chunk_partition: [1, 3, 3, 3, 3, 3, 3, 2] + compressed_patch_size: [1, 4, 4] + long_context_training_ratio: 1.0 + ] + lora_config:[ + lora_rank: 16 + lora_alpha: 16 + target_module_name: ['attn1.to_q', 'attn1.to_k', 'attn1.to_v', 'attn1.to_out.0', 'ffn.net.0.proj', 'ffn.net.2', 'delta_embedder', 'time_embedder'] + ] + param_names_to_optimize: ['lora_A', 'lora_B'] + bidirectional_modeling_prob: 0.0 + ] + real_cfg:[ + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/Wan2.1-T2V-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + ] + discriminator_cfg:[ + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/Wan2.1-T2V-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + enable_gradient_checkpoint: False + lora_config:[ + lora_rank: 16 + lora_alpha: 16 + target_module_name: ['attn1.to_q', 'attn1.to_k', 'attn1.to_v', 'attn1.to_out.0', 'ffn.net.0.proj', 'ffn.net.2'] + ] + param_names_to_optimize: ['lora_A', 'lora_B', 'schedule_encoder', 'schedule_projection'] + ] + schedule_encoder_cfg:[ + embedding_dim: 256 + hidden_dim: 512 + num_tokens: 1 + num_heads: 4 + num_fourier_bands: 8 + dropout: 0.0 + ] + text_encoder_cfg:[ + drop_text_ratio: 0.0 + negative_embedding_path: assets/negative_embedding/wan_negemb_cn.pth + ] + vae_cfg:[ + load: True + ] + scheduler_cfg:[ + shift: 5.0 + weight_type: beta08 + ] + dmd_scheduler_cfg:[ + shift: 5.0 + ] + rollout_cfg:[ + rollout_pipeline: FARWanAnyFlowPipeline + num_inference_steps_list: [2] + current_num_chunks: 3 + use_kv_cache: False + ] + memory_cfg:[ + capacity: 5 + sink_slots: 1 + recent_slots: 2 + context_slots: 5 + target_chunks: 3 + history_depths: [1] + ] + schedule_cfg:[ + train_manifest: assets/lm_aifm/schedules_train_v1.json + heldout_manifest: assets/lm_aifm/schedules_test_v1.json + active_schedule_ids: ['train_u_n2'] + ] + dmd_cfg:[ + dmd_weight: 0.1 + dmd_batch_size: 1 + min_timestep: 20 + max_timestep: 980 + normalizer_epsilon: 1e-05 + vector_clip: 10.0 + ] + interval_cfg:[ + enabled: False + weight: 0.0 + gate_manifest: None + delta_min: 0.05 + max_teacher_substeps: 8 + mixture:[ + next_knot: 0.25 + endpoint: 0.25 + interior: 0.35 + near_diagonal: 0.15 + ] + ] + replay_cfg:[ + every: 0 + weight: 0.1 + ] + formal_cfg:[ + require_teacher_gate: False + suffix_trainable_parameter_fragments: ['lora_A', 'lora_B'] + ] + flowmap_cfg:[ + gate_value: 0.25 + deltatime_type: r + diffusion_ratio: 0.5 + consistency_ratio: 0.25 + epsilon: 5 + ] + ] + path:[ + pretrain_network: None + experiments_root: experiments/lm_aifm_formal_gate_a_smoke_1b + models: experiments/lm_aifm_formal_gate_a_smoke_1b/models + log: experiments/lm_aifm_formal_gate_a_smoke_1b + visualization: experiments/lm_aifm_formal_gate_a_smoke_1b/visualization + ] + train:[ + train_pipeline: LM_AIFM_Formal_Trainer + optim_g:[ + type: AdamW + lr: 2e-06 + weight_decay: 0.0 + betas: [0.0, 0.999] + ] + optim_d:[ + type: AdamW + lr: 2e-06 + weight_decay: 0.0 + betas: [0.0, 0.999] + ] + discriminator_update_ratio: 1 + max_grad_norm: 1.0 + lr_scheduler: constant_with_warmup + warmup_iter: 0 + total_iter: 0 + ] + val:[ + val_pipeline: FARWanAnyFlowPipeline + skip_first_eval: True + sample_freq: 100000 + eval_freq: 100000 + sample_cfg:[ + height: 480 + width: 832 + num_frames: 81 + guidance_scale: 1.0 + num_inference_steps: [2] + negative_prompt: overexposed, static, blurry, subtitles, low quality, deformed + ] + ] + logger:[ + print_freq: 1 + save_checkpoint_freq: 1000 + save_eval_checkpoint_freq: 1000 + clean_cache_freq: 1 + use_wandb: False + ] + config_path: options/train/lm_aifm/train_lm_aifm_formal_gate_a_smoke_1b.yml + +2026-08-09 16:48:31,155 INFO: fix params: base_model.model.scale_shift_table +2026-08-09 16:48:31,155 INFO: fix params: base_model.model.patch_embedding.weight +2026-08-09 16:48:31,155 INFO: fix params: base_model.model.patch_embedding.bias +2026-08-09 16:48:31,155 INFO: fix params: base_model.model.blocks.0.scale_shift_table +2026-08-09 16:48:31,155 INFO: fix params: base_model.model.blocks.0.attn1.norm_q.weight +2026-08-09 16:48:31,155 INFO: fix params: base_model.model.blocks.0.attn1.norm_k.weight +2026-08-09 16:48:31,155 INFO: fix params: 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16:48:31,186 INFO: fix params: base_model.model.blocks.28.ffn.net.2.base_layer.weight +2026-08-09 16:48:31,186 INFO: fix params: base_model.model.blocks.28.ffn.net.2.base_layer.bias +2026-08-09 16:48:31,186 INFO: optimizer params: base_model.model.blocks.28.ffn.net.2.lora_A.real.weight +2026-08-09 16:48:31,186 INFO: optimizer params: base_model.model.blocks.28.ffn.net.2.lora_B.real.weight +2026-08-09 16:48:31,186 INFO: fix params: base_model.model.blocks.29.scale_shift_table +2026-08-09 16:48:31,186 INFO: fix params: base_model.model.blocks.29.attn1.norm_q.weight +2026-08-09 16:48:31,186 INFO: fix params: base_model.model.blocks.29.attn1.norm_k.weight +2026-08-09 16:48:31,186 INFO: fix params: base_model.model.blocks.29.attn1.to_q.base_layer.weight +2026-08-09 16:48:31,186 INFO: fix params: base_model.model.blocks.29.attn1.to_q.base_layer.bias +2026-08-09 16:48:31,186 INFO: optimizer params: base_model.model.blocks.29.attn1.to_q.lora_A.real.weight +2026-08-09 16:48:31,186 INFO: 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+2026-08-09 16:48:31,186 INFO: fix params: base_model.model.blocks.29.attn1.to_out.0.base_layer.bias +2026-08-09 16:48:31,186 INFO: optimizer params: base_model.model.blocks.29.attn1.to_out.0.lora_A.real.weight +2026-08-09 16:48:31,186 INFO: optimizer params: base_model.model.blocks.29.attn1.to_out.0.lora_B.real.weight +2026-08-09 16:48:31,186 INFO: fix params: base_model.model.blocks.29.attn2.norm_q.weight +2026-08-09 16:48:31,186 INFO: fix params: base_model.model.blocks.29.attn2.norm_k.weight +2026-08-09 16:48:31,186 INFO: fix params: base_model.model.blocks.29.attn2.to_q.weight +2026-08-09 16:48:31,186 INFO: fix params: base_model.model.blocks.29.attn2.to_q.bias +2026-08-09 16:48:31,186 INFO: fix params: base_model.model.blocks.29.attn2.to_k.weight +2026-08-09 16:48:31,186 INFO: fix params: base_model.model.blocks.29.attn2.to_k.bias +2026-08-09 16:48:31,186 INFO: fix params: base_model.model.blocks.29.attn2.to_v.weight +2026-08-09 16:48:31,186 INFO: fix params: 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16:48:31,187 INFO: fix params: base_model.model.condition_embedder.text_embedder.linear_2.weight +2026-08-09 16:48:31,187 INFO: fix params: base_model.model.condition_embedder.text_embedder.linear_2.bias +2026-08-09 16:48:31,187 INFO: #Trained Parameters: 16.130048 M +2026-08-09 16:48:31,188 INFO: #Fixed Parameters: 1422.147136 M +2026-08-09 16:49:26,776 INFO: fix params: score_model.base_model.model.scale_shift_table +2026-08-09 16:49:26,777 INFO: fix params: score_model.base_model.model.patch_embedding.weight +2026-08-09 16:49:26,777 INFO: fix params: score_model.base_model.model.patch_embedding.bias +2026-08-09 16:49:26,777 INFO: fix params: score_model.base_model.model.condition_embedder.time_embedder.linear_1.weight +2026-08-09 16:49:26,777 INFO: fix params: score_model.base_model.model.condition_embedder.time_embedder.linear_1.bias +2026-08-09 16:49:26,777 INFO: fix params: score_model.base_model.model.condition_embedder.time_embedder.linear_2.weight +2026-08-09 16:49:26,777 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+2026-08-09 16:49:26,778 INFO: fix params: score_model.base_model.model.blocks.0.attn1.to_v.base_layer.weight +2026-08-09 16:49:26,778 INFO: fix params: score_model.base_model.model.blocks.0.attn1.to_v.base_layer.bias +2026-08-09 16:49:26,778 INFO: optimizer params: score_model.base_model.model.blocks.0.attn1.to_v.lora_A.fake.weight +2026-08-09 16:49:26,778 INFO: optimizer params: score_model.base_model.model.blocks.0.attn1.to_v.lora_B.fake.weight +2026-08-09 16:49:26,778 INFO: fix params: score_model.base_model.model.blocks.0.attn1.to_out.0.base_layer.weight +2026-08-09 16:49:26,778 INFO: fix params: score_model.base_model.model.blocks.0.attn1.to_out.0.base_layer.bias +2026-08-09 16:49:26,778 INFO: optimizer params: score_model.base_model.model.blocks.0.attn1.to_out.0.lora_A.fake.weight +2026-08-09 16:49:26,778 INFO: optimizer params: score_model.base_model.model.blocks.0.attn1.to_out.0.lora_B.fake.weight +2026-08-09 16:49:26,778 INFO: fix params: 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16:49:26,807 INFO: optimizer params: schedule_encoder.knot_encoder.4.bias +2026-08-09 16:49:26,807 INFO: optimizer params: schedule_encoder.global_encoder.0.weight +2026-08-09 16:49:26,807 INFO: optimizer params: schedule_encoder.global_encoder.0.bias +2026-08-09 16:49:26,807 INFO: optimizer params: schedule_encoder.global_encoder.2.weight +2026-08-09 16:49:26,807 INFO: optimizer params: schedule_encoder.global_encoder.2.bias +2026-08-09 16:49:26,807 INFO: optimizer params: schedule_encoder.pool.in_proj_weight +2026-08-09 16:49:26,807 INFO: optimizer params: schedule_encoder.pool.in_proj_bias +2026-08-09 16:49:26,807 INFO: optimizer params: schedule_encoder.pool.out_proj.weight +2026-08-09 16:49:26,807 INFO: optimizer params: schedule_encoder.pool.out_proj.bias +2026-08-09 16:49:26,807 INFO: optimizer params: schedule_encoder.pool_norm.weight +2026-08-09 16:49:26,807 INFO: optimizer params: schedule_encoder.pool_norm.bias +2026-08-09 16:49:26,807 INFO: optimizer params: schedule_encoder.output_mlp.0.weight +2026-08-09 16:49:26,807 INFO: optimizer params: schedule_encoder.output_mlp.0.bias +2026-08-09 16:49:26,807 INFO: optimizer params: schedule_encoder.output_mlp.3.weight +2026-08-09 16:49:26,807 INFO: optimizer params: schedule_encoder.output_mlp.3.bias +2026-08-09 16:49:26,807 INFO: optimizer params: schedule_encoder.output_norm.weight +2026-08-09 16:49:26,807 INFO: optimizer params: schedule_encoder.output_norm.bias +2026-08-09 16:49:26,807 INFO: optimizer params: schedule_projection.weight +2026-08-09 16:49:26,807 INFO: optimizer params: schedule_projection.bias +2026-08-09 16:49:26,807 INFO: #Trained Parameters: 18.105856 M +2026-08-09 16:49:26,808 INFO: #Fixed Parameters: 1418.9968 M +2026-08-09 16:49:35,520 INFO: LM-AIFM formal contracts: train_schedule_sha256=2cbe03858abdab98b5410e32376a7587bad6af1ea9ecbc8cee27f2691b10b872 heldout_schedule_sha256=8c49c7d7ff9ceebbd804746f47f2877f5f4daf3312afaec45713f1cf1bc13218 schedules=8 active_schedules=1 trainable_suffix_modules=368 teacher_gate_sha256=disabled +2026-08-09 16:49:35,534 INFO: Checkpoint does not exist. Starting a new training run. +2026-08-09 16:49:35,535 INFO: ***** Running training ***** +2026-08-09 16:49:35,535 INFO: Num examples = 159 +2026-08-09 16:49:35,535 INFO: Instantaneous batch size per device = 1 +2026-08-09 16:49:35,535 INFO: Total train batch size (with parallel, distributed & accumulation) = 8 +2026-08-09 16:49:35,535 INFO: Total optimization steps = 0 +2026-08-09 16:49:35,535 INFO: Data_loader_length: 19 +2026-08-09 16:49:35,535 INFO: Init dataloader at epoch: 0, batch_iter 0 diff --git a/LongVid/experiments/lm_aifm_formal_gate_a_smoke_1b/train_lm_aifm_formal_gate_a_smoke_1b_20260809_165301.log b/LongVid/experiments/lm_aifm_formal_gate_a_smoke_1b/train_lm_aifm_formal_gate_a_smoke_1b_20260809_165301.log new file mode 100644 index 0000000000000000000000000000000000000000..713e2f67b7fb94e8cfea22931028c779fb9e60c7 --- /dev/null +++ b/LongVid/experiments/lm_aifm_formal_gate_a_smoke_1b/train_lm_aifm_formal_gate_a_smoke_1b_20260809_165301.log @@ -0,0 +1,2605 @@ +2026-08-09 16:53:02,201 INFO: + name: lm_aifm_formal_gate_a_smoke_1b + mode: train + manual_seed: 0 + mixed_precision: True + datasets:[ + train:[ + type: T2VTarDataset + meta_path: assets/data/meta/vidprom_dummy/raw.json + num_frames: 81 + data_dtype: .mp4 + dataloader_cfg:[ + batch_size_per_gpu: 1 + num_workers: 0 + shuffle: True + shuffle_chunk_size: 1000 + drop_last: True + ] + ] + ] + models:[ + transformer_cfg:[ + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/AnyFlow-FAR-Wan2.1-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + enable_gradient_checkpoint: False + far_config:[ + full_chunk_limit: 3 + chunk_partition: [1, 3, 3, 3, 3, 3, 3, 2] + compressed_patch_size: [1, 4, 4] + long_context_training_ratio: 1.0 + ] + lora_config:[ + lora_rank: 16 + lora_alpha: 16 + target_module_name: ['attn1.to_q', 'attn1.to_k', 'attn1.to_v', 'attn1.to_out.0', 'ffn.net.0.proj', 'ffn.net.2', 'delta_embedder', 'time_embedder'] + ] + param_names_to_optimize: ['lora_A', 'lora_B'] + bidirectional_modeling_prob: 0.0 + ] + real_cfg:[ + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/Wan2.1-T2V-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + ] + discriminator_cfg:[ + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/Wan2.1-T2V-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + enable_gradient_checkpoint: True + lora_config:[ + lora_rank: 16 + lora_alpha: 16 + target_module_name: ['attn1.to_q', 'attn1.to_k', 'attn1.to_v', 'attn1.to_out.0', 'ffn.net.0.proj', 'ffn.net.2'] + ] + param_names_to_optimize: ['lora_A', 'lora_B', 'schedule_encoder', 'schedule_projection'] + ] + schedule_encoder_cfg:[ + embedding_dim: 256 + hidden_dim: 512 + num_tokens: 1 + num_heads: 4 + num_fourier_bands: 8 + dropout: 0.0 + ] + text_encoder_cfg:[ + drop_text_ratio: 0.0 + negative_embedding_path: assets/negative_embedding/wan_negemb_cn.pth + ] + vae_cfg:[ + load: True + ] + scheduler_cfg:[ + shift: 5.0 + weight_type: beta08 + ] + dmd_scheduler_cfg:[ + shift: 5.0 + ] + rollout_cfg:[ + rollout_pipeline: FARWanAnyFlowPipeline + num_inference_steps_list: [2] + current_num_chunks: 3 + use_kv_cache: False + ] + memory_cfg:[ + capacity: 5 + sink_slots: 1 + recent_slots: 2 + context_slots: 5 + target_chunks: 3 + history_depths: [1] + ] + schedule_cfg:[ + train_manifest: assets/lm_aifm/schedules_train_v1.json + heldout_manifest: assets/lm_aifm/schedules_test_v1.json + active_schedule_ids: ['train_u_n2'] + ] + dmd_cfg:[ + dmd_weight: 0.1 + dmd_batch_size: 1 + min_timestep: 20 + max_timestep: 980 + normalizer_epsilon: 1e-05 + vector_clip: 10.0 + ] + interval_cfg:[ + enabled: False + weight: 0.0 + gate_manifest: None + delta_min: 0.05 + max_teacher_substeps: 8 + mixture:[ + next_knot: 0.25 + endpoint: 0.25 + interior: 0.35 + near_diagonal: 0.15 + ] + ] + replay_cfg:[ + every: 0 + weight: 0.1 + ] + formal_cfg:[ + require_teacher_gate: False + suffix_trainable_parameter_fragments: ['lora_A', 'lora_B'] + ] + flowmap_cfg:[ + gate_value: 0.25 + deltatime_type: r + diffusion_ratio: 0.5 + consistency_ratio: 0.25 + epsilon: 5 + ] + ] + path:[ + pretrain_network: None + experiments_root: experiments/lm_aifm_formal_gate_a_smoke_1b + models: experiments/lm_aifm_formal_gate_a_smoke_1b/models + log: experiments/lm_aifm_formal_gate_a_smoke_1b + visualization: experiments/lm_aifm_formal_gate_a_smoke_1b/visualization + ] + train:[ + train_pipeline: LM_AIFM_Formal_Trainer + optim_g:[ + type: AdamW + lr: 2e-06 + weight_decay: 0.0 + betas: [0.0, 0.999] + ] + optim_d:[ + type: AdamW + lr: 2e-06 + weight_decay: 0.0 + betas: [0.0, 0.999] + ] + discriminator_update_ratio: 1 + max_grad_norm: 1.0 + lr_scheduler: constant_with_warmup + warmup_iter: 0 + total_iter: 0 + ] + val:[ + val_pipeline: FARWanAnyFlowPipeline + skip_first_eval: True + sample_freq: 100000 + eval_freq: 100000 + sample_cfg:[ + height: 480 + width: 832 + num_frames: 81 + guidance_scale: 1.0 + num_inference_steps: [2] + negative_prompt: overexposed, static, blurry, subtitles, low quality, deformed + ] + ] + logger:[ + print_freq: 1 + save_checkpoint_freq: 1000 + save_eval_checkpoint_freq: 1000 + clean_cache_freq: 1 + use_wandb: False + ] + config_path: options/train/lm_aifm/train_lm_aifm_formal_gate_a_smoke_1b.yml + +2026-08-09 16:53:07,695 INFO: fix params: base_model.model.scale_shift_table +2026-08-09 16:53:07,695 INFO: fix params: base_model.model.patch_embedding.weight +2026-08-09 16:53:07,695 INFO: fix params: base_model.model.patch_embedding.bias +2026-08-09 16:53:07,695 INFO: fix params: base_model.model.blocks.0.scale_shift_table +2026-08-09 16:53:07,695 INFO: fix params: base_model.model.blocks.0.attn1.norm_q.weight +2026-08-09 16:53:07,695 INFO: fix params: base_model.model.blocks.0.attn1.norm_k.weight +2026-08-09 16:53:07,695 INFO: fix params: base_model.model.blocks.0.attn1.to_q.base_layer.weight +2026-08-09 16:53:07,695 INFO: fix params: base_model.model.blocks.0.attn1.to_q.base_layer.bias +2026-08-09 16:53:07,695 INFO: optimizer params: 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+2026-08-09 16:53:07,723 INFO: fix params: base_model.model.blocks.28.attn1.to_out.0.base_layer.bias +2026-08-09 16:53:07,723 INFO: optimizer params: base_model.model.blocks.28.attn1.to_out.0.lora_A.real.weight +2026-08-09 16:53:07,723 INFO: optimizer params: base_model.model.blocks.28.attn1.to_out.0.lora_B.real.weight +2026-08-09 16:53:07,723 INFO: fix params: base_model.model.blocks.28.attn2.norm_q.weight +2026-08-09 16:53:07,723 INFO: fix params: base_model.model.blocks.28.attn2.norm_k.weight +2026-08-09 16:53:07,724 INFO: fix params: base_model.model.blocks.28.attn2.to_q.weight +2026-08-09 16:53:07,724 INFO: fix params: base_model.model.blocks.28.attn2.to_q.bias +2026-08-09 16:53:07,724 INFO: fix params: base_model.model.blocks.28.attn2.to_k.weight +2026-08-09 16:53:07,724 INFO: fix params: base_model.model.blocks.28.attn2.to_k.bias +2026-08-09 16:53:07,724 INFO: fix params: base_model.model.blocks.28.attn2.to_v.weight +2026-08-09 16:53:07,724 INFO: fix params: 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INFO: fix params: base_model.model.condition_embedder.text_embedder.linear_2.bias +2026-08-09 16:53:07,726 INFO: #Trained Parameters: 16.130048 M +2026-08-09 16:53:07,726 INFO: #Fixed Parameters: 1422.147136 M +2026-08-09 16:54:00,555 INFO: fix params: score_model.base_model.model.scale_shift_table +2026-08-09 16:54:00,556 INFO: fix params: score_model.base_model.model.patch_embedding.weight +2026-08-09 16:54:00,556 INFO: fix params: score_model.base_model.model.patch_embedding.bias +2026-08-09 16:54:00,556 INFO: fix params: score_model.base_model.model.condition_embedder.time_embedder.linear_1.weight +2026-08-09 16:54:00,556 INFO: fix params: score_model.base_model.model.condition_embedder.time_embedder.linear_1.bias +2026-08-09 16:54:00,556 INFO: fix params: score_model.base_model.model.condition_embedder.time_embedder.linear_2.weight +2026-08-09 16:54:00,556 INFO: fix params: score_model.base_model.model.condition_embedder.time_embedder.linear_2.bias +2026-08-09 16:54:00,556 INFO: 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optimizer params: schedule_encoder.global_encoder.0.weight +2026-08-09 16:54:00,585 INFO: optimizer params: schedule_encoder.global_encoder.0.bias +2026-08-09 16:54:00,585 INFO: optimizer params: schedule_encoder.global_encoder.2.weight +2026-08-09 16:54:00,585 INFO: optimizer params: schedule_encoder.global_encoder.2.bias +2026-08-09 16:54:00,585 INFO: optimizer params: schedule_encoder.pool.in_proj_weight +2026-08-09 16:54:00,585 INFO: optimizer params: schedule_encoder.pool.in_proj_bias +2026-08-09 16:54:00,585 INFO: optimizer params: schedule_encoder.pool.out_proj.weight +2026-08-09 16:54:00,586 INFO: optimizer params: schedule_encoder.pool.out_proj.bias +2026-08-09 16:54:00,586 INFO: optimizer params: schedule_encoder.pool_norm.weight +2026-08-09 16:54:00,586 INFO: optimizer params: schedule_encoder.pool_norm.bias +2026-08-09 16:54:00,586 INFO: optimizer params: schedule_encoder.output_mlp.0.weight +2026-08-09 16:54:00,586 INFO: optimizer params: schedule_encoder.output_mlp.0.bias +2026-08-09 16:54:00,586 INFO: optimizer params: schedule_encoder.output_mlp.3.weight +2026-08-09 16:54:00,586 INFO: optimizer params: schedule_encoder.output_mlp.3.bias +2026-08-09 16:54:00,586 INFO: optimizer params: schedule_encoder.output_norm.weight +2026-08-09 16:54:00,586 INFO: optimizer params: schedule_encoder.output_norm.bias +2026-08-09 16:54:00,586 INFO: optimizer params: schedule_projection.weight +2026-08-09 16:54:00,586 INFO: optimizer params: schedule_projection.bias +2026-08-09 16:54:00,586 INFO: #Trained Parameters: 18.105856 M +2026-08-09 16:54:00,586 INFO: #Fixed Parameters: 1418.9968 M +2026-08-09 16:54:09,082 INFO: LM-AIFM formal contracts: train_schedule_sha256=2cbe03858abdab98b5410e32376a7587bad6af1ea9ecbc8cee27f2691b10b872 heldout_schedule_sha256=8c49c7d7ff9ceebbd804746f47f2877f5f4daf3312afaec45713f1cf1bc13218 schedules=8 active_schedules=1 trainable_suffix_modules=368 teacher_gate_sha256=disabled +2026-08-09 16:54:09,103 INFO: Checkpoint does not exist. Starting a new training run. +2026-08-09 16:54:09,103 INFO: ***** Running training ***** +2026-08-09 16:54:09,103 INFO: Num examples = 159 +2026-08-09 16:54:09,103 INFO: Instantaneous batch size per device = 1 +2026-08-09 16:54:09,104 INFO: Total train batch size (with parallel, distributed & accumulation) = 8 +2026-08-09 16:54:09,104 INFO: Total optimization steps = 0 +2026-08-09 16:54:09,104 INFO: Data_loader_length: 19 +2026-08-09 16:54:09,104 INFO: Init dataloader at epoch: 0, batch_iter 0 +2026-08-09 16:54:43,009 INFO: [lm_ai..][Iter: 1] [eta: -1 day, 23:59:27] step_time: 33.9047 lrs_g: 2.000e-06 generator_loss: 0.0000 history_depth: 1.0000 history_schedule_edges: 2.0000 current_schedule_edges: 2.0000 selected_edge: 1.0000 edge_inverse_probability: 2.0000 memory_version_before_current: 1.0000 memory_version_after_current: 2.0000 dmd_timestep_mean: 90.2276 dmd_vector_abs_mean: 0.0000 dmd_surrogate: 0.0000 generator_grad_norm: 0.0000 lrs_d: 2.000e-06 discriminator_loss: 0.1679 fake_history_depth: 1.0000 fake_history_schedule_edges: 2.0000 fake_current_schedule_edges: 2.0000 fake_timestep_mean: 925.6995 discriminator_grad_norm: 0.0187 [cuda:0 alloc 7.06GiB reserved 105.16GiB peak_alloc 99.74GiB] diff --git a/LongVid/experiments/lm_aifm_formal_gate_a_smoke_1b/train_lm_aifm_formal_gate_a_smoke_1b_20260809_165905.log b/LongVid/experiments/lm_aifm_formal_gate_a_smoke_1b/train_lm_aifm_formal_gate_a_smoke_1b_20260809_165905.log new file mode 100644 index 0000000000000000000000000000000000000000..3c219589327ae7e4cdc4c394eb4f5e8fe5a2343b --- /dev/null +++ b/LongVid/experiments/lm_aifm_formal_gate_a_smoke_1b/train_lm_aifm_formal_gate_a_smoke_1b_20260809_165905.log @@ -0,0 +1,2605 @@ +2026-08-09 16:59:06,085 INFO: + name: lm_aifm_formal_gate_a_smoke_1b + mode: train + manual_seed: 0 + mixed_precision: True + datasets:[ + train:[ + type: T2VTarDataset + meta_path: assets/data/meta/vidprom_dummy/raw.json + num_frames: 81 + data_dtype: .mp4 + dataloader_cfg:[ + batch_size_per_gpu: 1 + num_workers: 0 + shuffle: True + shuffle_chunk_size: 1000 + drop_last: True + ] + ] + ] + models:[ + transformer_cfg:[ + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/AnyFlow-FAR-Wan2.1-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + enable_gradient_checkpoint: False + far_config:[ + full_chunk_limit: 3 + chunk_partition: [1, 3, 3, 3, 3, 3, 3, 2] + compressed_patch_size: [1, 4, 4] + long_context_training_ratio: 1.0 + ] + lora_config:[ + lora_rank: 16 + lora_alpha: 16 + target_module_name: ['attn1.to_q', 'attn1.to_k', 'attn1.to_v', 'attn1.to_out.0', 'ffn.net.0.proj', 'ffn.net.2', 'delta_embedder', 'time_embedder'] + ] + param_names_to_optimize: ['lora_A', 'lora_B'] + bidirectional_modeling_prob: 0.0 + ] + real_cfg:[ + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/Wan2.1-T2V-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + ] + discriminator_cfg:[ + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/Wan2.1-T2V-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + enable_gradient_checkpoint: True + lora_config:[ + lora_rank: 16 + lora_alpha: 16 + target_module_name: ['attn1.to_q', 'attn1.to_k', 'attn1.to_v', 'attn1.to_out.0', 'ffn.net.0.proj', 'ffn.net.2'] + ] + param_names_to_optimize: ['lora_A', 'lora_B', 'schedule_encoder', 'schedule_projection'] + ] + schedule_encoder_cfg:[ + embedding_dim: 256 + hidden_dim: 512 + num_tokens: 1 + num_heads: 4 + num_fourier_bands: 8 + dropout: 0.0 + ] + text_encoder_cfg:[ + drop_text_ratio: 0.0 + negative_embedding_path: assets/negative_embedding/wan_negemb_cn.pth + ] + vae_cfg:[ + load: True + ] + scheduler_cfg:[ + shift: 5.0 + weight_type: beta08 + ] + dmd_scheduler_cfg:[ + shift: 5.0 + ] + rollout_cfg:[ + rollout_pipeline: FARWanAnyFlowPipeline + num_inference_steps_list: [2] + current_num_chunks: 3 + use_kv_cache: False + ] + memory_cfg:[ + capacity: 5 + sink_slots: 1 + recent_slots: 2 + context_slots: 5 + target_chunks: 3 + history_depths: [1] + ] + schedule_cfg:[ + train_manifest: assets/lm_aifm/schedules_train_v1.json + heldout_manifest: assets/lm_aifm/schedules_test_v1.json + active_schedule_ids: ['train_u_n2'] + ] + dmd_cfg:[ + dmd_weight: 0.1 + dmd_batch_size: 1 + min_timestep: 20 + max_timestep: 980 + normalizer_epsilon: 1e-05 + vector_clip: 10.0 + ] + interval_cfg:[ + enabled: False + weight: 0.0 + gate_manifest: None + delta_min: 0.05 + max_teacher_substeps: 8 + mixture:[ + next_knot: 0.25 + endpoint: 0.25 + interior: 0.35 + near_diagonal: 0.15 + ] + ] + replay_cfg:[ + every: 0 + weight: 0.1 + ] + formal_cfg:[ + require_teacher_gate: False + suffix_trainable_parameter_fragments: ['lora_A', 'lora_B'] + ] + flowmap_cfg:[ + gate_value: 0.25 + deltatime_type: r + diffusion_ratio: 0.5 + consistency_ratio: 0.25 + epsilon: 5 + ] + ] + path:[ + pretrain_network: None + experiments_root: experiments/lm_aifm_formal_gate_a_smoke_1b + models: experiments/lm_aifm_formal_gate_a_smoke_1b/models + log: experiments/lm_aifm_formal_gate_a_smoke_1b + visualization: experiments/lm_aifm_formal_gate_a_smoke_1b/visualization + ] + train:[ + train_pipeline: LM_AIFM_Formal_Trainer + optim_g:[ + type: AdamW + lr: 2e-06 + weight_decay: 0.0 + betas: [0.0, 0.999] + ] + optim_d:[ + type: AdamW + lr: 2e-06 + weight_decay: 0.0 + betas: [0.0, 0.999] + ] + discriminator_update_ratio: 1 + max_grad_norm: 1.0 + lr_scheduler: constant_with_warmup + warmup_iter: 0 + total_iter: 1 + ] + val:[ + val_pipeline: FARWanAnyFlowPipeline + skip_first_eval: True + sample_freq: 100000 + eval_freq: 100000 + sample_cfg:[ + height: 480 + width: 832 + num_frames: 81 + guidance_scale: 1.0 + num_inference_steps: [2] + negative_prompt: overexposed, static, blurry, subtitles, low quality, deformed + ] + ] + logger:[ + print_freq: 1 + save_checkpoint_freq: 1000 + save_eval_checkpoint_freq: 1000 + clean_cache_freq: 1 + use_wandb: False + ] + config_path: 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16:59:11,426 INFO: fix params: base_model.model.proj_out.weight +2026-08-09 16:59:11,426 INFO: fix params: base_model.model.proj_out.bias +2026-08-09 16:59:11,426 INFO: fix params: base_model.model.far_patch_embedding.weight +2026-08-09 16:59:11,426 INFO: fix params: base_model.model.far_patch_embedding.bias +2026-08-09 16:59:11,426 INFO: fix params: base_model.model.condition_embedder.time_embedder.linear_1.base_layer.weight +2026-08-09 16:59:11,426 INFO: fix params: base_model.model.condition_embedder.time_embedder.linear_1.base_layer.bias +2026-08-09 16:59:11,426 INFO: optimizer params: base_model.model.condition_embedder.time_embedder.linear_1.lora_A.real.weight +2026-08-09 16:59:11,426 INFO: optimizer params: base_model.model.condition_embedder.time_embedder.linear_1.lora_B.real.weight +2026-08-09 16:59:11,426 INFO: fix params: base_model.model.condition_embedder.time_embedder.linear_2.base_layer.weight +2026-08-09 16:59:11,426 INFO: fix params: 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Parameters: 16.130048 M +2026-08-09 16:59:11,427 INFO: #Fixed Parameters: 1422.147136 M +2026-08-09 17:00:12,471 INFO: fix params: score_model.base_model.model.scale_shift_table +2026-08-09 17:00:12,472 INFO: fix params: score_model.base_model.model.patch_embedding.weight +2026-08-09 17:00:12,472 INFO: fix params: score_model.base_model.model.patch_embedding.bias +2026-08-09 17:00:12,472 INFO: fix params: score_model.base_model.model.condition_embedder.time_embedder.linear_1.weight +2026-08-09 17:00:12,472 INFO: fix params: score_model.base_model.model.condition_embedder.time_embedder.linear_1.bias +2026-08-09 17:00:12,472 INFO: fix params: score_model.base_model.model.condition_embedder.time_embedder.linear_2.weight +2026-08-09 17:00:12,472 INFO: fix params: score_model.base_model.model.condition_embedder.time_embedder.linear_2.bias +2026-08-09 17:00:12,472 INFO: fix params: score_model.base_model.model.condition_embedder.time_proj.weight +2026-08-09 17:00:12,472 INFO: fix params: 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17:00:12,502 INFO: optimizer params: schedule_encoder.output_mlp.3.bias +2026-08-09 17:00:12,502 INFO: optimizer params: schedule_encoder.output_norm.weight +2026-08-09 17:00:12,502 INFO: optimizer params: schedule_encoder.output_norm.bias +2026-08-09 17:00:12,502 INFO: optimizer params: schedule_projection.weight +2026-08-09 17:00:12,502 INFO: optimizer params: schedule_projection.bias +2026-08-09 17:00:12,502 INFO: #Trained Parameters: 18.105856 M +2026-08-09 17:00:12,502 INFO: #Fixed Parameters: 1418.9968 M +2026-08-09 17:00:20,846 INFO: LM-AIFM formal contracts: train_schedule_sha256=2cbe03858abdab98b5410e32376a7587bad6af1ea9ecbc8cee27f2691b10b872 heldout_schedule_sha256=8c49c7d7ff9ceebbd804746f47f2877f5f4daf3312afaec45713f1cf1bc13218 schedules=8 active_schedules=1 trainable_suffix_modules=368 teacher_gate_sha256=disabled +2026-08-09 17:00:20,869 INFO: Checkpoint does not exist. Starting a new training run. +2026-08-09 17:00:20,870 INFO: ***** Running training ***** +2026-08-09 17:00:20,870 INFO: Num examples = 159 +2026-08-09 17:00:20,870 INFO: Instantaneous batch size per device = 1 +2026-08-09 17:00:20,870 INFO: Total train batch size (with parallel, distributed & accumulation) = 8 +2026-08-09 17:00:20,870 INFO: Total optimization steps = 1 +2026-08-09 17:00:20,870 INFO: Data_loader_length: 19 +2026-08-09 17:00:20,871 INFO: Init dataloader at epoch: 0, batch_iter 0 +2026-08-09 17:00:54,021 INFO: [lm_ai..][Iter: 1] [eta: -1 day, 23:59:44] step_time: 33.1494 lrs_g: 2.000e-06 generator_loss: 0.0000 history_depth: 1.0000 history_schedule_edges: 2.0000 current_schedule_edges: 2.0000 selected_edge: 1.0000 edge_inverse_probability: 2.0000 memory_version_before_current: 1.0000 memory_version_after_current: 2.0000 dmd_timestep_mean: 90.2276 dmd_vector_abs_mean: 0.0000 dmd_surrogate: 0.0000 generator_grad_norm: 0.0000 lrs_d: 2.000e-06 discriminator_loss: 0.1679 fake_history_depth: 1.0000 fake_history_schedule_edges: 2.0000 fake_current_schedule_edges: 2.0000 fake_timestep_mean: 925.6995 discriminator_grad_norm: 0.0187 [cuda:0 alloc 7.06GiB reserved 105.16GiB peak_alloc 99.74GiB] diff --git a/LongVid/experiments/lm_aifm_same_observation_teacher_b32_smoke_1b/train_lm_aifm_same_observation_teacher_b32_smoke_1b_20260810_071851.log b/LongVid/experiments/lm_aifm_same_observation_teacher_b32_smoke_1b/train_lm_aifm_same_observation_teacher_b32_smoke_1b_20260810_071851.log new file mode 100644 index 0000000000000000000000000000000000000000..d898e3ee25de7032283b155a7afa0556b143c821 --- /dev/null +++ b/LongVid/experiments/lm_aifm_same_observation_teacher_b32_smoke_1b/train_lm_aifm_same_observation_teacher_b32_smoke_1b_20260810_071851.log @@ -0,0 +1,1329 @@ +2026-08-10 07:18:52,288 INFO: + name: lm_aifm_same_observation_teacher_b32_smoke_1b + mode: train + manual_seed: 0 + mixed_precision: True + datasets:[ + train:[ + type: T2VMemSpecWindowsTarDataset + meta_path: /mnt/workspace/fly/lm_aifm_20260809/datasets/formal_sekai_60s_v1/wids-meta.json + data_dtype: .mp4 + temporal_sampling: memspec_sink_slow_recent_29f + window_num_frames: 29 + history_windows: 6 + target_fps: 16.0 + temporal_seed: 0 + decode_threads: 2 + height: 480 + width: 832 + return_temporal_metadata: True + dataloader_cfg:[ + batch_size_per_gpu: 4 + num_workers: 0 + shuffle: True + seed: 0 + shuffle_chunk_size: 1000 + drop_last: True + persistent_workers: False + ] + ] + ] + models:[ + transformer_cfg:[ + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/AnyFlow-FAR-Wan2.1-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + enable_gradient_checkpoint: True + far_config:[ + full_chunk_limit: 3 + chunk_partition: [1, 3, 3, 3, 3, 3, 3, 2] + compressed_patch_size: [1, 4, 4] + long_context_training_ratio: 1.0 + ] + lora_config:[ + lora_rank: 16 + lora_alpha: 16 + target_module_name: ['attn1.to_q', 'attn1.to_k', 'attn1.to_v', 'attn1.to_out.0', 'ffn.net.0.proj', 'ffn.net.2', 'delta_embedder', 'time_embedder'] + ] + param_names_to_optimize: ['lora_A', 'lora_B'] + ] + text_encoder_cfg:[ + drop_text_ratio: 0.1 + negative_embedding_path: assets/negative_embedding/wan_negemb_cn.pth + ] + vae_cfg:[ + load: True + ] + scheduler_cfg:[ + shift: 5.0 + weight_type: uniform + ] + memory_cfg:[ + capacity: 5 + sink_slots: 1 + recent_slots: 2 + context_slots: 5 + target_chunks: 3 + ] + teacher_cfg:[ + phase: real_prefix_phase1 + history_depths: [6] + timestep_weighting: logit_normal + logit_mean: 0.0 + logit_std: 1.0 + ] + flowmap_cfg:[ + gate_value: 0.25 + deltatime_type: r + diffusion_ratio: 0.5 + consistency_ratio: 0.25 + epsilon: 5 + ] + ] + path:[ + pretrain_network: None + experiments_root: experiments/lm_aifm_same_observation_teacher_b32_smoke_1b + models: experiments/lm_aifm_same_observation_teacher_b32_smoke_1b/models + log: experiments/lm_aifm_same_observation_teacher_b32_smoke_1b + visualization: experiments/lm_aifm_same_observation_teacher_b32_smoke_1b/visualization + ] + train:[ + train_pipeline: LM_AIFM_SameObservation_Teacher_Trainer + optim_g:[ + type: AdamW + lr: 1e-05 + weight_decay: 0.0 + betas: [0.9, 0.999] + ] + max_grad_norm: 1.0 + lr_scheduler: constant_with_warmup + warmup_iter: 0 + total_iter: 0 + ema_decay: 0.999 + ema_warmup_step: 500 + ] + val:[ + skip_first_eval: True + sample_freq: 100000 + eval_freq: 100000 + ] + logger:[ + print_freq: 1 + save_checkpoint_freq: 1 + save_eval_checkpoint_freq: 1000 + clean_cache_freq: 10 + use_wandb: False + ] + config_path: options/train/lm_aifm/train_lm_aifm_same_observation_teacher_phase1_1b.yml + +2026-08-10 07:18:57,973 INFO: fix params: base_model.model.scale_shift_table +2026-08-10 07:18:57,973 INFO: fix params: base_model.model.patch_embedding.weight +2026-08-10 07:18:57,973 INFO: fix params: base_model.model.patch_embedding.bias +2026-08-10 07:18:57,973 INFO: fix params: base_model.model.blocks.0.scale_shift_table 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base_model.model.condition_embedder.text_embedder.linear_1.weight +2026-08-10 07:18:58,003 INFO: fix params: base_model.model.condition_embedder.text_embedder.linear_1.bias +2026-08-10 07:18:58,003 INFO: fix params: base_model.model.condition_embedder.text_embedder.linear_2.weight +2026-08-10 07:18:58,003 INFO: fix params: base_model.model.condition_embedder.text_embedder.linear_2.bias +2026-08-10 07:18:58,004 INFO: #Trained Parameters: 16.130048 M +2026-08-10 07:18:58,004 INFO: #Fixed Parameters: 1422.147136 M +2026-08-10 07:19:39,746 INFO: enable EMA training with decay 0.999, warmup_steps: 500 +2026-08-10 07:19:39,755 INFO: Checkpoint does not exist. Starting a new training run. +2026-08-10 07:19:39,755 INFO: ***** Running training ***** +2026-08-10 07:19:39,755 INFO: Num examples = 799 +2026-08-10 07:19:39,755 INFO: Instantaneous batch size per device = 4 +2026-08-10 07:19:39,755 INFO: Total train batch size (with parallel, distributed & accumulation) = 32 +2026-08-10 07:19:39,755 INFO: Total optimization steps = 0 +2026-08-10 07:19:39,755 INFO: Data_loader_length: 24 +2026-08-10 07:19:39,756 INFO: Init dataloader at epoch: 0, batch_iter 0 +2026-08-10 07:20:56,316 INFO: [lm_ai..][Iter: 1] [eta: -1 day, 23:58:44] step_time: 76.5601 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.1022 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 790.2698 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 52.36GiB peak_alloc 48.09GiB] +2026-08-10 07:21:04,958 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_b32_smoke_1b/models/checkpoint diff --git a/LongVid/experiments/lm_aifm_same_observation_teacher_b32_smoke_1b/train_lm_aifm_same_observation_teacher_phase1_1b.yml b/LongVid/experiments/lm_aifm_same_observation_teacher_b32_smoke_1b/train_lm_aifm_same_observation_teacher_phase1_1b.yml new file mode 100644 index 0000000000000000000000000000000000000000..28bccbe014ea67e96375b4ace9cc436f8bf36d29 --- /dev/null +++ b/LongVid/experiments/lm_aifm_same_observation_teacher_b32_smoke_1b/train_lm_aifm_same_observation_teacher_phase1_1b.yml @@ -0,0 +1,104 @@ +# GENERATE TIME: Mon Aug 10 07:18:51 2026 +# CMD: +# /mnt/workspace/fly/lm_aifm_20260809/src/AnyFlow/far/main.py config_path=options/train/lm_aifm/train_lm_aifm_same_observation_teacher_phase1_1b.yml name=lm_aifm_same_observation_teacher_b32_smoke_1b datasets.train.dataloader_cfg.batch_size_per_gpu=4 train.total_iter=0 train.warmup_iter=0 logger.print_freq=1 logger.save_checkpoint_freq=1 + +# Main Phase-1 LoRA training on real long-video prefixes. The resulting +# checkpoint is only a teacher candidate. It must still pass the separate +# real/student-prefix competence audit and interval-solver gate before F runs. + +name: lm_aifm_same_observation_teacher_phase1_1b +mode: train +manual_seed: 0 +mixed_precision: true + +datasets: + train: + type: T2VMemSpecWindowsTarDataset + meta_path: /mnt/workspace/fly/lm_aifm_20260809/datasets/formal_sekai_60s_v1/wids-meta.json + data_dtype: .mp4 + temporal_sampling: memspec_sink_slow_recent_29f + window_num_frames: 29 + history_windows: 6 + target_fps: 16.0 + temporal_seed: 0 + decode_threads: 2 + height: 480 + width: 832 + return_temporal_metadata: true + dataloader_cfg: + batch_size_per_gpu: 1 + num_workers: 0 + shuffle: true + seed: 0 + shuffle_chunk_size: 1000 + drop_last: true + persistent_workers: false + +models: + transformer_cfg: + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/AnyFlow-FAR-Wan2.1-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + enable_gradient_checkpoint: true + far_config: + full_chunk_limit: 3 + chunk_partition: [1, 3, 3, 3, 3, 3, 3, 2] + compressed_patch_size: [1, 4, 4] + long_context_training_ratio: 1.0 + lora_config: + lora_rank: 16 + lora_alpha: 16 + target_module_name: ['attn1.to_q', 'attn1.to_k', 'attn1.to_v', 'attn1.to_out.0', 'ffn.net.0.proj', 'ffn.net.2', 'delta_embedder', 'time_embedder'] + param_names_to_optimize: ['lora_A', 'lora_B'] + + text_encoder_cfg: + drop_text_ratio: 0.1 + negative_embedding_path: assets/negative_embedding/wan_negemb_cn.pth + vae_cfg: {load: true} + scheduler_cfg: {shift: 5.0, weight_type: uniform} + + memory_cfg: + capacity: 5 + sink_slots: 1 + recent_slots: 2 + context_slots: 5 + target_chunks: 3 + + teacher_cfg: + phase: real_prefix_phase1 + # The dataset preselects sink/slow/recent roles around a fixed current. + # Only all-six has an unambiguous Phase-1 observation contract today. + history_depths: [6] + timestep_weighting: logit_normal + logit_mean: 0.0 + logit_std: 1.0 + + flowmap_cfg: + gate_value: 0.25 + deltatime_type: r + diffusion_ratio: 0.5 + consistency_ratio: 0.25 + epsilon: 5 + +path: {pretrain_network: null} + +train: + train_pipeline: LM_AIFM_SameObservation_Teacher_Trainer + optim_g: {type: AdamW, lr: !!float 1e-5, weight_decay: 0.0, betas: [0.9, 0.999]} + max_grad_norm: 1.0 + lr_scheduler: constant_with_warmup + warmup_iter: 500 + total_iter: 9999 + ema_decay: 0.999 + ema_warmup_step: 500 + +val: + skip_first_eval: true + sample_freq: 100000 + eval_freq: 100000 + +logger: + print_freq: 10 + save_checkpoint_freq: 1000 + save_eval_checkpoint_freq: 1000 + clean_cache_freq: 10 + use_wandb: false diff --git a/LongVid/experiments/lm_aifm_same_observation_teacher_phase1_1b/models/checkpoint/.metadata b/LongVid/experiments/lm_aifm_same_observation_teacher_phase1_1b/models/checkpoint/.metadata new file mode 100644 index 0000000000000000000000000000000000000000..b5d88579c65f9cefbdf6cb5520b0d70e5fe8f8bb --- /dev/null +++ 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/dev/null +++ b/LongVid/experiments/lm_aifm_same_observation_teacher_phase1_1b/train_lm_aifm_same_observation_teacher_phase1_1b.yml @@ -0,0 +1,104 @@ +# GENERATE TIME: Sun Aug 9 17:12:28 2026 +# CMD: +# /mnt/workspace/fly/lm_aifm_20260809/src/AnyFlow/far/main.py config_path=options/train/lm_aifm/train_lm_aifm_same_observation_teacher_phase1_1b.yml models.teacher_cfg.history_depths=[6] logger.print_freq=1 logger.save_checkpoint_freq=100 + +# Main Phase-1 LoRA training on real long-video prefixes. The resulting +# checkpoint is only a teacher candidate. It must still pass the separate +# real/student-prefix competence audit and interval-solver gate before F runs. + +name: lm_aifm_same_observation_teacher_phase1_1b +mode: train +manual_seed: 0 +mixed_precision: true + +datasets: + train: + type: T2VMemSpecWindowsTarDataset + meta_path: /mnt/workspace/fly/lm_aifm_20260809/datasets/formal_sekai_60s_v1/wids-meta.json + data_dtype: .mp4 + temporal_sampling: memspec_sink_slow_recent_29f + window_num_frames: 29 + history_windows: 6 + target_fps: 16.0 + temporal_seed: 0 + decode_threads: 2 + height: 480 + width: 832 + return_temporal_metadata: true + dataloader_cfg: + batch_size_per_gpu: 1 + num_workers: 0 + shuffle: true + seed: 0 + shuffle_chunk_size: 1000 + drop_last: true + persistent_workers: false + +models: + transformer_cfg: + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/AnyFlow-FAR-Wan2.1-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + enable_gradient_checkpoint: true + far_config: + full_chunk_limit: 3 + chunk_partition: [1, 3, 3, 3, 3, 3, 3, 2] + compressed_patch_size: [1, 4, 4] + long_context_training_ratio: 1.0 + lora_config: + lora_rank: 16 + lora_alpha: 16 + target_module_name: ['attn1.to_q', 'attn1.to_k', 'attn1.to_v', 'attn1.to_out.0', 'ffn.net.0.proj', 'ffn.net.2', 'delta_embedder', 'time_embedder'] + param_names_to_optimize: ['lora_A', 'lora_B'] + + text_encoder_cfg: + drop_text_ratio: 0.1 + negative_embedding_path: assets/negative_embedding/wan_negemb_cn.pth + vae_cfg: {load: true} + scheduler_cfg: {shift: 5.0, weight_type: uniform} + + memory_cfg: + capacity: 5 + sink_slots: 1 + recent_slots: 2 + context_slots: 5 + target_chunks: 3 + + teacher_cfg: + phase: real_prefix_phase1 + # The dataset preselects sink/slow/recent roles around a fixed current. + # Only all-six has an unambiguous Phase-1 observation contract today. + history_depths: [6] + timestep_weighting: logit_normal + logit_mean: 0.0 + logit_std: 1.0 + + flowmap_cfg: + gate_value: 0.25 + deltatime_type: r + diffusion_ratio: 0.5 + consistency_ratio: 0.25 + epsilon: 5 + +path: {pretrain_network: null} + +train: + train_pipeline: LM_AIFM_SameObservation_Teacher_Trainer + optim_g: {type: AdamW, lr: !!float 1e-5, weight_decay: 0.0, betas: [0.9, 0.999]} + max_grad_norm: 1.0 + lr_scheduler: constant_with_warmup + warmup_iter: 500 + total_iter: 9999 + ema_decay: 0.999 + ema_warmup_step: 500 + +val: + skip_first_eval: true + sample_freq: 100000 + eval_freq: 100000 + +logger: + print_freq: 10 + save_checkpoint_freq: 1000 + save_eval_checkpoint_freq: 1000 + clean_cache_freq: 10 + use_wandb: false diff --git a/LongVid/experiments/lm_aifm_same_observation_teacher_phase1_1b/train_lm_aifm_same_observation_teacher_phase1_1b_20260809_171228.log b/LongVid/experiments/lm_aifm_same_observation_teacher_phase1_1b/train_lm_aifm_same_observation_teacher_phase1_1b_20260809_171228.log new file mode 100644 index 0000000000000000000000000000000000000000..3507d726303ffc06f8313a72e018a6e6cfd89a84 --- /dev/null +++ b/LongVid/experiments/lm_aifm_same_observation_teacher_phase1_1b/train_lm_aifm_same_observation_teacher_phase1_1b_20260809_171228.log @@ -0,0 +1,2427 @@ +2026-08-09 17:12:28,869 INFO: + name: lm_aifm_same_observation_teacher_phase1_1b + mode: train + manual_seed: 0 + mixed_precision: True + datasets:[ + train:[ + type: T2VMemSpecWindowsTarDataset + meta_path: /mnt/workspace/fly/lm_aifm_20260809/datasets/formal_sekai_60s_v1/wids-meta.json + data_dtype: .mp4 + temporal_sampling: memspec_sink_slow_recent_29f + window_num_frames: 29 + history_windows: 6 + target_fps: 16.0 + temporal_seed: 0 + decode_threads: 2 + height: 480 + width: 832 + return_temporal_metadata: True + dataloader_cfg:[ + batch_size_per_gpu: 1 + num_workers: 0 + shuffle: True + seed: 0 + shuffle_chunk_size: 1000 + drop_last: True + persistent_workers: False + ] + ] + ] + models:[ + transformer_cfg:[ + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/AnyFlow-FAR-Wan2.1-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + enable_gradient_checkpoint: True + far_config:[ + full_chunk_limit: 3 + chunk_partition: [1, 3, 3, 3, 3, 3, 3, 2] + compressed_patch_size: [1, 4, 4] + long_context_training_ratio: 1.0 + ] + lora_config:[ + lora_rank: 16 + lora_alpha: 16 + target_module_name: ['attn1.to_q', 'attn1.to_k', 'attn1.to_v', 'attn1.to_out.0', 'ffn.net.0.proj', 'ffn.net.2', 'delta_embedder', 'time_embedder'] + ] + param_names_to_optimize: ['lora_A', 'lora_B'] + ] + text_encoder_cfg:[ + drop_text_ratio: 0.1 + negative_embedding_path: assets/negative_embedding/wan_negemb_cn.pth + ] + vae_cfg:[ + load: True + ] + scheduler_cfg:[ + shift: 5.0 + weight_type: uniform + ] + memory_cfg:[ + capacity: 5 + sink_slots: 1 + recent_slots: 2 + context_slots: 5 + target_chunks: 3 + ] + teacher_cfg:[ + phase: real_prefix_phase1 + history_depths: [6] + timestep_weighting: logit_normal + logit_mean: 0.0 + logit_std: 1.0 + ] + flowmap_cfg:[ + gate_value: 0.25 + deltatime_type: r + diffusion_ratio: 0.5 + consistency_ratio: 0.25 + epsilon: 5 + ] + ] + path:[ + pretrain_network: None + experiments_root: experiments/lm_aifm_same_observation_teacher_phase1_1b + models: experiments/lm_aifm_same_observation_teacher_phase1_1b/models + log: experiments/lm_aifm_same_observation_teacher_phase1_1b + visualization: experiments/lm_aifm_same_observation_teacher_phase1_1b/visualization + ] + train:[ + train_pipeline: LM_AIFM_SameObservation_Teacher_Trainer + optim_g:[ + type: AdamW + lr: 1e-05 + weight_decay: 0.0 + betas: [0.9, 0.999] + ] + max_grad_norm: 1.0 + lr_scheduler: constant_with_warmup + warmup_iter: 500 + total_iter: 9999 + ema_decay: 0.999 + ema_warmup_step: 500 + ] + val:[ + skip_first_eval: True + sample_freq: 100000 + eval_freq: 100000 + ] + logger:[ + print_freq: 1 + save_checkpoint_freq: 100 + save_eval_checkpoint_freq: 1000 + clean_cache_freq: 10 + use_wandb: False + ] + config_path: options/train/lm_aifm/train_lm_aifm_same_observation_teacher_phase1_1b.yml + +2026-08-09 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Parameters: 16.130048 M +2026-08-09 17:12:34,084 INFO: #Fixed Parameters: 1422.147136 M +2026-08-09 17:13:06,668 INFO: enable EMA training with decay 0.999, warmup_steps: 500 +2026-08-09 17:13:06,680 INFO: Checkpoint does not exist. Starting a new training run. +2026-08-09 17:13:06,680 INFO: ***** Running training ***** +2026-08-09 17:13:06,680 INFO: Num examples = 799 +2026-08-09 17:13:06,680 INFO: Instantaneous batch size per device = 1 +2026-08-09 17:13:06,680 INFO: Total train batch size (with parallel, distributed & accumulation) = 8 +2026-08-09 17:13:06,680 INFO: Total optimization steps = 9999 +2026-08-09 17:13:06,680 INFO: Data_loader_length: 99 +2026-08-09 17:13:06,680 INFO: Init dataloader at epoch: 0, batch_iter 0 +2026-08-09 17:13:39,230 INFO: [lm_ai..][Iter: 1] [eta: 1 day, 21:11:40] step_time: 32.5494 lrs_g: 2.000e-08 same_observation_teacher_loss: 0.0945 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 872.3435 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 19.58GiB peak_alloc 16.40GiB] +2026-08-09 17:13:59,272 INFO: [lm_ai..][Iter: 2] [eta: 2 days, 0:40:33] step_time: 20.0400 lrs_g: 4.000e-08 same_observation_teacher_loss: 0.1027 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 932.1417 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 19.59GiB peak_alloc 16.42GiB] +2026-08-09 17:14:17,277 INFO: [lm_ai..][Iter: 3] [eta: 2 days, 1:00:02] step_time: 18.0042 lrs_g: 6.000e-08 same_observation_teacher_loss: 0.1052 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 514.2375 generator_grad_norm: 0.0123 [cuda:0 alloc 5.60GiB reserved 19.59GiB peak_alloc 16.42GiB] +2026-08-09 17:14:36,101 INFO: [lm_ai..][Iter: 4] [eta: 2 days, 1:38:53] step_time: 18.8179 lrs_g: 8.000e-08 same_observation_teacher_loss: 0.0999 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 842.3564 generator_grad_norm: 0.0101 [cuda:0 alloc 5.60GiB reserved 19.59GiB peak_alloc 16.42GiB] +2026-08-09 17:14:57,164 INFO: [lm_ai..][Iter: 5] [eta: 2 days, 3:06:50] step_time: 21.0619 lrs_g: 1.000e-07 same_observation_teacher_loss: 0.0812 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 883.5464 generator_grad_norm: 0.0069 [cuda:0 alloc 5.60GiB reserved 19.59GiB peak_alloc 16.42GiB] +2026-08-09 17:15:16,646 INFO: [lm_ai..][Iter: 6] [eta: 2 days, 3:31:57] step_time: 19.4813 lrs_g: 1.200e-07 same_observation_teacher_loss: 0.0865 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 784.0215 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 19.59GiB peak_alloc 16.42GiB] +2026-08-09 17:15:38,352 INFO: [lm_ai..][Iter: 7] [eta: 2 days, 4:36:59] step_time: 21.7049 lrs_g: 1.400e-07 same_observation_teacher_loss: 0.1092 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 475.2871 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 19.59GiB peak_alloc 16.42GiB] +2026-08-09 17:15:58,598 INFO: [lm_ai..][Iter: 8] [eta: 2 days, 5:00:28] step_time: 20.2447 lrs_g: 1.600e-07 same_observation_teacher_loss: 0.1014 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 871.9019 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 19.59GiB peak_alloc 16.42GiB] +2026-08-09 17:16:17,331 INFO: [lm_ai..][Iter: 9] [eta: 2 days, 4:54:00] step_time: 18.7321 lrs_g: 1.800e-07 same_observation_teacher_loss: 0.1078 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 944.2867 generator_grad_norm: 0.0108 [cuda:0 alloc 5.60GiB reserved 19.59GiB peak_alloc 16.42GiB] +2026-08-09 17:16:39,525 INFO: [lm_ai..][Iter: 10] [eta: 2 days, 5:41:03] step_time: 22.1936 lrs_g: 2.000e-07 same_observation_teacher_loss: 0.0931 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 651.8438 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 19.59GiB peak_alloc 16.42GiB] +2026-08-09 17:17:01,697 INFO: [lm_ai..][Iter: 11] [eta: 2 days, 6:19:52] step_time: 21.4167 lrs_g: 2.200e-07 same_observation_teacher_loss: 0.1160 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 913.6605 generator_grad_norm: 0.0111 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:17:23,027 INFO: [lm_ai..][Iter: 12] [eta: 2 days, 6:41:53] step_time: 21.3287 lrs_g: 2.400e-07 same_observation_teacher_loss: 0.1230 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 959.0550 generator_grad_norm: 0.0145 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:17:42,699 INFO: [lm_ai..][Iter: 13] [eta: 2 days, 6:41:00] step_time: 19.6714 lrs_g: 2.600e-07 same_observation_teacher_loss: 0.1147 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 620.5204 generator_grad_norm: 0.0120 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:18:03,465 INFO: [lm_ai..][Iter: 14] [eta: 2 days, 6:52:19] step_time: 20.7640 lrs_g: 2.800e-07 same_observation_teacher_loss: 0.0935 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 730.5269 generator_grad_norm: 0.0115 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:18:24,799 INFO: [lm_ai..][Iter: 15] [eta: 2 days, 7:08:06] step_time: 21.3340 lrs_g: 3.000e-07 same_observation_teacher_loss: 0.1059 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 794.8344 generator_grad_norm: 0.0062 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:18:45,242 INFO: [lm_ai..][Iter: 16] [eta: 2 days, 7:13:15] step_time: 20.4418 lrs_g: 3.200e-07 same_observation_teacher_loss: 0.1164 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 966.7792 generator_grad_norm: 0.0171 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:19:05,948 INFO: [lm_ai..][Iter: 17] [eta: 2 days, 7:20:13] step_time: 20.7045 lrs_g: 3.400e-07 same_observation_teacher_loss: 0.1091 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 459.8989 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:19:26,953 INFO: [lm_ai..][Iter: 18] [eta: 2 days, 7:29:03] step_time: 21.0032 lrs_g: 3.600e-07 same_observation_teacher_loss: 0.0809 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 730.1350 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:19:48,225 INFO: [lm_ai..][Iter: 19] [eta: 2 days, 7:39:10] step_time: 21.2715 lrs_g: 3.800e-07 same_observation_teacher_loss: 0.0937 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 751.3304 generator_grad_norm: 0.0057 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:20:10,007 INFO: [lm_ai..][Iter: 20] [eta: 2 days, 7:52:20] step_time: 21.7802 lrs_g: 4.000e-07 same_observation_teacher_loss: 0.1040 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 801.9712 generator_grad_norm: 0.0084 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:20:31,253 INFO: [lm_ai..][Iter: 21] [eta: 2 days, 8:00:13] step_time: 20.5221 lrs_g: 4.200e-07 same_observation_teacher_loss: 0.0945 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 910.2752 generator_grad_norm: 0.0092 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:20:51,473 INFO: [lm_ai..][Iter: 22] [eta: 2 days, 7:59:59] step_time: 20.2190 lrs_g: 4.400e-07 same_observation_teacher_loss: 0.0959 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 602.4919 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:21:11,279 INFO: [lm_ai..][Iter: 23] [eta: 2 days, 7:56:51] step_time: 19.8046 lrs_g: 4.600e-07 same_observation_teacher_loss: 0.0891 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 859.5994 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:21:31,722 INFO: [lm_ai..][Iter: 24] [eta: 2 days, 7:58:11] step_time: 20.4421 lrs_g: 4.800e-07 same_observation_teacher_loss: 0.1258 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 931.9000 generator_grad_norm: 0.0161 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:21:51,513 INFO: [lm_ai..][Iter: 25] [eta: 2 days, 7:55:13] step_time: 19.7896 lrs_g: 5.000e-07 same_observation_teacher_loss: 0.1069 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 883.9549 generator_grad_norm: 0.0117 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:22:10,865 INFO: [lm_ai..][Iter: 26] [eta: 2 days, 7:49:45] step_time: 19.3517 lrs_g: 5.200e-07 same_observation_teacher_loss: 0.1046 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 907.4037 generator_grad_norm: 0.0119 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:22:30,927 INFO: [lm_ai..][Iter: 27] [eta: 2 days, 7:48:52] step_time: 20.0603 lrs_g: 5.400e-07 same_observation_teacher_loss: 0.1314 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 705.7164 generator_grad_norm: 0.0093 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:22:50,493 INFO: [lm_ai..][Iter: 28] [eta: 2 days, 7:45:10] step_time: 19.5654 lrs_g: 5.600e-07 same_observation_teacher_loss: 0.0945 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 895.0236 generator_grad_norm: 0.0080 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:23:10,349 INFO: [lm_ai..][Iter: 29] [eta: 2 days, 7:43:19] step_time: 19.8554 lrs_g: 5.800e-07 same_observation_teacher_loss: 0.1098 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 905.8616 generator_grad_norm: 0.0120 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:23:30,646 INFO: [lm_ai..][Iter: 30] [eta: 2 days, 7:43:55] step_time: 20.2959 lrs_g: 6.000e-07 same_observation_teacher_loss: 0.0829 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 768.4951 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:23:52,732 INFO: [lm_ai..][Iter: 31] [eta: 2 days, 7:53:44] step_time: 21.4639 lrs_g: 6.200e-07 same_observation_teacher_loss: 0.1143 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 707.3169 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:24:13,397 INFO: [lm_ai..][Iter: 32] [eta: 2 days, 7:55:48] step_time: 20.6639 lrs_g: 6.400e-07 same_observation_teacher_loss: 0.1071 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 942.7206 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:24:34,036 INFO: [lm_ai..][Iter: 33] [eta: 2 days, 7:57:35] step_time: 20.6380 lrs_g: 6.600e-07 same_observation_teacher_loss: 0.1016 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 736.1986 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:24:54,764 INFO: [lm_ai..][Iter: 34] [eta: 2 days, 7:59:41] step_time: 20.7271 lrs_g: 6.800e-07 same_observation_teacher_loss: 0.1271 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 740.7751 generator_grad_norm: 0.0175 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:25:14,605 INFO: [lm_ai..][Iter: 35] [eta: 2 days, 7:57:33] step_time: 19.8402 lrs_g: 7.000e-07 same_observation_teacher_loss: 0.0797 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 731.5198 generator_grad_norm: 0.0055 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:25:36,150 INFO: [lm_ai..][Iter: 36] [eta: 2 days, 8:03:09] step_time: 21.5442 lrs_g: 7.200e-07 same_observation_teacher_loss: 0.1048 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 775.8651 generator_grad_norm: 0.0080 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:25:57,331 INFO: [lm_ai..][Iter: 37] [eta: 2 days, 8:06:51] step_time: 21.1796 lrs_g: 7.400e-07 same_observation_teacher_loss: 0.1193 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 899.4645 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:26:18,385 INFO: [lm_ai..][Iter: 38] [eta: 2 days, 8:09:49] step_time: 21.0531 lrs_g: 7.600e-07 same_observation_teacher_loss: 0.1107 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 926.4493 generator_grad_norm: 0.0113 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:26:37,053 INFO: [lm_ai..][Iter: 39] [eta: 2 days, 8:02:42] step_time: 18.6672 lrs_g: 7.800e-07 same_observation_teacher_loss: 0.0803 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 575.4062 generator_grad_norm: 0.0057 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:26:58,019 INFO: [lm_ai..][Iter: 40] [eta: 2 days, 8:05:13] step_time: 20.9644 lrs_g: 8.000e-07 same_observation_teacher_loss: 0.0914 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 880.4752 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:27:20,706 INFO: [lm_ai..][Iter: 41] [eta: 2 days, 8:14:24] step_time: 22.0753 lrs_g: 8.200e-07 same_observation_teacher_loss: 0.1000 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 799.0821 generator_grad_norm: 0.0166 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:27:39,870 INFO: [lm_ai..][Iter: 42] [eta: 2 days, 8:09:33] step_time: 19.1633 lrs_g: 8.400e-07 same_observation_teacher_loss: 0.0952 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 767.7445 generator_grad_norm: 0.0110 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:27:59,353 INFO: [lm_ai..][Iter: 43] [eta: 2 days, 8:06:07] step_time: 19.4821 lrs_g: 8.600e-07 same_observation_teacher_loss: 0.1170 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 965.2209 generator_grad_norm: 0.0116 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:28:19,355 INFO: [lm_ai..][Iter: 44] [eta: 2 days, 8:04:43] step_time: 20.0011 lrs_g: 8.800e-07 same_observation_teacher_loss: 0.1115 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 886.8979 generator_grad_norm: 0.0104 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:28:40,524 INFO: [lm_ai..][Iter: 45] [eta: 2 days, 8:07:35] step_time: 21.1678 lrs_g: 9.000e-07 same_observation_teacher_loss: 0.0900 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 908.1393 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:29:00,766 INFO: [lm_ai..][Iter: 46] [eta: 2 days, 8:07:02] step_time: 20.2411 lrs_g: 9.200e-07 same_observation_teacher_loss: 0.1064 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 882.3123 generator_grad_norm: 0.0080 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:29:21,482 INFO: [lm_ai..][Iter: 47] [eta: 2 days, 8:08:08] step_time: 20.7149 lrs_g: 9.400e-07 same_observation_teacher_loss: 0.0965 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 905.5810 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:29:41,390 INFO: [lm_ai..][Iter: 48] [eta: 2 days, 8:06:26] step_time: 19.9067 lrs_g: 9.600e-07 same_observation_teacher_loss: 0.1064 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 678.1700 generator_grad_norm: 0.0057 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:30:02,309 INFO: [lm_ai..][Iter: 49] [eta: 2 days, 8:08:09] step_time: 20.9180 lrs_g: 9.800e-07 same_observation_teacher_loss: 0.1114 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 654.1134 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:30:22,438 INFO: [lm_ai..][Iter: 50] [eta: 2 days, 8:07:13] step_time: 20.1282 lrs_g: 1.000e-06 same_observation_teacher_loss: 0.0977 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 571.2661 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:30:43,875 INFO: [lm_ai..][Iter: 51] [eta: 2 days, 8:10:29] step_time: 20.8218 lrs_g: 1.020e-06 same_observation_teacher_loss: 0.0978 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 736.0286 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:31:04,214 INFO: [lm_ai..][Iter: 52] [eta: 2 days, 8:10:10] step_time: 20.3375 lrs_g: 1.040e-06 same_observation_teacher_loss: 0.1231 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 933.4763 generator_grad_norm: 0.0143 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:31:24,209 INFO: [lm_ai..][Iter: 53] [eta: 2 days, 8:08:48] step_time: 19.9940 lrs_g: 1.060e-06 same_observation_teacher_loss: 0.1012 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 771.9519 generator_grad_norm: 0.0126 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:31:42,887 INFO: [lm_ai..][Iter: 54] [eta: 2 days, 8:03:30] step_time: 18.6776 lrs_g: 1.080e-06 same_observation_teacher_loss: 0.0973 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 387.6490 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:32:02,550 INFO: [lm_ai..][Iter: 55] [eta: 2 days, 8:01:17] step_time: 19.6622 lrs_g: 1.100e-06 same_observation_teacher_loss: 0.0830 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 887.4289 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:32:22,720 INFO: [lm_ai..][Iter: 56] [eta: 2 days, 8:00:37] step_time: 20.1684 lrs_g: 1.120e-06 same_observation_teacher_loss: 0.0975 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 822.4276 generator_grad_norm: 0.0111 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:32:44,403 INFO: [lm_ai..][Iter: 57] [eta: 2 days, 8:04:17] step_time: 21.6818 lrs_g: 1.140e-06 same_observation_teacher_loss: 0.1330 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 988.0304 generator_grad_norm: 0.0161 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:33:03,625 INFO: [lm_ai..][Iter: 58] [eta: 2 days, 8:00:54] step_time: 19.2216 lrs_g: 1.160e-06 same_observation_teacher_loss: 0.0932 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 833.7560 generator_grad_norm: 0.0064 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:33:24,269 INFO: [lm_ai..][Iter: 59] [eta: 2 days, 8:01:33] step_time: 20.6432 lrs_g: 1.180e-06 same_observation_teacher_loss: 0.0949 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 901.2998 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:33:40,427 INFO: [lm_ai..][Iter: 60] [eta: 2 days, 7:49:59] step_time: 16.1565 lrs_g: 1.200e-06 same_observation_teacher_loss: 0.0915 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 861.8450 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:33:59,328 INFO: [lm_ai..][Iter: 61] [eta: 2 days, 7:46:07] step_time: 18.1032 lrs_g: 1.220e-06 same_observation_teacher_loss: 0.1056 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 898.5532 generator_grad_norm: 0.0057 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:34:19,932 INFO: [lm_ai..][Iter: 62] [eta: 2 days, 7:46:49] step_time: 20.6026 lrs_g: 1.240e-06 same_observation_teacher_loss: 0.0854 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 734.4167 generator_grad_norm: 0.0049 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:34:41,512 INFO: [lm_ai..][Iter: 63] [eta: 2 days, 7:50:02] step_time: 21.5800 lrs_g: 1.260e-06 same_observation_teacher_loss: 0.1085 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 934.4616 generator_grad_norm: 0.0124 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:35:02,730 INFO: [lm_ai..][Iter: 64] [eta: 2 days, 7:52:12] step_time: 21.2159 lrs_g: 1.280e-06 same_observation_teacher_loss: 0.0850 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 767.1689 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:35:23,298 INFO: [lm_ai..][Iter: 65] [eta: 2 days, 7:52:41] step_time: 20.5678 lrs_g: 1.300e-06 same_observation_teacher_loss: 0.1228 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 777.6074 generator_grad_norm: 0.0109 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:35:43,848 INFO: [lm_ai..][Iter: 66] [eta: 2 days, 7:53:04] step_time: 20.5485 lrs_g: 1.320e-06 same_observation_teacher_loss: 0.1098 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 908.8025 generator_grad_norm: 0.0096 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:36:03,987 INFO: [lm_ai..][Iter: 67] [eta: 2 days, 7:52:27] step_time: 20.1382 lrs_g: 1.340e-06 same_observation_teacher_loss: 0.0960 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 924.0554 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:36:23,642 INFO: [lm_ai..][Iter: 68] [eta: 2 days, 7:50:41] step_time: 19.6541 lrs_g: 1.360e-06 same_observation_teacher_loss: 0.0936 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 705.6673 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:36:41,573 INFO: [lm_ai..][Iter: 69] [eta: 2 days, 7:44:52] step_time: 17.9294 lrs_g: 1.380e-06 same_observation_teacher_loss: 0.1008 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 957.1163 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:37:02,938 INFO: [lm_ai..][Iter: 70] [eta: 2 days, 7:47:13] step_time: 21.3642 lrs_g: 1.400e-06 same_observation_teacher_loss: 0.1129 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 848.1826 generator_grad_norm: 0.0116 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:37:21,917 INFO: [lm_ai..][Iter: 71] [eta: 2 days, 7:44:00] step_time: 18.2560 lrs_g: 1.420e-06 same_observation_teacher_loss: 0.0969 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 256.5510 generator_grad_norm: 0.0053 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:37:42,778 INFO: [lm_ai..][Iter: 72] [eta: 2 days, 7:45:08] step_time: 20.8607 lrs_g: 1.440e-06 same_observation_teacher_loss: 0.1111 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 929.5741 generator_grad_norm: 0.0122 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:38:02,076 INFO: [lm_ai..][Iter: 73] [eta: 2 days, 7:42:44] step_time: 19.2970 lrs_g: 1.460e-06 same_observation_teacher_loss: 0.0820 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 678.5521 generator_grad_norm: 0.0062 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:38:23,000 INFO: [lm_ai..][Iter: 74] [eta: 2 days, 7:43:59] step_time: 20.9221 lrs_g: 1.480e-06 same_observation_teacher_loss: 0.0968 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 774.1571 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:38:41,057 INFO: [lm_ai..][Iter: 75] [eta: 2 days, 7:38:57] step_time: 18.0567 lrs_g: 1.500e-06 same_observation_teacher_loss: 0.1196 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 901.1208 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:39:02,294 INFO: [lm_ai..][Iter: 76] [eta: 2 days, 7:40:51] step_time: 21.2361 lrs_g: 1.520e-06 same_observation_teacher_loss: 0.1100 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 867.8707 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:39:22,725 INFO: [lm_ai..][Iter: 77] [eta: 2 days, 7:41:00] step_time: 20.4296 lrs_g: 1.540e-06 same_observation_teacher_loss: 0.1291 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 372.4871 generator_grad_norm: 0.0127 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:39:42,695 INFO: [lm_ai..][Iter: 78] [eta: 2 days, 7:40:10] step_time: 19.9690 lrs_g: 1.560e-06 same_observation_teacher_loss: 0.0893 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 531.7660 generator_grad_norm: 0.0064 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:40:03,861 INFO: [lm_ai..][Iter: 79] [eta: 2 days, 7:41:50] step_time: 21.1657 lrs_g: 1.580e-06 same_observation_teacher_loss: 0.0976 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 828.0463 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:40:23,695 INFO: [lm_ai..][Iter: 80] [eta: 2 days, 7:40:43] step_time: 19.8328 lrs_g: 1.600e-06 same_observation_teacher_loss: 0.0814 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 901.1172 generator_grad_norm: 0.0095 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:40:43,374 INFO: [lm_ai..][Iter: 81] [eta: 2 days, 7:39:18] step_time: 19.0670 lrs_g: 1.620e-06 same_observation_teacher_loss: 0.1108 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 921.1323 generator_grad_norm: 0.0120 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:41:04,449 INFO: [lm_ai..][Iter: 82] [eta: 2 days, 7:40:42] step_time: 21.0738 lrs_g: 1.640e-06 same_observation_teacher_loss: 0.1028 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 413.4636 generator_grad_norm: 0.0093 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:41:26,391 INFO: [lm_ai..][Iter: 83] [eta: 2 days, 7:43:46] step_time: 21.9413 lrs_g: 1.660e-06 same_observation_teacher_loss: 0.0995 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 765.1926 generator_grad_norm: 0.0055 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:41:47,760 INFO: [lm_ai..][Iter: 84] [eta: 2 days, 7:45:38] step_time: 21.3679 lrs_g: 1.680e-06 same_observation_teacher_loss: 0.1269 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 929.3190 generator_grad_norm: 0.0109 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:42:08,742 INFO: [lm_ai..][Iter: 85] [eta: 2 days, 7:46:42] step_time: 20.9807 lrs_g: 1.700e-06 same_observation_teacher_loss: 0.0974 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 823.1919 generator_grad_norm: 0.0099 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:42:28,176 INFO: [lm_ai..][Iter: 86] [eta: 2 days, 7:44:49] step_time: 19.4326 lrs_g: 1.720e-06 same_observation_teacher_loss: 0.1102 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 821.9667 generator_grad_norm: 0.0119 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:42:49,471 INFO: [lm_ai..][Iter: 87] [eta: 2 days, 7:46:26] step_time: 21.2947 lrs_g: 1.740e-06 same_observation_teacher_loss: 0.1024 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 876.7574 generator_grad_norm: 0.0092 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:43:09,115 INFO: [lm_ai..][Iter: 88] [eta: 2 days, 7:44:58] step_time: 19.6422 lrs_g: 1.760e-06 same_observation_teacher_loss: 0.1390 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 860.4177 generator_grad_norm: 0.0099 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:43:29,963 INFO: [lm_ai..][Iter: 89] [eta: 2 days, 7:45:43] step_time: 20.8469 lrs_g: 1.780e-06 same_observation_teacher_loss: 0.0996 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 618.3640 generator_grad_norm: 0.0118 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:43:50,869 INFO: [lm_ai..][Iter: 90] [eta: 2 days, 7:46:33] step_time: 20.9050 lrs_g: 1.800e-06 same_observation_teacher_loss: 0.0970 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 761.3157 generator_grad_norm: 0.0107 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:44:10,427 INFO: [lm_ai..][Iter: 91] [eta: 2 days, 7:44:57] step_time: 18.8616 lrs_g: 1.820e-06 same_observation_teacher_loss: 0.1049 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 914.3455 generator_grad_norm: 0.0095 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:44:31,169 INFO: [lm_ai..][Iter: 92] [eta: 2 days, 7:45:28] step_time: 20.7407 lrs_g: 1.840e-06 same_observation_teacher_loss: 0.1114 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 533.4185 generator_grad_norm: 0.0120 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:44:50,067 INFO: [lm_ai..][Iter: 93] [eta: 2 days, 7:42:44] step_time: 18.8977 lrs_g: 1.860e-06 same_observation_teacher_loss: 0.0979 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 475.4633 generator_grad_norm: 0.0097 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:45:11,132 INFO: [lm_ai..][Iter: 94] [eta: 2 days, 7:43:49] step_time: 21.0633 lrs_g: 1.880e-06 same_observation_teacher_loss: 0.1222 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 581.3052 generator_grad_norm: 0.0292 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:45:31,791 INFO: [lm_ai..][Iter: 95] [eta: 2 days, 7:44:10] step_time: 20.6579 lrs_g: 1.900e-06 same_observation_teacher_loss: 0.1221 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 944.9036 generator_grad_norm: 0.0105 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:45:52,210 INFO: [lm_ai..][Iter: 96] [eta: 2 days, 7:44:06] step_time: 20.4181 lrs_g: 1.920e-06 same_observation_teacher_loss: 0.1035 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 659.5640 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:46:12,393 INFO: [lm_ai..][Iter: 97] [eta: 2 days, 7:43:37] step_time: 20.1822 lrs_g: 1.940e-06 same_observation_teacher_loss: 0.0996 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 827.5026 generator_grad_norm: 0.0118 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:46:32,463 INFO: [lm_ai..][Iter: 98] [eta: 2 days, 7:42:58] step_time: 20.0694 lrs_g: 1.960e-06 same_observation_teacher_loss: 0.1405 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 964.6857 generator_grad_norm: 0.0160 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:46:53,330 INFO: [lm_ai..][Iter: 99] [eta: 2 days, 7:43:38] step_time: 20.8658 lrs_g: 1.980e-06 same_observation_teacher_loss: 0.1113 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 882.1983 generator_grad_norm: 0.0088 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:47:13,175 INFO: [lm_ai..][Iter: 100] [eta: 2 days, 7:42:36] step_time: 19.8434 lrs_g: 2.000e-06 same_observation_teacher_loss: 0.1535 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 783.2714 generator_grad_norm: 0.0276 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:47:19,759 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_1b/models/checkpoint +2026-08-09 17:47:40,887 INFO: [lm_ai..][Iter: 101] [eta: 2 days, 7:54:19] step_time: 20.8811 lrs_g: 2.020e-06 same_observation_teacher_loss: 0.0984 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 944.6996 generator_grad_norm: 0.0100 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:48:01,832 INFO: [lm_ai..][Iter: 102] [eta: 2 days, 7:54:57] step_time: 20.9438 lrs_g: 2.040e-06 same_observation_teacher_loss: 0.1144 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 847.6124 generator_grad_norm: 0.0121 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:48:21,994 INFO: [lm_ai..][Iter: 103] [eta: 2 days, 7:54:19] step_time: 20.1611 lrs_g: 2.060e-06 same_observation_teacher_loss: 0.0826 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 944.6229 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:48:43,573 INFO: [lm_ai..][Iter: 104] [eta: 2 days, 7:55:56] step_time: 21.5778 lrs_g: 2.080e-06 same_observation_teacher_loss: 0.1238 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 859.9483 generator_grad_norm: 0.0166 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:49:04,495 INFO: [lm_ai..][Iter: 105] [eta: 2 days, 7:56:29] step_time: 20.9214 lrs_g: 2.100e-06 same_observation_teacher_loss: 0.0935 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 451.1314 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:49:24,689 INFO: [lm_ai..][Iter: 106] [eta: 2 days, 7:55:53] step_time: 20.1931 lrs_g: 2.120e-06 same_observation_teacher_loss: 0.0847 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 927.2089 generator_grad_norm: 0.0100 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:49:46,525 INFO: [lm_ai..][Iter: 107] [eta: 2 days, 7:57:49] step_time: 21.8353 lrs_g: 2.140e-06 same_observation_teacher_loss: 0.0949 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 789.9639 generator_grad_norm: 0.0112 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:50:06,059 INFO: [lm_ai..][Iter: 108] [eta: 2 days, 7:56:12] step_time: 19.5322 lrs_g: 2.160e-06 same_observation_teacher_loss: 0.0767 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 849.1634 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:50:26,973 INFO: [lm_ai..][Iter: 109] [eta: 2 days, 7:56:42] step_time: 20.9139 lrs_g: 2.180e-06 same_observation_teacher_loss: 0.1101 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 588.0880 generator_grad_norm: 0.0101 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:50:46,954 INFO: [lm_ai..][Iter: 110] [eta: 2 days, 7:55:47] step_time: 19.9797 lrs_g: 2.200e-06 same_observation_teacher_loss: 0.1029 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 917.9457 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:51:08,403 INFO: [lm_ai..][Iter: 111] [eta: 2 days, 7:57:03] step_time: 20.8267 lrs_g: 2.220e-06 same_observation_teacher_loss: 0.1051 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 931.5496 generator_grad_norm: 0.0111 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:51:28,201 INFO: [lm_ai..][Iter: 112] [eta: 2 days, 7:55:52] step_time: 19.7971 lrs_g: 2.240e-06 same_observation_teacher_loss: 0.1096 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 805.0201 generator_grad_norm: 0.0182 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:51:48,863 INFO: [lm_ai..][Iter: 113] [eta: 2 days, 7:55:57] step_time: 20.6610 lrs_g: 2.260e-06 same_observation_teacher_loss: 0.0982 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 356.2111 generator_grad_norm: 0.0113 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:52:07,546 INFO: [lm_ai..][Iter: 114] [eta: 2 days, 7:53:12] step_time: 18.6530 lrs_g: 2.280e-06 same_observation_teacher_loss: 0.1030 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 879.8431 generator_grad_norm: 0.0127 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:52:28,717 INFO: [lm_ai..][Iter: 115] [eta: 2 days, 7:54:01] step_time: 21.1703 lrs_g: 2.300e-06 same_observation_teacher_loss: 0.1081 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 680.0843 generator_grad_norm: 0.0095 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:52:46,979 INFO: [lm_ai..][Iter: 116] [eta: 2 days, 7:50:43] step_time: 18.2608 lrs_g: 2.320e-06 same_observation_teacher_loss: 0.1167 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 944.5303 generator_grad_norm: 0.0094 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:53:04,732 INFO: [lm_ai..][Iter: 117] [eta: 2 days, 7:46:46] step_time: 17.7522 lrs_g: 2.340e-06 same_observation_teacher_loss: 0.0949 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 923.2559 generator_grad_norm: 0.0135 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:53:25,218 INFO: [lm_ai..][Iter: 118] [eta: 2 days, 7:46:39] step_time: 20.4854 lrs_g: 2.360e-06 same_observation_teacher_loss: 0.1047 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 597.9949 generator_grad_norm: 0.0128 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:53:46,191 INFO: [lm_ai..][Iter: 119] [eta: 2 days, 7:47:12] step_time: 20.9717 lrs_g: 2.380e-06 same_observation_teacher_loss: 0.1002 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 874.8621 generator_grad_norm: 0.0100 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:54:05,492 INFO: [lm_ai..][Iter: 120] [eta: 2 days, 7:45:28] step_time: 19.2995 lrs_g: 2.400e-06 same_observation_teacher_loss: 0.0828 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 969.7386 generator_grad_norm: 0.0127 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:54:27,518 INFO: [lm_ai..][Iter: 121] [eta: 2 days, 7:47:26] step_time: 21.1857 lrs_g: 2.420e-06 same_observation_teacher_loss: 0.0842 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 773.7228 generator_grad_norm: 0.0094 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:54:48,108 INFO: [lm_ai..][Iter: 122] [eta: 2 days, 7:47:26] step_time: 20.5895 lrs_g: 2.440e-06 same_observation_teacher_loss: 0.0983 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 655.2397 generator_grad_norm: 0.0108 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:55:09,173 INFO: [lm_ai..][Iter: 123] [eta: 2 days, 7:48:03] step_time: 21.0635 lrs_g: 2.460e-06 same_observation_teacher_loss: 0.1107 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 824.3215 generator_grad_norm: 0.0126 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:55:29,392 INFO: [lm_ai..][Iter: 124] [eta: 2 days, 7:47:33] step_time: 20.2176 lrs_g: 2.480e-06 same_observation_teacher_loss: 0.0955 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 901.3727 generator_grad_norm: 0.0116 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:55:50,913 INFO: [lm_ai..][Iter: 125] [eta: 2 days, 7:48:45] step_time: 21.5205 lrs_g: 2.500e-06 same_observation_teacher_loss: 0.1111 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 910.6497 generator_grad_norm: 0.0142 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:56:11,090 INFO: [lm_ai..][Iter: 126] [eta: 2 days, 7:48:12] step_time: 20.1757 lrs_g: 2.520e-06 same_observation_teacher_loss: 0.0899 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 925.9783 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:56:31,715 INFO: [lm_ai..][Iter: 127] [eta: 2 days, 7:48:12] step_time: 20.6248 lrs_g: 2.540e-06 same_observation_teacher_loss: 0.0923 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 652.9230 generator_grad_norm: 0.0102 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:56:53,343 INFO: [lm_ai..][Iter: 128] [eta: 2 days, 7:49:30] step_time: 21.6266 lrs_g: 2.560e-06 same_observation_teacher_loss: 0.0926 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 859.6714 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:57:14,142 INFO: [lm_ai..][Iter: 129] [eta: 2 days, 7:49:43] step_time: 20.7976 lrs_g: 2.580e-06 same_observation_teacher_loss: 0.0989 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 801.9528 generator_grad_norm: 0.0105 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:57:35,231 INFO: [lm_ai..][Iter: 130] [eta: 2 days, 7:50:17] step_time: 21.0885 lrs_g: 2.600e-06 same_observation_teacher_loss: 0.0976 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 647.4964 generator_grad_norm: 0.0068 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:57:54,567 INFO: [lm_ai..][Iter: 131] [eta: 2 days, 7:48:39] step_time: 18.7040 lrs_g: 2.620e-06 same_observation_teacher_loss: 0.1383 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 945.7161 generator_grad_norm: 0.0233 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:58:12,717 INFO: [lm_ai..][Iter: 132] [eta: 2 days, 7:45:35] step_time: 18.1485 lrs_g: 2.640e-06 same_observation_teacher_loss: 0.1113 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 804.8697 generator_grad_norm: 0.0201 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:58:33,740 INFO: [lm_ai..][Iter: 133] [eta: 2 days, 7:46:04] step_time: 21.0223 lrs_g: 2.660e-06 same_observation_teacher_loss: 0.1024 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 639.6655 generator_grad_norm: 0.0151 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:58:53,137 INFO: [lm_ai..][Iter: 134] [eta: 2 days, 7:44:34] step_time: 19.3958 lrs_g: 2.680e-06 same_observation_teacher_loss: 0.0971 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 846.6205 generator_grad_norm: 0.0098 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:59:14,294 INFO: [lm_ai..][Iter: 135] [eta: 2 days, 7:45:13] step_time: 21.1566 lrs_g: 2.700e-06 same_observation_teacher_loss: 0.1093 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 937.4736 generator_grad_norm: 0.0120 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 17:59:34,316 INFO: 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reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:00:31,396 INFO: [lm_ai..][Iter: 139] [eta: 2 days, 7:38:48] step_time: 19.0775 lrs_g: 2.780e-06 same_observation_teacher_loss: 0.1076 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 907.9627 generator_grad_norm: 0.0157 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:00:51,419 INFO: [lm_ai..][Iter: 140] [eta: 2 days, 7:38:07] step_time: 20.0219 lrs_g: 2.800e-06 same_observation_teacher_loss: 0.0868 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 700.0119 generator_grad_norm: 0.0080 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:01:13,185 INFO: [lm_ai..][Iter: 141] [eta: 2 days, 7:39:28] step_time: 21.1156 lrs_g: 2.820e-06 same_observation_teacher_loss: 0.1218 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 570.2231 generator_grad_norm: 0.0129 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:01:31,909 INFO: [lm_ai..][Iter: 142] [eta: 2 days, 7:37:17] step_time: 18.7231 lrs_g: 2.840e-06 same_observation_teacher_loss: 0.0923 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 348.2611 generator_grad_norm: 0.0067 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:01:50,093 INFO: [lm_ai..][Iter: 143] [eta: 2 days, 7:34:31] step_time: 18.1830 lrs_g: 2.860e-06 same_observation_teacher_loss: 0.0970 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 851.9851 generator_grad_norm: 0.0109 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:02:08,029 INFO: [lm_ai..][Iter: 144] [eta: 2 days, 7:31:30] step_time: 17.9349 lrs_g: 2.880e-06 same_observation_teacher_loss: 0.0778 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 929.7092 generator_grad_norm: 0.0121 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:02:28,242 INFO: [lm_ai..][Iter: 145] [eta: 2 days, 7:31:04] step_time: 20.2114 lrs_g: 2.900e-06 same_observation_teacher_loss: 0.1000 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 769.3115 generator_grad_norm: 0.0124 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:02:47,997 INFO: [lm_ai..][Iter: 146] [eta: 2 days, 7:30:09] step_time: 19.7539 lrs_g: 2.920e-06 same_observation_teacher_loss: 0.1202 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 839.5618 generator_grad_norm: 0.0149 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:03:08,256 INFO: [lm_ai..][Iter: 147] [eta: 2 days, 7:29:47] step_time: 20.2591 lrs_g: 2.940e-06 same_observation_teacher_loss: 0.0903 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 909.0843 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:03:28,935 INFO: [lm_ai..][Iter: 148] [eta: 2 days, 7:29:53] step_time: 20.6779 lrs_g: 2.960e-06 same_observation_teacher_loss: 0.0953 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 585.9370 generator_grad_norm: 0.0105 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:03:48,864 INFO: [lm_ai..][Iter: 149] [eta: 2 days, 7:29:09] step_time: 19.9281 lrs_g: 2.980e-06 same_observation_teacher_loss: 0.0844 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 842.0392 generator_grad_norm: 0.0103 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:04:09,780 INFO: [lm_ai..][Iter: 150] [eta: 2 days, 7:29:30] step_time: 20.9142 lrs_g: 3.000e-06 same_observation_teacher_loss: 0.0957 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 848.7053 generator_grad_norm: 0.0145 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:04:31,525 INFO: [lm_ai..][Iter: 151] [eta: 2 days, 7:30:45] step_time: 21.0495 lrs_g: 3.020e-06 same_observation_teacher_loss: 0.1099 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 985.1597 generator_grad_norm: 0.0130 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:04:51,524 INFO: [lm_ai..][Iter: 152] [eta: 2 days, 7:30:05] step_time: 19.9984 lrs_g: 3.040e-06 same_observation_teacher_loss: 0.0945 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 813.3976 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:05:11,396 INFO: [lm_ai..][Iter: 153] [eta: 2 days, 7:29:18] step_time: 19.8705 lrs_g: 3.060e-06 same_observation_teacher_loss: 0.1017 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 687.6494 generator_grad_norm: 0.0158 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:05:30,645 INFO: [lm_ai..][Iter: 154] [eta: 2 days, 7:27:52] step_time: 19.2479 lrs_g: 3.080e-06 same_observation_teacher_loss: 0.0956 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 780.9278 generator_grad_norm: 0.0069 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:05:48,884 INFO: [lm_ai..][Iter: 155] [eta: 2 days, 7:25:22] step_time: 18.2381 lrs_g: 3.100e-06 same_observation_teacher_loss: 0.0970 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 463.6515 generator_grad_norm: 0.0128 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:06:09,802 INFO: [lm_ai..][Iter: 156] [eta: 2 days, 7:25:43] step_time: 20.9174 lrs_g: 3.120e-06 same_observation_teacher_loss: 0.0937 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 950.3506 generator_grad_norm: 0.0108 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:06:30,419 INFO: [lm_ai..][Iter: 157] [eta: 2 days, 7:25:44] step_time: 20.6157 lrs_g: 3.140e-06 same_observation_teacher_loss: 0.1107 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 980.9294 generator_grad_norm: 0.0104 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:06:50,868 INFO: [lm_ai..][Iter: 158] [eta: 2 days, 7:25:34] step_time: 20.4482 lrs_g: 3.160e-06 same_observation_teacher_loss: 0.0994 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 690.8973 generator_grad_norm: 0.0099 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:07:11,502 INFO: [lm_ai..][Iter: 159] [eta: 2 days, 7:25:36] step_time: 20.6330 lrs_g: 3.180e-06 same_observation_teacher_loss: 0.0898 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 929.2557 generator_grad_norm: 0.0127 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:07:32,791 INFO: [lm_ai..][Iter: 160] [eta: 2 days, 7:26:17] step_time: 21.2874 lrs_g: 3.200e-06 same_observation_teacher_loss: 0.1405 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 688.0764 generator_grad_norm: 0.0252 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:07:52,731 INFO: 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reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:08:54,187 INFO: [lm_ai..][Iter: 164] [eta: 2 days, 7:25:11] step_time: 21.3069 lrs_g: 3.280e-06 same_observation_teacher_loss: 0.1267 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 975.3329 generator_grad_norm: 0.0228 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:09:14,620 INFO: [lm_ai..][Iter: 165] [eta: 2 days, 7:24:59] step_time: 20.4314 lrs_g: 3.300e-06 same_observation_teacher_loss: 0.1118 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 941.0437 generator_grad_norm: 0.0118 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:09:35,218 INFO: [lm_ai..][Iter: 166] [eta: 2 days, 7:24:57] step_time: 20.5958 lrs_g: 3.320e-06 same_observation_teacher_loss: 0.0851 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 700.8902 generator_grad_norm: 0.0095 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:09:55,924 INFO: [lm_ai..][Iter: 167] [eta: 2 days, 7:25:01] step_time: 20.7048 lrs_g: 3.340e-06 same_observation_teacher_loss: 0.0932 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 643.3297 generator_grad_norm: 0.0186 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:10:16,353 INFO: [lm_ai..][Iter: 168] [eta: 2 days, 7:24:49] step_time: 20.4286 lrs_g: 3.360e-06 same_observation_teacher_loss: 0.0988 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 812.4289 generator_grad_norm: 0.0113 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:10:35,656 INFO: [lm_ai..][Iter: 169] [eta: 2 days, 7:23:31] step_time: 19.3013 lrs_g: 3.380e-06 same_observation_teacher_loss: 0.0922 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 534.0010 generator_grad_norm: 0.0080 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:10:56,152 INFO: [lm_ai..][Iter: 170] [eta: 2 days, 7:23:23] step_time: 20.4946 lrs_g: 3.400e-06 same_observation_teacher_loss: 0.0972 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 879.3388 generator_grad_norm: 0.0120 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:11:16,154 INFO: [lm_ai..][Iter: 171] [eta: 2 days, 7:22:46] step_time: 19.2775 lrs_g: 3.420e-06 same_observation_teacher_loss: 0.0888 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 784.1984 generator_grad_norm: 0.0140 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:11:35,965 INFO: [lm_ai..][Iter: 172] [eta: 2 days, 7:21:59] step_time: 19.8094 lrs_g: 3.440e-06 same_observation_teacher_loss: 0.1250 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 962.4513 generator_grad_norm: 0.0238 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:11:57,385 INFO: [lm_ai..][Iter: 173] [eta: 2 days, 7:22:43] step_time: 21.4196 lrs_g: 3.460e-06 same_observation_teacher_loss: 0.0958 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 462.9220 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:12:18,928 INFO: [lm_ai..][Iter: 174] [eta: 2 days, 7:23:33] step_time: 21.5414 lrs_g: 3.480e-06 same_observation_teacher_loss: 0.0804 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 927.7986 generator_grad_norm: 0.0096 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:12:39,435 INFO: [lm_ai..][Iter: 175] [eta: 2 days, 7:23:24] step_time: 20.5065 lrs_g: 3.500e-06 same_observation_teacher_loss: 0.1299 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 812.5001 generator_grad_norm: 0.0203 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:12:59,868 INFO: [lm_ai..][Iter: 176] [eta: 2 days, 7:23:11] step_time: 20.4315 lrs_g: 3.520e-06 same_observation_teacher_loss: 0.0970 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 930.6005 generator_grad_norm: 0.0155 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:13:20,719 INFO: [lm_ai..][Iter: 177] [eta: 2 days, 7:23:21] step_time: 20.8505 lrs_g: 3.540e-06 same_observation_teacher_loss: 0.1038 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 958.7402 generator_grad_norm: 0.0160 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:13:39,711 INFO: [lm_ai..][Iter: 178] [eta: 2 days, 7:21:49] step_time: 18.9896 lrs_g: 3.560e-06 same_observation_teacher_loss: 0.0896 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 735.5966 generator_grad_norm: 0.0093 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:13:59,297 INFO: [lm_ai..][Iter: 179] [eta: 2 days, 7:20:50] step_time: 19.5855 lrs_g: 3.580e-06 same_observation_teacher_loss: 0.1038 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 893.8074 generator_grad_norm: 0.0117 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:14:19,752 INFO: [lm_ai..][Iter: 180] [eta: 2 days, 7:20:38] step_time: 20.4543 lrs_g: 3.600e-06 same_observation_teacher_loss: 0.1016 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 603.8824 generator_grad_norm: 0.0106 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:14:41,029 INFO: [lm_ai..][Iter: 181] [eta: 2 days, 7:21:11] step_time: 20.6555 lrs_g: 3.620e-06 same_observation_teacher_loss: 0.1098 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 958.3510 generator_grad_norm: 0.0172 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:15:00,302 INFO: [lm_ai..][Iter: 182] [eta: 2 days, 7:19:56] step_time: 19.2717 lrs_g: 3.640e-06 same_observation_teacher_loss: 0.0947 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 970.0379 generator_grad_norm: 0.0100 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:15:20,235 INFO: [lm_ai..][Iter: 183] [eta: 2 days, 7:19:16] step_time: 19.9327 lrs_g: 3.660e-06 same_observation_teacher_loss: 0.0810 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 643.3118 generator_grad_norm: 0.0054 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:15:40,148 INFO: [lm_ai..][Iter: 184] [eta: 2 days, 7:18:36] step_time: 19.9117 lrs_g: 3.680e-06 same_observation_teacher_loss: 0.0945 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 555.6833 generator_grad_norm: 0.0099 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:16:00,538 INFO: [lm_ai..][Iter: 185] [eta: 2 days, 7:18:21] step_time: 20.3888 lrs_g: 3.700e-06 same_observation_teacher_loss: 0.0990 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 848.8195 generator_grad_norm: 0.0131 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:16:20,938 INFO: [lm_ai..][Iter: 186] [eta: 2 days, 7:18:06] step_time: 20.3987 lrs_g: 3.720e-06 same_observation_teacher_loss: 0.1045 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 935.4516 generator_grad_norm: 0.0117 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:16:42,069 INFO: [lm_ai..][Iter: 187] [eta: 2 days, 7:18:30] step_time: 21.1299 lrs_g: 3.740e-06 same_observation_teacher_loss: 0.1204 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 843.0363 generator_grad_norm: 0.0124 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:17:01,049 INFO: [lm_ai..][Iter: 188] [eta: 2 days, 7:17:01] step_time: 18.9789 lrs_g: 3.760e-06 same_observation_teacher_loss: 0.1051 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 744.1887 generator_grad_norm: 0.0151 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:17:22,222 INFO: [lm_ai..][Iter: 189] [eta: 2 days, 7:17:27] step_time: 21.1726 lrs_g: 3.780e-06 same_observation_teacher_loss: 0.0970 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 808.3846 generator_grad_norm: 0.0128 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:17:42,281 INFO: [lm_ai..][Iter: 190] [eta: 2 days, 7:16:55] step_time: 20.0575 lrs_g: 3.800e-06 same_observation_teacher_loss: 0.0673 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 822.6647 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:18:03,723 INFO: [lm_ai..][Iter: 191] [eta: 2 days, 7:17:33] step_time: 20.7201 lrs_g: 3.820e-06 same_observation_teacher_loss: 0.0928 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 859.7247 generator_grad_norm: 0.0097 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:18:22,836 INFO: [lm_ai..][Iter: 192] [eta: 2 days, 7:16:13] step_time: 19.0890 lrs_g: 3.840e-06 same_observation_teacher_loss: 0.0978 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 909.0446 generator_grad_norm: 0.0093 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:18:43,863 INFO: [lm_ai..][Iter: 193] [eta: 2 days, 7:16:30] step_time: 21.0270 lrs_g: 3.860e-06 same_observation_teacher_loss: 0.0897 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 759.1517 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:19:05,070 INFO: [lm_ai..][Iter: 194] [eta: 2 days, 7:16:55] step_time: 21.2051 lrs_g: 3.880e-06 same_observation_teacher_loss: 0.0892 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 906.6305 generator_grad_norm: 0.0113 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:19:25,312 INFO: [lm_ai..][Iter: 195] [eta: 2 days, 7:16:32] step_time: 20.2413 lrs_g: 3.900e-06 same_observation_teacher_loss: 0.0859 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 680.4876 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:19:46,109 INFO: [lm_ai..][Iter: 196] [eta: 2 days, 7:16:36] step_time: 20.7955 lrs_g: 3.920e-06 same_observation_teacher_loss: 0.1154 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 876.8989 generator_grad_norm: 0.0144 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:20:06,893 INFO: [lm_ai..][Iter: 197] [eta: 2 days, 7:16:40] step_time: 20.7834 lrs_g: 3.940e-06 same_observation_teacher_loss: 0.1216 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 369.1283 generator_grad_norm: 0.0093 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:20:26,507 INFO: [lm_ai..][Iter: 198] [eta: 2 days, 7:15:46] step_time: 19.6124 lrs_g: 3.960e-06 same_observation_teacher_loss: 0.0890 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 815.4456 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:20:47,333 INFO: [lm_ai..][Iter: 199] [eta: 2 days, 7:15:51] step_time: 20.8258 lrs_g: 3.980e-06 same_observation_teacher_loss: 0.0823 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 808.4910 generator_grad_norm: 0.0105 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:21:07,655 INFO: [lm_ai..][Iter: 200] [eta: 2 days, 7:15:32] step_time: 20.3203 lrs_g: 4.000e-06 same_observation_teacher_loss: 0.1177 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 396.3325 generator_grad_norm: 0.0142 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:21:12,499 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_1b/models/checkpoint +2026-08-09 18:21:32,372 INFO: [lm_ai..][Iter: 201] [eta: 2 days, 7:18:46] step_time: 19.6520 lrs_g: 4.020e-06 same_observation_teacher_loss: 0.1459 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 921.3023 generator_grad_norm: 0.0211 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:21:52,784 INFO: [lm_ai..][Iter: 202] [eta: 2 days, 7:18:29] step_time: 20.4101 lrs_g: 4.040e-06 same_observation_teacher_loss: 0.1035 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 967.7212 generator_grad_norm: 0.0220 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:22:13,682 INFO: [lm_ai..][Iter: 203] [eta: 2 days, 7:18:37] step_time: 20.8972 lrs_g: 4.060e-06 same_observation_teacher_loss: 0.0958 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 328.5226 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:22:32,351 INFO: [lm_ai..][Iter: 204] [eta: 2 days, 7:16:57] step_time: 18.6678 lrs_g: 4.080e-06 same_observation_teacher_loss: 0.0772 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 618.9763 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:22:52,370 INFO: [lm_ai..][Iter: 205] [eta: 2 days, 7:16:22] step_time: 20.0183 lrs_g: 4.100e-06 same_observation_teacher_loss: 0.0981 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 772.4068 generator_grad_norm: 0.0125 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:23:11,198 INFO: [lm_ai..][Iter: 206] [eta: 2 days, 7:14:51] step_time: 18.8268 lrs_g: 4.120e-06 same_observation_teacher_loss: 0.1138 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 745.8058 generator_grad_norm: 0.0121 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:23:31,859 INFO: [lm_ai..][Iter: 207] [eta: 2 days, 7:14:48] step_time: 20.6596 lrs_g: 4.140e-06 same_observation_teacher_loss: 0.0796 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 920.9099 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:23:53,218 INFO: [lm_ai..][Iter: 208] [eta: 2 days, 7:15:16] step_time: 21.3583 lrs_g: 4.160e-06 same_observation_teacher_loss: 0.0958 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 920.0854 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:24:14,527 INFO: [lm_ai..][Iter: 209] [eta: 2 days, 7:15:42] step_time: 21.3083 lrs_g: 4.180e-06 same_observation_teacher_loss: 0.1227 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 844.7352 generator_grad_norm: 0.0292 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:24:35,552 INFO: [lm_ai..][Iter: 210] [eta: 2 days, 7:15:54] step_time: 21.0230 lrs_g: 4.200e-06 same_observation_teacher_loss: 0.0877 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 746.9086 generator_grad_norm: 0.0097 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:24:56,850 INFO: [lm_ai..][Iter: 211] [eta: 2 days, 7:16:19] step_time: 20.6841 lrs_g: 4.220e-06 same_observation_teacher_loss: 0.0709 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 585.4823 generator_grad_norm: 0.0050 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:25:18,442 INFO: [lm_ai..][Iter: 212] [eta: 2 days, 7:16:56] step_time: 21.5910 lrs_g: 4.240e-06 same_observation_teacher_loss: 0.0884 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 934.6938 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:25:39,349 INFO: [lm_ai..][Iter: 213] [eta: 2 days, 7:17:02] step_time: 20.9062 lrs_g: 4.260e-06 same_observation_teacher_loss: 0.1113 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 874.0317 generator_grad_norm: 0.0293 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:26:00,731 INFO: [lm_ai..][Iter: 214] [eta: 2 days, 7:17:29] step_time: 21.3806 lrs_g: 4.280e-06 same_observation_teacher_loss: 0.0862 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 601.2747 generator_grad_norm: 0.0110 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:26:21,509 INFO: [lm_ai..][Iter: 215] [eta: 2 days, 7:17:29] step_time: 20.7776 lrs_g: 4.300e-06 same_observation_teacher_loss: 0.0790 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 888.3799 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:26:41,583 INFO: [lm_ai..][Iter: 216] [eta: 2 days, 7:16:56] step_time: 20.0726 lrs_g: 4.320e-06 same_observation_teacher_loss: 0.0786 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 801.5941 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:27:01,511 INFO: [lm_ai..][Iter: 217] [eta: 2 days, 7:16:17] step_time: 19.9273 lrs_g: 4.340e-06 same_observation_teacher_loss: 0.0960 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 796.2849 generator_grad_norm: 0.0078 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:27:22,708 INFO: [lm_ai..][Iter: 218] [eta: 2 days, 7:16:35] step_time: 21.1962 lrs_g: 4.360e-06 same_observation_teacher_loss: 0.0969 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 901.8300 generator_grad_norm: 0.0098 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:27:43,551 INFO: [lm_ai..][Iter: 219] [eta: 2 days, 7:16:36] step_time: 20.8414 lrs_g: 4.380e-06 same_observation_teacher_loss: 0.1186 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 932.2693 generator_grad_norm: 0.0198 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:28:03,346 INFO: [lm_ai..][Iter: 220] [eta: 2 days, 7:15:52] step_time: 19.7936 lrs_g: 4.400e-06 same_observation_teacher_loss: 0.0827 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 707.0370 generator_grad_norm: 0.0095 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:28:23,546 INFO: [lm_ai..][Iter: 221] [eta: 2 days, 7:15:25] step_time: 19.5387 lrs_g: 4.420e-06 same_observation_teacher_loss: 0.0760 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 798.1753 generator_grad_norm: 0.0157 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:28:45,045 INFO: [lm_ai..][Iter: 222] [eta: 2 days, 7:15:55] step_time: 21.4977 lrs_g: 4.440e-06 same_observation_teacher_loss: 0.0822 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 812.7990 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:29:04,761 INFO: [lm_ai..][Iter: 223] [eta: 2 days, 7:15:07] step_time: 19.7150 lrs_g: 4.460e-06 same_observation_teacher_loss: 0.0971 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 724.6616 generator_grad_norm: 0.0092 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:29:25,174 INFO: [lm_ai..][Iter: 224] [eta: 2 days, 7:14:49] step_time: 20.4114 lrs_g: 4.480e-06 same_observation_teacher_loss: 0.0949 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 647.9825 generator_grad_norm: 0.0078 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:29:45,630 INFO: [lm_ai..][Iter: 225] [eta: 2 days, 7:14:34] step_time: 20.4557 lrs_g: 4.500e-06 same_observation_teacher_loss: 0.1215 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 948.7059 generator_grad_norm: 0.0177 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:30:06,267 INFO: [lm_ai..][Iter: 226] [eta: 2 days, 7:14:26] step_time: 20.6355 lrs_g: 4.520e-06 same_observation_teacher_loss: 0.1297 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 477.5314 generator_grad_norm: 0.0189 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:30:25,757 INFO: [lm_ai..][Iter: 227] [eta: 2 days, 7:13:28] step_time: 19.4887 lrs_g: 4.540e-06 same_observation_teacher_loss: 0.0810 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 625.4449 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:30:45,997 INFO: [lm_ai..][Iter: 228] [eta: 2 days, 7:13:03] step_time: 20.2388 lrs_g: 4.560e-06 same_observation_teacher_loss: 0.0789 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 894.7302 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:31:07,344 INFO: [lm_ai..][Iter: 229] [eta: 2 days, 7:13:26] step_time: 21.3459 lrs_g: 4.580e-06 same_observation_teacher_loss: 0.1213 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 736.3720 generator_grad_norm: 0.0088 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:31:28,861 INFO: [lm_ai..][Iter: 230] [eta: 2 days, 7:13:55] step_time: 21.5162 lrs_g: 4.600e-06 same_observation_teacher_loss: 0.0954 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 456.5413 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:31:50,507 INFO: [lm_ai..][Iter: 231] [eta: 2 days, 7:14:29] step_time: 21.0263 lrs_g: 4.620e-06 same_observation_teacher_loss: 0.0774 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 955.1862 generator_grad_norm: 0.0105 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:32:11,059 INFO: [lm_ai..][Iter: 232] [eta: 2 days, 7:14:16] step_time: 20.5508 lrs_g: 4.640e-06 same_observation_teacher_loss: 0.0980 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 912.4420 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:32:31,563 INFO: [lm_ai..][Iter: 233] [eta: 2 days, 7:14:02] step_time: 20.5028 lrs_g: 4.660e-06 same_observation_teacher_loss: 0.0883 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 701.9953 generator_grad_norm: 0.0098 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:32:49,055 INFO: [lm_ai..][Iter: 234] [eta: 2 days, 7:11:42] step_time: 17.4915 lrs_g: 4.680e-06 same_observation_teacher_loss: 0.1199 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 682.1862 generator_grad_norm: 0.0111 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:33:09,933 INFO: [lm_ai..][Iter: 235] [eta: 2 days, 7:11:44] step_time: 20.8774 lrs_g: 4.700e-06 same_observation_teacher_loss: 0.0874 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 642.8535 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:33:30,971 INFO: [lm_ai..][Iter: 236] [eta: 2 days, 7:11:51] step_time: 21.0365 lrs_g: 4.720e-06 same_observation_teacher_loss: 0.0942 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 890.4828 generator_grad_norm: 0.0102 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:33:51,027 INFO: [lm_ai..][Iter: 237] [eta: 2 days, 7:11:19] step_time: 20.0550 lrs_g: 4.740e-06 same_observation_teacher_loss: 0.1022 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 914.0858 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:34:12,063 INFO: [lm_ai..][Iter: 238] [eta: 2 days, 7:11:26] step_time: 21.0346 lrs_g: 4.760e-06 same_observation_teacher_loss: 0.1263 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 932.0892 generator_grad_norm: 0.0222 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:34:32,010 INFO: [lm_ai..][Iter: 239] [eta: 2 days, 7:10:49] step_time: 19.9465 lrs_g: 4.780e-06 same_observation_teacher_loss: 0.1061 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 649.9257 generator_grad_norm: 0.0069 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:34:52,178 INFO: [lm_ai..][Iter: 240] [eta: 2 days, 7:10:21] step_time: 20.1661 lrs_g: 4.800e-06 same_observation_teacher_loss: 0.1110 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 957.8458 generator_grad_norm: 0.0104 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:35:14,229 INFO: [lm_ai..][Iter: 241] [eta: 2 days, 7:11:09] step_time: 21.3137 lrs_g: 4.820e-06 same_observation_teacher_loss: 0.0924 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 918.6271 generator_grad_norm: 0.0162 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:35:32,240 INFO: [lm_ai..][Iter: 242] [eta: 2 days, 7:09:15] step_time: 18.0101 lrs_g: 4.840e-06 same_observation_teacher_loss: 0.0946 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 877.1489 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:35:51,934 INFO: [lm_ai..][Iter: 243] [eta: 2 days, 7:08:28] step_time: 19.6924 lrs_g: 4.860e-06 same_observation_teacher_loss: 0.1247 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 889.2981 generator_grad_norm: 0.0351 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:36:12,171 INFO: 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teacher_timestep: 831.7848 generator_grad_norm: 0.0053 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:38:09,048 INFO: [lm_ai..][Iter: 250] [eta: 2 days, 7:02:38] step_time: 19.5899 lrs_g: 5.000e-06 same_observation_teacher_loss: 0.0936 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 961.3782 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:38:31,379 INFO: [lm_ai..][Iter: 251] [eta: 2 days, 7:03:36] step_time: 21.6683 lrs_g: 5.020e-06 same_observation_teacher_loss: 0.0677 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 653.2871 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:38:51,899 INFO: [lm_ai..][Iter: 252] [eta: 2 days, 7:03:22] step_time: 20.5172 lrs_g: 5.040e-06 same_observation_teacher_loss: 0.0815 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 844.6346 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:39:12,615 INFO: [lm_ai..][Iter: 253] [eta: 2 days, 7:03:16] step_time: 20.7150 lrs_g: 5.060e-06 same_observation_teacher_loss: 0.0995 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 923.9900 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:39:32,447 INFO: [lm_ai..][Iter: 254] [eta: 2 days, 7:02:37] step_time: 19.8315 lrs_g: 5.080e-06 same_observation_teacher_loss: 0.0748 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 676.5035 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:39:53,436 INFO: [lm_ai..][Iter: 255] [eta: 2 days, 7:02:41] step_time: 20.9880 lrs_g: 5.100e-06 same_observation_teacher_loss: 0.0917 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 899.7011 generator_grad_norm: 0.0106 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:40:11,978 INFO: [lm_ai..][Iter: 256] [eta: 2 days, 7:01:13] step_time: 18.5401 lrs_g: 5.120e-06 same_observation_teacher_loss: 0.0823 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 866.0148 generator_grad_norm: 0.0068 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:40:31,844 INFO: [lm_ai..][Iter: 257] [eta: 2 days, 7:00:35] step_time: 19.8657 lrs_g: 5.140e-06 same_observation_teacher_loss: 0.0910 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 476.1249 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:40:50,957 INFO: [lm_ai..][Iter: 258] [eta: 2 days, 6:59:29] step_time: 19.1114 lrs_g: 5.160e-06 same_observation_teacher_loss: 0.0956 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 788.6407 generator_grad_norm: 0.0097 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:41:11,286 INFO: [lm_ai..][Iter: 259] [eta: 2 days, 6:59:09] step_time: 20.3279 lrs_g: 5.180e-06 same_observation_teacher_loss: 0.0779 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 730.6219 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:41:32,780 INFO: [lm_ai..][Iter: 260] [eta: 2 days, 6:59:32] step_time: 21.4929 lrs_g: 5.200e-06 same_observation_teacher_loss: 0.1084 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 933.5331 generator_grad_norm: 0.0132 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:41:55,139 INFO: [lm_ai..][Iter: 261] [eta: 2 days, 7:00:27] step_time: 21.7197 lrs_g: 5.220e-06 same_observation_teacher_loss: 0.0896 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 714.0214 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:42:13,262 INFO: [lm_ai..][Iter: 262] [eta: 2 days, 6:58:45] step_time: 18.1220 lrs_g: 5.240e-06 same_observation_teacher_loss: 0.0807 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 874.4919 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:42:33,418 INFO: [lm_ai..][Iter: 263] [eta: 2 days, 6:58:18] step_time: 20.1552 lrs_g: 5.260e-06 same_observation_teacher_loss: 0.0999 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 776.0706 generator_grad_norm: 0.0135 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:42:52,979 INFO: [lm_ai..][Iter: 264] [eta: 2 days, 6:57:29] step_time: 19.5597 lrs_g: 5.280e-06 same_observation_teacher_loss: 0.0837 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 625.5693 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:43:11,527 INFO: [lm_ai..][Iter: 265] [eta: 2 days, 6:56:04] step_time: 18.5465 lrs_g: 5.300e-06 same_observation_teacher_loss: 0.0941 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 766.7722 generator_grad_norm: 0.0100 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:43:31,697 INFO: [lm_ai..][Iter: 266] [eta: 2 days, 6:55:38] step_time: 20.1695 lrs_g: 5.320e-06 same_observation_teacher_loss: 0.0774 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 682.4783 generator_grad_norm: 0.0080 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:43:52,491 INFO: [lm_ai..][Iter: 267] [eta: 2 days, 6:55:35] step_time: 20.7927 lrs_g: 5.340e-06 same_observation_teacher_loss: 0.1051 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 939.7168 generator_grad_norm: 0.0267 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:44:10,067 INFO: [lm_ai..][Iter: 268] [eta: 2 days, 6:53:36] step_time: 17.5745 lrs_g: 5.360e-06 same_observation_teacher_loss: 0.0950 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 902.7330 generator_grad_norm: 0.0116 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:44:31,198 INFO: 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reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:45:32,384 INFO: [lm_ai..][Iter: 272] [eta: 2 days, 6:52:53] step_time: 20.4040 lrs_g: 5.440e-06 same_observation_teacher_loss: 0.1043 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 855.6188 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:45:52,523 INFO: [lm_ai..][Iter: 273] [eta: 2 days, 6:52:26] step_time: 20.1374 lrs_g: 5.460e-06 same_observation_teacher_loss: 0.0810 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 809.5384 generator_grad_norm: 0.0078 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:46:13,240 INFO: [lm_ai..][Iter: 274] [eta: 2 days, 6:52:20] step_time: 20.7158 lrs_g: 5.480e-06 same_observation_teacher_loss: 0.0742 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 844.0068 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:46:33,315 INFO: [lm_ai..][Iter: 275] [eta: 2 days, 6:51:52] step_time: 20.0746 lrs_g: 5.500e-06 same_observation_teacher_loss: 0.0956 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 696.8727 generator_grad_norm: 0.0107 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:46:53,096 INFO: [lm_ai..][Iter: 276] [eta: 2 days, 6:51:12] step_time: 19.7793 lrs_g: 5.520e-06 same_observation_teacher_loss: 0.1006 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 799.5817 generator_grad_norm: 0.0108 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:47:13,926 INFO: [lm_ai..][Iter: 277] [eta: 2 days, 6:51:10] step_time: 20.8295 lrs_g: 5.540e-06 same_observation_teacher_loss: 0.0872 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 826.7319 generator_grad_norm: 0.0098 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:47:32,493 INFO: [lm_ai..][Iter: 278] [eta: 2 days, 6:49:49] step_time: 18.5654 lrs_g: 5.560e-06 same_observation_teacher_loss: 0.1176 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 950.6442 generator_grad_norm: 0.0135 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:47:53,707 INFO: [lm_ai..][Iter: 279] [eta: 2 days, 6:50:00] step_time: 21.2131 lrs_g: 5.580e-06 same_observation_teacher_loss: 0.0965 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 918.0521 generator_grad_norm: 0.0098 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:48:14,166 INFO: [lm_ai..][Iter: 280] [eta: 2 days, 6:49:45] step_time: 20.4581 lrs_g: 5.600e-06 same_observation_teacher_loss: 0.0973 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 866.4113 generator_grad_norm: 0.0127 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:48:36,321 INFO: [lm_ai..][Iter: 281] [eta: 2 days, 6:50:28] step_time: 21.4726 lrs_g: 5.620e-06 same_observation_teacher_loss: 0.1405 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 927.9760 generator_grad_norm: 0.0145 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:48:56,910 INFO: [lm_ai..][Iter: 282] [eta: 2 days, 6:50:17] step_time: 20.5879 lrs_g: 5.640e-06 same_observation_teacher_loss: 0.0887 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 836.1575 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:49:17,426 INFO: [lm_ai..][Iter: 283] [eta: 2 days, 6:50:04] step_time: 20.5147 lrs_g: 5.660e-06 same_observation_teacher_loss: 0.0754 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 620.5276 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:49:37,698 INFO: [lm_ai..][Iter: 284] [eta: 2 days, 6:49:42] step_time: 20.2708 lrs_g: 5.680e-06 same_observation_teacher_loss: 0.1093 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 888.2659 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:49:55,802 INFO: [lm_ai..][Iter: 285] [eta: 2 days, 6:48:06] step_time: 18.1037 lrs_g: 5.700e-06 same_observation_teacher_loss: 0.0869 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 615.2592 generator_grad_norm: 0.0088 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:50:16,696 INFO: [lm_ai..][Iter: 286] [eta: 2 days, 6:48:06] step_time: 20.8929 lrs_g: 5.720e-06 same_observation_teacher_loss: 0.0854 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 873.9811 generator_grad_norm: 0.0057 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:50:37,331 INFO: [lm_ai..][Iter: 287] [eta: 2 days, 6:47:56] step_time: 20.6340 lrs_g: 5.740e-06 same_observation_teacher_loss: 0.1110 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 847.3715 generator_grad_norm: 0.0127 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:50:58,042 INFO: [lm_ai..][Iter: 288] [eta: 2 days, 6:47:49] step_time: 20.7098 lrs_g: 5.760e-06 same_observation_teacher_loss: 0.0867 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 966.3099 generator_grad_norm: 0.0104 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:51:19,138 INFO: [lm_ai..][Iter: 289] [eta: 2 days, 6:47:55] step_time: 21.0944 lrs_g: 5.780e-06 same_observation_teacher_loss: 0.0756 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 886.5295 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:51:38,179 INFO: [lm_ai..][Iter: 290] [eta: 2 days, 6:46:52] step_time: 19.0399 lrs_g: 5.800e-06 same_observation_teacher_loss: 0.0964 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 601.3791 generator_grad_norm: 0.0123 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:52:00,061 INFO: [lm_ai..][Iter: 291] [eta: 2 days, 6:47:24] step_time: 21.2512 lrs_g: 5.820e-06 same_observation_teacher_loss: 0.0836 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 827.4694 generator_grad_norm: 0.0096 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:52:20,920 INFO: [lm_ai..][Iter: 292] [eta: 2 days, 6:47:21] step_time: 20.8572 lrs_g: 5.840e-06 same_observation_teacher_loss: 0.1290 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 591.2261 generator_grad_norm: 0.0134 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:52:41,931 INFO: [lm_ai..][Iter: 293] [eta: 2 days, 6:47:24] step_time: 21.0103 lrs_g: 5.860e-06 same_observation_teacher_loss: 0.0749 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 756.5331 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:53:02,925 INFO: [lm_ai..][Iter: 294] [eta: 2 days, 6:47:25] step_time: 20.9926 lrs_g: 5.880e-06 same_observation_teacher_loss: 0.0784 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 860.2587 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:53:23,207 INFO: [lm_ai..][Iter: 295] [eta: 2 days, 6:47:04] step_time: 20.2816 lrs_g: 5.900e-06 same_observation_teacher_loss: 0.0853 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 643.0424 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:53:44,691 INFO: [lm_ai..][Iter: 296] [eta: 2 days, 6:47:21] step_time: 21.4822 lrs_g: 5.920e-06 same_observation_teacher_loss: 0.0954 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 806.9042 generator_grad_norm: 0.0105 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:54:05,655 INFO: [lm_ai..][Iter: 297] [eta: 2 days, 6:47:21] step_time: 20.9635 lrs_g: 5.940e-06 same_observation_teacher_loss: 0.0888 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 899.3253 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:54:26,124 INFO: [lm_ai..][Iter: 298] [eta: 2 days, 6:47:06] step_time: 20.4674 lrs_g: 5.960e-06 same_observation_teacher_loss: 0.0806 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 678.1893 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:54:47,435 INFO: [lm_ai..][Iter: 299] [eta: 2 days, 6:47:17] step_time: 21.3100 lrs_g: 5.980e-06 same_observation_teacher_loss: 0.0848 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 671.3448 generator_grad_norm: 0.0105 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:55:05,009 INFO: [lm_ai..][Iter: 300] [eta: 2 days, 6:45:28] step_time: 17.5732 lrs_g: 6.000e-06 same_observation_teacher_loss: 0.0944 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 957.6930 generator_grad_norm: 0.0114 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:55:10,308 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_1b/models/checkpoint +2026-08-09 18:55:29,806 INFO: [lm_ai..][Iter: 301] [eta: 2 days, 6:47:31] step_time: 19.2761 lrs_g: 6.020e-06 same_observation_teacher_loss: 0.0858 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 845.5881 generator_grad_norm: 0.0129 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:55:50,141 INFO: [lm_ai..][Iter: 302] [eta: 2 days, 6:47:10] step_time: 20.3341 lrs_g: 6.040e-06 same_observation_teacher_loss: 0.0815 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 796.7159 generator_grad_norm: 0.0084 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:56:10,905 INFO: [lm_ai..][Iter: 303] [eta: 2 days, 6:47:03] step_time: 20.7632 lrs_g: 6.060e-06 same_observation_teacher_loss: 0.0944 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 931.1995 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:56:31,003 INFO: [lm_ai..][Iter: 304] [eta: 2 days, 6:46:35] step_time: 20.0973 lrs_g: 6.080e-06 same_observation_teacher_loss: 0.0970 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 272.3687 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:56:52,895 INFO: [lm_ai..][Iter: 305] [eta: 2 days, 6:47:04] step_time: 21.8905 lrs_g: 6.100e-06 same_observation_teacher_loss: 0.0790 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 745.2856 generator_grad_norm: 0.0084 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:57:13,324 INFO: [lm_ai..][Iter: 306] [eta: 2 days, 6:46:46] step_time: 20.4283 lrs_g: 6.120e-06 same_observation_teacher_loss: 0.0815 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 905.2120 generator_grad_norm: 0.0088 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:57:32,501 INFO: [lm_ai..][Iter: 307] [eta: 2 days, 6:45:49] step_time: 19.1763 lrs_g: 6.140e-06 same_observation_teacher_loss: 0.1180 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 965.3302 generator_grad_norm: 0.0181 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:57:51,967 INFO: [lm_ai..][Iter: 308] [eta: 2 days, 6:45:01] step_time: 19.4643 lrs_g: 6.160e-06 same_observation_teacher_loss: 0.0760 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 750.1682 generator_grad_norm: 0.0057 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:58:11,889 INFO: [lm_ai..][Iter: 309] [eta: 2 days, 6:44:28] step_time: 19.9215 lrs_g: 6.180e-06 same_observation_teacher_loss: 0.0959 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 878.6443 generator_grad_norm: 0.0107 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:58:30,020 INFO: [lm_ai..][Iter: 310] [eta: 2 days, 6:42:59] step_time: 18.1290 lrs_g: 6.200e-06 same_observation_teacher_loss: 0.0776 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 842.5919 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:58:51,551 INFO: [lm_ai..][Iter: 311] [eta: 2 days, 6:43:16] step_time: 20.8972 lrs_g: 6.220e-06 same_observation_teacher_loss: 0.1018 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 929.0215 generator_grad_norm: 0.0186 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:59:10,085 INFO: [lm_ai..][Iter: 312] [eta: 2 days, 6:41:59] step_time: 18.5326 lrs_g: 6.240e-06 same_observation_teacher_loss: 0.0952 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 574.1633 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:59:30,154 INFO: [lm_ai..][Iter: 313] [eta: 2 days, 6:41:31] step_time: 20.0682 lrs_g: 6.260e-06 same_observation_teacher_loss: 0.0725 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 802.6924 generator_grad_norm: 0.0084 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 18:59:51,286 INFO: [lm_ai..][Iter: 314] [eta: 2 days, 6:41:35] step_time: 21.1311 lrs_g: 6.280e-06 same_observation_teacher_loss: 0.0883 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 949.1052 generator_grad_norm: 0.0122 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:00:11,970 INFO: [lm_ai..][Iter: 315] [eta: 2 days, 6:41:26] step_time: 20.6835 lrs_g: 6.300e-06 same_observation_teacher_loss: 0.0996 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 844.3112 generator_grad_norm: 0.0130 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:00:30,564 INFO: 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reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:01:31,524 INFO: [lm_ai..][Iter: 319] [eta: 2 days, 6:39:11] step_time: 20.6808 lrs_g: 6.380e-06 same_observation_teacher_loss: 0.0755 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 746.4490 generator_grad_norm: 0.0055 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:01:52,198 INFO: [lm_ai..][Iter: 320] [eta: 2 days, 6:39:01] step_time: 20.6722 lrs_g: 6.400e-06 same_observation_teacher_loss: 0.0847 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 880.5096 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:02:14,071 INFO: [lm_ai..][Iter: 321] [eta: 2 days, 6:39:27] step_time: 21.2253 lrs_g: 6.420e-06 same_observation_teacher_loss: 0.0902 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 848.1420 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:02:34,132 INFO: [lm_ai..][Iter: 322] [eta: 2 days, 6:38:58] step_time: 20.0600 lrs_g: 6.440e-06 same_observation_teacher_loss: 0.1018 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 554.6587 generator_grad_norm: 0.0107 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:02:54,404 INFO: [lm_ai..][Iter: 323] [eta: 2 days, 6:38:36] step_time: 20.2713 lrs_g: 6.460e-06 same_observation_teacher_loss: 0.0850 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 972.2608 generator_grad_norm: 0.0130 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:03:14,767 INFO: [lm_ai..][Iter: 324] [eta: 2 days, 6:38:17] step_time: 20.3618 lrs_g: 6.480e-06 same_observation_teacher_loss: 0.0917 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 928.5786 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:03:35,335 INFO: [lm_ai..][Iter: 325] [eta: 2 days, 6:38:03] step_time: 20.5672 lrs_g: 6.500e-06 same_observation_teacher_loss: 0.0969 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 944.4208 generator_grad_norm: 0.0129 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:03:53,869 INFO: [lm_ai..][Iter: 326] [eta: 2 days, 6:36:50] step_time: 18.5326 lrs_g: 6.520e-06 same_observation_teacher_loss: 0.0731 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 774.6537 generator_grad_norm: 0.0088 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:04:14,985 INFO: [lm_ai..][Iter: 327] [eta: 2 days, 6:36:53] step_time: 21.1147 lrs_g: 6.540e-06 same_observation_teacher_loss: 0.0812 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 608.6927 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:04:36,012 INFO: [lm_ai..][Iter: 328] [eta: 2 days, 6:36:53] step_time: 21.0260 lrs_g: 6.560e-06 same_observation_teacher_loss: 0.0959 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 888.2116 generator_grad_norm: 0.0112 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:04:57,402 INFO: [lm_ai..][Iter: 329] [eta: 2 days, 6:37:04] step_time: 21.3887 lrs_g: 6.580e-06 same_observation_teacher_loss: 0.0742 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 959.1619 generator_grad_norm: 0.0159 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:05:18,942 INFO: [lm_ai..][Iter: 330] [eta: 2 days, 6:37:18] step_time: 21.5389 lrs_g: 6.600e-06 same_observation_teacher_loss: 0.0902 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 831.6955 generator_grad_norm: 0.0069 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:05:40,987 INFO: [lm_ai..][Iter: 331] [eta: 2 days, 6:37:48] step_time: 21.4273 lrs_g: 6.620e-06 same_observation_teacher_loss: 0.0979 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 834.5389 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:06:02,213 INFO: [lm_ai..][Iter: 332] [eta: 2 days, 6:37:53] step_time: 21.2255 lrs_g: 6.640e-06 same_observation_teacher_loss: 0.0762 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 960.5453 generator_grad_norm: 0.0129 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:06:22,537 INFO: [lm_ai..][Iter: 333] [eta: 2 days, 6:37:32] step_time: 20.3228 lrs_g: 6.660e-06 same_observation_teacher_loss: 0.0797 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 696.1815 generator_grad_norm: 0.0101 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:06:40,775 INFO: [lm_ai..][Iter: 334] [eta: 2 days, 6:36:11] step_time: 18.2372 lrs_g: 6.680e-06 same_observation_teacher_loss: 0.0787 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 878.6180 generator_grad_norm: 0.0116 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:07:02,127 INFO: [lm_ai..][Iter: 335] [eta: 2 days, 6:36:20] step_time: 21.3510 lrs_g: 6.700e-06 same_observation_teacher_loss: 0.0984 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 912.9092 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:07:23,332 INFO: [lm_ai..][Iter: 336] [eta: 2 days, 6:36:24] step_time: 21.2030 lrs_g: 6.720e-06 same_observation_teacher_loss: 0.1268 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 969.5605 generator_grad_norm: 0.0287 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:07:44,096 INFO: [lm_ai..][Iter: 337] [eta: 2 days, 6:36:16] step_time: 20.7638 lrs_g: 6.740e-06 same_observation_teacher_loss: 0.0737 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 954.4711 generator_grad_norm: 0.0084 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:08:05,128 INFO: [lm_ai..][Iter: 338] [eta: 2 days, 6:36:15] step_time: 21.0306 lrs_g: 6.760e-06 same_observation_teacher_loss: 0.0892 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 972.0397 generator_grad_norm: 0.0117 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:08:23,796 INFO: [lm_ai..][Iter: 339] [eta: 2 days, 6:35:07] step_time: 18.6670 lrs_g: 6.780e-06 same_observation_teacher_loss: 0.0672 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 885.1154 generator_grad_norm: 0.0109 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:08:44,926 INFO: [lm_ai..][Iter: 340] [eta: 2 days, 6:35:09] step_time: 21.1295 lrs_g: 6.800e-06 same_observation_teacher_loss: 0.0954 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 463.9728 generator_grad_norm: 0.0127 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:09:04,672 INFO: 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reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:10:05,942 INFO: [lm_ai..][Iter: 344] [eta: 2 days, 6:33:37] step_time: 20.5133 lrs_g: 6.880e-06 same_observation_teacher_loss: 0.0903 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 669.6138 generator_grad_norm: 0.0098 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:10:26,514 INFO: [lm_ai..][Iter: 345] [eta: 2 days, 6:33:23] step_time: 20.5711 lrs_g: 6.900e-06 same_observation_teacher_loss: 0.0943 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 864.8023 generator_grad_norm: 0.0222 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:10:47,715 INFO: [lm_ai..][Iter: 346] [eta: 2 days, 6:33:26] step_time: 21.2005 lrs_g: 6.920e-06 same_observation_teacher_loss: 0.1064 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 899.6031 generator_grad_norm: 0.0110 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:11:07,114 INFO: [lm_ai..][Iter: 347] [eta: 2 days, 6:32:39] step_time: 19.3982 lrs_g: 6.940e-06 same_observation_teacher_loss: 0.0812 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 631.8484 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:11:27,625 INFO: [lm_ai..][Iter: 348] [eta: 2 days, 6:32:24] step_time: 20.5039 lrs_g: 6.960e-06 same_observation_teacher_loss: 0.0773 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 904.3636 generator_grad_norm: 0.0111 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:11:47,278 INFO: [lm_ai..][Iter: 349] [eta: 2 days, 6:31:44] step_time: 19.6524 lrs_g: 6.980e-06 same_observation_teacher_loss: 0.0700 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 923.0232 generator_grad_norm: 0.0121 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:12:07,926 INFO: [lm_ai..][Iter: 350] [eta: 2 days, 6:31:32] step_time: 20.6467 lrs_g: 7.000e-06 same_observation_teacher_loss: 0.0699 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 886.1954 generator_grad_norm: 0.0093 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:12:27,176 INFO: [lm_ai..][Iter: 351] [eta: 2 days, 6:30:42] step_time: 18.4874 lrs_g: 7.020e-06 same_observation_teacher_loss: 0.0724 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 806.2673 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:12:46,215 INFO: [lm_ai..][Iter: 352] [eta: 2 days, 6:29:46] step_time: 19.0376 lrs_g: 7.040e-06 same_observation_teacher_loss: 0.0893 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 692.0441 generator_grad_norm: 0.0105 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:13:03,683 INFO: [lm_ai..][Iter: 353] [eta: 2 days, 6:28:07] step_time: 17.4668 lrs_g: 7.060e-06 same_observation_teacher_loss: 0.0801 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 938.7205 generator_grad_norm: 0.0114 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:13:21,505 INFO: [lm_ai..][Iter: 354] [eta: 2 days, 6:26:39] step_time: 17.8209 lrs_g: 7.080e-06 same_observation_teacher_loss: 0.0964 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 854.1190 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:13:41,860 INFO: [lm_ai..][Iter: 355] [eta: 2 days, 6:26:19] step_time: 20.3543 lrs_g: 7.100e-06 same_observation_teacher_loss: 0.0947 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 900.2230 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:14:02,757 INFO: [lm_ai..][Iter: 356] [eta: 2 days, 6:26:15] step_time: 20.8956 lrs_g: 7.120e-06 same_observation_teacher_loss: 0.0881 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 852.0016 generator_grad_norm: 0.0104 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:14:23,310 INFO: [lm_ai..][Iter: 357] [eta: 2 days, 6:26:00] step_time: 20.5522 lrs_g: 7.140e-06 same_observation_teacher_loss: 0.0884 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 856.9875 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:14:43,610 INFO: [lm_ai..][Iter: 358] [eta: 2 days, 6:25:39] step_time: 20.2992 lrs_g: 7.160e-06 same_observation_teacher_loss: 0.1015 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 984.2585 generator_grad_norm: 0.0136 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:15:03,959 INFO: [lm_ai..][Iter: 359] [eta: 2 days, 6:25:20] step_time: 20.3478 lrs_g: 7.180e-06 same_observation_teacher_loss: 0.0863 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 679.1898 generator_grad_norm: 0.0060 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:15:24,717 INFO: [lm_ai..][Iter: 360] [eta: 2 days, 6:25:11] step_time: 20.7576 lrs_g: 7.200e-06 same_observation_teacher_loss: 0.1014 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 336.2776 generator_grad_norm: 0.0097 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:15:46,413 INFO: [lm_ai..][Iter: 361] [eta: 2 days, 6:25:27] step_time: 21.0791 lrs_g: 7.220e-06 same_observation_teacher_loss: 0.0793 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 839.5416 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:16:06,625 INFO: [lm_ai..][Iter: 362] [eta: 2 days, 6:25:03] step_time: 20.2105 lrs_g: 7.240e-06 same_observation_teacher_loss: 0.0709 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 540.5515 generator_grad_norm: 0.0062 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:16:27,920 INFO: [lm_ai..][Iter: 363] [eta: 2 days, 6:25:09] step_time: 21.2943 lrs_g: 7.260e-06 same_observation_teacher_loss: 0.0756 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 976.7973 generator_grad_norm: 0.0103 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:16:47,949 INFO: [lm_ai..][Iter: 364] [eta: 2 days, 6:24:40] step_time: 20.0273 lrs_g: 7.280e-06 same_observation_teacher_loss: 0.0695 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 883.7344 generator_grad_norm: 0.0089 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:17:07,570 INFO: [lm_ai..][Iter: 365] [eta: 2 days, 6:24:01] step_time: 19.6205 lrs_g: 7.300e-06 same_observation_teacher_loss: 0.0824 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 664.1578 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:17:28,842 INFO: 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reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:18:29,651 INFO: [lm_ai..][Iter: 369] [eta: 2 days, 6:23:00] step_time: 20.8605 lrs_g: 7.380e-06 same_observation_teacher_loss: 0.0796 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 961.6701 generator_grad_norm: 0.0110 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:18:50,537 INFO: [lm_ai..][Iter: 370] [eta: 2 days, 6:22:54] step_time: 20.8845 lrs_g: 7.400e-06 same_observation_teacher_loss: 0.1036 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 802.4067 generator_grad_norm: 0.0130 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:19:12,100 INFO: [lm_ai..][Iter: 371] [eta: 2 days, 6:23:05] step_time: 20.9076 lrs_g: 7.420e-06 same_observation_teacher_loss: 0.0724 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 837.6488 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:19:32,678 INFO: [lm_ai..][Iter: 372] [eta: 2 days, 6:22:51] step_time: 20.5770 lrs_g: 7.440e-06 same_observation_teacher_loss: 0.0820 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 571.0112 generator_grad_norm: 0.0127 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:19:53,493 INFO: [lm_ai..][Iter: 373] [eta: 2 days, 6:22:43] step_time: 20.8141 lrs_g: 7.460e-06 same_observation_teacher_loss: 0.0757 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 980.9557 generator_grad_norm: 0.0136 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:20:14,445 INFO: [lm_ai..][Iter: 374] [eta: 2 days, 6:22:38] step_time: 20.9509 lrs_g: 7.480e-06 same_observation_teacher_loss: 0.1073 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 582.3805 generator_grad_norm: 0.0112 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:20:35,730 INFO: [lm_ai..][Iter: 375] [eta: 2 days, 6:22:42] step_time: 21.2848 lrs_g: 7.500e-06 same_observation_teacher_loss: 0.0728 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 920.8140 generator_grad_norm: 0.0080 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:20:56,426 INFO: [lm_ai..][Iter: 376] [eta: 2 days, 6:22:31] step_time: 20.6940 lrs_g: 7.520e-06 same_observation_teacher_loss: 0.0988 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 810.0890 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:21:16,780 INFO: [lm_ai..][Iter: 377] [eta: 2 days, 6:22:11] step_time: 20.3538 lrs_g: 7.540e-06 same_observation_teacher_loss: 0.0717 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 496.4160 generator_grad_norm: 0.0054 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:21:36,433 INFO: [lm_ai..][Iter: 378] [eta: 2 days, 6:21:33] step_time: 19.6513 lrs_g: 7.560e-06 same_observation_teacher_loss: 0.1458 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 961.6519 generator_grad_norm: 0.0559 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:21:56,083 INFO: [lm_ai..][Iter: 379] [eta: 2 days, 6:20:55] step_time: 19.6494 lrs_g: 7.580e-06 same_observation_teacher_loss: 0.0994 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 964.5118 generator_grad_norm: 0.0112 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:22:15,481 INFO: [lm_ai..][Iter: 380] [eta: 2 days, 6:20:11] step_time: 19.3965 lrs_g: 7.600e-06 same_observation_teacher_loss: 0.0668 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 819.6192 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:22:36,156 INFO: [lm_ai..][Iter: 381] [eta: 2 days, 6:19:59] step_time: 20.0539 lrs_g: 7.620e-06 same_observation_teacher_loss: 0.0886 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 608.3848 generator_grad_norm: 0.0116 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:22:57,049 INFO: [lm_ai..][Iter: 382] [eta: 2 days, 6:19:53] step_time: 20.8914 lrs_g: 7.640e-06 same_observation_teacher_loss: 0.0886 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 975.6669 generator_grad_norm: 0.0116 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:23:18,855 INFO: [lm_ai..][Iter: 383] [eta: 2 days, 6:20:09] step_time: 21.8059 lrs_g: 7.660e-06 same_observation_teacher_loss: 0.0897 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 771.2448 generator_grad_norm: 0.0109 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:23:37,169 INFO: [lm_ai..][Iter: 384] [eta: 2 days, 6:18:58] step_time: 18.3126 lrs_g: 7.680e-06 same_observation_teacher_loss: 0.0745 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 750.7465 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:23:57,735 INFO: [lm_ai..][Iter: 385] [eta: 2 days, 6:18:43] step_time: 20.5649 lrs_g: 7.700e-06 same_observation_teacher_loss: 0.0803 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 770.9383 generator_grad_norm: 0.0054 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:24:18,830 INFO: [lm_ai..][Iter: 386] [eta: 2 days, 6:18:42] step_time: 21.0937 lrs_g: 7.720e-06 same_observation_teacher_loss: 0.0723 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 559.8370 generator_grad_norm: 0.0101 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:24:38,087 INFO: [lm_ai..][Iter: 387] [eta: 2 days, 6:17:55] step_time: 19.2554 lrs_g: 7.740e-06 same_observation_teacher_loss: 0.0624 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 919.9776 generator_grad_norm: 0.0102 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:24:58,875 INFO: [lm_ai..][Iter: 388] [eta: 2 days, 6:17:45] step_time: 20.7876 lrs_g: 7.760e-06 same_observation_teacher_loss: 0.0923 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 878.1214 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:25:20,495 INFO: [lm_ai..][Iter: 389] [eta: 2 days, 6:17:56] step_time: 21.6190 lrs_g: 7.780e-06 same_observation_teacher_loss: 0.1028 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 933.3243 generator_grad_norm: 0.0156 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:25:40,232 INFO: [lm_ai..][Iter: 390] [eta: 2 days, 6:17:21] step_time: 19.7351 lrs_g: 7.800e-06 same_observation_teacher_loss: 0.0756 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 769.6393 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:26:01,891 INFO: [lm_ai..][Iter: 391] [eta: 2 days, 6:17:33] step_time: 21.0332 lrs_g: 7.820e-06 same_observation_teacher_loss: 0.0803 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 733.7274 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:26:22,883 INFO: [lm_ai..][Iter: 392] [eta: 2 days, 6:17:29] step_time: 20.9902 lrs_g: 7.840e-06 same_observation_teacher_loss: 0.0838 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 400.4106 generator_grad_norm: 0.0062 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:26:44,100 INFO: [lm_ai..][Iter: 393] [eta: 2 days, 6:17:30] step_time: 21.2161 lrs_g: 7.860e-06 same_observation_teacher_loss: 0.0755 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 766.0652 generator_grad_norm: 0.0092 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:27:04,141 INFO: [lm_ai..][Iter: 394] [eta: 2 days, 6:17:02] step_time: 20.0397 lrs_g: 7.880e-06 same_observation_teacher_loss: 0.1048 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 692.1799 generator_grad_norm: 0.0165 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:27:24,558 INFO: [lm_ai..][Iter: 395] [eta: 2 days, 6:16:43] step_time: 20.4163 lrs_g: 7.900e-06 same_observation_teacher_loss: 0.0738 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 929.4064 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:27:41,333 INFO: [lm_ai..][Iter: 396] [eta: 2 days, 6:14:56] step_time: 16.7746 lrs_g: 7.920e-06 same_observation_teacher_loss: 0.0867 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 773.7016 generator_grad_norm: 0.0128 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:28:02,329 INFO: [lm_ai..][Iter: 397] [eta: 2 days, 6:14:52] step_time: 20.9949 lrs_g: 7.940e-06 same_observation_teacher_loss: 0.0790 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 892.3356 generator_grad_norm: 0.0095 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:28:22,802 INFO: [lm_ai..][Iter: 398] [eta: 2 days, 6:14:35] step_time: 20.4719 lrs_g: 7.960e-06 same_observation_teacher_loss: 0.0736 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 686.0460 generator_grad_norm: 0.0089 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:28:42,245 INFO: [lm_ai..][Iter: 399] [eta: 2 days, 6:13:53] step_time: 19.4422 lrs_g: 7.980e-06 same_observation_teacher_loss: 0.0793 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 752.5234 generator_grad_norm: 0.0112 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:29:03,509 INFO: [lm_ai..][Iter: 400] [eta: 2 days, 6:13:55] step_time: 21.2624 lrs_g: 8.000e-06 same_observation_teacher_loss: 0.0949 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 767.8702 generator_grad_norm: 0.0145 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:29:08,435 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_1b/models/checkpoint +2026-08-09 19:29:26,006 INFO: [lm_ai..][Iter: 401] [eta: 2 days, 6:14:26] step_time: 17.3405 lrs_g: 8.020e-06 same_observation_teacher_loss: 0.0896 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 939.2255 generator_grad_norm: 0.0094 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:29:46,572 INFO: [lm_ai..][Iter: 402] [eta: 2 days, 6:14:11] step_time: 20.5651 lrs_g: 8.040e-06 same_observation_teacher_loss: 0.0879 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 779.5954 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:30:08,257 INFO: [lm_ai..][Iter: 403] [eta: 2 days, 6:14:22] step_time: 21.6843 lrs_g: 8.060e-06 same_observation_teacher_loss: 0.0675 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 788.8641 generator_grad_norm: 0.0112 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:30:28,249 INFO: [lm_ai..][Iter: 404] [eta: 2 days, 6:13:53] step_time: 19.9903 lrs_g: 8.080e-06 same_observation_teacher_loss: 0.0811 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 844.4828 generator_grad_norm: 0.0128 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:30:47,695 INFO: [lm_ai..][Iter: 405] [eta: 2 days, 6:13:11] step_time: 19.4445 lrs_g: 8.100e-06 same_observation_teacher_loss: 0.0674 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 891.9700 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:31:08,144 INFO: [lm_ai..][Iter: 406] [eta: 2 days, 6:12:53] step_time: 20.4477 lrs_g: 8.120e-06 same_observation_teacher_loss: 0.0960 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 863.9374 generator_grad_norm: 0.0164 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:31:28,156 INFO: [lm_ai..][Iter: 407] [eta: 2 days, 6:12:25] step_time: 20.0118 lrs_g: 8.140e-06 same_observation_teacher_loss: 0.0923 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 789.6808 generator_grad_norm: 0.0304 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:31:47,845 INFO: [lm_ai..][Iter: 408] [eta: 2 days, 6:11:49] step_time: 19.6876 lrs_g: 8.160e-06 same_observation_teacher_loss: 0.0766 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 896.0244 generator_grad_norm: 0.0080 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:32:07,403 INFO: [lm_ai..][Iter: 409] [eta: 2 days, 6:11:11] step_time: 19.5570 lrs_g: 8.180e-06 same_observation_teacher_loss: 0.0761 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 844.1680 generator_grad_norm: 0.0105 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:32:28,144 INFO: [lm_ai..][Iter: 410] [eta: 2 days, 6:11:00] step_time: 20.7402 lrs_g: 8.200e-06 same_observation_teacher_loss: 0.0905 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 931.3950 generator_grad_norm: 0.0144 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:32:49,900 INFO: [lm_ai..][Iter: 411] [eta: 2 days, 6:11:12] step_time: 21.1316 lrs_g: 8.220e-06 same_observation_teacher_loss: 0.0934 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 973.2169 generator_grad_norm: 0.0226 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:33:11,362 INFO: [lm_ai..][Iter: 412] [eta: 2 days, 6:11:18] step_time: 21.4605 lrs_g: 8.240e-06 same_observation_teacher_loss: 0.0889 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 544.7750 generator_grad_norm: 0.0138 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:33:32,025 INFO: [lm_ai..][Iter: 413] [eta: 2 days, 6:11:05] step_time: 20.6624 lrs_g: 8.260e-06 same_observation_teacher_loss: 0.0662 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 864.6229 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:33:51,459 INFO: [lm_ai..][Iter: 414] [eta: 2 days, 6:10:23] step_time: 19.4328 lrs_g: 8.280e-06 same_observation_teacher_loss: 0.0774 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 896.7468 generator_grad_norm: 0.0129 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:34:09,825 INFO: [lm_ai..][Iter: 415] [eta: 2 days, 6:09:17] step_time: 18.3657 lrs_g: 8.300e-06 same_observation_teacher_loss: 0.0873 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 293.9204 generator_grad_norm: 0.0097 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:34:30,637 INFO: [lm_ai..][Iter: 416] [eta: 2 days, 6:09:07] step_time: 20.8106 lrs_g: 8.320e-06 same_observation_teacher_loss: 0.0868 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 959.6279 generator_grad_norm: 0.0175 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:34:50,368 INFO: [lm_ai..][Iter: 417] [eta: 2 days, 6:08:33] step_time: 19.7298 lrs_g: 8.340e-06 same_observation_teacher_loss: 0.0937 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 827.4876 generator_grad_norm: 0.0153 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:35:11,545 INFO: [lm_ai..][Iter: 418] [eta: 2 days, 6:08:32] step_time: 21.1760 lrs_g: 8.360e-06 same_observation_teacher_loss: 0.0863 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 909.3297 generator_grad_norm: 0.0058 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:35:30,917 INFO: [lm_ai..][Iter: 419] [eta: 2 days, 6:07:49] step_time: 19.3712 lrs_g: 8.380e-06 same_observation_teacher_loss: 0.0849 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 348.6294 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:35:51,821 INFO: [lm_ai..][Iter: 420] [eta: 2 days, 6:07:42] step_time: 20.9026 lrs_g: 8.400e-06 same_observation_teacher_loss: 0.0566 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 938.7519 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:36:11,438 INFO: [lm_ai..][Iter: 421] [eta: 2 days, 6:07:05] step_time: 18.9073 lrs_g: 8.420e-06 same_observation_teacher_loss: 0.0833 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 668.8246 generator_grad_norm: 0.0099 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:36:30,609 INFO: [lm_ai..][Iter: 422] [eta: 2 days, 6:06:18] step_time: 19.1694 lrs_g: 8.440e-06 same_observation_teacher_loss: 0.0905 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 930.2044 generator_grad_norm: 0.0113 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:36:51,469 INFO: [lm_ai..][Iter: 423] [eta: 2 days, 6:06:09] step_time: 20.8593 lrs_g: 8.460e-06 same_observation_teacher_loss: 0.0696 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 702.8394 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:37:11,751 INFO: 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reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:38:12,537 INFO: [lm_ai..][Iter: 427] [eta: 2 days, 6:04:41] step_time: 19.1506 lrs_g: 8.540e-06 same_observation_teacher_loss: 0.0725 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 770.7281 generator_grad_norm: 0.0062 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:38:33,329 INFO: [lm_ai..][Iter: 428] [eta: 2 days, 6:04:31] step_time: 20.7893 lrs_g: 8.560e-06 same_observation_teacher_loss: 0.0943 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 831.9125 generator_grad_norm: 0.0096 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:38:52,191 INFO: [lm_ai..][Iter: 429] [eta: 2 days, 6:03:38] step_time: 18.8619 lrs_g: 8.580e-06 same_observation_teacher_loss: 0.0716 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 694.8577 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:39:11,786 INFO: [lm_ai..][Iter: 430] [eta: 2 days, 6:03:01] step_time: 19.5935 lrs_g: 8.600e-06 same_observation_teacher_loss: 0.0708 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 881.8690 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:39:33,489 INFO: [lm_ai..][Iter: 431] [eta: 2 days, 6:03:11] step_time: 20.9151 lrs_g: 8.620e-06 same_observation_teacher_loss: 0.0791 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 932.1545 generator_grad_norm: 0.0080 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:39:53,689 INFO: [lm_ai..][Iter: 432] [eta: 2 days, 6:02:47] step_time: 20.1983 lrs_g: 8.640e-06 same_observation_teacher_loss: 0.0842 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 927.5698 generator_grad_norm: 0.0108 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:40:14,223 INFO: [lm_ai..][Iter: 433] [eta: 2 days, 6:02:31] step_time: 20.5330 lrs_g: 8.660e-06 same_observation_teacher_loss: 0.0697 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 689.1572 generator_grad_norm: 0.0054 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:40:33,704 INFO: [lm_ai..][Iter: 434] [eta: 2 days, 6:01:52] step_time: 19.4802 lrs_g: 8.680e-06 same_observation_teacher_loss: 0.0762 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 776.8487 generator_grad_norm: 0.0094 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:40:54,047 INFO: [lm_ai..][Iter: 435] [eta: 2 days, 6:01:32] step_time: 20.3418 lrs_g: 8.700e-06 same_observation_teacher_loss: 0.0891 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 930.8430 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:41:09,545 INFO: [lm_ai..][Iter: 436] [eta: 2 days, 5:59:26] step_time: 15.4967 lrs_g: 8.720e-06 same_observation_teacher_loss: 0.0902 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 877.0791 generator_grad_norm: 0.0132 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:41:30,233 INFO: [lm_ai..][Iter: 437] [eta: 2 days, 5:59:13] step_time: 20.6877 lrs_g: 8.740e-06 same_observation_teacher_loss: 0.0823 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 772.5920 generator_grad_norm: 0.0115 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:41:49,920 INFO: [lm_ai..][Iter: 438] [eta: 2 days, 5:58:39] step_time: 19.6858 lrs_g: 8.760e-06 same_observation_teacher_loss: 0.0823 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 761.3759 generator_grad_norm: 0.0175 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:42:09,562 INFO: [lm_ai..][Iter: 439] [eta: 2 days, 5:58:04] step_time: 19.6404 lrs_g: 8.780e-06 same_observation_teacher_loss: 0.0797 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 735.6012 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:42:30,525 INFO: [lm_ai..][Iter: 440] [eta: 2 days, 5:57:57] step_time: 20.9620 lrs_g: 8.800e-06 same_observation_teacher_loss: 0.1092 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 978.9773 generator_grad_norm: 0.0184 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:42:51,705 INFO: [lm_ai..][Iter: 441] [eta: 2 days, 5:57:55] step_time: 20.5586 lrs_g: 8.820e-06 same_observation_teacher_loss: 0.0826 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 935.1581 generator_grad_norm: 0.0169 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:43:09,907 INFO: [lm_ai..][Iter: 442] [eta: 2 days, 5:56:49] step_time: 18.2001 lrs_g: 8.840e-06 same_observation_teacher_loss: 0.0755 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 973.3517 generator_grad_norm: 0.0178 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:43:30,944 INFO: [lm_ai..][Iter: 443] [eta: 2 days, 5:56:44] step_time: 21.0362 lrs_g: 8.860e-06 same_observation_teacher_loss: 0.0881 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 229.9616 generator_grad_norm: 0.0193 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:43:51,058 INFO: [lm_ai..][Iter: 444] [eta: 2 days, 5:56:19] step_time: 20.1126 lrs_g: 8.880e-06 same_observation_teacher_loss: 0.0897 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 935.0704 generator_grad_norm: 0.0117 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:44:10,504 INFO: [lm_ai..][Iter: 445] [eta: 2 days, 5:55:40] step_time: 19.4457 lrs_g: 8.900e-06 same_observation_teacher_loss: 0.0920 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 899.3967 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:44:31,606 INFO: [lm_ai..][Iter: 446] [eta: 2 days, 5:55:36] step_time: 21.1006 lrs_g: 8.920e-06 same_observation_teacher_loss: 0.0742 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 410.7664 generator_grad_norm: 0.0092 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:44:52,287 INFO: [lm_ai..][Iter: 447] [eta: 2 days, 5:55:24] step_time: 20.6804 lrs_g: 8.940e-06 same_observation_teacher_loss: 0.0697 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 940.6469 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:45:12,374 INFO: [lm_ai..][Iter: 448] [eta: 2 days, 5:54:58] step_time: 20.0854 lrs_g: 8.960e-06 same_observation_teacher_loss: 0.1067 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 962.7318 generator_grad_norm: 0.0222 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:45:32,934 INFO: 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reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:46:32,012 INFO: [lm_ai..][Iter: 452] [eta: 2 days, 5:53:02] step_time: 19.3748 lrs_g: 9.040e-06 same_observation_teacher_loss: 0.0920 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 857.6841 generator_grad_norm: 0.0151 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:46:50,953 INFO: [lm_ai..][Iter: 453] [eta: 2 days, 5:52:13] step_time: 18.9403 lrs_g: 9.060e-06 same_observation_teacher_loss: 0.1036 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 898.9634 generator_grad_norm: 0.0281 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:47:11,277 INFO: [lm_ai..][Iter: 454] [eta: 2 days, 5:51:53] step_time: 20.3230 lrs_g: 9.080e-06 same_observation_teacher_loss: 0.0851 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 942.4407 generator_grad_norm: 0.0099 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:47:32,490 INFO: [lm_ai..][Iter: 455] [eta: 2 days, 5:51:51] step_time: 21.2123 lrs_g: 9.100e-06 same_observation_teacher_loss: 0.0849 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 748.2126 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:47:51,641 INFO: [lm_ai..][Iter: 456] [eta: 2 days, 5:51:06] step_time: 19.1499 lrs_g: 9.120e-06 same_observation_teacher_loss: 0.0840 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 851.6629 generator_grad_norm: 0.0100 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:48:12,355 INFO: [lm_ai..][Iter: 457] [eta: 2 days, 5:50:54] step_time: 20.7135 lrs_g: 9.140e-06 same_observation_teacher_loss: 0.0858 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 914.2122 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:48:32,432 INFO: [lm_ai..][Iter: 458] [eta: 2 days, 5:50:29] step_time: 20.0755 lrs_g: 9.160e-06 same_observation_teacher_loss: 0.0932 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 393.1568 generator_grad_norm: 0.0098 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:48:53,416 INFO: [lm_ai..][Iter: 459] [eta: 2 days, 5:50:22] step_time: 20.9829 lrs_g: 9.180e-06 same_observation_teacher_loss: 0.0938 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 958.3222 generator_grad_norm: 0.0149 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:49:14,431 INFO: [lm_ai..][Iter: 460] [eta: 2 days, 5:50:16] step_time: 21.0143 lrs_g: 9.200e-06 same_observation_teacher_loss: 0.1026 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 971.9564 generator_grad_norm: 0.0157 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:49:35,148 INFO: [lm_ai..][Iter: 461] [eta: 2 days, 5:50:04] step_time: 20.0961 lrs_g: 9.220e-06 same_observation_teacher_loss: 0.0772 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 917.4943 generator_grad_norm: 0.0089 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:49:56,474 INFO: [lm_ai..][Iter: 462] [eta: 2 days, 5:50:05] step_time: 21.3241 lrs_g: 9.240e-06 same_observation_teacher_loss: 0.0761 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 715.9927 generator_grad_norm: 0.0069 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:50:16,013 INFO: [lm_ai..][Iter: 463] [eta: 2 days, 5:49:28] step_time: 19.5381 lrs_g: 9.260e-06 same_observation_teacher_loss: 0.0754 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 892.3095 generator_grad_norm: 0.0088 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:50:37,221 INFO: [lm_ai..][Iter: 464] [eta: 2 days, 5:49:26] step_time: 21.2062 lrs_g: 9.280e-06 same_observation_teacher_loss: 0.0746 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 625.8354 generator_grad_norm: 0.0159 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:50:57,391 INFO: [lm_ai..][Iter: 465] [eta: 2 days, 5:49:03] step_time: 20.1700 lrs_g: 9.300e-06 same_observation_teacher_loss: 0.0824 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 952.6597 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:51:16,614 INFO: [lm_ai..][Iter: 466] [eta: 2 days, 5:48:20] step_time: 19.2215 lrs_g: 9.320e-06 same_observation_teacher_loss: 0.0792 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 749.8489 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:51:36,471 INFO: [lm_ai..][Iter: 467] [eta: 2 days, 5:47:50] step_time: 19.8565 lrs_g: 9.340e-06 same_observation_teacher_loss: 0.1209 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 662.8486 generator_grad_norm: 0.0326 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:51:56,489 INFO: [lm_ai..][Iter: 468] [eta: 2 days, 5:47:24] step_time: 20.0160 lrs_g: 9.360e-06 same_observation_teacher_loss: 0.1006 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 905.5790 generator_grad_norm: 0.0114 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:52:17,407 INFO: [lm_ai..][Iter: 469] [eta: 2 days, 5:47:15] step_time: 20.9177 lrs_g: 9.380e-06 same_observation_teacher_loss: 0.0913 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 896.2271 generator_grad_norm: 0.0136 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:52:37,559 INFO: [lm_ai..][Iter: 470] [eta: 2 days, 5:46:52] step_time: 20.1505 lrs_g: 9.400e-06 same_observation_teacher_loss: 0.0788 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 939.6157 generator_grad_norm: 0.0212 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:52:57,131 INFO: [lm_ai..][Iter: 471] [eta: 2 days, 5:46:16] step_time: 18.9606 lrs_g: 9.420e-06 same_observation_teacher_loss: 0.0649 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 657.8248 generator_grad_norm: 0.0128 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:53:17,264 INFO: [lm_ai..][Iter: 472] [eta: 2 days, 5:45:52] step_time: 20.1321 lrs_g: 9.440e-06 same_observation_teacher_loss: 0.0721 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 962.4703 generator_grad_norm: 0.0179 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:53:37,589 INFO: [lm_ai..][Iter: 473] [eta: 2 days, 5:45:32] step_time: 20.3243 lrs_g: 9.460e-06 same_observation_teacher_loss: 0.0691 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 852.7236 generator_grad_norm: 0.0080 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:53:58,976 INFO: [lm_ai..][Iter: 474] [eta: 2 days, 5:45:33] step_time: 21.3857 lrs_g: 9.480e-06 same_observation_teacher_loss: 0.0667 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 712.3597 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:54:20,244 INFO: [lm_ai..][Iter: 475] [eta: 2 days, 5:45:32] step_time: 21.2677 lrs_g: 9.500e-06 same_observation_teacher_loss: 0.0745 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 814.6475 generator_grad_norm: 0.0119 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:54:40,802 INFO: [lm_ai..][Iter: 476] [eta: 2 days, 5:45:16] step_time: 20.5566 lrs_g: 9.520e-06 same_observation_teacher_loss: 0.0725 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 778.6991 generator_grad_norm: 0.0067 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:54:59,205 INFO: [lm_ai..][Iter: 477] [eta: 2 days, 5:44:18] step_time: 18.4016 lrs_g: 9.540e-06 same_observation_teacher_loss: 0.0803 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 659.2263 generator_grad_norm: 0.0078 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:55:19,796 INFO: [lm_ai..][Iter: 478] [eta: 2 days, 5:44:03] step_time: 20.5904 lrs_g: 9.560e-06 same_observation_teacher_loss: 0.1088 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 819.9196 generator_grad_norm: 0.0125 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:55:40,962 INFO: [lm_ai..][Iter: 479] [eta: 2 days, 5:43:59] step_time: 21.1644 lrs_g: 9.580e-06 same_observation_teacher_loss: 0.0786 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 827.0331 generator_grad_norm: 0.0135 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:56:01,126 INFO: [lm_ai..][Iter: 480] [eta: 2 days, 5:43:36] step_time: 20.1634 lrs_g: 9.600e-06 same_observation_teacher_loss: 0.1045 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 764.7987 generator_grad_norm: 0.0092 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:56:21,335 INFO: [lm_ai..][Iter: 481] [eta: 2 days, 5:43:13] step_time: 19.5559 lrs_g: 9.620e-06 same_observation_teacher_loss: 0.0906 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 943.3275 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:56:42,589 INFO: [lm_ai..][Iter: 482] [eta: 2 days, 5:43:11] step_time: 21.2528 lrs_g: 9.640e-06 same_observation_teacher_loss: 0.0787 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 713.6765 generator_grad_norm: 0.0117 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:57:02,551 INFO: [lm_ai..][Iter: 483] [eta: 2 days, 5:42:44] step_time: 19.9611 lrs_g: 9.660e-06 same_observation_teacher_loss: 0.0834 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 826.9518 generator_grad_norm: 0.0223 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:57:23,474 INFO: [lm_ai..][Iter: 484] [eta: 2 days, 5:42:35] step_time: 20.9222 lrs_g: 9.680e-06 same_observation_teacher_loss: 0.0768 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 866.7330 generator_grad_norm: 0.0113 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:57:44,355 INFO: [lm_ai..][Iter: 485] [eta: 2 days, 5:42:26] step_time: 20.8799 lrs_g: 9.700e-06 same_observation_teacher_loss: 0.0871 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 900.4324 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:58:05,009 INFO: [lm_ai..][Iter: 486] [eta: 2 days, 5:42:12] step_time: 20.6528 lrs_g: 9.720e-06 same_observation_teacher_loss: 0.0761 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 890.9443 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:58:24,091 INFO: [lm_ai..][Iter: 487] [eta: 2 days, 5:41:27] step_time: 19.0810 lrs_g: 9.740e-06 same_observation_teacher_loss: 0.0836 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 846.1862 generator_grad_norm: 0.0151 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:58:43,915 INFO: [lm_ai..][Iter: 488] [eta: 2 days, 5:40:57] step_time: 19.8237 lrs_g: 9.760e-06 same_observation_teacher_loss: 0.0786 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 955.5269 generator_grad_norm: 0.0107 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:59:04,560 INFO: [lm_ai..][Iter: 489] [eta: 2 days, 5:40:43] step_time: 20.6435 lrs_g: 9.780e-06 same_observation_teacher_loss: 0.0799 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 880.7360 generator_grad_norm: 0.0259 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:59:24,662 INFO: [lm_ai..][Iter: 490] [eta: 2 days, 5:40:19] step_time: 20.1009 lrs_g: 9.800e-06 same_observation_teacher_loss: 0.1204 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 915.1882 generator_grad_norm: 0.0137 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 19:59:45,806 INFO: [lm_ai..][Iter: 491] [eta: 2 days, 5:40:14] step_time: 20.4772 lrs_g: 9.820e-06 same_observation_teacher_loss: 0.0775 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 960.6145 generator_grad_norm: 0.0169 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:00:06,378 INFO: [lm_ai..][Iter: 492] [eta: 2 days, 5:39:59] step_time: 20.5702 lrs_g: 9.840e-06 same_observation_teacher_loss: 0.0811 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 935.9199 generator_grad_norm: 0.0108 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:00:25,837 INFO: [lm_ai..][Iter: 493] [eta: 2 days, 5:39:22] step_time: 19.4592 lrs_g: 9.860e-06 same_observation_teacher_loss: 0.0549 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 889.4512 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:00:45,957 INFO: [lm_ai..][Iter: 494] [eta: 2 days, 5:38:58] step_time: 20.1182 lrs_g: 9.880e-06 same_observation_teacher_loss: 0.0481 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 781.9507 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:01:06,479 INFO: [lm_ai..][Iter: 495] [eta: 2 days, 5:38:41] step_time: 20.5213 lrs_g: 9.900e-06 same_observation_teacher_loss: 0.1057 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 836.4695 generator_grad_norm: 0.0294 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:01:26,542 INFO: [lm_ai..][Iter: 496] [eta: 2 days, 5:38:16] step_time: 20.0613 lrs_g: 9.920e-06 same_observation_teacher_loss: 0.0862 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 890.6409 generator_grad_norm: 0.0093 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:01:47,867 INFO: [lm_ai..][Iter: 497] [eta: 2 days, 5:38:15] step_time: 21.3243 lrs_g: 9.940e-06 same_observation_teacher_loss: 0.0668 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 718.3516 generator_grad_norm: 0.0064 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:02:09,210 INFO: [lm_ai..][Iter: 498] [eta: 2 days, 5:38:14] step_time: 21.3423 lrs_g: 9.960e-06 same_observation_teacher_loss: 0.0944 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 940.7846 generator_grad_norm: 0.0170 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:02:29,780 INFO: [lm_ai..][Iter: 499] [eta: 2 days, 5:37:58] step_time: 20.5689 lrs_g: 9.980e-06 same_observation_teacher_loss: 0.1058 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 937.0759 generator_grad_norm: 0.0254 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:02:49,538 INFO: [lm_ai..][Iter: 500] [eta: 2 days, 5:37:27] step_time: 19.7568 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0690 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 758.2802 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:02:54,321 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_1b/models/checkpoint +2026-08-09 20:03:15,987 INFO: [lm_ai..][Iter: 501] [eta: 2 days, 5:39:03] step_time: 21.4250 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0829 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 868.0803 generator_grad_norm: 0.0101 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:03:36,885 INFO: [lm_ai..][Iter: 502] [eta: 2 days, 5:38:53] step_time: 20.8968 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0779 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 900.4709 generator_grad_norm: 0.0120 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:03:57,391 INFO: [lm_ai..][Iter: 503] [eta: 2 days, 5:38:36] step_time: 20.5050 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0795 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 633.6009 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:04:18,688 INFO: [lm_ai..][Iter: 504] [eta: 2 days, 5:38:33] step_time: 21.2956 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0957 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 856.1065 generator_grad_norm: 0.0133 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:04:39,212 INFO: [lm_ai..][Iter: 505] [eta: 2 days, 5:38:16] step_time: 20.5229 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0783 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 563.4023 generator_grad_norm: 0.0113 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:04:58,889 INFO: [lm_ai..][Iter: 506] [eta: 2 days, 5:37:44] step_time: 19.6765 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0834 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 669.9041 generator_grad_norm: 0.0126 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:05:19,203 INFO: [lm_ai..][Iter: 507] [eta: 2 days, 5:37:23] step_time: 20.3131 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0778 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 838.4622 generator_grad_norm: 0.0341 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:05:38,687 INFO: [lm_ai..][Iter: 508] [eta: 2 days, 5:36:46] step_time: 19.4821 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0795 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 543.5207 generator_grad_norm: 0.0050 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:05:59,219 INFO: [lm_ai..][Iter: 509] [eta: 2 days, 5:36:30] step_time: 20.5321 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0911 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 483.0490 generator_grad_norm: 0.0122 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:06:17,980 INFO: [lm_ai..][Iter: 510] [eta: 2 days, 5:35:40] step_time: 18.7589 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0582 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 796.2243 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:06:38,362 INFO: [lm_ai..][Iter: 511] [eta: 2 days, 5:35:21] step_time: 19.7350 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0852 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 668.0685 generator_grad_norm: 0.0198 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:06:59,012 INFO: [lm_ai..][Iter: 512] [eta: 2 days, 5:35:06] step_time: 20.6492 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0989 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 974.1004 generator_grad_norm: 0.0272 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:07:20,127 INFO: [lm_ai..][Iter: 513] [eta: 2 days, 5:35:00] step_time: 21.1135 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0890 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 655.1539 generator_grad_norm: 0.0174 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:07:40,469 INFO: [lm_ai..][Iter: 514] [eta: 2 days, 5:34:40] step_time: 20.3409 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0892 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 862.7639 generator_grad_norm: 0.0215 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:08:01,345 INFO: [lm_ai..][Iter: 515] [eta: 2 days, 5:34:29] step_time: 20.8753 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0735 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 757.9073 generator_grad_norm: 0.0149 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:08:22,036 INFO: [lm_ai..][Iter: 516] [eta: 2 days, 5:34:16] step_time: 20.6882 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0689 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 912.4492 generator_grad_norm: 0.0097 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:08:42,184 INFO: [lm_ai..][Iter: 517] [eta: 2 days, 5:33:52] step_time: 20.1471 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0729 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 858.3470 generator_grad_norm: 0.0080 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:09:01,153 INFO: [lm_ai..][Iter: 518] [eta: 2 days, 5:33:06] step_time: 18.9683 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0800 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 663.8738 generator_grad_norm: 0.0095 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:09:22,693 INFO: [lm_ai..][Iter: 519] [eta: 2 days, 5:33:08] step_time: 21.5397 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0777 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 904.8920 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:09:41,864 INFO: [lm_ai..][Iter: 520] [eta: 2 days, 5:32:26] step_time: 19.1688 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0860 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 820.3630 generator_grad_norm: 0.0139 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:10:02,149 INFO: [lm_ai..][Iter: 521] [eta: 2 days, 5:32:05] step_time: 19.5953 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0598 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 903.5989 generator_grad_norm: 0.0244 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:10:22,803 INFO: [lm_ai..][Iter: 522] [eta: 2 days, 5:31:51] step_time: 20.6528 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0737 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 907.5366 generator_grad_norm: 0.0186 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:10:42,968 INFO: [lm_ai..][Iter: 523] [eta: 2 days, 5:31:27] step_time: 20.1647 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0773 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 751.0610 generator_grad_norm: 0.0067 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:11:03,903 INFO: [lm_ai..][Iter: 524] [eta: 2 days, 5:31:18] step_time: 20.9340 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0704 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 915.6317 generator_grad_norm: 0.0113 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:11:24,925 INFO: [lm_ai..][Iter: 525] [eta: 2 days, 5:31:10] step_time: 21.0210 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0884 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 497.5390 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:11:45,466 INFO: [lm_ai..][Iter: 526] [eta: 2 days, 5:30:53] step_time: 20.5391 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0847 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 606.9095 generator_grad_norm: 0.0177 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:12:06,039 INFO: [lm_ai..][Iter: 527] [eta: 2 days, 5:30:37] step_time: 20.5723 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0934 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 756.6558 generator_grad_norm: 0.0127 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:12:26,254 INFO: [lm_ai..][Iter: 528] [eta: 2 days, 5:30:14] step_time: 20.2143 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0958 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 935.3398 generator_grad_norm: 0.0097 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:12:47,201 INFO: [lm_ai..][Iter: 529] [eta: 2 days, 5:30:05] step_time: 20.9460 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0584 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 956.1519 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:13:07,657 INFO: [lm_ai..][Iter: 530] [eta: 2 days, 5:29:46] step_time: 20.4543 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0662 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 635.9719 generator_grad_norm: 0.0101 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:13:29,327 INFO: [lm_ai..][Iter: 531] [eta: 2 days, 5:29:50] step_time: 21.0545 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0812 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 860.1317 generator_grad_norm: 0.0177 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:13:49,208 INFO: 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reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:14:51,445 INFO: [lm_ai..][Iter: 535] [eta: 2 days, 5:28:41] step_time: 21.8567 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0770 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 799.8162 generator_grad_norm: 0.0136 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:15:08,942 INFO: [lm_ai..][Iter: 536] [eta: 2 days, 5:27:31] step_time: 17.4961 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0775 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 763.3378 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:15:26,187 INFO: [lm_ai..][Iter: 537] [eta: 2 days, 5:26:16] step_time: 17.2439 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0686 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 876.9006 generator_grad_norm: 0.0093 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:15:47,405 INFO: [lm_ai..][Iter: 538] [eta: 2 days, 5:26:11] step_time: 21.2172 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0665 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 752.1312 generator_grad_norm: 0.0235 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:16:06,451 INFO: [lm_ai..][Iter: 539] [eta: 2 days, 5:25:28] step_time: 19.0446 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0861 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 712.0997 generator_grad_norm: 0.0134 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:16:26,918 INFO: [lm_ai..][Iter: 540] [eta: 2 days, 5:25:10] step_time: 20.4652 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0878 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 615.0146 generator_grad_norm: 0.0101 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:16:47,306 INFO: [lm_ai..][Iter: 541] [eta: 2 days, 5:24:51] step_time: 19.7359 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0637 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 757.6593 generator_grad_norm: 0.0062 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:17:07,038 INFO: [lm_ai..][Iter: 542] [eta: 2 days, 5:24:20] step_time: 19.7304 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0767 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 902.4677 generator_grad_norm: 0.0242 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:17:28,019 INFO: [lm_ai..][Iter: 543] [eta: 2 days, 5:24:11] step_time: 20.9803 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0549 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 914.5328 generator_grad_norm: 0.0205 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:17:48,710 INFO: [lm_ai..][Iter: 544] [eta: 2 days, 5:23:57] step_time: 20.6904 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0748 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 915.4201 generator_grad_norm: 0.0117 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:18:09,116 INFO: [lm_ai..][Iter: 545] [eta: 2 days, 5:23:38] step_time: 20.4046 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0750 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 781.1512 generator_grad_norm: 0.0111 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:18:29,647 INFO: [lm_ai..][Iter: 546] [eta: 2 days, 5:23:21] step_time: 20.5302 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0728 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 882.7913 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:18:49,788 INFO: [lm_ai..][Iter: 547] [eta: 2 days, 5:22:57] step_time: 20.1401 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0909 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 363.7151 generator_grad_norm: 0.0102 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:19:10,608 INFO: [lm_ai..][Iter: 548] [eta: 2 days, 5:22:45] step_time: 20.8187 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0836 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 397.5312 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:19:29,838 INFO: [lm_ai..][Iter: 549] [eta: 2 days, 5:22:06] step_time: 19.2294 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0801 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 637.2922 generator_grad_norm: 0.0112 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:19:48,439 INFO: [lm_ai..][Iter: 550] [eta: 2 days, 5:21:16] step_time: 18.5999 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0766 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 786.1122 generator_grad_norm: 0.0166 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:20:10,527 INFO: [lm_ai..][Iter: 551] [eta: 2 days, 5:21:26] step_time: 21.4559 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0633 teacher_history_depth: 6.0000 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reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:23:14,332 INFO: [lm_ai..][Iter: 560] [eta: 2 days, 5:18:36] step_time: 21.4628 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.1044 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 622.6241 generator_grad_norm: 0.0088 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:23:33,449 INFO: [lm_ai..][Iter: 561] [eta: 2 days, 5:17:56] step_time: 18.4823 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0950 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 916.9470 generator_grad_norm: 0.0229 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:23:52,092 INFO: [lm_ai..][Iter: 562] [eta: 2 days, 5:17:07] step_time: 18.6401 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0714 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 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teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 924.1142 generator_grad_norm: 0.0204 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:25:14,876 INFO: [lm_ai..][Iter: 566] [eta: 2 days, 5:16:10] step_time: 19.0950 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0824 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 951.9976 generator_grad_norm: 0.0166 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:25:35,905 INFO: [lm_ai..][Iter: 567] [eta: 2 days, 5:16:01] step_time: 21.0283 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0597 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 906.8777 generator_grad_norm: 0.0156 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:25:56,792 INFO: [lm_ai..][Iter: 568] [eta: 2 days, 5:15:50] step_time: 20.8854 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0707 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 885.1387 generator_grad_norm: 0.0127 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:26:16,313 INFO: [lm_ai..][Iter: 569] [eta: 2 days, 5:15:16] step_time: 19.5205 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.1080 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 825.9509 generator_grad_norm: 0.0118 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:26:33,561 INFO: [lm_ai..][Iter: 570] [eta: 2 days, 5:14:05] step_time: 17.2469 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0767 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 893.1276 generator_grad_norm: 0.0159 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:26:55,880 INFO: [lm_ai..][Iter: 571] [eta: 2 days, 5:14:18] step_time: 21.7011 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0953 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 662.8911 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:27:16,634 INFO: [lm_ai..][Iter: 572] [eta: 2 days, 5:14:04] step_time: 20.7533 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0835 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 758.2584 generator_grad_norm: 0.0129 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:27:36,646 INFO: [lm_ai..][Iter: 573] [eta: 2 days, 5:13:39] step_time: 20.0109 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0692 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 943.1577 generator_grad_norm: 0.0180 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:27:57,637 INFO: [lm_ai..][Iter: 574] [eta: 2 days, 5:13:29] step_time: 20.9900 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0813 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 623.3043 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:28:15,868 INFO: [lm_ai..][Iter: 575] [eta: 2 days, 5:12:35] step_time: 18.2304 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0697 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 936.7846 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:28:35,346 INFO: [lm_ai..][Iter: 576] [eta: 2 days, 5:12:00] step_time: 19.4767 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0777 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 280.3578 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:28:55,555 INFO: [lm_ai..][Iter: 577] [eta: 2 days, 5:11:38] step_time: 20.2082 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0924 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 955.6154 generator_grad_norm: 0.0167 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:29:15,772 INFO: [lm_ai..][Iter: 578] [eta: 2 days, 5:11:16] step_time: 20.2158 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0605 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 819.1080 generator_grad_norm: 0.0142 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:29:35,928 INFO: [lm_ai..][Iter: 579] [eta: 2 days, 5:10:53] step_time: 20.1542 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0806 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 449.6339 generator_grad_norm: 0.0101 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:29:56,241 INFO: [lm_ai..][Iter: 580] [eta: 2 days, 5:10:32] step_time: 20.3124 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0597 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 946.4988 generator_grad_norm: 0.0095 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:30:17,572 INFO: [lm_ai..][Iter: 581] [eta: 2 days, 5:10:28] step_time: 20.6461 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0637 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 706.6941 generator_grad_norm: 0.0193 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:30:38,077 INFO: 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reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:31:38,820 INFO: [lm_ai..][Iter: 585] [eta: 2 days, 5:09:06] step_time: 20.3415 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0780 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 892.3041 generator_grad_norm: 0.0105 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:31:59,578 INFO: [lm_ai..][Iter: 586] [eta: 2 days, 5:08:52] step_time: 20.7568 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0673 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 782.6738 generator_grad_norm: 0.0145 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:32:20,377 INFO: [lm_ai..][Iter: 587] [eta: 2 days, 5:08:40] step_time: 20.7977 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0881 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 734.9612 generator_grad_norm: 0.0138 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:32:39,107 INFO: [lm_ai..][Iter: 588] [eta: 2 days, 5:07:54] step_time: 18.7289 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0656 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 806.2286 generator_grad_norm: 0.0100 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:32:59,156 INFO: [lm_ai..][Iter: 589] [eta: 2 days, 5:07:29] step_time: 20.0483 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0578 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 801.9740 generator_grad_norm: 0.0057 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:33:18,256 INFO: [lm_ai..][Iter: 590] [eta: 2 days, 5:06:49] step_time: 19.0982 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0788 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 954.2731 generator_grad_norm: 0.0132 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:33:37,938 INFO: [lm_ai..][Iter: 591] [eta: 2 days, 5:06:19] step_time: 19.0626 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0590 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 775.9653 generator_grad_norm: 0.0098 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:33:57,044 INFO: [lm_ai..][Iter: 592] [eta: 2 days, 5:05:39] step_time: 19.1047 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0700 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 821.4499 generator_grad_norm: 0.0096 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:34:17,115 INFO: [lm_ai..][Iter: 593] [eta: 2 days, 5:05:15] step_time: 20.0702 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0548 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 875.1424 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:34:37,896 INFO: [lm_ai..][Iter: 594] [eta: 2 days, 5:05:02] step_time: 20.7798 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0819 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 850.0332 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:34:55,909 INFO: [lm_ai..][Iter: 595] [eta: 2 days, 5:04:05] step_time: 18.0126 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0805 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 520.1422 generator_grad_norm: 0.0171 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:35:16,476 INFO: [lm_ai..][Iter: 596] [eta: 2 days, 5:03:49] step_time: 20.5658 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0895 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 442.6833 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:35:36,912 INFO: [lm_ai..][Iter: 597] [eta: 2 days, 5:03:30] step_time: 20.4354 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0706 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 833.8168 generator_grad_norm: 0.0088 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:35:57,067 INFO: [lm_ai..][Iter: 598] [eta: 2 days, 5:03:07] step_time: 20.1537 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0810 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 881.0736 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:36:18,403 INFO: [lm_ai..][Iter: 599] [eta: 2 days, 5:03:03] step_time: 21.3345 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0920 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 760.7885 generator_grad_norm: 0.0170 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:36:39,516 INFO: [lm_ai..][Iter: 600] [eta: 2 days, 5:02:55] step_time: 21.1121 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0700 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 934.8557 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:36:44,374 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_1b/models/checkpoint +2026-08-09 20:37:04,839 INFO: [lm_ai..][Iter: 601] [eta: 2 days, 5:03:53] step_time: 20.2344 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0710 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 838.4187 generator_grad_norm: 0.0158 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:37:24,642 INFO: [lm_ai..][Iter: 602] [eta: 2 days, 5:03:24] step_time: 19.8018 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0755 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 900.8914 generator_grad_norm: 0.0229 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:37:46,435 INFO: [lm_ai..][Iter: 603] [eta: 2 days, 5:03:27] step_time: 21.7917 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0651 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 975.4182 generator_grad_norm: 0.0104 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:38:06,779 INFO: [lm_ai..][Iter: 604] [eta: 2 days, 5:03:06] step_time: 20.3435 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0760 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 833.2151 generator_grad_norm: 0.0418 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:38:29,567 INFO: [lm_ai..][Iter: 605] [eta: 2 days, 5:03:24] step_time: 22.7871 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0900 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 848.8974 generator_grad_norm: 0.0055 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:38:49,809 INFO: [lm_ai..][Iter: 606] [eta: 2 days, 5:03:02] step_time: 20.2405 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0724 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 762.1167 generator_grad_norm: 0.0095 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:39:09,639 INFO: [lm_ai..][Iter: 607] [eta: 2 days, 5:02:34] step_time: 19.8297 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0711 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 860.9834 generator_grad_norm: 0.0112 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:39:29,604 INFO: [lm_ai..][Iter: 608] [eta: 2 days, 5:02:08] step_time: 19.9633 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0760 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 890.0857 generator_grad_norm: 0.0111 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:39:50,982 INFO: [lm_ai..][Iter: 609] [eta: 2 days, 5:02:04] step_time: 21.3774 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0659 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 932.4950 generator_grad_norm: 0.0173 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:40:11,377 INFO: [lm_ai..][Iter: 610] [eta: 2 days, 5:01:45] step_time: 20.3936 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0886 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 900.9453 generator_grad_norm: 0.0218 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:40:31,483 INFO: [lm_ai..][Iter: 611] [eta: 2 days, 5:01:21] step_time: 19.4840 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0740 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 817.3568 generator_grad_norm: 0.0110 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:40:52,925 INFO: [lm_ai..][Iter: 612] [eta: 2 days, 5:01:17] step_time: 21.4405 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0844 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 855.1265 generator_grad_norm: 0.0176 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:41:13,525 INFO: [lm_ai..][Iter: 613] [eta: 2 days, 5:01:01] step_time: 20.5993 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0859 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 923.6090 generator_grad_norm: 0.0120 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:41:34,212 INFO: [lm_ai..][Iter: 614] [eta: 2 days, 5:00:46] step_time: 20.6858 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0679 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 955.3589 generator_grad_norm: 0.0193 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:41:55,943 INFO: 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reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:42:57,770 INFO: [lm_ai..][Iter: 618] [eta: 2 days, 4:59:58] step_time: 20.7547 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0817 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 973.0304 generator_grad_norm: 0.0106 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:43:19,191 INFO: [lm_ai..][Iter: 619] [eta: 2 days, 4:59:54] step_time: 21.4205 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0651 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 922.8566 generator_grad_norm: 0.0170 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:43:36,893 INFO: [lm_ai..][Iter: 620] [eta: 2 days, 4:58:54] step_time: 17.7007 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0679 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 890.6022 generator_grad_norm: 0.0103 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:43:58,392 INFO: [lm_ai..][Iter: 621] [eta: 2 days, 4:58:51] step_time: 20.8244 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0767 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 940.6373 generator_grad_norm: 0.0126 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:44:18,579 INFO: [lm_ai..][Iter: 622] [eta: 2 days, 4:58:29] step_time: 20.1858 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0811 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 940.2616 generator_grad_norm: 0.0096 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:44:38,457 INFO: [lm_ai..][Iter: 623] [eta: 2 days, 4:58:01] step_time: 19.8764 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0778 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 847.4406 generator_grad_norm: 0.0144 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:45:00,381 INFO: [lm_ai..][Iter: 624] [eta: 2 days, 4:58:05] step_time: 21.9233 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0715 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 875.3428 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:45:19,853 INFO: [lm_ai..][Iter: 625] [eta: 2 days, 4:57:31] step_time: 19.4713 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0848 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 770.9949 generator_grad_norm: 0.0420 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:45:39,039 INFO: [lm_ai..][Iter: 626] [eta: 2 days, 4:56:54] step_time: 19.1844 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.1014 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 225.0260 generator_grad_norm: 0.0132 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:46:00,072 INFO: [lm_ai..][Iter: 627] [eta: 2 days, 4:56:44] step_time: 21.0329 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0722 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 512.3590 generator_grad_norm: 0.0122 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:46:19,838 INFO: [lm_ai..][Iter: 628] [eta: 2 days, 4:56:15] step_time: 19.7647 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0772 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 954.2443 generator_grad_norm: 0.0220 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:46:39,914 INFO: [lm_ai..][Iter: 629] [eta: 2 days, 4:55:51] step_time: 20.0752 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0758 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 713.4144 generator_grad_norm: 0.0268 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:47:00,103 INFO: [lm_ai..][Iter: 630] [eta: 2 days, 4:55:28] step_time: 20.1870 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0822 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 891.7680 generator_grad_norm: 0.0111 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:47:22,240 INFO: [lm_ai..][Iter: 631] [eta: 2 days, 4:55:34] step_time: 21.5147 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0785 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 841.5235 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:47:42,520 INFO: [lm_ai..][Iter: 632] [eta: 2 days, 4:55:13] step_time: 20.2782 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0874 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 787.8264 generator_grad_norm: 0.0098 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:48:02,313 INFO: [lm_ai..][Iter: 633] [eta: 2 days, 4:54:45] step_time: 19.7925 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0733 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 746.2911 generator_grad_norm: 0.0047 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:48:23,580 INFO: [lm_ai..][Iter: 634] [eta: 2 days, 4:54:38] step_time: 21.2656 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0808 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 938.3139 generator_grad_norm: 0.0123 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:48:44,183 INFO: [lm_ai..][Iter: 635] [eta: 2 days, 4:54:22] step_time: 20.6027 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0776 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 814.4875 generator_grad_norm: 0.0204 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:49:04,949 INFO: [lm_ai..][Iter: 636] [eta: 2 days, 4:54:07] step_time: 20.7645 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0597 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 893.6678 generator_grad_norm: 0.0101 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:49:23,095 INFO: [lm_ai..][Iter: 637] [eta: 2 days, 4:53:15] step_time: 18.1453 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0619 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 852.7014 generator_grad_norm: 0.0139 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:49:42,991 INFO: [lm_ai..][Iter: 638] [eta: 2 days, 4:52:48] step_time: 19.8945 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0768 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 967.3806 generator_grad_norm: 0.0146 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:50:03,280 INFO: [lm_ai..][Iter: 639] [eta: 2 days, 4:52:27] step_time: 20.2885 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0674 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 506.2860 generator_grad_norm: 0.0105 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:50:24,161 INFO: 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reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:51:25,165 INFO: [lm_ai..][Iter: 643] [eta: 2 days, 4:51:13] step_time: 21.4575 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0808 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 920.3218 generator_grad_norm: 0.0128 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:51:45,136 INFO: [lm_ai..][Iter: 644] [eta: 2 days, 4:50:48] step_time: 19.9685 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0853 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 960.9203 generator_grad_norm: 0.0147 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:52:06,395 INFO: [lm_ai..][Iter: 645] [eta: 2 days, 4:50:41] step_time: 21.2585 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0772 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 950.7325 generator_grad_norm: 0.0212 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:52:28,483 INFO: [lm_ai..][Iter: 646] [eta: 2 days, 4:50:46] step_time: 22.0867 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.1013 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 946.5187 generator_grad_norm: 0.0391 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:52:47,171 INFO: [lm_ai..][Iter: 647] [eta: 2 days, 4:50:01] step_time: 18.6871 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0779 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 943.6793 generator_grad_norm: 0.0531 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:53:07,080 INFO: [lm_ai..][Iter: 648] [eta: 2 days, 4:49:35] step_time: 19.9077 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0671 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 851.4680 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:53:28,143 INFO: [lm_ai..][Iter: 649] [eta: 2 days, 4:49:25] step_time: 21.0619 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0742 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 944.8560 generator_grad_norm: 0.0093 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:53:49,114 INFO: [lm_ai..][Iter: 650] [eta: 2 days, 4:49:14] step_time: 20.9701 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0800 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 786.7727 generator_grad_norm: 0.0089 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:54:11,381 INFO: [lm_ai..][Iter: 651] [eta: 2 days, 4:49:21] 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+2026-08-09 20:55:12,710 INFO: [lm_ai..][Iter: 654] [eta: 2 days, 4:48:24] step_time: 20.8755 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0671 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 805.2307 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:55:33,240 INFO: [lm_ai..][Iter: 655] [eta: 2 days, 4:48:06] step_time: 20.5295 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0629 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 799.6083 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:55:54,507 INFO: [lm_ai..][Iter: 656] [eta: 2 days, 4:47:59] step_time: 21.2659 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0660 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 884.5408 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teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 943.9625 generator_grad_norm: 0.0112 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:57:12,313 INFO: [lm_ai..][Iter: 660] [eta: 2 days, 4:45:47] step_time: 19.7402 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0752 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 855.2429 generator_grad_norm: 0.0267 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:57:33,173 INFO: [lm_ai..][Iter: 661] [eta: 2 days, 4:45:34] step_time: 20.2297 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0761 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 695.3340 generator_grad_norm: 0.0107 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 20:57:53,642 INFO: [lm_ai..][Iter: 662] [eta: 2 days, 4:45:15] step_time: 20.4678 lrs_g: 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teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 939.4343 generator_grad_norm: 0.0092 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:02:01,240 INFO: [lm_ai..][Iter: 674] [eta: 2 days, 4:42:00] step_time: 21.0002 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0906 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 503.3284 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:02:20,763 INFO: [lm_ai..][Iter: 675] [eta: 2 days, 4:41:28] step_time: 19.5221 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0844 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 658.3788 generator_grad_norm: 0.0211 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:02:40,104 INFO: [lm_ai..][Iter: 676] [eta: 2 days, 4:40:54] step_time: 19.3396 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0608 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 972.9138 generator_grad_norm: 0.0148 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:03:00,105 INFO: [lm_ai..][Iter: 677] [eta: 2 days, 4:40:29] step_time: 20.0003 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0591 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 966.7374 generator_grad_norm: 0.0102 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:03:19,046 INFO: [lm_ai..][Iter: 678] [eta: 2 days, 4:39:49] step_time: 18.9400 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0648 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 911.8066 generator_grad_norm: 0.0122 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:03:37,037 INFO: [lm_ai..][Iter: 679] [eta: 2 days, 4:38:56] step_time: 17.9904 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0611 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 647.8170 generator_grad_norm: 0.0266 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:03:55,324 INFO: [lm_ai..][Iter: 680] [eta: 2 days, 4:38:08] step_time: 18.2857 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0936 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 873.5708 generator_grad_norm: 0.0069 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:04:13,867 INFO: [lm_ai..][Iter: 681] [eta: 2 days, 4:37:23] step_time: 17.8350 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0716 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 820.4780 generator_grad_norm: 0.0136 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:04:34,804 INFO: [lm_ai..][Iter: 682] [eta: 2 days, 4:37:11] step_time: 20.9364 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0659 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 725.6732 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:04:54,622 INFO: [lm_ai..][Iter: 683] [eta: 2 days, 4:36:44] step_time: 19.8169 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0734 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 880.0542 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:05:15,463 INFO: [lm_ai..][Iter: 684] [eta: 2 days, 4:36:30] step_time: 20.8401 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0857 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 965.9435 generator_grad_norm: 0.0167 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:05:36,386 INFO: [lm_ai..][Iter: 685] [eta: 2 days, 4:36:18] step_time: 20.9223 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0883 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 915.3475 generator_grad_norm: 0.1539 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:05:54,592 INFO: [lm_ai..][Iter: 686] [eta: 2 days, 4:35:29] step_time: 18.2043 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0956 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 868.6453 generator_grad_norm: 0.0390 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:06:14,706 INFO: [lm_ai..][Iter: 687] [eta: 2 days, 4:35:05] step_time: 20.1129 lrs_g: 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reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:08:23,374 INFO: [lm_ai..][Iter: 693] [eta: 2 days, 4:34:33] step_time: 22.5592 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0739 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 591.2769 generator_grad_norm: 0.0128 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:08:42,962 INFO: [lm_ai..][Iter: 694] [eta: 2 days, 4:34:03] step_time: 19.5867 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0638 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 954.4384 generator_grad_norm: 0.0121 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:09:03,614 INFO: [lm_ai..][Iter: 695] [eta: 2 days, 4:33:46] step_time: 20.6517 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0819 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 959.5035 generator_grad_norm: 0.0194 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:09:25,065 INFO: [lm_ai..][Iter: 696] [eta: 2 days, 4:33:41] step_time: 21.4492 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0685 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 846.4581 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:09:46,145 INFO: [lm_ai..][Iter: 697] [eta: 2 days, 4:33:30] step_time: 21.0798 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.1115 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 991.8276 generator_grad_norm: 0.0205 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:10:06,149 INFO: [lm_ai..][Iter: 698] [eta: 2 days, 4:33:06] step_time: 20.0026 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0623 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 788.6572 generator_grad_norm: 0.0144 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:10:26,783 INFO: [lm_ai..][Iter: 699] [eta: 2 days, 4:32:49] step_time: 20.6336 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0850 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 945.3455 generator_grad_norm: 0.0167 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:10:47,326 INFO: [lm_ai..][Iter: 700] [eta: 2 days, 4:32:31] step_time: 20.5410 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0682 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 883.9162 generator_grad_norm: 0.0157 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:10:52,298 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_1b/models/checkpoint +2026-08-09 21:11:10,052 INFO: [lm_ai..][Iter: 701] [eta: 2 days, 4:32:43] step_time: 17.5238 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0813 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 768.4747 generator_grad_norm: 0.0245 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:11:30,734 INFO: [lm_ai..][Iter: 702] [eta: 2 days, 4:32:27] step_time: 20.6807 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0585 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 944.0532 generator_grad_norm: 0.0100 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:11:50,290 INFO: [lm_ai..][Iter: 703] [eta: 2 days, 4:31:56] step_time: 19.5555 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0884 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 666.5629 generator_grad_norm: 0.0224 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:12:09,231 INFO: [lm_ai..][Iter: 704] [eta: 2 days, 4:31:17] step_time: 18.9401 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0848 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 908.4216 generator_grad_norm: 0.0140 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:12:29,564 INFO: [lm_ai..][Iter: 705] [eta: 2 days, 4:30:57] step_time: 20.3316 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0804 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 895.2996 generator_grad_norm: 0.0153 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:12:50,641 INFO: [lm_ai..][Iter: 706] [eta: 2 days, 4:30:46] step_time: 21.0758 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0770 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 774.2468 generator_grad_norm: 0.0055 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:13:11,125 INFO: [lm_ai..][Iter: 707] [eta: 2 days, 4:30:27] step_time: 20.4828 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0685 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 688.3334 generator_grad_norm: 0.0092 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:13:31,356 INFO: [lm_ai..][Iter: 708] [eta: 2 days, 4:30:05] step_time: 20.2301 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0668 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 913.4294 generator_grad_norm: 0.0263 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:13:52,029 INFO: 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reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:14:55,001 INFO: [lm_ai..][Iter: 712] [eta: 2 days, 4:29:14] step_time: 19.8854 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0783 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 616.4791 generator_grad_norm: 0.0182 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:15:12,977 INFO: [lm_ai..][Iter: 713] [eta: 2 days, 4:28:22] step_time: 17.9751 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0746 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 553.7169 generator_grad_norm: 0.0058 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:15:33,509 INFO: [lm_ai..][Iter: 714] [eta: 2 days, 4:28:04] step_time: 20.5309 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0856 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 798.3674 generator_grad_norm: 0.0055 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:15:54,613 INFO: [lm_ai..][Iter: 715] [eta: 2 days, 4:27:54] step_time: 21.1032 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0584 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 966.5686 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:16:14,943 INFO: [lm_ai..][Iter: 716] [eta: 2 days, 4:27:33] step_time: 20.3286 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0798 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 559.3969 generator_grad_norm: 0.0097 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:16:34,076 INFO: [lm_ai..][Iter: 717] [eta: 2 days, 4:26:57] step_time: 19.1325 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.1078 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 716.5012 generator_grad_norm: 0.0259 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:16:55,327 INFO: [lm_ai..][Iter: 718] [eta: 2 days, 4:26:49] step_time: 21.2500 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0629 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 925.5035 generator_grad_norm: 0.0121 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:17:14,450 INFO: [lm_ai..][Iter: 719] [eta: 2 days, 4:26:13] step_time: 19.1224 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0688 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 828.9130 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:17:34,698 INFO: [lm_ai..][Iter: 720] [eta: 2 days, 4:25:51] step_time: 20.2463 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.1067 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 733.9283 generator_grad_norm: 0.0490 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:17:56,875 INFO: [lm_ai..][Iter: 721] [eta: 2 days, 4:25:54] step_time: 21.5580 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0797 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 637.8867 generator_grad_norm: 0.0117 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:18:18,245 INFO: [lm_ai..][Iter: 722] [eta: 2 days, 4:25:47] step_time: 21.3446 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0689 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 665.9218 generator_grad_norm: 0.0117 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:18:39,789 INFO: [lm_ai..][Iter: 723] [eta: 2 days, 4:25:42] step_time: 21.5433 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0842 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 976.2743 generator_grad_norm: 0.0216 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:18:59,644 INFO: [lm_ai..][Iter: 724] [eta: 2 days, 4:25:15] step_time: 19.8541 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0706 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 905.4681 generator_grad_norm: 0.0100 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:19:20,788 INFO: [lm_ai..][Iter: 725] [eta: 2 days, 4:25:05] step_time: 21.1429 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0738 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 969.7925 generator_grad_norm: 0.0158 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:19:41,866 INFO: [lm_ai..][Iter: 726] [eta: 2 days, 4:24:54] step_time: 21.0771 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0688 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 845.0869 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:20:02,689 INFO: [lm_ai..][Iter: 727] [eta: 2 days, 4:24:40] step_time: 20.8214 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0798 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 951.6053 generator_grad_norm: 0.0507 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:20:23,020 INFO: [lm_ai..][Iter: 728] [eta: 2 days, 4:24:19] step_time: 20.3299 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0655 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 895.5176 generator_grad_norm: 0.0179 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:20:43,844 INFO: [lm_ai..][Iter: 729] [eta: 2 days, 4:24:05] step_time: 20.8230 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0779 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 882.9045 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:21:04,927 INFO: [lm_ai..][Iter: 730] [eta: 2 days, 4:23:54] step_time: 21.0824 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0871 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 674.0266 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:21:26,286 INFO: [lm_ai..][Iter: 731] [eta: 2 days, 4:23:46] step_time: 20.6795 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0834 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 488.0881 generator_grad_norm: 0.0123 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:21:47,373 INFO: [lm_ai..][Iter: 732] [eta: 2 days, 4:23:35] step_time: 21.0848 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0652 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 850.0720 generator_grad_norm: 0.0152 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:22:08,289 INFO: [lm_ai..][Iter: 733] [eta: 2 days, 4:23:22] step_time: 20.9160 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0780 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 861.1689 generator_grad_norm: 0.0104 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:22:28,082 INFO: 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reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:23:30,184 INFO: [lm_ai..][Iter: 737] [eta: 2 days, 4:22:06] step_time: 20.5870 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0791 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 633.1915 generator_grad_norm: 0.0168 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:23:50,631 INFO: [lm_ai..][Iter: 738] [eta: 2 days, 4:21:47] step_time: 20.4457 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.1099 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 866.9507 generator_grad_norm: 0.0517 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:24:11,176 INFO: [lm_ai..][Iter: 739] [eta: 2 days, 4:21:29] step_time: 20.5438 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0575 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 767.4620 generator_grad_norm: 0.0068 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:24:30,872 INFO: [lm_ai..][Iter: 740] [eta: 2 days, 4:21:00] step_time: 19.6945 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0960 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 927.3633 generator_grad_norm: 0.0154 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:24:46,892 INFO: [lm_ai..][Iter: 741] [eta: 2 days, 4:19:46] step_time: 15.4005 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0820 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 853.6144 generator_grad_norm: 0.0113 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:25:07,097 INFO: [lm_ai..][Iter: 742] [eta: 2 days, 4:19:24] step_time: 20.2036 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0639 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 830.8030 generator_grad_norm: 0.0096 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:25:25,833 INFO: [lm_ai..][Iter: 743] [eta: 2 days, 4:18:43] step_time: 18.7350 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0691 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 565.2790 generator_grad_norm: 0.0112 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:25:46,392 INFO: [lm_ai..][Iter: 744] [eta: 2 days, 4:18:26] step_time: 20.5578 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0508 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 623.0792 generator_grad_norm: 0.0052 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:26:05,865 INFO: [lm_ai..][Iter: 745] [eta: 2 days, 4:17:54] step_time: 19.4724 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0686 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 836.3735 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:26:25,684 INFO: [lm_ai..][Iter: 746] [eta: 2 days, 4:17:27] step_time: 19.8172 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0694 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 935.5228 generator_grad_norm: 0.0204 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:26:46,186 INFO: [lm_ai..][Iter: 747] [eta: 2 days, 4:17:09] step_time: 20.5014 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0653 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 917.2829 generator_grad_norm: 0.0097 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:27:06,499 INFO: [lm_ai..][Iter: 748] [eta: 2 days, 4:16:48] step_time: 20.3116 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.1130 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 748.8028 generator_grad_norm: 0.0526 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:27:26,692 INFO: [lm_ai..][Iter: 749] [eta: 2 days, 4:16:26] step_time: 20.1921 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0712 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 780.7230 generator_grad_norm: 0.0178 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:27:45,635 INFO: [lm_ai..][Iter: 750] [eta: 2 days, 4:15:48] step_time: 18.9417 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0734 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 906.3237 generator_grad_norm: 0.0112 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:28:07,169 INFO: [lm_ai..][Iter: 751] [eta: 2 days, 4:15:43] step_time: 20.9155 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0710 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 395.0672 generator_grad_norm: 0.0057 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:28:27,846 INFO: [lm_ai..][Iter: 752] [eta: 2 days, 4:15:26] step_time: 20.6758 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0779 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 952.5594 generator_grad_norm: 0.0092 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:28:47,300 INFO: [lm_ai..][Iter: 753] [eta: 2 days, 4:14:55] step_time: 19.4529 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0642 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 971.4972 generator_grad_norm: 0.0122 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:29:07,343 INFO: [lm_ai..][Iter: 754] [eta: 2 days, 4:14:31] step_time: 20.0419 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0639 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 946.5676 generator_grad_norm: 0.0143 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:29:27,654 INFO: [lm_ai..][Iter: 755] [eta: 2 days, 4:14:10] step_time: 20.3098 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0578 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 769.9736 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:29:47,955 INFO: [lm_ai..][Iter: 756] [eta: 2 days, 4:13:49] step_time: 20.3001 lrs_g: 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reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:31:54,277 INFO: [lm_ai..][Iter: 762] [eta: 2 days, 4:12:39] step_time: 20.7757 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0989 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 889.1331 generator_grad_norm: 0.0209 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:32:13,862 INFO: [lm_ai..][Iter: 763] [eta: 2 days, 4:12:09] step_time: 19.5839 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0911 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 757.6507 generator_grad_norm: 0.0093 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:32:35,213 INFO: [lm_ai..][Iter: 764] [eta: 2 days, 4:12:01] step_time: 21.3503 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0812 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 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teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 720.8127 generator_grad_norm: 0.0103 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:33:56,764 INFO: [lm_ai..][Iter: 768] [eta: 2 days, 4:10:41] step_time: 19.9235 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0827 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 575.7908 generator_grad_norm: 0.0118 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:34:18,052 INFO: [lm_ai..][Iter: 769] [eta: 2 days, 4:10:32] step_time: 21.2870 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0626 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 749.8087 generator_grad_norm: 0.0052 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:34:38,592 INFO: [lm_ai..][Iter: 770] [eta: 2 days, 4:10:14] 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+2026-08-09 21:35:39,459 INFO: [lm_ai..][Iter: 773] [eta: 2 days, 4:09:11] step_time: 20.5052 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0870 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 492.7050 generator_grad_norm: 0.0128 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:36:00,124 INFO: [lm_ai..][Iter: 774] [eta: 2 days, 4:08:54] step_time: 20.6642 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0819 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 378.3028 generator_grad_norm: 0.0113 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:36:20,791 INFO: [lm_ai..][Iter: 775] [eta: 2 days, 4:08:37] step_time: 20.6661 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0523 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 721.9613 generator_grad_norm: 0.0053 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:36:40,315 INFO: [lm_ai..][Iter: 776] [eta: 2 days, 4:08:07] step_time: 19.5219 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0778 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 419.1905 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:37:01,375 INFO: [lm_ai..][Iter: 777] [eta: 2 days, 4:07:55] step_time: 21.0596 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0790 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 866.5740 generator_grad_norm: 0.0290 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:37:22,839 INFO: [lm_ai..][Iter: 778] [eta: 2 days, 4:07:48] step_time: 21.4632 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0562 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 833.1810 generator_grad_norm: 0.0104 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:37:42,099 INFO: [lm_ai..][Iter: 779] [eta: 2 days, 4:07:15] step_time: 19.2590 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0596 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 726.5620 generator_grad_norm: 0.0084 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:37:59,614 INFO: [lm_ai..][Iter: 780] [eta: 2 days, 4:06:21] step_time: 17.5141 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0668 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 836.1184 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:38:23,202 INFO: [lm_ai..][Iter: 781] [eta: 2 days, 4:06:39] step_time: 22.9589 lrs_g: 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reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:40:23,865 INFO: [lm_ai..][Iter: 787] [eta: 2 days, 4:04:20] step_time: 19.8772 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0825 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 840.0229 generator_grad_norm: 0.0097 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:40:43,904 INFO: [lm_ai..][Iter: 788] [eta: 2 days, 4:03:56] step_time: 20.0382 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0970 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 946.9075 generator_grad_norm: 0.0140 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:41:04,015 INFO: [lm_ai..][Iter: 789] [eta: 2 days, 4:03:32] step_time: 20.1100 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0870 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 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teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 928.0907 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:42:24,013 INFO: [lm_ai..][Iter: 793] [eta: 2 days, 4:01:55] step_time: 19.1371 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0853 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 833.9620 generator_grad_norm: 0.0046 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:42:45,181 INFO: [lm_ai..][Iter: 794] [eta: 2 days, 4:01:44] step_time: 21.1664 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0775 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 737.2120 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:43:05,329 INFO: [lm_ai..][Iter: 795] [eta: 2 days, 4:01:21] step_time: 20.1476 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0725 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 522.4368 generator_grad_norm: 0.0119 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:43:26,475 INFO: [lm_ai..][Iter: 796] [eta: 2 days, 4:01:10] step_time: 21.1447 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0900 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 660.8364 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:43:45,928 INFO: [lm_ai..][Iter: 797] [eta: 2 days, 4:00:39] step_time: 19.4519 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0518 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 645.8215 generator_grad_norm: 0.0049 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:44:05,605 INFO: [lm_ai..][Iter: 798] [eta: 2 days, 4:00:11] step_time: 19.6758 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0817 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 819.6126 generator_grad_norm: 0.0119 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:44:26,127 INFO: [lm_ai..][Iter: 799] [eta: 2 days, 3:59:53] step_time: 20.5210 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0746 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 808.9114 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:44:46,741 INFO: [lm_ai..][Iter: 800] [eta: 2 days, 3:59:35] step_time: 20.6126 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0841 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 961.2764 generator_grad_norm: 0.0155 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:44:51,810 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_1b/models/checkpoint +2026-08-09 21:45:11,361 INFO: [lm_ai..][Iter: 801] [eta: 2 days, 4:00:04] step_time: 19.3169 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0702 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 701.1863 generator_grad_norm: 0.0051 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:45:32,712 INFO: [lm_ai..][Iter: 802] [eta: 2 days, 3:59:55] step_time: 21.3498 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0886 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 892.8521 generator_grad_norm: 0.0170 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:45:53,491 INFO: [lm_ai..][Iter: 803] [eta: 2 days, 3:59:40] step_time: 20.7783 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0694 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 406.9803 generator_grad_norm: 0.0111 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:46:14,143 INFO: [lm_ai..][Iter: 804] [eta: 2 days, 3:59:23] step_time: 20.6511 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0644 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 930.1456 generator_grad_norm: 0.0102 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:46:32,848 INFO: [lm_ai..][Iter: 805] [eta: 2 days, 3:58:43] step_time: 18.7041 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0736 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 696.5201 generator_grad_norm: 0.0236 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:46:53,735 INFO: [lm_ai..][Iter: 806] [eta: 2 days, 3:58:29] step_time: 20.8856 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0578 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 897.8147 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:47:13,556 INFO: [lm_ai..][Iter: 807] [eta: 2 days, 3:58:03] step_time: 19.8205 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0745 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 859.4144 generator_grad_norm: 0.0078 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:47:33,395 INFO: [lm_ai..][Iter: 808] [eta: 2 days, 3:57:36] step_time: 19.8378 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0681 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 747.9620 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:47:53,882 INFO: [lm_ai..][Iter: 809] [eta: 2 days, 3:57:18] step_time: 20.4856 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0730 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 862.1467 generator_grad_norm: 0.0084 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:48:14,890 INFO: [lm_ai..][Iter: 810] [eta: 2 days, 3:57:05] step_time: 21.0068 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0949 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 845.6355 generator_grad_norm: 0.0389 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:48:37,042 INFO: [lm_ai..][Iter: 811] [eta: 2 days, 3:57:05] step_time: 21.5347 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0966 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 936.5404 generator_grad_norm: 0.0161 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:48:58,305 INFO: [lm_ai..][Iter: 812] [eta: 2 days, 3:56:55] step_time: 21.2617 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0846 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 896.4825 generator_grad_norm: 0.0116 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:49:19,234 INFO: [lm_ai..][Iter: 813] [eta: 2 days, 3:56:41] step_time: 20.9281 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0787 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 687.0787 generator_grad_norm: 0.0094 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:49:39,931 INFO: [lm_ai..][Iter: 814] [eta: 2 days, 3:56:24] step_time: 20.6960 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0723 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 847.3172 generator_grad_norm: 0.0137 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:50:00,499 INFO: [lm_ai..][Iter: 815] [eta: 2 days, 3:56:06] step_time: 20.5674 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0779 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 530.2368 generator_grad_norm: 0.0127 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:50:20,973 INFO: [lm_ai..][Iter: 816] [eta: 2 days, 3:55:47] step_time: 20.4723 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.1004 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 762.7015 generator_grad_norm: 0.0148 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:50:40,927 INFO: [lm_ai..][Iter: 817] [eta: 2 days, 3:55:22] step_time: 19.9535 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0872 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 902.3915 generator_grad_norm: 0.0305 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:51:02,264 INFO: [lm_ai..][Iter: 818] [eta: 2 days, 3:55:13] step_time: 21.3360 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0705 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 921.7752 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:51:21,129 INFO: [lm_ai..][Iter: 819] [eta: 2 days, 3:54:36] step_time: 18.8643 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0738 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 897.2817 generator_grad_norm: 0.0465 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:51:42,083 INFO: [lm_ai..][Iter: 820] [eta: 2 days, 3:54:22] step_time: 20.9521 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0935 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 663.8157 generator_grad_norm: 0.0137 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:52:04,190 INFO: [lm_ai..][Iter: 821] [eta: 2 days, 3:54:21] step_time: 21.3299 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0785 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 792.3430 generator_grad_norm: 0.0269 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:52:23,109 INFO: [lm_ai..][Iter: 822] [eta: 2 days, 3:53:45] step_time: 18.9181 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0712 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 828.7114 generator_grad_norm: 0.0251 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:52:43,973 INFO: [lm_ai..][Iter: 823] [eta: 2 days, 3:53:30] step_time: 20.8636 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0817 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 746.3713 generator_grad_norm: 0.0118 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:53:05,515 INFO: [lm_ai..][Iter: 824] [eta: 2 days, 3:53:23] step_time: 21.5405 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0591 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 797.9131 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:53:24,079 INFO: [lm_ai..][Iter: 825] [eta: 2 days, 3:52:42] step_time: 18.5632 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0818 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 714.1736 generator_grad_norm: 0.0144 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:53:42,091 INFO: [lm_ai..][Iter: 826] [eta: 2 days, 3:51:56] step_time: 18.0104 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0554 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 943.3542 generator_grad_norm: 0.0084 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:54:03,174 INFO: [lm_ai..][Iter: 827] [eta: 2 days, 3:51:43] step_time: 21.0827 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0908 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 941.8175 generator_grad_norm: 0.0144 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:54:22,545 INFO: [lm_ai..][Iter: 828] [eta: 2 days, 3:51:12] step_time: 19.3693 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0675 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 970.1000 generator_grad_norm: 0.0162 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:54:42,584 INFO: [lm_ai..][Iter: 829] [eta: 2 days, 3:50:48] step_time: 20.0381 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0811 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 268.8541 generator_grad_norm: 0.0117 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:55:00,930 INFO: [lm_ai..][Iter: 830] [eta: 2 days, 3:50:06] step_time: 18.3455 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0777 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 900.9721 generator_grad_norm: 0.0228 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:55:22,900 INFO: [lm_ai..][Iter: 831] [eta: 2 days, 3:50:03] step_time: 21.3497 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0729 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 544.6264 generator_grad_norm: 0.0084 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:55:43,850 INFO: [lm_ai..][Iter: 832] [eta: 2 days, 3:49:49] step_time: 20.9494 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0931 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 533.0460 generator_grad_norm: 0.0130 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:56:03,840 INFO: [lm_ai..][Iter: 833] [eta: 2 days, 3:49:25] step_time: 19.9893 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0637 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 702.4113 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:56:24,413 INFO: [lm_ai..][Iter: 834] [eta: 2 days, 3:49:07] step_time: 20.5714 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0653 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 943.4006 generator_grad_norm: 0.0134 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:56:45,779 INFO: [lm_ai..][Iter: 835] [eta: 2 days, 3:48:58] step_time: 21.3656 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0631 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 788.9904 generator_grad_norm: 0.0048 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:57:04,777 INFO: [lm_ai..][Iter: 836] [eta: 2 days, 3:48:23] step_time: 18.9968 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0684 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 906.9241 generator_grad_norm: 0.0151 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:57:25,897 INFO: [lm_ai..][Iter: 837] [eta: 2 days, 3:48:11] step_time: 21.1187 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0727 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 811.4840 generator_grad_norm: 0.0150 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:57:45,736 INFO: [lm_ai..][Iter: 838] [eta: 2 days, 3:47:45] step_time: 19.8381 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0633 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 715.1816 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:58:06,810 INFO: [lm_ai..][Iter: 839] [eta: 2 days, 3:47:32] step_time: 21.0729 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0783 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 886.2991 generator_grad_norm: 0.0054 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:58:27,189 INFO: [lm_ai..][Iter: 840] [eta: 2 days, 3:47:12] step_time: 20.3778 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0813 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 818.8796 generator_grad_norm: 0.0108 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:58:49,256 INFO: [lm_ai..][Iter: 841] [eta: 2 days, 3:47:10] step_time: 21.4340 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0657 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 914.2578 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 21:59:10,358 INFO: 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reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:00:10,128 INFO: [lm_ai..][Iter: 845] [eta: 2 days, 3:45:43] step_time: 19.0613 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0720 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 951.2997 generator_grad_norm: 0.0415 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:00:30,422 INFO: [lm_ai..][Iter: 846] [eta: 2 days, 3:45:21] step_time: 20.2921 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0630 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 899.4523 generator_grad_norm: 0.0125 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:00:52,025 INFO: [lm_ai..][Iter: 847] [eta: 2 days, 3:45:15] step_time: 21.6023 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0658 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 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teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 800.3334 generator_grad_norm: 0.0132 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:02:14,628 INFO: [lm_ai..][Iter: 851] [eta: 2 days, 3:44:06] step_time: 20.3025 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0583 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 786.4424 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:02:33,318 INFO: [lm_ai..][Iter: 852] [eta: 2 days, 3:43:27] step_time: 18.6887 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0813 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 907.7749 generator_grad_norm: 0.0644 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:02:52,708 INFO: [lm_ai..][Iter: 853] [eta: 2 days, 3:42:57] step_time: 19.3885 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0640 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 886.4626 generator_grad_norm: 0.0134 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:03:13,613 INFO: [lm_ai..][Iter: 854] [eta: 2 days, 3:42:42] step_time: 20.9046 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0798 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 813.1678 generator_grad_norm: 0.0140 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:03:34,073 INFO: [lm_ai..][Iter: 855] [eta: 2 days, 3:42:23] step_time: 20.4588 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0790 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 875.1277 generator_grad_norm: 0.0123 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:03:53,878 INFO: [lm_ai..][Iter: 856] [eta: 2 days, 3:41:57] step_time: 19.8041 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0753 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 775.0273 generator_grad_norm: 0.0252 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:04:14,198 INFO: [lm_ai..][Iter: 857] [eta: 2 days, 3:41:36] step_time: 20.3191 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0722 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 753.2287 generator_grad_norm: 0.0097 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:04:34,286 INFO: [lm_ai..][Iter: 858] [eta: 2 days, 3:41:13] step_time: 20.0862 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0899 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 868.5310 generator_grad_norm: 0.0173 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:04:54,662 INFO: [lm_ai..][Iter: 859] [eta: 2 days, 3:40:52] step_time: 20.3757 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0809 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 747.7867 generator_grad_norm: 0.0119 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:05:15,062 INFO: [lm_ai..][Iter: 860] [eta: 2 days, 3:40:32] step_time: 20.3982 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0791 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 798.3347 generator_grad_norm: 0.0140 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:05:33,658 INFO: [lm_ai..][Iter: 861] [eta: 2 days, 3:39:53] step_time: 17.9721 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0694 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 422.5300 generator_grad_norm: 0.0122 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:05:53,452 INFO: [lm_ai..][Iter: 862] [eta: 2 days, 3:39:27] step_time: 19.7922 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0644 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 898.3313 generator_grad_norm: 0.0122 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:06:14,261 INFO: [lm_ai..][Iter: 863] [eta: 2 days, 3:39:12] step_time: 20.8089 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0758 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 921.0969 generator_grad_norm: 0.0172 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:06:34,768 INFO: [lm_ai..][Iter: 864] [eta: 2 days, 3:38:53] step_time: 20.5058 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0833 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 737.8371 generator_grad_norm: 0.0306 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:06:54,364 INFO: [lm_ai..][Iter: 865] [eta: 2 days, 3:38:24] step_time: 19.5944 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0520 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 909.9482 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:07:13,322 INFO: [lm_ai..][Iter: 866] [eta: 2 days, 3:37:49] step_time: 18.9563 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0849 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 840.9548 generator_grad_norm: 0.0236 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:07:33,492 INFO: 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reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:08:37,152 INFO: [lm_ai..][Iter: 870] [eta: 2 days, 3:36:53] step_time: 21.5450 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0721 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 939.9357 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:08:58,023 INFO: [lm_ai..][Iter: 871] [eta: 2 days, 3:36:38] step_time: 20.2476 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0791 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 894.8649 generator_grad_norm: 0.0131 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:09:16,577 INFO: [lm_ai..][Iter: 872] [eta: 2 days, 3:35:59] step_time: 18.5525 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0590 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 874.6053 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:09:37,100 INFO: [lm_ai..][Iter: 873] [eta: 2 days, 3:35:40] step_time: 20.5223 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0816 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 821.9984 generator_grad_norm: 0.0107 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:09:57,968 INFO: [lm_ai..][Iter: 874] [eta: 2 days, 3:35:25] step_time: 20.8669 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0849 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 696.7685 generator_grad_norm: 0.0143 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:10:18,273 INFO: [lm_ai..][Iter: 875] [eta: 2 days, 3:35:05] step_time: 20.3038 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0737 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 856.8541 generator_grad_norm: 0.0117 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:10:39,881 INFO: [lm_ai..][Iter: 876] [eta: 2 days, 3:34:57] step_time: 21.6068 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0758 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 676.0648 generator_grad_norm: 0.0164 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:11:00,475 INFO: [lm_ai..][Iter: 877] [eta: 2 days, 3:34:39] step_time: 20.5935 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0796 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 568.8414 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:11:21,652 INFO: [lm_ai..][Iter: 878] [eta: 2 days, 3:34:27] step_time: 21.1760 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0576 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 792.2175 generator_grad_norm: 0.0049 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:11:40,666 INFO: [lm_ai..][Iter: 879] [eta: 2 days, 3:33:53] step_time: 19.0133 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0740 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 888.5086 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:12:01,922 INFO: [lm_ai..][Iter: 880] [eta: 2 days, 3:33:42] step_time: 21.2548 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0806 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 892.9944 generator_grad_norm: 0.0255 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:12:20,973 INFO: [lm_ai..][Iter: 881] [eta: 2 days, 3:33:08] step_time: 18.4311 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0640 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 787.0634 generator_grad_norm: 0.0105 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:12:39,372 INFO: [lm_ai..][Iter: 882] [eta: 2 days, 3:32:28] step_time: 18.3970 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0739 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 920.6785 generator_grad_norm: 0.0096 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:13:00,412 INFO: [lm_ai..][Iter: 883] [eta: 2 days, 3:32:14] step_time: 21.0396 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0797 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 976.0012 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teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 874.3583 generator_grad_norm: 0.0133 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:14:20,358 INFO: [lm_ai..][Iter: 887] [eta: 2 days, 3:30:38] step_time: 19.2788 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0614 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 931.4896 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:14:39,976 INFO: [lm_ai..][Iter: 888] [eta: 2 days, 3:30:10] step_time: 19.6163 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0741 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 714.1316 generator_grad_norm: 0.0069 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:15:01,057 INFO: [lm_ai..][Iter: 889] [eta: 2 days, 3:29:57] step_time: 21.0800 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0951 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 743.6822 generator_grad_norm: 0.0167 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:15:21,487 INFO: [lm_ai..][Iter: 890] [eta: 2 days, 3:29:38] step_time: 20.4293 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0814 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 920.7939 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:15:42,526 INFO: [lm_ai..][Iter: 891] [eta: 2 days, 3:29:24] step_time: 20.4093 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0725 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 543.6584 generator_grad_norm: 0.0164 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:16:03,434 INFO: 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reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:17:05,461 INFO: [lm_ai..][Iter: 895] [eta: 2 days, 3:28:18] step_time: 21.0795 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0818 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 615.0975 generator_grad_norm: 0.0042 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:17:25,012 INFO: [lm_ai..][Iter: 896] [eta: 2 days, 3:27:50] step_time: 19.5498 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0707 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 875.9756 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:17:45,910 INFO: [lm_ai..][Iter: 897] [eta: 2 days, 3:27:35] step_time: 20.8967 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0545 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 751.9102 generator_grad_norm: 0.0096 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:18:06,820 INFO: [lm_ai..][Iter: 898] [eta: 2 days, 3:27:20] step_time: 20.9089 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0686 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 875.3175 generator_grad_norm: 0.0051 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:18:28,177 INFO: [lm_ai..][Iter: 899] [eta: 2 days, 3:27:10] step_time: 21.3558 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0734 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 822.4267 generator_grad_norm: 0.0217 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:18:48,770 INFO: [lm_ai..][Iter: 900] [eta: 2 days, 3:26:52] step_time: 20.5917 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.1042 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 491.4217 generator_grad_norm: 0.0384 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:18:53,989 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_1b/models/checkpoint +2026-08-09 22:19:11,921 INFO: [lm_ai..][Iter: 901] [eta: 2 days, 3:27:00] step_time: 17.6983 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0738 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 988.5247 generator_grad_norm: 0.0204 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:19:31,968 INFO: [lm_ai..][Iter: 902] [eta: 2 days, 3:26:36] step_time: 20.0454 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0838 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 687.9116 generator_grad_norm: 0.0103 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:19:51,461 INFO: [lm_ai..][Iter: 903] [eta: 2 days, 3:26:07] step_time: 19.4920 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0894 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 320.9702 generator_grad_norm: 0.0317 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:20:12,694 INFO: [lm_ai..][Iter: 904] [eta: 2 days, 3:25:55] step_time: 21.2319 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0697 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 875.7596 generator_grad_norm: 0.0147 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:20:32,890 INFO: [lm_ai..][Iter: 905] [eta: 2 days, 3:25:33] step_time: 20.1957 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0797 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 936.9741 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:20:51,692 INFO: [lm_ai..][Iter: 906] [eta: 2 days, 3:24:58] step_time: 18.8011 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0780 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 956.8374 generator_grad_norm: 0.0182 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:21:12,672 INFO: [lm_ai..][Iter: 907] [eta: 2 days, 3:24:43] step_time: 20.9785 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0551 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 952.0886 generator_grad_norm: 0.0110 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:21:30,885 INFO: [lm_ai..][Iter: 908] [eta: 2 days, 3:24:02] step_time: 18.2115 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0884 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 604.4019 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:21:50,522 INFO: [lm_ai..][Iter: 909] [eta: 2 days, 3:23:34] step_time: 19.6369 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0505 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 885.0665 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:22:11,701 INFO: [lm_ai..][Iter: 910] [eta: 2 days, 3:23:22] step_time: 21.1776 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0706 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 920.0278 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:22:31,274 INFO: [lm_ai..][Iter: 911] [eta: 2 days, 3:22:54] step_time: 18.9381 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0794 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 535.1874 generator_grad_norm: 0.0043 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:22:52,230 INFO: [lm_ai..][Iter: 912] [eta: 2 days, 3:22:39] step_time: 20.9542 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0846 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 541.2960 generator_grad_norm: 0.0197 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:23:13,001 INFO: [lm_ai..][Iter: 913] [eta: 2 days, 3:22:23] step_time: 20.7709 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0981 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 870.5723 generator_grad_norm: 0.0108 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:23:34,123 INFO: [lm_ai..][Iter: 914] [eta: 2 days, 3:22:10] step_time: 21.1208 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0693 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 881.2899 generator_grad_norm: 0.0055 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:23:55,036 INFO: [lm_ai..][Iter: 915] [eta: 2 days, 3:21:55] step_time: 20.9118 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0637 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 950.4890 generator_grad_norm: 0.0142 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:24:15,495 INFO: [lm_ai..][Iter: 916] [eta: 2 days, 3:21:36] step_time: 20.4579 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0719 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 894.2580 generator_grad_norm: 0.0243 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:24:32,433 INFO: [lm_ai..][Iter: 917] [eta: 2 days, 3:20:42] step_time: 16.9373 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0639 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 532.0862 generator_grad_norm: 0.0129 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:24:50,118 INFO: [lm_ai..][Iter: 918] [eta: 2 days, 3:19:55] step_time: 17.6837 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0718 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 971.8052 generator_grad_norm: 0.0240 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:25:10,291 INFO: [lm_ai..][Iter: 919] [eta: 2 days, 3:19:33] step_time: 20.1725 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0665 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 882.5127 generator_grad_norm: 0.0110 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:25:31,549 INFO: [lm_ai..][Iter: 920] [eta: 2 days, 3:19:22] step_time: 21.2561 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0573 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 686.2956 generator_grad_norm: 0.0203 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:25:52,812 INFO: [lm_ai..][Iter: 921] [eta: 2 days, 3:19:10] step_time: 20.6047 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0903 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 807.4354 generator_grad_norm: 0.0123 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:26:13,233 INFO: [lm_ai..][Iter: 922] [eta: 2 days, 3:18:51] step_time: 20.4202 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0851 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 477.1637 generator_grad_norm: 0.0118 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:26:33,910 INFO: [lm_ai..][Iter: 923] [eta: 2 days, 3:18:33] step_time: 20.6760 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0747 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 917.1061 generator_grad_norm: 0.0124 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:26:51,849 INFO: [lm_ai..][Iter: 924] [eta: 2 days, 3:17:49] step_time: 17.9370 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0689 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 852.6988 generator_grad_norm: 0.0110 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:27:13,135 INFO: 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reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:28:14,754 INFO: [lm_ai..][Iter: 928] [eta: 2 days, 3:16:43] step_time: 20.3316 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0672 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 926.6726 generator_grad_norm: 0.0133 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:28:35,016 INFO: [lm_ai..][Iter: 929] [eta: 2 days, 3:16:21] step_time: 20.2613 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0832 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 938.7014 generator_grad_norm: 0.0287 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:28:55,263 INFO: [lm_ai..][Iter: 930] [eta: 2 days, 3:16:00] step_time: 20.2453 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0699 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 716.8311 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:29:16,445 INFO: [lm_ai..][Iter: 931] [eta: 2 days, 3:15:48] step_time: 20.5634 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.1142 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 634.5916 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:29:37,708 INFO: [lm_ai..][Iter: 932] [eta: 2 days, 3:15:36] step_time: 21.2619 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0729 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 796.5355 generator_grad_norm: 0.0094 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:29:58,762 INFO: [lm_ai..][Iter: 933] [eta: 2 days, 3:15:23] step_time: 21.0524 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0743 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 929.5031 generator_grad_norm: 0.0203 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:30:16,335 INFO: [lm_ai..][Iter: 934] [eta: 2 days, 3:14:35] step_time: 17.5718 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0673 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 722.5173 generator_grad_norm: 0.0132 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:30:37,617 INFO: [lm_ai..][Iter: 935] [eta: 2 days, 3:14:24] step_time: 21.2814 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0811 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 920.4226 generator_grad_norm: 0.0120 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:30:58,271 INFO: [lm_ai..][Iter: 936] [eta: 2 days, 3:14:06] step_time: 20.6526 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0607 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 614.7752 generator_grad_norm: 0.0113 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:31:18,542 INFO: [lm_ai..][Iter: 937] [eta: 2 days, 3:13:45] step_time: 20.2702 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0527 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 819.0334 generator_grad_norm: 0.0054 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:31:38,157 INFO: [lm_ai..][Iter: 938] [eta: 2 days, 3:13:18] step_time: 19.6133 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0754 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 859.6462 generator_grad_norm: 0.0160 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:31:57,523 INFO: [lm_ai..][Iter: 939] [eta: 2 days, 3:12:48] step_time: 19.3653 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0868 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 885.0886 generator_grad_norm: 0.0189 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:32:18,907 INFO: [lm_ai..][Iter: 940] [eta: 2 days, 3:12:37] step_time: 21.3832 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0649 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 887.0950 generator_grad_norm: 0.0089 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:32:38,139 INFO: [lm_ai..][Iter: 941] [eta: 2 days, 3:12:06] step_time: 18.6013 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0766 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 915.3717 generator_grad_norm: 0.0093 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:32:56,978 INFO: [lm_ai..][Iter: 942] [eta: 2 days, 3:11:31] step_time: 18.8381 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0726 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 696.5905 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:33:18,110 INFO: [lm_ai..][Iter: 943] [eta: 2 days, 3:11:19] step_time: 21.1312 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0665 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 719.1970 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:33:39,176 INFO: [lm_ai..][Iter: 944] [eta: 2 days, 3:11:05] step_time: 21.0647 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0718 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 918.9850 generator_grad_norm: 0.0116 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:33:58,810 INFO: [lm_ai..][Iter: 945] [eta: 2 days, 3:10:38] step_time: 19.6328 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0671 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 882.1884 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:34:19,876 INFO: [lm_ai..][Iter: 946] [eta: 2 days, 3:10:24] step_time: 21.0654 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0552 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 594.1887 generator_grad_norm: 0.0080 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:34:40,747 INFO: [lm_ai..][Iter: 947] [eta: 2 days, 3:10:09] step_time: 20.8699 lrs_g: 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reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:36:42,642 INFO: [lm_ai..][Iter: 953] [eta: 2 days, 3:08:05] step_time: 20.4631 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0898 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 904.1457 generator_grad_norm: 0.0169 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:37:01,225 INFO: [lm_ai..][Iter: 954] [eta: 2 days, 3:07:28] step_time: 18.5824 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0691 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 949.5662 generator_grad_norm: 0.0132 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:37:20,278 INFO: [lm_ai..][Iter: 955] [eta: 2 days, 3:06:55] step_time: 19.0522 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0592 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 913.3930 generator_grad_norm: 0.0094 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:37:40,573 INFO: [lm_ai..][Iter: 956] [eta: 2 days, 3:06:34] step_time: 20.2760 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0935 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 867.6465 generator_grad_norm: 0.0189 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:38:00,801 INFO: [lm_ai..][Iter: 957] [eta: 2 days, 3:06:13] step_time: 20.2281 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0998 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 894.1499 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:38:21,754 INFO: [lm_ai..][Iter: 958] [eta: 2 days, 3:05:58] step_time: 20.9516 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0804 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 735.5484 generator_grad_norm: 0.0108 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:38:39,180 INFO: [lm_ai..][Iter: 959] [eta: 2 days, 3:05:10] step_time: 17.4251 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0786 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 560.7940 generator_grad_norm: 0.0084 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:38:59,698 INFO: [lm_ai..][Iter: 960] [eta: 2 days, 3:04:51] step_time: 20.5167 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0580 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 695.8511 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:39:20,054 INFO: [lm_ai..][Iter: 961] [eta: 2 days, 3:04:31] step_time: 19.7251 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0486 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 767.9783 generator_grad_norm: 0.0089 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:39:39,993 INFO: [lm_ai..][Iter: 962] [eta: 2 days, 3:04:07] step_time: 19.9387 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0792 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 756.1608 generator_grad_norm: 0.1019 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:39:58,858 INFO: [lm_ai..][Iter: 963] [eta: 2 days, 3:03:33] step_time: 18.8634 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0798 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 944.6458 generator_grad_norm: 0.0205 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:40:19,549 INFO: [lm_ai..][Iter: 964] [eta: 2 days, 3:03:16] step_time: 20.6899 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0991 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 751.6908 generator_grad_norm: 0.0107 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:40:40,131 INFO: [lm_ai..][Iter: 965] [eta: 2 days, 3:02:58] step_time: 20.5812 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0579 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 583.6860 generator_grad_norm: 0.0057 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:41:01,450 INFO: [lm_ai..][Iter: 966] [eta: 2 days, 3:02:46] step_time: 21.3183 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0743 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 443.5856 generator_grad_norm: 0.0131 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:41:21,124 INFO: [lm_ai..][Iter: 967] [eta: 2 days, 3:02:20] step_time: 19.6727 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0610 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 887.4183 generator_grad_norm: 0.0095 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:41:42,016 INFO: [lm_ai..][Iter: 968] [eta: 2 days, 3:02:04] step_time: 20.8905 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.1175 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 911.5292 generator_grad_norm: 0.0131 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:42:01,201 INFO: [lm_ai..][Iter: 969] [eta: 2 days, 3:01:33] step_time: 19.1842 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0776 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 911.8347 generator_grad_norm: 0.0089 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:42:21,722 INFO: [lm_ai..][Iter: 970] [eta: 2 days, 3:01:15] step_time: 20.5194 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0703 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 766.6506 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:42:43,312 INFO: [lm_ai..][Iter: 971] [eta: 2 days, 3:01:06] step_time: 20.9703 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0868 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 871.7136 generator_grad_norm: 0.0181 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:43:04,034 INFO: [lm_ai..][Iter: 972] [eta: 2 days, 3:00:49] step_time: 20.7205 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0789 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 601.4952 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:43:25,238 INFO: [lm_ai..][Iter: 973] [eta: 2 days, 3:00:37] step_time: 21.2034 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0688 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 797.8185 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:43:46,005 INFO: [lm_ai..][Iter: 974] [eta: 2 days, 3:00:20] step_time: 20.7653 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0727 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 813.0685 generator_grad_norm: 0.0206 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:44:04,499 INFO: 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reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:45:04,569 INFO: [lm_ai..][Iter: 978] [eta: 2 days, 2:58:33] step_time: 20.4549 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0814 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 750.5532 generator_grad_norm: 0.0184 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:45:23,927 INFO: [lm_ai..][Iter: 979] [eta: 2 days, 2:58:03] step_time: 19.3574 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.1017 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 933.0152 generator_grad_norm: 0.0094 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:45:44,553 INFO: [lm_ai..][Iter: 980] [eta: 2 days, 2:57:45] step_time: 20.6250 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0636 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 535.4969 generator_grad_norm: 0.0095 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:46:06,478 INFO: [lm_ai..][Iter: 981] [eta: 2 days, 2:57:40] step_time: 21.2973 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0723 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 894.7579 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:46:25,045 INFO: [lm_ai..][Iter: 982] [eta: 2 days, 2:57:03] step_time: 18.5659 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0562 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 878.0421 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:46:45,774 INFO: [lm_ai..][Iter: 983] [eta: 2 days, 2:56:46] step_time: 20.7279 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0816 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 888.6155 generator_grad_norm: 0.0132 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:47:05,372 INFO: [lm_ai..][Iter: 984] [eta: 2 days, 2:56:19] step_time: 19.5963 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0710 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 924.1801 generator_grad_norm: 0.0078 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:47:26,750 INFO: [lm_ai..][Iter: 985] [eta: 2 days, 2:56:08] step_time: 21.3774 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0727 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 675.8917 generator_grad_norm: 0.0198 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:47:47,354 INFO: [lm_ai..][Iter: 986] [eta: 2 days, 2:55:50] step_time: 20.6034 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0651 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 790.8948 generator_grad_norm: 0.0118 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:48:08,319 INFO: [lm_ai..][Iter: 987] [eta: 2 days, 2:55:35] step_time: 20.9640 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0801 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 920.6526 generator_grad_norm: 0.0130 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:48:29,123 INFO: [lm_ai..][Iter: 988] [eta: 2 days, 2:55:19] step_time: 20.8024 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0722 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 962.3561 generator_grad_norm: 0.0120 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:48:48,242 INFO: [lm_ai..][Iter: 989] [eta: 2 days, 2:54:48] step_time: 19.1181 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0689 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 736.2864 generator_grad_norm: 0.0118 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:49:09,013 INFO: [lm_ai..][Iter: 990] [eta: 2 days, 2:54:31] step_time: 20.7707 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0655 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 776.2385 generator_grad_norm: 0.0118 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:49:30,622 INFO: [lm_ai..][Iter: 991] [eta: 2 days, 2:54:22] step_time: 20.9813 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0667 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 660.5005 generator_grad_norm: 0.0054 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:49:50,597 INFO: [lm_ai..][Iter: 992] [eta: 2 days, 2:53:59] step_time: 19.9740 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0668 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 935.1630 generator_grad_norm: 0.0113 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:50:11,501 INFO: [lm_ai..][Iter: 993] [eta: 2 days, 2:53:43] step_time: 20.9027 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0603 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 952.1312 generator_grad_norm: 0.0564 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:50:31,511 INFO: [lm_ai..][Iter: 994] [eta: 2 days, 2:53:20] step_time: 20.0090 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0913 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 823.9460 generator_grad_norm: 0.0235 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:50:52,278 INFO: [lm_ai..][Iter: 995] [eta: 2 days, 2:53:03] step_time: 20.7663 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0741 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 884.9053 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:51:12,540 INFO: [lm_ai..][Iter: 996] [eta: 2 days, 2:52:42] step_time: 20.2610 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0871 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 868.5150 generator_grad_norm: 0.0183 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:51:31,285 INFO: [lm_ai..][Iter: 997] [eta: 2 days, 2:52:08] step_time: 18.7439 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0951 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 885.5521 generator_grad_norm: 0.0233 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:51:52,373 INFO: [lm_ai..][Iter: 998] [eta: 2 days, 2:51:54] step_time: 21.0869 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0790 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 786.9561 generator_grad_norm: 0.0144 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:52:13,330 INFO: [lm_ai..][Iter: 999] [eta: 2 days, 2:51:39] step_time: 20.9562 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0665 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 767.0728 generator_grad_norm: 0.0817 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:52:34,276 INFO: [lm_ai..][Iter: 1,000] [eta: 2 days, 2:51:24] step_time: 20.9449 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0679 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 803.7115 generator_grad_norm: 0.0168 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:52:39,369 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_1b/models/checkpoint +2026-08-09 22:53:44,128 INFO: [lm_ai..][Iter: 1,001] [eta: 2 days, 2:58:28] step_time: 20.2560 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0491 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 582.5619 generator_grad_norm: 0.0084 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:54:05,392 INFO: [lm_ai..][Iter: 1,002] [eta: 2 days, 2:58:16] step_time: 21.2622 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0662 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 973.7753 generator_grad_norm: 0.0136 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:54:25,521 INFO: [lm_ai..][Iter: 1,003] [eta: 2 days, 2:57:53] step_time: 20.1288 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0720 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 817.3193 generator_grad_norm: 0.0112 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:54:46,499 INFO: [lm_ai..][Iter: 1,004] [eta: 2 days, 2:57:38] step_time: 20.9760 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0549 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 741.8662 generator_grad_norm: 0.0114 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:55:06,845 INFO: [lm_ai..][Iter: 1,005] [eta: 2 days, 2:57:17] step_time: 20.3453 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0628 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 880.4818 generator_grad_norm: 0.0197 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:55:27,917 INFO: [lm_ai..][Iter: 1,006] [eta: 2 days, 2:57:02] step_time: 21.0714 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0776 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 734.3403 generator_grad_norm: 0.0100 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:55:49,381 INFO: [lm_ai..][Iter: 1,007] [eta: 2 days, 2:56:51] step_time: 21.4627 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0739 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 923.1046 generator_grad_norm: 0.0110 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:56:08,510 INFO: [lm_ai..][Iter: 1,008] [eta: 2 days, 2:56:20] step_time: 19.1279 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0713 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 667.3717 generator_grad_norm: 0.0130 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:56:29,246 INFO: [lm_ai..][Iter: 1,009] [eta: 2 days, 2:56:02] step_time: 20.7347 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0847 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 731.0657 generator_grad_norm: 0.0126 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:56:50,140 INFO: [lm_ai..][Iter: 1,010] [eta: 2 days, 2:55:46] step_time: 20.8933 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0713 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 889.3000 generator_grad_norm: 0.0101 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:57:11,233 INFO: [lm_ai..][Iter: 1,011] [eta: 2 days, 2:55:32] step_time: 20.4530 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0790 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 975.1074 generator_grad_norm: 0.0152 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:57:32,471 INFO: [lm_ai..][Iter: 1,012] [eta: 2 days, 2:55:19] step_time: 21.2362 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0757 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 725.2526 generator_grad_norm: 0.0096 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:57:52,570 INFO: [lm_ai..][Iter: 1,013] [eta: 2 days, 2:54:56] step_time: 20.0983 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0787 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 665.4498 generator_grad_norm: 0.0290 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:58:13,813 INFO: [lm_ai..][Iter: 1,014] [eta: 2 days, 2:54:43] step_time: 21.2423 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0724 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 802.7727 generator_grad_norm: 0.0164 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:58:33,079 INFO: [lm_ai..][Iter: 1,015] [eta: 2 days, 2:54:13] step_time: 19.2651 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0896 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 859.2749 generator_grad_norm: 0.0123 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:58:52,343 INFO: [lm_ai..][Iter: 1,016] [eta: 2 days, 2:53:42] step_time: 19.2626 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0846 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 768.8011 generator_grad_norm: 0.0078 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:59:12,916 INFO: [lm_ai..][Iter: 1,017] [eta: 2 days, 2:53:23] step_time: 20.5719 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0792 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 915.7248 generator_grad_norm: 0.0403 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:59:34,685 INFO: [lm_ai..][Iter: 1,018] [eta: 2 days, 2:53:15] step_time: 21.7682 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0825 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 910.0245 generator_grad_norm: 0.0249 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 22:59:55,400 INFO: [lm_ai..][Iter: 1,019] [eta: 2 days, 2:52:57] step_time: 20.7141 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0623 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 816.7672 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:00:16,651 INFO: [lm_ai..][Iter: 1,020] [eta: 2 days, 2:52:45] step_time: 21.2493 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0723 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 906.4498 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:00:38,119 INFO: [lm_ai..][Iter: 1,021] [eta: 2 days, 2:52:33] step_time: 20.8562 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0712 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 638.7065 generator_grad_norm: 0.0096 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:00:57,826 INFO: [lm_ai..][Iter: 1,022] [eta: 2 days, 2:52:07] step_time: 19.7056 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0756 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 874.4340 generator_grad_norm: 0.0144 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:01:18,491 INFO: [lm_ai..][Iter: 1,023] [eta: 2 days, 2:51:49] step_time: 20.6644 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0856 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 971.9188 generator_grad_norm: 0.0135 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:01:40,205 INFO: [lm_ai..][Iter: 1,024] [eta: 2 days, 2:51:40] step_time: 21.7131 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0874 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 447.9923 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:02:01,157 INFO: [lm_ai..][Iter: 1,025] [eta: 2 days, 2:51:24] step_time: 20.9506 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0660 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 823.9965 generator_grad_norm: 0.0163 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:02:21,143 INFO: [lm_ai..][Iter: 1,026] [eta: 2 days, 2:51:00] step_time: 19.9849 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0694 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 919.9890 generator_grad_norm: 0.0092 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:02:41,130 INFO: [lm_ai..][Iter: 1,027] [eta: 2 days, 2:50:36] step_time: 19.9863 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0699 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 787.2847 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:03:01,330 INFO: [lm_ai..][Iter: 1,028] [eta: 2 days, 2:50:14] step_time: 20.1989 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0703 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 845.2211 generator_grad_norm: 0.0128 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:03:20,580 INFO: [lm_ai..][Iter: 1,029] [eta: 2 days, 2:49:44] step_time: 19.2494 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0939 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 370.9231 generator_grad_norm: 0.0334 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:03:40,671 INFO: [lm_ai..][Iter: 1,030] [eta: 2 days, 2:49:21] step_time: 20.0895 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0652 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 868.2994 generator_grad_norm: 0.0170 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:04:02,764 INFO: [lm_ai..][Iter: 1,031] [eta: 2 days, 2:49:15] step_time: 21.4773 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0746 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 916.9540 generator_grad_norm: 0.0112 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:04:22,196 INFO: [lm_ai..][Iter: 1,032] [eta: 2 days, 2:48:46] step_time: 19.4305 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0674 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 918.1479 generator_grad_norm: 0.0187 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:04:42,698 INFO: [lm_ai..][Iter: 1,033] [eta: 2 days, 2:48:26] step_time: 20.5004 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0626 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 744.0903 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:05:02,091 INFO: [lm_ai..][Iter: 1,034] [eta: 2 days, 2:47:57] step_time: 19.3918 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0720 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 962.3993 generator_grad_norm: 0.0238 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:05:21,439 INFO: [lm_ai..][Iter: 1,035] [eta: 2 days, 2:47:28] step_time: 19.3476 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0976 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 904.7161 generator_grad_norm: 0.0485 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:05:42,137 INFO: [lm_ai..][Iter: 1,036] [eta: 2 days, 2:47:10] step_time: 20.6966 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0690 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 848.5251 generator_grad_norm: 0.0067 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:06:01,311 INFO: [lm_ai..][Iter: 1,037] [eta: 2 days, 2:46:39] step_time: 19.1728 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0557 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 930.3626 generator_grad_norm: 0.0139 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:06:22,902 INFO: [lm_ai..][Iter: 1,038] [eta: 2 days, 2:46:29] step_time: 21.5905 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0679 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 711.6655 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:06:43,164 INFO: [lm_ai..][Iter: 1,039] [eta: 2 days, 2:46:07] step_time: 20.2610 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.1014 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 971.7169 generator_grad_norm: 0.0213 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:07:04,432 INFO: [lm_ai..][Iter: 1,040] [eta: 2 days, 2:45:54] step_time: 21.2661 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.1004 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 690.5432 generator_grad_norm: 0.0302 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:07:26,136 INFO: [lm_ai..][Iter: 1,041] [eta: 2 days, 2:45:45] step_time: 21.0747 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0818 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 955.4226 generator_grad_norm: 0.0124 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:07:46,276 INFO: [lm_ai..][Iter: 1,042] [eta: 2 days, 2:45:22] step_time: 20.1393 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0695 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 912.3018 generator_grad_norm: 0.0095 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:08:06,132 INFO: [lm_ai..][Iter: 1,043] [eta: 2 days, 2:44:57] step_time: 19.8555 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0838 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 976.6915 generator_grad_norm: 0.0439 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:08:29,198 INFO: [lm_ai..][Iter: 1,044] [eta: 2 days, 2:45:00] step_time: 23.0642 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0755 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 914.1326 generator_grad_norm: 0.0233 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:08:47,269 INFO: [lm_ai..][Iter: 1,045] [eta: 2 days, 2:44:19] step_time: 18.0701 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0636 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 934.8534 generator_grad_norm: 0.0509 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:09:08,326 INFO: [lm_ai..][Iter: 1,046] [eta: 2 days, 2:44:05] step_time: 21.0556 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0548 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 743.2506 generator_grad_norm: 0.0050 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:09:28,680 INFO: [lm_ai..][Iter: 1,047] [eta: 2 days, 2:43:44] step_time: 20.3533 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0801 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 693.5898 generator_grad_norm: 0.0120 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:09:49,657 INFO: [lm_ai..][Iter: 1,048] [eta: 2 days, 2:43:28] step_time: 20.9761 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0798 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 913.4518 generator_grad_norm: 0.0125 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:10:10,849 INFO: [lm_ai..][Iter: 1,049] [eta: 2 days, 2:43:15] step_time: 21.1910 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0718 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 950.7000 generator_grad_norm: 0.0093 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:10:30,507 INFO: [lm_ai..][Iter: 1,050] [eta: 2 days, 2:42:48] step_time: 19.6560 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0583 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 947.6752 generator_grad_norm: 0.0339 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:10:52,279 INFO: [lm_ai..][Iter: 1,051] [eta: 2 days, 2:42:39] step_time: 21.1367 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0720 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 699.3575 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:11:11,160 INFO: [lm_ai..][Iter: 1,052] [eta: 2 days, 2:42:06] step_time: 18.8802 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0785 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 729.7726 generator_grad_norm: 0.0152 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:11:31,937 INFO: [lm_ai..][Iter: 1,053] [eta: 2 days, 2:41:49] step_time: 20.7758 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0773 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 765.9216 generator_grad_norm: 0.0121 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:11:52,532 INFO: [lm_ai..][Iter: 1,054] [eta: 2 days, 2:41:30] step_time: 20.5942 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.1181 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 954.7539 generator_grad_norm: 0.0577 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:12:13,510 INFO: [lm_ai..][Iter: 1,055] [eta: 2 days, 2:41:14] step_time: 20.9772 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0644 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 904.4547 generator_grad_norm: 0.0050 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:12:33,642 INFO: [lm_ai..][Iter: 1,056] [eta: 2 days, 2:40:52] step_time: 20.1306 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0849 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 584.8922 generator_grad_norm: 0.0121 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:12:54,235 INFO: [lm_ai..][Iter: 1,057] [eta: 2 days, 2:40:33] step_time: 20.5921 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0845 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 926.8059 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:13:15,157 INFO: [lm_ai..][Iter: 1,058] [eta: 2 days, 2:40:17] step_time: 20.9209 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0765 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 631.3959 generator_grad_norm: 0.0122 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:13:36,198 INFO: [lm_ai..][Iter: 1,059] [eta: 2 days, 2:40:02] step_time: 21.0401 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0755 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 446.7462 generator_grad_norm: 0.0078 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:13:54,873 INFO: [lm_ai..][Iter: 1,060] [eta: 2 days, 2:39:27] step_time: 18.6741 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0913 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 930.8502 generator_grad_norm: 0.0067 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:14:15,191 INFO: [lm_ai..][Iter: 1,061] [eta: 2 days, 2:39:06] step_time: 19.6903 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0899 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 301.7824 generator_grad_norm: 0.0109 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:14:36,296 INFO: [lm_ai..][Iter: 1,062] [eta: 2 days, 2:38:51] step_time: 21.1043 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0878 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 893.7946 generator_grad_norm: 0.0132 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:14:56,361 INFO: [lm_ai..][Iter: 1,063] [eta: 2 days, 2:38:28] step_time: 20.0637 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0563 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 651.1378 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:15:17,533 INFO: [lm_ai..][Iter: 1,064] [eta: 2 days, 2:38:14] step_time: 21.1708 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0918 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 617.2643 generator_grad_norm: 0.0149 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:15:38,820 INFO: [lm_ai..][Iter: 1,065] [eta: 2 days, 2:38:01] step_time: 21.2864 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0672 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 967.8681 generator_grad_norm: 0.0124 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:15:59,042 INFO: [lm_ai..][Iter: 1,066] [eta: 2 days, 2:37:39] step_time: 20.2202 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0772 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 790.2768 generator_grad_norm: 0.0412 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:16:19,744 INFO: [lm_ai..][Iter: 1,067] [eta: 2 days, 2:37:21] step_time: 20.7014 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0603 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 805.5000 generator_grad_norm: 0.0094 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:16:41,059 INFO: [lm_ai..][Iter: 1,068] [eta: 2 days, 2:37:08] step_time: 21.3134 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.1089 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 510.4885 generator_grad_norm: 0.0107 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:17:02,065 INFO: [lm_ai..][Iter: 1,069] [eta: 2 days, 2:36:53] step_time: 21.0059 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0780 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 421.2638 generator_grad_norm: 0.0143 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:17:23,144 INFO: [lm_ai..][Iter: 1,070] [eta: 2 days, 2:36:38] step_time: 21.0776 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0889 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 881.7416 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:17:44,800 INFO: [lm_ai..][Iter: 1,071] [eta: 2 days, 2:36:28] step_time: 20.9432 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0649 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 888.2482 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:18:06,239 INFO: [lm_ai..][Iter: 1,072] [eta: 2 days, 2:36:16] step_time: 21.4372 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0624 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 941.1208 generator_grad_norm: 0.0095 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:18:27,430 INFO: [lm_ai..][Iter: 1,073] [eta: 2 days, 2:36:02] step_time: 21.1904 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0742 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 918.1676 generator_grad_norm: 0.0188 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:18:46,137 INFO: [lm_ai..][Iter: 1,074] [eta: 2 days, 2:35:28] step_time: 18.7056 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0843 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 948.5436 generator_grad_norm: 0.0209 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:19:04,752 INFO: [lm_ai..][Iter: 1,075] [eta: 2 days, 2:34:52] step_time: 18.6144 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0833 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 665.5891 generator_grad_norm: 0.0124 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:19:25,465 INFO: [lm_ai..][Iter: 1,076] [eta: 2 days, 2:34:34] step_time: 20.7114 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0733 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 968.3394 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:19:45,537 INFO: [lm_ai..][Iter: 1,077] [eta: 2 days, 2:34:11] step_time: 20.0709 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0665 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 775.7372 generator_grad_norm: 0.0048 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:20:07,247 INFO: [lm_ai..][Iter: 1,078] [eta: 2 days, 2:34:02] step_time: 21.7092 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0842 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 458.3574 generator_grad_norm: 0.0171 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:20:27,967 INFO: [lm_ai..][Iter: 1,079] [eta: 2 days, 2:33:44] step_time: 20.7189 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0637 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 888.8428 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:20:49,364 INFO: [lm_ai..][Iter: 1,080] [eta: 2 days, 2:33:32] step_time: 21.3963 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0744 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 811.5813 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:21:10,048 INFO: [lm_ai..][Iter: 1,081] [eta: 2 days, 2:33:13] step_time: 20.0108 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0644 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 868.8793 generator_grad_norm: 0.0184 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:21:30,657 INFO: [lm_ai..][Iter: 1,082] [eta: 2 days, 2:32:55] step_time: 20.6081 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0505 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 872.6075 generator_grad_norm: 0.0067 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:21:50,991 INFO: [lm_ai..][Iter: 1,083] [eta: 2 days, 2:32:34] step_time: 20.3331 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0827 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 383.1773 generator_grad_norm: 0.0222 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:22:08,640 INFO: [lm_ai..][Iter: 1,084] [eta: 2 days, 2:31:50] step_time: 17.6469 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0719 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 862.1125 generator_grad_norm: 0.0112 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:22:28,126 INFO: [lm_ai..][Iter: 1,085] [eta: 2 days, 2:31:23] step_time: 19.4856 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0660 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 831.2249 generator_grad_norm: 0.0132 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:22:49,105 INFO: [lm_ai..][Iter: 1,086] [eta: 2 days, 2:31:07] step_time: 20.9776 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0655 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 751.7070 generator_grad_norm: 0.0132 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:23:09,527 INFO: [lm_ai..][Iter: 1,087] [eta: 2 days, 2:30:47] step_time: 20.4211 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0823 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 819.6968 generator_grad_norm: 0.0089 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:23:27,711 INFO: [lm_ai..][Iter: 1,088] [eta: 2 days, 2:30:08] step_time: 18.1830 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0801 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 749.2547 generator_grad_norm: 0.0149 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:23:46,611 INFO: [lm_ai..][Iter: 1,089] [eta: 2 days, 2:29:35] step_time: 18.8990 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0590 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 795.1610 generator_grad_norm: 0.0140 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] +2026-08-09 23:24:06,966 INFO: [lm_ai..][Iter: 1,090] [eta: 2 days, 2:29:14] step_time: 20.3540 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0709 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 802.0151 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 17.70GiB peak_alloc 16.42GiB] diff --git a/LongVid/experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint/__5_0.distcp b/LongVid/experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint/__5_0.distcp new file mode 100644 index 0000000000000000000000000000000000000000..c89206770be59ecaa22b924f64f38b6a69124cbc --- /dev/null +++ b/LongVid/experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint/__5_0.distcp @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6a71805aacae636e0e8597b66b5afb25ffc5086b163f6ecf8fc086a48b6c428d +size 746887427 diff --git a/LongVid/experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/train_lm_aifm_same_observation_teacher_phase1_b32_1b.yml b/LongVid/experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/train_lm_aifm_same_observation_teacher_phase1_b32_1b.yml new file mode 100644 index 0000000000000000000000000000000000000000..7b1941b93ee4220d4a962fd294fd591acf4334ec --- /dev/null +++ b/LongVid/experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/train_lm_aifm_same_observation_teacher_phase1_b32_1b.yml @@ -0,0 +1,106 @@ +# GENERATE TIME: Mon Aug 10 07:25:37 2026 +# CMD: +# /mnt/workspace/fly/lm_aifm_20260809/src/AnyFlow/far/main.py config_path=options/train/lm_aifm/train_lm_aifm_same_observation_teacher_phase1_b32_1b.yml + +# Phase-1 LoRA training on real long-video prefixes with the paper-comparable +# global batch used by the main experiment: 4 samples/rank x 8 ranks = 32. +# The resulting checkpoint is a teacher candidate and must still pass the +# real/student-prefix competence audit and interval-solver gate before F runs. + +name: lm_aifm_same_observation_teacher_phase1_b32_1b +mode: train +manual_seed: 0 +mixed_precision: true + +datasets: + train: + type: T2VMemSpecWindowsTarDataset + meta_path: /mnt/workspace/fly/lm_aifm_20260809/datasets/formal_sekai_60s_v1/wids-meta.json + data_dtype: .mp4 + temporal_sampling: memspec_sink_slow_recent_29f + window_num_frames: 29 + history_windows: 6 + target_fps: 16.0 + temporal_seed: 0 + decode_threads: 2 + height: 480 + width: 832 + return_temporal_metadata: true + dataloader_cfg: + batch_size_per_gpu: 4 + num_workers: 0 + shuffle: true + seed: 0 + shuffle_chunk_size: 1000 + drop_last: true + persistent_workers: false + +models: + transformer_cfg: + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/AnyFlow-FAR-Wan2.1-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + enable_gradient_checkpoint: true + far_config: + full_chunk_limit: 3 + chunk_partition: [1, 3, 3, 3, 3, 3, 3, 2] + compressed_patch_size: [1, 4, 4] + long_context_training_ratio: 1.0 + lora_config: + lora_rank: 16 + lora_alpha: 16 + target_module_name: ['attn1.to_q', 'attn1.to_k', 'attn1.to_v', 'attn1.to_out.0', 'ffn.net.0.proj', 'ffn.net.2', 'delta_embedder', 'time_embedder'] + param_names_to_optimize: ['lora_A', 'lora_B'] + + text_encoder_cfg: + drop_text_ratio: 0.1 + negative_embedding_path: assets/negative_embedding/wan_negemb_cn.pth + vae_cfg: {load: true} + scheduler_cfg: {shift: 5.0, weight_type: uniform} + + memory_cfg: + capacity: 5 + sink_slots: 1 + recent_slots: 2 + context_slots: 5 + target_chunks: 3 + + teacher_cfg: + phase: real_prefix_phase1 + history_depths: [6] + timestep_weighting: logit_normal + logit_mean: 0.0 + logit_std: 1.0 + + flowmap_cfg: + gate_value: 0.25 + deltatime_type: r + diffusion_ratio: 0.5 + consistency_ratio: 0.25 + epsilon: 5 + +path: {pretrain_network: null} + +train: + train_pipeline: LM_AIFM_SameObservation_Teacher_Trainer + optim_g: {type: AdamW, lr: !!float 1e-5, weight_decay: 0.0, betas: [0.9, 0.999]} + max_grad_norm: 1.0 + lr_scheduler: constant_with_warmup + # Preserve the old batch-8 warmup exposure: 500 * 8 = 125 * 32 samples. + warmup_iter: 125 + # BaseTrainer currently uses an inclusive loop; 2499 means 2500 updates. + total_iter: 2499 + ema_decay: 0.999 + ema_warmup_step: 125 + +val: + skip_first_eval: true + sample_freq: 100000 + eval_freq: 100000 + +logger: + print_freq: 1 + # Rolling resumable state roughly hourly; immutable model milestones every 500. + save_checkpoint_freq: 50 + save_eval_checkpoint_freq: 500 + clean_cache_freq: 10 + use_wandb: false diff --git a/LongVid/experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/train_lm_aifm_same_observation_teacher_phase1_b32_1b_20260810_072537.log b/LongVid/experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/train_lm_aifm_same_observation_teacher_phase1_b32_1b_20260810_072537.log new file mode 100644 index 0000000000000000000000000000000000000000..ac454faa0526603eea8f22182ad3ff924f6bdbd0 --- /dev/null +++ b/LongVid/experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/train_lm_aifm_same_observation_teacher_phase1_b32_1b_20260810_072537.log @@ -0,0 +1,3877 @@ +2026-08-10 07:25:37,828 INFO: + name: lm_aifm_same_observation_teacher_phase1_b32_1b + mode: train + manual_seed: 0 + mixed_precision: True + datasets:[ + train:[ + type: T2VMemSpecWindowsTarDataset + meta_path: /mnt/workspace/fly/lm_aifm_20260809/datasets/formal_sekai_60s_v1/wids-meta.json + data_dtype: .mp4 + temporal_sampling: memspec_sink_slow_recent_29f + window_num_frames: 29 + history_windows: 6 + target_fps: 16.0 + temporal_seed: 0 + decode_threads: 2 + height: 480 + width: 832 + return_temporal_metadata: True + dataloader_cfg:[ + batch_size_per_gpu: 4 + num_workers: 0 + shuffle: True + seed: 0 + shuffle_chunk_size: 1000 + drop_last: True + persistent_workers: False + ] + ] + ] + models:[ + transformer_cfg:[ + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/AnyFlow-FAR-Wan2.1-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + enable_gradient_checkpoint: True + far_config:[ + full_chunk_limit: 3 + chunk_partition: [1, 3, 3, 3, 3, 3, 3, 2] + compressed_patch_size: [1, 4, 4] + long_context_training_ratio: 1.0 + ] + lora_config:[ + lora_rank: 16 + lora_alpha: 16 + target_module_name: ['attn1.to_q', 'attn1.to_k', 'attn1.to_v', 'attn1.to_out.0', 'ffn.net.0.proj', 'ffn.net.2', 'delta_embedder', 'time_embedder'] + ] + param_names_to_optimize: ['lora_A', 'lora_B'] + ] + text_encoder_cfg:[ + drop_text_ratio: 0.1 + negative_embedding_path: assets/negative_embedding/wan_negemb_cn.pth + ] + vae_cfg:[ + load: True + ] + scheduler_cfg:[ + shift: 5.0 + weight_type: uniform + ] + memory_cfg:[ + capacity: 5 + sink_slots: 1 + recent_slots: 2 + context_slots: 5 + target_chunks: 3 + ] + teacher_cfg:[ + phase: real_prefix_phase1 + history_depths: [6] + timestep_weighting: logit_normal + logit_mean: 0.0 + logit_std: 1.0 + ] + flowmap_cfg:[ + gate_value: 0.25 + deltatime_type: r + diffusion_ratio: 0.5 + consistency_ratio: 0.25 + epsilon: 5 + ] + ] + path:[ + pretrain_network: None + experiments_root: experiments/lm_aifm_same_observation_teacher_phase1_b32_1b + models: experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models + log: experiments/lm_aifm_same_observation_teacher_phase1_b32_1b + visualization: experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/visualization + ] + train:[ + train_pipeline: LM_AIFM_SameObservation_Teacher_Trainer + optim_g:[ + type: AdamW + lr: 1e-05 + weight_decay: 0.0 + betas: [0.9, 0.999] + ] + max_grad_norm: 1.0 + lr_scheduler: constant_with_warmup + warmup_iter: 125 + total_iter: 2499 + ema_decay: 0.999 + ema_warmup_step: 125 + ] + val:[ + skip_first_eval: True + sample_freq: 100000 + eval_freq: 100000 + ] + logger:[ + print_freq: 1 + save_checkpoint_freq: 50 + save_eval_checkpoint_freq: 500 + clean_cache_freq: 10 + use_wandb: False + ] + config_path: options/train/lm_aifm/train_lm_aifm_same_observation_teacher_phase1_b32_1b.yml + +2026-08-10 07:25:41,619 INFO: fix params: base_model.model.scale_shift_table +2026-08-10 07:25:41,619 INFO: fix params: base_model.model.patch_embedding.weight +2026-08-10 07:25:41,619 INFO: fix params: base_model.model.patch_embedding.bias +2026-08-10 07:25:41,619 INFO: fix params: 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base_model.model.condition_embedder.time_proj.weight +2026-08-10 07:25:41,650 INFO: fix params: base_model.model.condition_embedder.time_proj.bias +2026-08-10 07:25:41,650 INFO: fix params: base_model.model.condition_embedder.text_embedder.linear_1.weight +2026-08-10 07:25:41,650 INFO: fix params: base_model.model.condition_embedder.text_embedder.linear_1.bias +2026-08-10 07:25:41,650 INFO: fix params: base_model.model.condition_embedder.text_embedder.linear_2.weight +2026-08-10 07:25:41,650 INFO: fix params: base_model.model.condition_embedder.text_embedder.linear_2.bias +2026-08-10 07:25:41,650 INFO: #Trained Parameters: 16.130048 M +2026-08-10 07:25:41,651 INFO: #Fixed Parameters: 1422.147136 M +2026-08-10 07:26:24,996 INFO: enable EMA training with decay 0.999, warmup_steps: 125 +2026-08-10 07:26:25,005 INFO: Checkpoint does not exist. Starting a new training run. +2026-08-10 07:26:25,005 INFO: ***** Running training ***** +2026-08-10 07:26:25,005 INFO: Num examples = 799 +2026-08-10 07:26:25,005 INFO: Instantaneous batch size per device = 4 +2026-08-10 07:26:25,005 INFO: Total train batch size (with parallel, distributed & accumulation) = 32 +2026-08-10 07:26:25,005 INFO: Total optimization steps = 2499 +2026-08-10 07:26:25,006 INFO: Data_loader_length: 24 +2026-08-10 07:26:25,006 INFO: Init dataloader at epoch: 0, batch_iter 0 +2026-08-10 07:27:40,937 INFO: [lm_ai..][Iter: 1] [eta: 1 day, 2:20:00] step_time: 75.9310 lrs_g: 8.000e-08 same_observation_teacher_loss: 0.1022 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 790.2698 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 52.36GiB peak_alloc 48.09GiB] +2026-08-10 07:28:54,444 INFO: [lm_ai..][Iter: 2] [eta: 1 day, 10:32:12] step_time: 73.5058 lrs_g: 1.600e-07 same_observation_teacher_loss: 0.0949 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 753.6892 generator_grad_norm: 0.0053 [cuda:0 alloc 5.60GiB reserved 52.36GiB peak_alloc 48.11GiB] +2026-08-10 07:30:06,934 INFO: [lm_ai..][Iter: 3] [eta: 1 day, 14:27:07] step_time: 72.4888 lrs_g: 2.400e-07 same_observation_teacher_loss: 0.1129 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 867.2115 generator_grad_norm: 0.0088 [cuda:0 alloc 5.60GiB reserved 52.36GiB peak_alloc 48.11GiB] +2026-08-10 07:31:18,812 INFO: [lm_ai..][Iter: 4] [eta: 1 day, 16:42:30] step_time: 71.8768 lrs_g: 3.200e-07 same_observation_teacher_loss: 0.1094 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 778.1652 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 52.36GiB peak_alloc 48.11GiB] +2026-08-10 07:32:33,628 INFO: [lm_ai..][Iter: 5] [eta: 1 day, 18:32:42] step_time: 74.8139 lrs_g: 4.000e-07 same_observation_teacher_loss: 0.0968 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 685.8339 generator_grad_norm: 0.0055 [cuda:0 alloc 5.60GiB reserved 52.36GiB peak_alloc 48.11GiB] +2026-08-10 07:33:46,339 INFO: [lm_ai..][Iter: 6] [eta: 1 day, 19:38:34] step_time: 72.7102 lrs_g: 4.800e-07 same_observation_teacher_loss: 0.1008 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 826.0667 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 52.36GiB peak_alloc 48.11GiB] +2026-08-10 07:35:00,533 INFO: [lm_ai..][Iter: 7] [eta: 1 day, 20:35:22] step_time: 74.1927 lrs_g: 5.600e-07 same_observation_teacher_loss: 0.1101 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 848.0247 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 52.36GiB peak_alloc 48.11GiB] +2026-08-10 07:36:16,615 INFO: [lm_ai..][Iter: 8] [eta: 1 day, 21:27:58] step_time: 76.0806 lrs_g: 6.400e-07 same_observation_teacher_loss: 0.1020 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 831.0985 generator_grad_norm: 0.0060 [cuda:0 alloc 5.60GiB reserved 52.36GiB peak_alloc 48.11GiB] +2026-08-10 07:37:35,740 INFO: [lm_ai..][Iter: 9] [eta: 1 day, 22:22:25] step_time: 79.1237 lrs_g: 7.200e-07 same_observation_teacher_loss: 0.1021 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 746.0896 generator_grad_norm: 0.0064 [cuda:0 alloc 5.60GiB reserved 52.36GiB peak_alloc 48.11GiB] +2026-08-10 07:38:51,231 INFO: [lm_ai..][Iter: 10] [eta: 1 day, 22:53:02] step_time: 75.4891 lrs_g: 8.000e-07 same_observation_teacher_loss: 0.1003 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 820.4489 generator_grad_norm: 0.0057 [cuda:0 alloc 5.60GiB reserved 52.36GiB peak_alloc 48.11GiB] +2026-08-10 07:40:07,646 INFO: [lm_ai..][Iter: 11] [eta: 1 day, 23:21:32] step_time: 74.6396 lrs_g: 8.800e-07 same_observation_teacher_loss: 0.1071 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 854.7363 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 07:41:19,502 INFO: [lm_ai..][Iter: 12] [eta: 1 day, 23:30:55] step_time: 71.8536 lrs_g: 9.600e-07 same_observation_teacher_loss: 0.0998 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 843.5507 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 07:42:36,933 INFO: [lm_ai..][Iter: 13] [eta: 1 day, 23:55:17] step_time: 77.4301 lrs_g: 1.040e-06 same_observation_teacher_loss: 0.1086 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 723.7211 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 07:43:49,151 INFO: [lm_ai..][Iter: 14] [eta: 2 days, 0:01:50] step_time: 72.2168 lrs_g: 1.120e-06 same_observation_teacher_loss: 0.0943 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 717.3643 generator_grad_norm: 0.0069 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 07:44:59,360 INFO: [lm_ai..][Iter: 15] [eta: 2 days, 0:02:13] step_time: 70.2075 lrs_g: 1.200e-06 same_observation_teacher_loss: 0.1016 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 896.2328 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 07:46:08,863 INFO: [lm_ai..][Iter: 16] [eta: 2 days, 0:00:43] step_time: 69.5011 lrs_g: 1.280e-06 same_observation_teacher_loss: 0.0950 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 833.6501 generator_grad_norm: 0.0057 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 07:47:24,469 INFO: [lm_ai..][Iter: 17] [eta: 2 days, 0:13:16] step_time: 75.6052 lrs_g: 1.360e-06 same_observation_teacher_loss: 0.1060 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 829.0331 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 07:48:36,909 INFO: [lm_ai..][Iter: 18] [eta: 2 days, 0:17:28] step_time: 72.4382 lrs_g: 1.440e-06 same_observation_teacher_loss: 0.1072 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 747.8560 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 07:49:43,380 INFO: [lm_ai..][Iter: 19] [eta: 2 days, 0:08:48] step_time: 66.4702 lrs_g: 1.520e-06 same_observation_teacher_loss: 0.1006 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 805.4252 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 07:51:01,037 INFO: [lm_ai..][Iter: 20] [eta: 2 days, 0:22:51] step_time: 77.6557 lrs_g: 1.600e-06 same_observation_teacher_loss: 0.0991 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 658.3541 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 07:52:16,487 INFO: [lm_ai..][Iter: 21] [eta: 2 days, 0:31:22] step_time: 73.7321 lrs_g: 1.680e-06 same_observation_teacher_loss: 0.1093 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 757.2769 generator_grad_norm: 0.0104 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 07:53:28,332 INFO: [lm_ai..][Iter: 22] [eta: 2 days, 0:32:34] step_time: 71.8433 lrs_g: 1.760e-06 same_observation_teacher_loss: 0.1115 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 845.5835 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 07:54:41,709 INFO: [lm_ai..][Iter: 23] [eta: 2 days, 0:36:12] step_time: 73.3761 lrs_g: 1.840e-06 same_observation_teacher_loss: 0.1029 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 706.8609 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 07:55:56,742 INFO: [lm_ai..][Iter: 24] [eta: 2 days, 0:42:10] step_time: 75.0311 lrs_g: 1.920e-06 same_observation_teacher_loss: 0.1138 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 665.3091 generator_grad_norm: 0.0126 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 07:57:11,266 INFO: [lm_ai..][Iter: 25] [eta: 2 days, 0:46:47] step_time: 74.5228 lrs_g: 2.000e-06 same_observation_teacher_loss: 0.1340 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 864.4146 generator_grad_norm: 0.0126 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 07:58:25,738 INFO: [lm_ai..][Iter: 26] [eta: 2 days, 0:50:53] step_time: 74.4707 lrs_g: 2.080e-06 same_observation_teacher_loss: 0.1005 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 899.2208 generator_grad_norm: 0.0096 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 07:59:40,711 INFO: [lm_ai..][Iter: 27] [eta: 2 days, 0:55:20] step_time: 74.9714 lrs_g: 2.160e-06 same_observation_teacher_loss: 0.1006 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 754.3669 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:00:54,473 INFO: [lm_ai..][Iter: 28] [eta: 2 days, 0:57:41] step_time: 73.7608 lrs_g: 2.240e-06 same_observation_teacher_loss: 0.1031 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 810.6509 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:02:03,566 INFO: [lm_ai..][Iter: 29] [eta: 2 days, 0:53:23] step_time: 69.0914 lrs_g: 2.320e-06 same_observation_teacher_loss: 0.1100 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 715.1672 generator_grad_norm: 0.0084 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:03:23,651 INFO: [lm_ai..][Iter: 30] [eta: 2 days, 1:03:52] step_time: 80.0838 lrs_g: 2.400e-06 same_observation_teacher_loss: 0.1010 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 841.4629 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:04:38,359 INFO: [lm_ai..][Iter: 31] [eta: 2 days, 1:06:43] step_time: 72.9597 lrs_g: 2.480e-06 same_observation_teacher_loss: 0.0962 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 788.6642 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 08:05:57,762 INFO: [lm_ai..][Iter: 32] [eta: 2 days, 1:15:09] step_time: 79.4016 lrs_g: 2.560e-06 same_observation_teacher_loss: 0.1061 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 837.3056 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:07:13,636 INFO: [lm_ai..][Iter: 33] [eta: 2 days, 1:18:45] step_time: 75.8728 lrs_g: 2.640e-06 same_observation_teacher_loss: 0.1143 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 800.0088 generator_grad_norm: 0.0092 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:08:21,752 INFO: [lm_ai..][Iter: 34] [eta: 2 days, 1:12:58] step_time: 68.1148 lrs_g: 2.720e-06 same_observation_teacher_loss: 0.0983 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 817.0962 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:09:32,837 INFO: [lm_ai..][Iter: 35] [eta: 2 days, 1:10:50] step_time: 71.0836 lrs_g: 2.800e-06 same_observation_teacher_loss: 0.1082 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 716.6815 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:10:46,051 INFO: [lm_ai..][Iter: 36] [eta: 2 days, 1:11:07] step_time: 73.2128 lrs_g: 2.880e-06 same_observation_teacher_loss: 0.0950 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 675.0447 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:12:02,062 INFO: [lm_ai..][Iter: 37] [eta: 2 days, 1:14:20] step_time: 76.0097 lrs_g: 2.960e-06 same_observation_teacher_loss: 0.0990 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 775.9736 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:13:11,963 INFO: [lm_ai..][Iter: 38] [eta: 2 days, 1:10:54] step_time: 69.8996 lrs_g: 3.040e-06 same_observation_teacher_loss: 0.0984 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 872.3255 generator_grad_norm: 0.0067 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:14:30,722 INFO: [lm_ai..][Iter: 39] [eta: 2 days, 1:16:39] step_time: 78.7572 lrs_g: 3.120e-06 same_observation_teacher_loss: 0.1029 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 720.6448 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:15:45,113 INFO: [lm_ai..][Iter: 40] [eta: 2 days, 1:17:42] step_time: 74.3897 lrs_g: 3.200e-06 same_observation_teacher_loss: 0.1201 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 822.2897 generator_grad_norm: 0.0089 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:17:00,318 INFO: [lm_ai..][Iter: 41] [eta: 2 days, 1:19:25] step_time: 73.4734 lrs_g: 3.280e-06 same_observation_teacher_loss: 0.1142 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 883.4129 generator_grad_norm: 0.0088 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 08:18:10,815 INFO: [lm_ai..][Iter: 42] [eta: 2 days, 1:16:32] step_time: 70.4955 lrs_g: 3.360e-06 same_observation_teacher_loss: 0.1043 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 774.4231 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:19:23,016 INFO: [lm_ai..][Iter: 43] [eta: 2 days, 1:15:18] step_time: 72.1998 lrs_g: 3.440e-06 same_observation_teacher_loss: 0.1081 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 789.9974 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:20:36,830 INFO: [lm_ai..][Iter: 44] [eta: 2 days, 1:15:32] step_time: 73.8118 lrs_g: 3.520e-06 same_observation_teacher_loss: 0.1044 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 783.4553 generator_grad_norm: 0.0092 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:21:49,414 INFO: [lm_ai..][Iter: 45] [eta: 2 days, 1:14:37] step_time: 72.5832 lrs_g: 3.600e-06 same_observation_teacher_loss: 0.1057 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 798.0067 generator_grad_norm: 0.0069 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:23:05,217 INFO: [lm_ai..][Iter: 46] [eta: 2 days, 1:16:29] step_time: 75.8017 lrs_g: 3.680e-06 same_observation_teacher_loss: 0.1168 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 781.8460 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:24:19,758 INFO: [lm_ai..][Iter: 47] [eta: 2 days, 1:17:09] step_time: 74.5388 lrs_g: 3.760e-06 same_observation_teacher_loss: 0.1078 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 842.8740 generator_grad_norm: 0.0078 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:25:33,808 INFO: [lm_ai..][Iter: 48] [eta: 2 days, 1:17:20] step_time: 74.0489 lrs_g: 3.840e-06 same_observation_teacher_loss: 0.0954 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 849.9547 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:26:48,973 INFO: [lm_ai..][Iter: 49] [eta: 2 days, 1:18:21] step_time: 75.1636 lrs_g: 3.920e-06 same_observation_teacher_loss: 0.1062 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 805.7922 generator_grad_norm: 0.0096 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:28:00,934 INFO: [lm_ai..][Iter: 50] [eta: 2 days, 1:16:44] step_time: 71.9599 lrs_g: 4.000e-06 same_observation_teacher_loss: 0.0983 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 597.3494 generator_grad_norm: 0.0060 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:28:08,706 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-10 08:29:21,963 INFO: [lm_ai..][Iter: 51] [eta: 2 days, 1:22:14] step_time: 73.0278 lrs_g: 4.080e-06 same_observation_teacher_loss: 0.1171 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 709.1306 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 08:30:37,151 INFO: [lm_ai..][Iter: 52] [eta: 2 days, 1:23:00] step_time: 75.1863 lrs_g: 4.160e-06 same_observation_teacher_loss: 0.1015 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 839.8020 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:31:50,117 INFO: [lm_ai..][Iter: 53] [eta: 2 days, 1:22:00] step_time: 72.9649 lrs_g: 4.240e-06 same_observation_teacher_loss: 0.1084 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 777.9550 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:33:06,974 INFO: [lm_ai..][Iter: 54] [eta: 2 days, 1:23:52] step_time: 76.8556 lrs_g: 4.320e-06 same_observation_teacher_loss: 0.0941 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 791.3201 generator_grad_norm: 0.0080 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:34:15,040 INFO: [lm_ai..][Iter: 55] [eta: 2 days, 1:19:15] step_time: 68.0646 lrs_g: 4.400e-06 same_observation_teacher_loss: 0.1164 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 834.3553 generator_grad_norm: 0.0106 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:35:28,065 INFO: [lm_ai..][Iter: 56] [eta: 2 days, 1:18:17] step_time: 73.0237 lrs_g: 4.480e-06 same_observation_teacher_loss: 0.1073 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 745.9045 generator_grad_norm: 0.0089 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:36:40,500 INFO: [lm_ai..][Iter: 57] [eta: 2 days, 1:16:54] step_time: 72.4335 lrs_g: 4.560e-06 same_observation_teacher_loss: 0.1042 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 736.6031 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:37:55,646 INFO: [lm_ai..][Iter: 58] [eta: 2 days, 1:17:23] step_time: 75.1447 lrs_g: 4.640e-06 same_observation_teacher_loss: 0.1154 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 765.1354 generator_grad_norm: 0.0092 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:39:07,759 INFO: [lm_ai..][Iter: 59] [eta: 2 days, 1:15:45] step_time: 72.1113 lrs_g: 4.720e-06 same_observation_teacher_loss: 0.1218 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 729.3794 generator_grad_norm: 0.0114 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:40:20,497 INFO: [lm_ai..][Iter: 60] [eta: 2 days, 1:14:34] step_time: 72.7374 lrs_g: 4.800e-06 same_observation_teacher_loss: 0.1203 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 863.4866 generator_grad_norm: 0.0114 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:41:30,362 INFO: [lm_ai..][Iter: 61] [eta: 2 days, 1:11:29] step_time: 68.1997 lrs_g: 4.880e-06 same_observation_teacher_loss: 0.1125 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 877.9576 generator_grad_norm: 0.0142 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 08:42:43,723 INFO: [lm_ai..][Iter: 62] [eta: 2 days, 1:10:43] step_time: 73.3594 lrs_g: 4.960e-06 same_observation_teacher_loss: 0.0929 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 787.6667 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:43:58,429 INFO: [lm_ai..][Iter: 63] [eta: 2 days, 1:10:48] step_time: 74.7046 lrs_g: 5.040e-06 same_observation_teacher_loss: 0.0996 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 822.7712 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:45:14,795 INFO: [lm_ai..][Iter: 64] [eta: 2 days, 1:11:52] step_time: 76.3653 lrs_g: 5.120e-06 same_observation_teacher_loss: 0.0934 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 841.5524 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:46:25,208 INFO: [lm_ai..][Iter: 65] [eta: 2 days, 1:09:12] step_time: 70.4113 lrs_g: 5.200e-06 same_observation_teacher_loss: 0.1007 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 732.2302 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:47:35,947 INFO: [lm_ai..][Iter: 66] [eta: 2 days, 1:06:47] step_time: 70.7374 lrs_g: 5.280e-06 same_observation_teacher_loss: 0.1184 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 747.5383 generator_grad_norm: 0.0092 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:48:49,465 INFO: [lm_ai..][Iter: 67] [eta: 2 days, 1:06:04] step_time: 73.5162 lrs_g: 5.360e-06 same_observation_teacher_loss: 0.1058 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 822.9250 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:50:02,175 INFO: [lm_ai..][Iter: 68] [eta: 2 days, 1:04:51] step_time: 72.7081 lrs_g: 5.440e-06 same_observation_teacher_loss: 0.1108 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 907.1638 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:51:15,714 INFO: [lm_ai..][Iter: 69] [eta: 2 days, 1:04:07] step_time: 73.5374 lrs_g: 5.520e-06 same_observation_teacher_loss: 0.1134 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 787.4999 generator_grad_norm: 0.0123 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:52:30,308 INFO: [lm_ai..][Iter: 70] [eta: 2 days, 1:03:58] step_time: 74.5927 lrs_g: 5.600e-06 same_observation_teacher_loss: 0.1205 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 890.4598 generator_grad_norm: 0.0145 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:53:42,953 INFO: [lm_ai..][Iter: 71] [eta: 2 days, 1:02:42] step_time: 70.9648 lrs_g: 5.680e-06 same_observation_teacher_loss: 0.1070 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 818.2318 generator_grad_norm: 0.0110 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 08:55:00,917 INFO: [lm_ai..][Iter: 72] [eta: 2 days, 1:04:23] step_time: 77.9625 lrs_g: 5.760e-06 same_observation_teacher_loss: 0.1023 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 825.7304 generator_grad_norm: 0.0103 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:56:11,860 INFO: [lm_ai..][Iter: 73] [eta: 2 days, 1:02:08] step_time: 70.9411 lrs_g: 5.840e-06 same_observation_teacher_loss: 0.1120 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 726.6510 generator_grad_norm: 0.0098 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 08:57:30,140 INFO: [lm_ai..][Iter: 74] [eta: 2 days, 1:03:53] step_time: 78.2785 lrs_g: 5.920e-06 same_observation_teacher_loss: 0.0921 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 766.6846 generator_grad_norm: 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teacher_context_frames: 13.0000 teacher_timestep: 841.4990 generator_grad_norm: 0.0119 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 09:02:27,355 INFO: [lm_ai..][Iter: 78] [eta: 2 days, 1:01:57] step_time: 79.2412 lrs_g: 6.240e-06 same_observation_teacher_loss: 0.1011 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 806.1052 generator_grad_norm: 0.0111 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 09:03:43,883 INFO: [lm_ai..][Iter: 79] [eta: 2 days, 1:02:33] step_time: 76.5264 lrs_g: 6.320e-06 same_observation_teacher_loss: 0.1110 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 870.6224 generator_grad_norm: 0.0107 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 09:04:57,653 INFO: [lm_ai..][Iter: 80] [eta: 2 days, 1:01:43] step_time: 73.7456 lrs_g: 6.400e-06 same_observation_teacher_loss: 0.0879 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 734.5734 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 09:06:17,671 INFO: [lm_ai..][Iter: 81] [eta: 2 days, 1:03:57] step_time: 78.3651 lrs_g: 6.480e-06 same_observation_teacher_loss: 0.0963 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 825.9100 generator_grad_norm: 0.0084 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 09:07:36,879 INFO: [lm_ai..][Iter: 82] [eta: 2 days, 1:05:42] step_time: 79.2065 lrs_g: 6.560e-06 same_observation_teacher_loss: 0.0953 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 803.9947 generator_grad_norm: 0.0097 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 09:08:53,295 INFO: [lm_ai..][Iter: 83] [eta: 2 days, 1:06:03] step_time: 76.3912 lrs_g: 6.640e-06 same_observation_teacher_loss: 0.0945 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 896.4854 generator_grad_norm: 0.0093 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 09:10:06,718 INFO: [lm_ai..][Iter: 84] [eta: 2 days, 1:04:56] step_time: 73.4215 lrs_g: 6.720e-06 same_observation_teacher_loss: 0.1177 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 864.3173 generator_grad_norm: 0.0125 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 09:11:22,744 INFO: [lm_ai..][Iter: 85] [eta: 2 days, 1:05:02] step_time: 76.0249 lrs_g: 6.800e-06 same_observation_teacher_loss: 0.1041 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 818.8997 generator_grad_norm: 0.0128 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 09:12:33,502 INFO: [lm_ai..][Iter: 86] [eta: 2 days, 1:02:41] step_time: 70.7566 lrs_g: 6.880e-06 same_observation_teacher_loss: 0.1178 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 873.4254 generator_grad_norm: 0.0126 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 09:13:48,505 INFO: [lm_ai..][Iter: 87] [eta: 2 days, 1:02:17] step_time: 75.0017 lrs_g: 6.960e-06 same_observation_teacher_loss: 0.1006 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 825.1544 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 09:15:01,431 INFO: [lm_ai..][Iter: 88] [eta: 2 days, 1:00:56] step_time: 72.9246 lrs_g: 7.040e-06 same_observation_teacher_loss: 0.0964 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 826.8824 generator_grad_norm: 0.0080 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 09:16:16,273 INFO: [lm_ai..][Iter: 89] [eta: 2 days, 1:00:26] step_time: 74.8411 lrs_g: 7.120e-06 same_observation_teacher_loss: 0.0875 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 886.2661 generator_grad_norm: 0.0105 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 09:17:23,260 INFO: [lm_ai..][Iter: 90] [eta: 2 days, 0:56:27] step_time: 66.9855 lrs_g: 7.200e-06 same_observation_teacher_loss: 0.0892 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 714.1783 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 09:18:40,453 INFO: [lm_ai..][Iter: 91] [eta: 2 days, 0:56:59] step_time: 75.3901 lrs_g: 7.280e-06 same_observation_teacher_loss: 0.0901 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 810.1562 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 09:19:55,154 INFO: [lm_ai..][Iter: 92] [eta: 2 days, 0:56:25] step_time: 74.6994 lrs_g: 7.360e-06 same_observation_teacher_loss: 0.1031 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 639.9189 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 09:21:07,157 INFO: [lm_ai..][Iter: 93] [eta: 2 days, 0:54:40] step_time: 72.0013 lrs_g: 7.440e-06 same_observation_teacher_loss: 0.0899 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 793.1842 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 09:22:18,374 INFO: [lm_ai..][Iter: 94] [eta: 2 days, 0:52:36] step_time: 71.2158 lrs_g: 7.520e-06 same_observation_teacher_loss: 0.1020 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 823.5598 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 09:23:33,529 INFO: [lm_ai..][Iter: 95] [eta: 2 days, 0:52:12] step_time: 75.1539 lrs_g: 7.600e-06 same_observation_teacher_loss: 0.1011 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 810.5497 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 09:24:43,965 INFO: [lm_ai..][Iter: 96] [eta: 2 days, 0:49:50] step_time: 70.4350 lrs_g: 7.680e-06 same_observation_teacher_loss: 0.0938 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 776.5107 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 09:25:56,225 INFO: [lm_ai..][Iter: 97] [eta: 2 days, 0:48:14] step_time: 72.2585 lrs_g: 7.760e-06 same_observation_teacher_loss: 0.0880 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 782.2186 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 09:27:12,119 INFO: [lm_ai..][Iter: 98] [eta: 2 days, 0:48:07] step_time: 75.8925 lrs_g: 7.840e-06 same_observation_teacher_loss: 0.0899 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 709.2754 generator_grad_norm: 0.0057 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 09:28:26,317 INFO: [lm_ai..][Iter: 99] [eta: 2 days, 0:47:18] step_time: 74.1960 lrs_g: 7.920e-06 same_observation_teacher_loss: 0.0945 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 790.3383 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 09:29:40,428 INFO: [lm_ai..][Iter: 100] [eta: 2 days, 0:46:26] step_time: 74.1094 lrs_g: 8.000e-06 same_observation_teacher_loss: 0.0983 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 774.6938 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 09:29:46,687 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-10 09:30:59,932 INFO: [lm_ai..][Iter: 101] [eta: 2 days, 0:47:40] step_time: 73.0139 lrs_g: 8.080e-06 same_observation_teacher_loss: 0.0882 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 838.0420 generator_grad_norm: 0.0064 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 09:32:08,086 INFO: [lm_ai..][Iter: 102] [eta: 2 days, 0:44:28] step_time: 68.1523 lrs_g: 8.160e-06 same_observation_teacher_loss: 0.0992 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 860.4031 generator_grad_norm: 0.0161 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 09:33:18,070 INFO: [lm_ai..][Iter: 103] [eta: 2 days, 0:42:00] step_time: 69.9829 lrs_g: 8.240e-06 same_observation_teacher_loss: 0.0991 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 823.3887 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 09:34:32,110 INFO: [lm_ai..][Iter: 104] [eta: 2 days, 0:41:05] step_time: 74.0387 lrs_g: 8.320e-06 same_observation_teacher_loss: 0.0926 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 753.7295 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 09:35:43,602 INFO: [lm_ai..][Iter: 105] [eta: 2 days, 0:39:13] step_time: 71.4907 lrs_g: 8.400e-06 same_observation_teacher_loss: 0.0946 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 756.0497 generator_grad_norm: 0.0051 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 09:36:56,189 INFO: [lm_ai..][Iter: 106] [eta: 2 days, 0:37:47] step_time: 72.5849 lrs_g: 8.480e-06 same_observation_teacher_loss: 0.0925 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 797.8817 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 09:38:05,886 INFO: [lm_ai..][Iter: 107] [eta: 2 days, 0:35:16] step_time: 69.6965 lrs_g: 8.560e-06 same_observation_teacher_loss: 0.0880 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 781.2197 generator_grad_norm: 0.0051 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 09:39:20,696 INFO: [lm_ai..][Iter: 108] [eta: 2 days, 0:34:39] step_time: 74.8087 lrs_g: 8.640e-06 same_observation_teacher_loss: 0.0843 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 859.1128 generator_grad_norm: 0.0049 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 09:40:32,704 INFO: [lm_ai..][Iter: 109] [eta: 2 days, 0:33:01] step_time: 72.0061 lrs_g: 8.720e-06 same_observation_teacher_loss: 0.0969 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 818.4820 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 09:41:44,808 INFO: [lm_ai..][Iter: 110] [eta: 2 days, 0:31:25] step_time: 72.1024 lrs_g: 8.800e-06 same_observation_teacher_loss: 0.1016 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 812.1366 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 09:43:01,756 INFO: [lm_ai..][Iter: 111] [eta: 2 days, 0:31:33] step_time: 75.0760 lrs_g: 8.880e-06 same_observation_teacher_loss: 0.1046 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 768.3854 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 09:44:21,805 INFO: [lm_ai..][Iter: 112] [eta: 2 days, 0:32:44] step_time: 80.0475 lrs_g: 8.960e-06 same_observation_teacher_loss: 0.1057 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 803.3854 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 09:45:41,653 INFO: [lm_ai..][Iter: 113] [eta: 2 days, 0:33:49] step_time: 79.8472 lrs_g: 9.040e-06 same_observation_teacher_loss: 0.0865 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 741.4943 generator_grad_norm: 0.0064 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 09:46:57,885 INFO: [lm_ai..][Iter: 114] [eta: 2 days, 0:33:37] step_time: 76.2307 lrs_g: 9.120e-06 same_observation_teacher_loss: 0.1022 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 860.3199 generator_grad_norm: 0.0084 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 09:48:09,834 INFO: [lm_ai..][Iter: 115] [eta: 2 days, 0:31:55] step_time: 71.9475 lrs_g: 9.200e-06 same_observation_teacher_loss: 0.0920 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 809.4119 generator_grad_norm: 0.0058 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 09:49:26,083 INFO: [lm_ai..][Iter: 116] [eta: 2 days, 0:31:41] step_time: 76.2471 lrs_g: 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reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 09:56:56,013 INFO: [lm_ai..][Iter: 122] [eta: 2 days, 0:27:32] step_time: 76.9800 lrs_g: 9.760e-06 same_observation_teacher_loss: 0.0950 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 898.2725 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 09:58:10,414 INFO: [lm_ai..][Iter: 123] [eta: 2 days, 0:26:37] step_time: 74.3990 lrs_g: 9.840e-06 same_observation_teacher_loss: 0.0951 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 923.1146 generator_grad_norm: 0.0068 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 09:59:21,499 INFO: [lm_ai..][Iter: 124] [eta: 2 days, 0:24:39] step_time: 71.0837 lrs_g: 9.920e-06 same_observation_teacher_loss: 0.0857 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 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teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 653.8223 generator_grad_norm: 0.0062 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 10:04:17,477 INFO: [lm_ai..][Iter: 128] [eta: 2 days, 0:20:29] step_time: 79.0014 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0966 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 730.3606 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 10:05:32,596 INFO: [lm_ai..][Iter: 129] [eta: 2 days, 0:19:46] step_time: 75.1174 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0978 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 797.0686 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 10:06:42,956 INFO: [lm_ai..][Iter: 130] [eta: 2 days, 0:17:37] step_time: 70.3587 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0881 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 811.8690 generator_grad_norm: 0.0055 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 10:07:53,856 INFO: [lm_ai..][Iter: 131] [eta: 2 days, 0:15:38] step_time: 69.1568 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0849 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 869.4570 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 10:09:14,690 INFO: [lm_ai..][Iter: 132] [eta: 2 days, 0:16:37] step_time: 80.8328 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0845 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 699.1110 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 10:10:30,057 INFO: [lm_ai..][Iter: 133] [eta: 2 days, 0:15:57] step_time: 75.3652 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0913 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 705.2946 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 10:11:41,624 INFO: [lm_ai..][Iter: 134] [eta: 2 days, 0:14:11] step_time: 71.5663 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0921 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 731.6465 generator_grad_norm: 0.0057 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 10:12:52,394 INFO: [lm_ai..][Iter: 135] [eta: 2 days, 0:12:10] step_time: 70.7683 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0896 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 739.0365 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 10:14:08,275 INFO: [lm_ai..][Iter: 136] [eta: 2 days, 0:11:39] step_time: 75.8792 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0892 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 872.5200 generator_grad_norm: 0.0062 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 10:15:20,610 INFO: [lm_ai..][Iter: 137] [eta: 2 days, 0:10:06] step_time: 72.3336 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0951 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 606.2972 generator_grad_norm: 0.0062 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 10:16:33,782 INFO: [lm_ai..][Iter: 138] [eta: 2 days, 0:08:48] step_time: 73.1706 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0856 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 804.3259 generator_grad_norm: 0.0054 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 10:17:45,020 INFO: [lm_ai..][Iter: 139] [eta: 2 days, 0:06:58] step_time: 71.2367 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0907 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 649.3862 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 10:18:56,056 INFO: [lm_ai..][Iter: 140] [eta: 2 days, 0:05:04] step_time: 71.0348 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0935 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 735.9559 generator_grad_norm: 0.0049 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 10:20:11,033 INFO: [lm_ai..][Iter: 141] [eta: 2 days, 0:04:17] step_time: 73.2683 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0847 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 826.1107 generator_grad_norm: 0.0060 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 10:21:22,538 INFO: [lm_ai..][Iter: 142] [eta: 2 days, 0:02:32] step_time: 71.5040 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0884 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 917.0320 generator_grad_norm: 0.0069 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 10:22:34,935 INFO: [lm_ai..][Iter: 143] [eta: 2 days, 0:01:02] step_time: 72.3956 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.1097 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 785.0570 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 10:23:43,566 INFO: [lm_ai..][Iter: 144] [eta: 1 day, 23:58:31] step_time: 68.6295 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0957 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 695.9011 generator_grad_norm: 0.0128 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 10:24:58,221 INFO: [lm_ai..][Iter: 145] [eta: 1 day, 23:57:38] step_time: 74.6529 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0955 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 792.7140 generator_grad_norm: 0.0062 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 10:26:17,791 INFO: [lm_ai..][Iter: 146] [eta: 1 day, 23:58:04] step_time: 79.5688 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0860 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 759.1274 generator_grad_norm: 0.0047 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 10:27:26,953 INFO: [lm_ai..][Iter: 147] [eta: 1 day, 23:55:43] step_time: 69.1614 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0829 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 804.0419 generator_grad_norm: 0.0064 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 10:28:38,723 INFO: [lm_ai..][Iter: 148] [eta: 1 day, 23:54:04] step_time: 71.7687 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0811 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 838.4155 generator_grad_norm: 0.0052 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 10:29:51,105 INFO: [lm_ai..][Iter: 149] [eta: 1 day, 23:52:35] step_time: 72.3805 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0912 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 672.0002 generator_grad_norm: 0.0057 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 10:31:12,758 INFO: [lm_ai..][Iter: 150] [eta: 1 day, 23:53:30] step_time: 81.6515 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0859 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 852.6337 generator_grad_norm: 0.0062 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 10:31:18,770 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-10 10:32:33,030 INFO: [lm_ai..][Iter: 151] [eta: 1 day, 23:54:03] step_time: 74.0265 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0795 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 886.9858 generator_grad_norm: 0.0055 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 10:33:46,223 INFO: [lm_ai..][Iter: 152] [eta: 1 day, 23:52:45] step_time: 73.1913 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0891 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 840.5208 generator_grad_norm: 0.0048 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 10:35:05,192 INFO: [lm_ai..][Iter: 153] [eta: 1 day, 23:52:55] step_time: 78.9683 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0829 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 876.4809 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 10:36:19,733 INFO: [lm_ai..][Iter: 154] [eta: 1 day, 23:51:57] step_time: 74.5388 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0895 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 952.2091 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 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teacher_timestep: 615.6560 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 10:41:13,024 INFO: [lm_ai..][Iter: 158] [eta: 1 day, 23:46:52] step_time: 72.4411 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0951 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 808.6331 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 10:42:26,860 INFO: [lm_ai..][Iter: 159] [eta: 1 day, 23:45:43] step_time: 73.8343 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0845 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 848.1901 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 10:43:38,229 INFO: [lm_ai..][Iter: 160] [eta: 1 day, 23:43:58] step_time: 71.3678 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0887 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 819.0046 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 10:44:56,191 INFO: [lm_ai..][Iter: 161] [eta: 1 day, 23:43:49] step_time: 76.2685 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0975 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 825.2281 generator_grad_norm: 0.0101 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 10:46:14,093 INFO: [lm_ai..][Iter: 162] [eta: 1 day, 23:43:39] step_time: 77.9007 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0870 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 923.0996 generator_grad_norm: 0.0093 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 10:47:28,981 INFO: [lm_ai..][Iter: 163] [eta: 1 day, 23:42:44] step_time: 74.8868 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0866 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 890.3145 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 10:48:46,341 INFO: [lm_ai..][Iter: 164] [eta: 1 day, 23:42:24] step_time: 77.3581 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0869 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 769.4755 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 10:50:01,298 INFO: [lm_ai..][Iter: 165] [eta: 1 day, 23:41:30] step_time: 74.9559 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0766 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 872.9404 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 10:51:11,770 INFO: [lm_ai..][Iter: 166] [eta: 1 day, 23:39:33] step_time: 70.4706 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0798 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 785.6047 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 10:52:32,447 INFO: [lm_ai..][Iter: 167] [eta: 1 day, 23:39:58] step_time: 80.6755 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0929 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 837.1699 generator_grad_norm: 0.0080 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 10:53:46,920 INFO: [lm_ai..][Iter: 168] [eta: 1 day, 23:38:56] step_time: 74.4714 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0914 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 879.5111 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teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 848.0372 generator_grad_norm: 0.0049 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 10:58:48,432 INFO: [lm_ai..][Iter: 172] [eta: 1 day, 23:35:36] step_time: 75.9271 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0871 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 846.4001 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 10:59:58,304 INFO: [lm_ai..][Iter: 173] [eta: 1 day, 23:33:32] step_time: 69.8698 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0791 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 920.7915 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 11:01:15,979 INFO: [lm_ai..][Iter: 174] [eta: 1 day, 23:33:12] step_time: 77.6740 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0855 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 837.9193 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 11:02:29,386 INFO: [lm_ai..][Iter: 175] [eta: 1 day, 23:31:55] step_time: 73.4054 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0841 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 902.4366 generator_grad_norm: 0.0110 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 11:03:46,263 INFO: [lm_ai..][Iter: 176] [eta: 1 day, 23:31:23] step_time: 76.8754 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0847 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 821.8781 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 11:05:01,311 INFO: 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reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 11:08:45,452 INFO: [lm_ai..][Iter: 180] [eta: 1 day, 23:27:26] step_time: 74.6654 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0945 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 801.2115 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 11:10:03,805 INFO: [lm_ai..][Iter: 181] [eta: 1 day, 23:27:11] step_time: 76.6341 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0757 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 796.3877 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 11:11:16,185 INFO: [lm_ai..][Iter: 182] [eta: 1 day, 23:25:40] step_time: 72.3788 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0840 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 915.5005 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 11:12:32,605 INFO: [lm_ai..][Iter: 183] [eta: 1 day, 23:25:01] step_time: 76.4190 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0768 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 723.7728 generator_grad_norm: 0.0043 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 11:13:45,068 INFO: [lm_ai..][Iter: 184] [eta: 1 day, 23:23:31] step_time: 72.4617 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0803 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 862.8358 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 11:15:03,030 INFO: [lm_ai..][Iter: 185] [eta: 1 day, 23:23:10] step_time: 77.9605 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0936 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 798.7418 generator_grad_norm: 0.0055 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 11:16:19,187 INFO: [lm_ai..][Iter: 186] [eta: 1 day, 23:22:26] step_time: 76.1553 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0901 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 718.1939 generator_grad_norm: 0.0053 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 11:17:34,564 INFO: [lm_ai..][Iter: 187] [eta: 1 day, 23:21:32] step_time: 75.3755 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0803 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 859.4955 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 11:18:53,050 INFO: [lm_ai..][Iter: 188] [eta: 1 day, 23:21:16] step_time: 78.4851 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0908 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 758.6683 generator_grad_norm: 0.0052 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 11:20:05,590 INFO: [lm_ai..][Iter: 189] [eta: 1 day, 23:19:46] step_time: 72.5382 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0800 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 916.1105 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 11:21:15,687 INFO: [lm_ai..][Iter: 190] [eta: 1 day, 23:17:48] step_time: 70.0954 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0744 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 672.5970 generator_grad_norm: 0.0058 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 11:22:30,832 INFO: [lm_ai..][Iter: 191] [eta: 1 day, 23:16:51] step_time: 73.4636 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0780 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 816.9357 generator_grad_norm: 0.0055 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 11:23:47,427 INFO: [lm_ai..][Iter: 192] [eta: 1 day, 23:16:11] step_time: 76.5937 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0984 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 774.2940 generator_grad_norm: 0.0058 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 11:24:59,563 INFO: [lm_ai..][Iter: 193] [eta: 1 day, 23:14:37] step_time: 72.1345 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0777 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 805.3518 generator_grad_norm: 0.0039 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 11:26:14,442 INFO: [lm_ai..][Iter: 194] [eta: 1 day, 23:13:36] step_time: 74.8771 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0812 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 503.0399 generator_grad_norm: 0.0057 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 11:27:31,681 INFO: [lm_ai..][Iter: 195] [eta: 1 day, 23:13:03] step_time: 77.2383 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0830 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 815.6089 generator_grad_norm: 0.0134 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 11:28:45,976 INFO: [lm_ai..][Iter: 196] [eta: 1 day, 23:11:55] step_time: 74.2933 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0805 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 791.8983 generator_grad_norm: 0.0067 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 11:30:05,350 INFO: [lm_ai..][Iter: 197] [eta: 1 day, 23:11:46] step_time: 79.3727 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.1052 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 850.6909 generator_grad_norm: 0.0099 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 11:31:17,910 INFO: [lm_ai..][Iter: 198] [eta: 1 day, 23:10:17] step_time: 72.5584 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0898 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 809.2502 generator_grad_norm: 0.0068 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 11:32:32,944 INFO: [lm_ai..][Iter: 199] [eta: 1 day, 23:09:17] step_time: 75.0326 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0877 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 688.6118 generator_grad_norm: 0.0040 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 11:33:48,450 INFO: [lm_ai..][Iter: 200] [eta: 1 day, 23:08:22] step_time: 75.5047 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0821 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 808.9055 generator_grad_norm: 0.0058 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 11:33:54,444 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-10 11:35:08,330 INFO: [lm_ai..][Iter: 201] [eta: 1 day, 23:08:17] step_time: 73.6283 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0863 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 732.7910 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 11:36:22,379 INFO: [lm_ai..][Iter: 202] [eta: 1 day, 23:07:05] step_time: 74.0468 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0900 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 800.4277 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 11:37:33,633 INFO: [lm_ai..][Iter: 203] [eta: 1 day, 23:05:22] step_time: 71.2527 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0775 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 885.2013 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 11:38:48,975 INFO: [lm_ai..][Iter: 204] [eta: 1 day, 23:04:24] step_time: 75.3413 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0864 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 706.8336 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 11:40:01,286 INFO: [lm_ai..][Iter: 205] [eta: 1 day, 23:02:53] step_time: 72.3094 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0814 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 846.3160 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 11:41:17,099 INFO: [lm_ai..][Iter: 206] [eta: 1 day, 23:02:01] step_time: 75.8121 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0749 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 791.3347 generator_grad_norm: 0.0054 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 11:42:29,112 INFO: [lm_ai..][Iter: 207] [eta: 1 day, 23:00:26] step_time: 72.0117 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0761 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 892.3613 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 11:43:41,281 INFO: [lm_ai..][Iter: 208] [eta: 1 day, 22:58:54] step_time: 72.1674 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0848 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 561.8746 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 11:44:57,041 INFO: [lm_ai..][Iter: 209] [eta: 1 day, 22:58:01] step_time: 75.7587 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0835 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 835.4316 generator_grad_norm: 0.0048 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 11:46:12,006 INFO: 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reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 11:50:00,939 INFO: [lm_ai..][Iter: 213] [eta: 1 day, 22:54:35] step_time: 79.9484 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0926 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 859.6771 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 11:51:12,188 INFO: [lm_ai..][Iter: 214] [eta: 1 day, 22:52:53] step_time: 71.2479 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0827 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 837.4464 generator_grad_norm: 0.0058 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 11:52:20,954 INFO: [lm_ai..][Iter: 215] [eta: 1 day, 22:50:45] step_time: 68.7604 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0842 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 791.9703 generator_grad_norm: 0.0054 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 11:53:35,112 INFO: [lm_ai..][Iter: 216] [eta: 1 day, 22:49:34] step_time: 74.1558 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0911 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 744.9489 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 11:54:51,360 INFO: [lm_ai..][Iter: 217] [eta: 1 day, 22:48:45] step_time: 76.2470 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0831 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 751.2482 generator_grad_norm: 0.0232 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 11:56:01,893 INFO: [lm_ai..][Iter: 218] [eta: 1 day, 22:46:56] step_time: 70.5319 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0830 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 917.0833 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 11:57:15,885 INFO: [lm_ai..][Iter: 219] [eta: 1 day, 22:45:44] step_time: 73.9908 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0811 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 762.9214 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 11:58:32,482 INFO: [lm_ai..][Iter: 220] [eta: 1 day, 22:44:58] step_time: 76.5953 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0818 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 785.6404 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 11:59:44,127 INFO: [lm_ai..][Iter: 221] [eta: 1 day, 22:43:21] step_time: 69.9599 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0766 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 892.3630 generator_grad_norm: 0.0064 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 12:00:55,430 INFO: [lm_ai..][Iter: 222] [eta: 1 day, 22:41:41] step_time: 71.3015 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0851 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 844.4136 generator_grad_norm: 0.0048 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:02:06,412 INFO: [lm_ai..][Iter: 223] [eta: 1 day, 22:39:58] step_time: 70.9808 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0787 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 729.4389 generator_grad_norm: 0.0068 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:03:22,433 INFO: [lm_ai..][Iter: 224] [eta: 1 day, 22:39:06] step_time: 76.0199 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0821 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 741.3624 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:04:32,506 INFO: [lm_ai..][Iter: 225] [eta: 1 day, 22:37:14] step_time: 70.0711 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0763 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 735.2690 generator_grad_norm: 0.0058 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:05:44,697 INFO: [lm_ai..][Iter: 226] [eta: 1 day, 22:35:44] step_time: 72.1899 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0915 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 718.2915 generator_grad_norm: 0.0111 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:06:58,213 INFO: [lm_ai..][Iter: 227] [eta: 1 day, 22:34:27] step_time: 73.5153 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0861 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 862.5755 generator_grad_norm: 0.0052 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:08:11,246 INFO: [lm_ai..][Iter: 228] [eta: 1 day, 22:33:05] step_time: 73.0311 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0787 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 720.3944 generator_grad_norm: 0.0055 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:09:22,303 INFO: [lm_ai..][Iter: 229] [eta: 1 day, 22:31:24] step_time: 71.0558 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0731 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 899.1523 generator_grad_norm: 0.0053 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:10:38,178 INFO: [lm_ai..][Iter: 230] [eta: 1 day, 22:30:31] step_time: 75.8732 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0814 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 768.1749 generator_grad_norm: 0.0105 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:11:49,058 INFO: [lm_ai..][Iter: 231] [eta: 1 day, 22:28:48] step_time: 69.1431 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0833 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 763.6010 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 12:13:01,299 INFO: [lm_ai..][Iter: 232] [eta: 1 day, 22:27:19] step_time: 72.2402 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0798 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 719.3605 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:14:12,599 INFO: [lm_ai..][Iter: 233] [eta: 1 day, 22:25:41] step_time: 71.2988 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.1002 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 771.6649 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:15:22,957 INFO: [lm_ai..][Iter: 234] [eta: 1 day, 22:23:54] step_time: 70.3568 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0708 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 796.8046 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:16:34,476 INFO: [lm_ai..][Iter: 235] [eta: 1 day, 22:22:19] step_time: 71.5168 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0759 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 862.7158 generator_grad_norm: 0.0058 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:17:47,783 INFO: [lm_ai..][Iter: 236] [eta: 1 day, 22:21:00] step_time: 73.3063 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0920 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 812.5360 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:19:01,315 INFO: [lm_ai..][Iter: 237] [eta: 1 day, 22:19:44] step_time: 73.5306 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0794 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 823.8180 generator_grad_norm: 0.0046 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:20:13,652 INFO: [lm_ai..][Iter: 238] [eta: 1 day, 22:18:17] step_time: 72.3357 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0898 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 866.0494 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:21:24,461 INFO: [lm_ai..][Iter: 239] [eta: 1 day, 22:16:36] step_time: 70.8075 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0799 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 908.6879 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:22:36,198 INFO: [lm_ai..][Iter: 240] [eta: 1 day, 22:15:03] step_time: 71.7361 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0821 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 721.5858 generator_grad_norm: 0.0044 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:23:53,127 INFO: [lm_ai..][Iter: 241] [eta: 1 day, 22:14:19] step_time: 75.2556 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0790 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 805.1190 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 12:25:04,657 INFO: [lm_ai..][Iter: 242] [eta: 1 day, 22:12:45] step_time: 71.5292 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0946 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 706.5548 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:26:20,355 INFO: [lm_ai..][Iter: 243] [eta: 1 day, 22:11:49] step_time: 75.6960 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0678 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 787.9235 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:27:35,887 INFO: [lm_ai..][Iter: 244] [eta: 1 day, 22:10:52] step_time: 75.5306 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0818 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 879.6012 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:28:50,009 INFO: [lm_ai..][Iter: 245] [eta: 1 day, 22:09:41] step_time: 74.1213 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0866 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 785.7666 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:30:09,070 INFO: [lm_ai..][Iter: 246] [eta: 1 day, 22:09:16] step_time: 79.0596 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0812 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 896.3989 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:31:20,360 INFO: [lm_ai..][Iter: 247] [eta: 1 day, 22:07:39] step_time: 71.2888 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0891 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 837.4489 generator_grad_norm: 0.0113 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:32:38,568 INFO: [lm_ai..][Iter: 248] [eta: 1 day, 22:07:06] step_time: 78.2061 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0768 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 777.0471 generator_grad_norm: 0.0062 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:33:54,041 INFO: [lm_ai..][Iter: 249] [eta: 1 day, 22:06:07] step_time: 75.4718 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0836 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 882.3743 generator_grad_norm: 0.0058 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:35:06,767 INFO: [lm_ai..][Iter: 250] [eta: 1 day, 22:04:44] step_time: 72.7246 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0792 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 810.8231 generator_grad_norm: 0.0093 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:35:12,977 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-10 12:36:29,712 INFO: [lm_ai..][Iter: 251] [eta: 1 day, 22:04:51] step_time: 76.5058 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0778 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 778.8807 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 12:37:40,814 INFO: [lm_ai..][Iter: 252] [eta: 1 day, 22:03:13] step_time: 71.1002 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0725 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 801.3246 generator_grad_norm: 0.0088 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:38:55,066 INFO: [lm_ai..][Iter: 253] [eta: 1 day, 22:02:03] step_time: 74.2503 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0935 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 830.1814 generator_grad_norm: 0.0080 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:40:08,711 INFO: [lm_ai..][Iter: 254] [eta: 1 day, 22:00:48] step_time: 73.6443 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0855 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 774.0746 generator_grad_norm: 0.0078 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:41:29,398 INFO: [lm_ai..][Iter: 255] [eta: 1 day, 22:00:34] step_time: 80.6850 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0741 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 887.2416 generator_grad_norm: 0.0049 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:42:40,879 INFO: [lm_ai..][Iter: 256] [eta: 1 day, 21:59:00] step_time: 71.4797 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0795 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 733.2629 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:43:51,475 INFO: [lm_ai..][Iter: 257] [eta: 1 day, 21:57:18] step_time: 70.5943 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0803 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 844.1228 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:45:02,164 INFO: [lm_ai..][Iter: 258] [eta: 1 day, 21:55:37] step_time: 70.6882 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0863 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 768.5811 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:46:16,226 INFO: [lm_ai..][Iter: 259] [eta: 1 day, 21:54:25] step_time: 74.0608 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0808 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 864.9327 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:47:33,813 INFO: [lm_ai..][Iter: 260] [eta: 1 day, 21:53:44] step_time: 77.5858 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0824 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 826.0720 generator_grad_norm: 0.0107 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:48:49,992 INFO: [lm_ai..][Iter: 261] [eta: 1 day, 21:52:50] step_time: 74.3634 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0836 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 939.6371 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 12:50:05,503 INFO: [lm_ai..][Iter: 262] [eta: 1 day, 21:51:51] step_time: 75.5090 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0829 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 821.2864 generator_grad_norm: 0.0062 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:51:18,555 INFO: [lm_ai..][Iter: 263] [eta: 1 day, 21:50:30] step_time: 73.0513 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0771 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 831.8763 generator_grad_norm: 0.0100 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:52:34,260 INFO: [lm_ai..][Iter: 264] [eta: 1 day, 21:49:32] step_time: 75.7033 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0799 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 802.5056 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:53:46,030 INFO: [lm_ai..][Iter: 265] [eta: 1 day, 21:48:01] step_time: 71.7693 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0833 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 733.9496 generator_grad_norm: 0.0068 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:54:59,117 INFO: [lm_ai..][Iter: 266] [eta: 1 day, 21:46:41] step_time: 73.0851 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0754 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 615.9948 generator_grad_norm: 0.0053 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:56:10,632 INFO: [lm_ai..][Iter: 267] [eta: 1 day, 21:45:07] step_time: 71.5138 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0815 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 768.5333 generator_grad_norm: 0.0054 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 12:57:25,456 INFO: 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reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 13:01:05,314 INFO: [lm_ai..][Iter: 271] [eta: 1 day, 21:40:07] step_time: 74.4884 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0852 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 746.6942 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 13:02:14,928 INFO: [lm_ai..][Iter: 272] [eta: 1 day, 21:38:19] step_time: 69.6127 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0857 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 787.9708 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 13:03:25,613 INFO: [lm_ai..][Iter: 273] [eta: 1 day, 21:36:40] step_time: 70.6837 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0732 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 830.6529 generator_grad_norm: 0.0058 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 13:04:42,495 INFO: [lm_ai..][Iter: 274] [eta: 1 day, 21:35:51] step_time: 76.8807 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0744 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 794.5995 generator_grad_norm: 0.0055 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 13:06:00,820 INFO: [lm_ai..][Iter: 275] [eta: 1 day, 21:35:13] step_time: 78.3233 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0777 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 763.3865 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 13:07:20,208 INFO: [lm_ai..][Iter: 276] [eta: 1 day, 21:34:44] step_time: 79.3873 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0876 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 915.8494 generator_grad_norm: 0.0099 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 13:08:35,691 INFO: [lm_ai..][Iter: 277] [eta: 1 day, 21:33:43] step_time: 75.4810 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0827 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 916.7831 generator_grad_norm: 0.0049 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 13:09:47,968 INFO: [lm_ai..][Iter: 278] [eta: 1 day, 21:32:17] step_time: 72.2764 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0792 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 795.1014 generator_grad_norm: 0.0042 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 13:10:58,062 INFO: [lm_ai..][Iter: 279] [eta: 1 day, 21:30:33] step_time: 70.0918 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0766 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 815.0150 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 13:12:11,038 INFO: [lm_ai..][Iter: 280] [eta: 1 day, 21:29:13] step_time: 72.9749 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0832 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 777.0344 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 13:13:25,840 INFO: [lm_ai..][Iter: 281] [eta: 1 day, 21:28:07] step_time: 73.0071 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0852 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 803.6013 generator_grad_norm: 0.0038 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 13:14:37,336 INFO: [lm_ai..][Iter: 282] [eta: 1 day, 21:26:35] step_time: 71.4951 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0773 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 821.9342 generator_grad_norm: 0.0094 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 13:15:44,300 INFO: [lm_ai..][Iter: 283] [eta: 1 day, 21:24:27] step_time: 66.9623 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0744 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 786.7402 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 13:17:00,720 INFO: [lm_ai..][Iter: 284] [eta: 1 day, 21:23:34] step_time: 76.4183 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0796 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 726.8539 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 13:18:12,940 INFO: [lm_ai..][Iter: 285] [eta: 1 day, 21:22:08] step_time: 72.2186 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0742 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 813.5322 generator_grad_norm: 0.0046 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 13:19:27,319 INFO: [lm_ai..][Iter: 286] [eta: 1 day, 21:20:58] step_time: 74.3783 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0876 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 527.3126 generator_grad_norm: 0.0058 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 13:20:42,622 INFO: [lm_ai..][Iter: 287] [eta: 1 day, 21:19:56] step_time: 75.3016 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0991 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 660.0114 generator_grad_norm: 0.0120 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 13:21:58,570 INFO: [lm_ai..][Iter: 288] [eta: 1 day, 21:18:59] step_time: 75.9463 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0836 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 900.3555 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 13:23:11,237 INFO: [lm_ai..][Iter: 289] [eta: 1 day, 21:17:36] step_time: 72.6661 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0739 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 827.1149 generator_grad_norm: 0.0060 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 13:24:20,213 INFO: [lm_ai..][Iter: 290] [eta: 1 day, 21:15:45] step_time: 68.9746 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0787 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 835.8130 generator_grad_norm: 0.0275 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 13:25:37,861 INFO: [lm_ai..][Iter: 291] [eta: 1 day, 21:15:01] step_time: 75.9413 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0846 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 863.4813 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 13:26:51,281 INFO: [lm_ai..][Iter: 292] [eta: 1 day, 21:13:44] step_time: 73.4187 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0703 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 830.6849 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 13:28:02,837 INFO: [lm_ai..][Iter: 293] [eta: 1 day, 21:12:13] step_time: 71.5543 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0933 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 777.9404 generator_grad_norm: 0.0151 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 13:29:14,565 INFO: [lm_ai..][Iter: 294] [eta: 1 day, 21:10:44] step_time: 71.7265 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0841 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 868.5562 generator_grad_norm: 0.0119 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 13:30:27,913 INFO: [lm_ai..][Iter: 295] [eta: 1 day, 21:09:27] step_time: 73.3465 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0791 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 699.3846 generator_grad_norm: 0.0156 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 13:31:42,764 INFO: [lm_ai..][Iter: 296] [eta: 1 day, 21:08:21] step_time: 74.8504 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0828 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 709.2975 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 13:32:55,992 INFO: [lm_ai..][Iter: 297] [eta: 1 day, 21:07:03] step_time: 73.2259 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0820 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 623.2098 generator_grad_norm: 0.0055 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 13:34:07,699 INFO: [lm_ai..][Iter: 298] [eta: 1 day, 21:05:34] step_time: 71.7056 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0706 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 767.0217 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 13:35:21,036 INFO: [lm_ai..][Iter: 299] [eta: 1 day, 21:04:17] step_time: 73.3359 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0677 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 768.1962 generator_grad_norm: 0.0046 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 13:36:34,158 INFO: [lm_ai..][Iter: 300] [eta: 1 day, 21:02:58] step_time: 73.1212 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0870 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 721.3730 generator_grad_norm: 0.0054 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 13:36:40,108 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-10 13:37:54,082 INFO: [lm_ai..][Iter: 301] [eta: 1 day, 21:02:29] step_time: 73.7455 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0736 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 694.0640 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 13:39:06,797 INFO: [lm_ai..][Iter: 302] [eta: 1 day, 21:01:07] step_time: 72.7132 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0991 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 898.7539 generator_grad_norm: 0.0120 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 13:40:17,102 INFO: [lm_ai..][Iter: 303] [eta: 1 day, 20:59:28] step_time: 70.3040 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0690 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 807.2270 generator_grad_norm: 0.0047 [cuda:0 alloc 5.60GiB reserved 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teacher_timestep: 771.4470 generator_grad_norm: 0.0051 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 13:45:13,679 INFO: [lm_ai..][Iter: 307] [eta: 1 day, 20:54:43] step_time: 74.5629 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0914 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 930.3598 generator_grad_norm: 0.0110 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 13:46:27,824 INFO: [lm_ai..][Iter: 308] [eta: 1 day, 20:53:32] step_time: 74.1442 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0866 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 706.7983 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 13:47:44,215 INFO: [lm_ai..][Iter: 309] [eta: 1 day, 20:52:36] step_time: 76.3892 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0859 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 709.6165 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 13:48:56,752 INFO: [lm_ai..][Iter: 310] [eta: 1 day, 20:51:14] step_time: 72.5361 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0818 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 844.3722 generator_grad_norm: 0.0055 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 13:50:13,534 INFO: [lm_ai..][Iter: 311] [eta: 1 day, 20:50:21] step_time: 75.1241 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0708 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 797.9846 generator_grad_norm: 0.0062 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 13:51:26,931 INFO: [lm_ai..][Iter: 312] [eta: 1 day, 20:49:04] step_time: 73.3956 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0721 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 878.7498 generator_grad_norm: 0.0054 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 13:52:41,468 INFO: [lm_ai..][Iter: 313] [eta: 1 day, 20:47:55] step_time: 74.5362 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0816 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 834.3478 generator_grad_norm: 0.0184 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 13:53:59,092 INFO: [lm_ai..][Iter: 314] [eta: 1 day, 20:47:08] step_time: 77.6224 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0779 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 675.3434 generator_grad_norm: 0.0044 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 13:55:14,419 INFO: [lm_ai..][Iter: 315] [eta: 1 day, 20:46:04] step_time: 75.3249 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0768 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 804.5750 generator_grad_norm: 0.0068 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 13:56:27,724 INFO: [lm_ai..][Iter: 316] [eta: 1 day, 20:44:47] step_time: 73.3040 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0644 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 648.4523 generator_grad_norm: 0.0043 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 13:57:41,796 INFO: [lm_ai..][Iter: 317] [eta: 1 day, 20:43:35] step_time: 74.0710 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0831 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 763.4534 generator_grad_norm: 0.0114 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 13:58:57,953 INFO: [lm_ai..][Iter: 318] [eta: 1 day, 20:42:37] step_time: 76.1555 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0806 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 873.3251 generator_grad_norm: 0.0052 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:00:15,341 INFO: [lm_ai..][Iter: 319] [eta: 1 day, 20:41:47] step_time: 77.3866 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0789 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 843.8711 generator_grad_norm: 0.0069 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:01:27,577 INFO: [lm_ai..][Iter: 320] [eta: 1 day, 20:40:23] step_time: 72.2347 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0753 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 777.6733 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:02:44,341 INFO: [lm_ai..][Iter: 321] [eta: 1 day, 20:39:28] step_time: 74.9452 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0819 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 870.8590 generator_grad_norm: 0.0116 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 14:04:00,295 INFO: [lm_ai..][Iter: 322] [eta: 1 day, 20:38:29] step_time: 75.9536 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0814 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 681.4253 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:05:12,746 INFO: [lm_ai..][Iter: 323] [eta: 1 day, 20:37:06] step_time: 72.4492 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0785 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 747.0825 generator_grad_norm: 0.0062 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:06:29,080 INFO: [lm_ai..][Iter: 324] [eta: 1 day, 20:36:08] step_time: 76.3327 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0682 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 863.6005 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:07:38,979 INFO: [lm_ai..][Iter: 325] [eta: 1 day, 20:34:28] step_time: 69.8969 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0707 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 789.6844 generator_grad_norm: 0.0051 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:08:56,299 INFO: [lm_ai..][Iter: 326] [eta: 1 day, 20:33:37] step_time: 77.3192 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0725 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 627.5706 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:10:12,755 INFO: [lm_ai..][Iter: 327] [eta: 1 day, 20:32:41] step_time: 76.4545 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0912 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 800.2555 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:11:26,323 INFO: [lm_ai..][Iter: 328] [eta: 1 day, 20:31:25] step_time: 73.5670 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0695 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 803.8105 generator_grad_norm: 0.0058 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:12:36,565 INFO: [lm_ai..][Iter: 329] [eta: 1 day, 20:29:47] step_time: 70.2401 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0794 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 726.2601 generator_grad_norm: 0.0100 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:13:48,524 INFO: [lm_ai..][Iter: 330] [eta: 1 day, 20:28:21] step_time: 71.9583 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0759 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 758.0825 generator_grad_norm: 0.0036 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:15:01,985 INFO: [lm_ai..][Iter: 331] [eta: 1 day, 20:27:04] step_time: 71.7811 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0747 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 733.7007 generator_grad_norm: 0.0068 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 14:16:16,390 INFO: [lm_ai..][Iter: 332] [eta: 1 day, 20:25:54] step_time: 74.4036 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0720 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 781.3997 generator_grad_norm: 0.0043 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:17:32,963 INFO: [lm_ai..][Iter: 333] [eta: 1 day, 20:24:58] step_time: 76.5719 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0722 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 876.7759 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:18:47,118 INFO: [lm_ai..][Iter: 334] [eta: 1 day, 20:23:46] step_time: 74.1536 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0789 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 895.7463 generator_grad_norm: 0.0069 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:19:59,618 INFO: [lm_ai..][Iter: 335] [eta: 1 day, 20:22:24] step_time: 72.4982 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0797 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 851.4559 generator_grad_norm: 0.0048 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:21:11,674 INFO: [lm_ai..][Iter: 336] [eta: 1 day, 20:20:58] step_time: 72.0551 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0645 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 814.4247 generator_grad_norm: 0.0046 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:22:27,075 INFO: [lm_ai..][Iter: 337] [eta: 1 day, 20:19:54] step_time: 75.3995 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0759 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 908.6924 generator_grad_norm: 0.0103 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:23:43,533 INFO: [lm_ai..][Iter: 338] [eta: 1 day, 20:18:57] step_time: 76.4563 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0793 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 820.7542 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:24:55,300 INFO: [lm_ai..][Iter: 339] [eta: 1 day, 20:17:30] step_time: 71.7657 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0698 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 838.3486 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:26:10,188 INFO: [lm_ai..][Iter: 340] [eta: 1 day, 20:16:23] step_time: 74.8866 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0716 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 767.5471 generator_grad_norm: 0.0053 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:27:32,641 INFO: [lm_ai..][Iter: 341] [eta: 1 day, 20:16:03] step_time: 80.7310 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0742 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 749.0983 generator_grad_norm: 0.0050 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 14:28:44,489 INFO: [lm_ai..][Iter: 342] [eta: 1 day, 20:14:36] step_time: 71.8471 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0661 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 836.7899 generator_grad_norm: 0.0106 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:30:00,223 INFO: [lm_ai..][Iter: 343] [eta: 1 day, 20:13:34] step_time: 75.7327 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0907 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 727.7056 generator_grad_norm: 0.0185 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:31:11,005 INFO: [lm_ai..][Iter: 344] [eta: 1 day, 20:12:01] step_time: 70.7803 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0731 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 756.1906 generator_grad_norm: 0.0046 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:32:26,699 INFO: [lm_ai..][Iter: 345] [eta: 1 day, 20:10:58] step_time: 75.6926 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0721 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 797.1851 generator_grad_norm: 0.0042 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:33:41,158 INFO: [lm_ai..][Iter: 346] [eta: 1 day, 20:09:48] step_time: 74.4583 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0770 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 907.0627 generator_grad_norm: 0.0058 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:35:01,820 INFO: [lm_ai..][Iter: 347] [eta: 1 day, 20:09:16] step_time: 80.6599 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0858 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 566.7980 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:36:14,471 INFO: [lm_ai..][Iter: 348] [eta: 1 day, 20:07:54] step_time: 72.6507 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0769 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 768.6775 generator_grad_norm: 0.0053 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:37:26,316 INFO: [lm_ai..][Iter: 349] [eta: 1 day, 20:06:28] step_time: 71.8437 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0840 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 908.2265 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:38:44,849 INFO: [lm_ai..][Iter: 350] [eta: 1 day, 20:05:42] step_time: 78.5311 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0761 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 781.9052 generator_grad_norm: 0.0050 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:38:51,169 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-10 14:40:08,323 INFO: [lm_ai..][Iter: 351] [eta: 1 day, 20:05:27] step_time: 76.8310 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0849 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 829.7573 generator_grad_norm: 0.0125 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 14:41:18,980 INFO: [lm_ai..][Iter: 352] [eta: 1 day, 20:03:53] step_time: 70.6554 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0834 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 918.4269 generator_grad_norm: 0.0057 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:42:31,124 INFO: [lm_ai..][Iter: 353] [eta: 1 day, 20:02:28] step_time: 72.1429 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0901 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 922.1233 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:43:42,093 INFO: [lm_ai..][Iter: 354] [eta: 1 day, 20:00:57] step_time: 70.9676 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0840 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 806.8794 generator_grad_norm: 0.0055 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:44:49,212 INFO: [lm_ai..][Iter: 355] [eta: 1 day, 19:59:02] step_time: 67.1168 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0706 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 652.9484 generator_grad_norm: 0.0049 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:46:04,675 INFO: [lm_ai..][Iter: 356] [eta: 1 day, 19:57:58] step_time: 75.4617 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0875 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 833.6792 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:47:18,638 INFO: [lm_ai..][Iter: 357] [eta: 1 day, 19:56:44] step_time: 73.9622 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0717 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 933.2283 generator_grad_norm: 0.0068 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:48:31,812 INFO: [lm_ai..][Iter: 358] [eta: 1 day, 19:55:26] step_time: 73.1718 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0844 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 867.7869 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:49:46,367 INFO: [lm_ai..][Iter: 359] [eta: 1 day, 19:54:16] step_time: 74.5535 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0737 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 742.9291 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:50:57,124 INFO: [lm_ai..][Iter: 360] [eta: 1 day, 19:52:43] step_time: 70.7564 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0789 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 886.0743 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:52:13,638 INFO: [lm_ai..][Iter: 361] [eta: 1 day, 19:51:45] step_time: 74.7795 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0793 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 749.1066 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 14:53:24,389 INFO: [lm_ai..][Iter: 362] [eta: 1 day, 19:50:13] step_time: 70.7494 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0718 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 932.6390 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:54:40,315 INFO: [lm_ai..][Iter: 363] [eta: 1 day, 19:49:11] step_time: 75.9245 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0792 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 734.7206 generator_grad_norm: 0.0046 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:55:54,949 INFO: [lm_ai..][Iter: 364] [eta: 1 day, 19:48:01] step_time: 74.6327 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0850 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 780.0830 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:57:06,039 INFO: [lm_ai..][Iter: 365] [eta: 1 day, 19:46:31] step_time: 71.0883 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0803 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 888.5646 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:58:22,457 INFO: [lm_ai..][Iter: 366] [eta: 1 day, 19:45:32] step_time: 76.4175 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0745 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 838.9767 generator_grad_norm: 0.0049 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 14:59:37,945 INFO: [lm_ai..][Iter: 367] [eta: 1 day, 19:44:27] step_time: 75.4861 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0771 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 871.1190 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:00:48,524 INFO: [lm_ai..][Iter: 368] [eta: 1 day, 19:42:54] step_time: 70.5766 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0782 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 801.7540 generator_grad_norm: 0.0100 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:01:59,163 INFO: [lm_ai..][Iter: 369] [eta: 1 day, 19:41:22] step_time: 70.6378 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0823 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 700.2938 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:03:12,014 INFO: [lm_ai..][Iter: 370] [eta: 1 day, 19:40:02] step_time: 72.8502 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0764 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 783.1104 generator_grad_norm: 0.0109 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:04:25,351 INFO: [lm_ai..][Iter: 371] [eta: 1 day, 19:38:45] step_time: 71.6016 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0658 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 869.4778 generator_grad_norm: 0.0045 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 15:05:43,209 INFO: [lm_ai..][Iter: 372] [eta: 1 day, 19:37:54] step_time: 77.8571 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0754 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 838.9613 generator_grad_norm: 0.0050 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:07:02,279 INFO: [lm_ai..][Iter: 373] [eta: 1 day, 19:37:09] step_time: 79.0683 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0748 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 831.8340 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:08:16,537 INFO: [lm_ai..][Iter: 374] [eta: 1 day, 19:35:58] step_time: 74.2566 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0899 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 857.6345 generator_grad_norm: 0.0102 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:09:33,598 INFO: [lm_ai..][Iter: 375] [eta: 1 day, 19:35:02] step_time: 77.0599 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0678 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 789.5986 generator_grad_norm: 0.0042 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:10:46,367 INFO: [lm_ai..][Iter: 376] [eta: 1 day, 19:33:41] step_time: 72.7674 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0788 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 783.4338 generator_grad_norm: 0.0062 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:12:00,133 INFO: [lm_ai..][Iter: 377] [eta: 1 day, 19:32:27] step_time: 73.7641 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0736 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 779.1194 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:13:16,330 INFO: [lm_ai..][Iter: 378] [eta: 1 day, 19:31:26] step_time: 76.1963 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0648 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 736.6462 generator_grad_norm: 0.0044 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:14:32,154 INFO: [lm_ai..][Iter: 379] [eta: 1 day, 19:30:22] step_time: 75.8219 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0864 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 692.8331 generator_grad_norm: 0.0058 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:15:44,045 INFO: [lm_ai..][Iter: 380] [eta: 1 day, 19:28:57] step_time: 71.8897 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0668 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 771.8889 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:16:56,779 INFO: [lm_ai..][Iter: 381] [eta: 1 day, 19:27:37] step_time: 70.9147 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0825 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 834.9791 generator_grad_norm: 0.0060 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 15:18:06,315 INFO: [lm_ai..][Iter: 382] [eta: 1 day, 19:25:59] step_time: 69.5350 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0733 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 839.2896 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:19:18,789 INFO: [lm_ai..][Iter: 383] [eta: 1 day, 19:24:37] step_time: 72.4724 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0658 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 825.6488 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:20:30,157 INFO: [lm_ai..][Iter: 384] [eta: 1 day, 19:23:09] step_time: 71.3671 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0703 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 913.8277 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:21:39,831 INFO: [lm_ai..][Iter: 385] [eta: 1 day, 19:21:32] step_time: 69.6726 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0792 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 811.3494 generator_grad_norm: 0.0046 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:22:48,463 INFO: [lm_ai..][Iter: 386] [eta: 1 day, 19:19:50] step_time: 68.6303 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0671 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 770.9365 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:23:59,963 INFO: [lm_ai..][Iter: 387] [eta: 1 day, 19:18:23] step_time: 71.4991 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0768 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 864.8070 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:25:15,606 INFO: [lm_ai..][Iter: 388] [eta: 1 day, 19:17:19] step_time: 75.6415 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0744 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 745.0557 generator_grad_norm: 0.0045 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:26:27,550 INFO: [lm_ai..][Iter: 389] [eta: 1 day, 19:15:55] step_time: 71.9428 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0758 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 861.4048 generator_grad_norm: 0.0057 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:27:45,616 INFO: [lm_ai..][Iter: 390] [eta: 1 day, 19:15:04] step_time: 78.0650 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0748 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 795.1960 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:29:03,995 INFO: [lm_ai..][Iter: 391] [eta: 1 day, 19:14:14] step_time: 76.6724 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0739 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 675.7388 generator_grad_norm: 0.0046 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 15:30:20,125 INFO: [lm_ai..][Iter: 392] [eta: 1 day, 19:13:12] step_time: 76.1282 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0810 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 781.5168 generator_grad_norm: 0.0069 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:31:36,143 INFO: [lm_ai..][Iter: 393] [eta: 1 day, 19:12:10] step_time: 76.0161 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0851 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 895.3412 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:32:53,705 INFO: [lm_ai..][Iter: 394] [eta: 1 day, 19:11:16] step_time: 77.5606 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0801 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 881.5349 generator_grad_norm: 0.0078 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:34:07,964 INFO: [lm_ai..][Iter: 395] [eta: 1 day, 19:10:04] step_time: 74.2577 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0727 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 708.8517 generator_grad_norm: 0.0089 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:35:19,187 INFO: [lm_ai..][Iter: 396] [eta: 1 day, 19:08:35] step_time: 71.2216 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0783 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 765.1221 generator_grad_norm: 0.0217 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:36:36,149 INFO: [lm_ai..][Iter: 397] [eta: 1 day, 19:07:38] step_time: 76.9609 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0775 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 774.9655 generator_grad_norm: 0.0045 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:37:51,618 INFO: [lm_ai..][Iter: 398] [eta: 1 day, 19:06:32] step_time: 75.4677 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0751 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 884.9200 generator_grad_norm: 0.0128 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:39:07,355 INFO: [lm_ai..][Iter: 399] [eta: 1 day, 19:05:28] step_time: 75.7352 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0674 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 782.6541 generator_grad_norm: 0.0045 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:40:19,586 INFO: [lm_ai..][Iter: 400] [eta: 1 day, 19:04:05] step_time: 72.2299 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0808 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 747.7040 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:40:25,635 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-10 15:41:41,379 INFO: [lm_ai..][Iter: 401] [eta: 1 day, 19:03:33] step_time: 75.5139 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0782 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 799.6414 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 15:42:54,137 INFO: [lm_ai..][Iter: 402] [eta: 1 day, 19:02:13] step_time: 72.7569 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0823 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 722.5663 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:44:05,991 INFO: [lm_ai..][Iter: 403] [eta: 1 day, 19:00:48] step_time: 71.8534 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0702 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 721.1429 generator_grad_norm: 0.0069 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:45:18,846 INFO: [lm_ai..][Iter: 404] [eta: 1 day, 18:59:29] step_time: 72.8528 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0744 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 624.8152 generator_grad_norm: 0.0051 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:46:33,251 INFO: [lm_ai..][Iter: 405] [eta: 1 day, 18:58:17] step_time: 74.4045 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0880 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 708.0040 generator_grad_norm: 0.0102 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:47:43,691 INFO: [lm_ai..][Iter: 406] [eta: 1 day, 18:56:45] step_time: 70.4385 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0693 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 923.7057 generator_grad_norm: 0.0064 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:49:00,862 INFO: [lm_ai..][Iter: 407] [eta: 1 day, 18:55:48] step_time: 77.1698 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0747 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 823.5498 generator_grad_norm: 0.0051 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:50:11,889 INFO: [lm_ai..][Iter: 408] [eta: 1 day, 18:54:20] step_time: 71.0250 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0724 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 820.4725 generator_grad_norm: 0.0046 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:51:29,531 INFO: [lm_ai..][Iter: 409] [eta: 1 day, 18:53:25] step_time: 77.6412 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0730 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 750.3638 generator_grad_norm: 0.0053 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:52:42,663 INFO: [lm_ai..][Iter: 410] [eta: 1 day, 18:52:07] step_time: 73.1300 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0753 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 777.9851 generator_grad_norm: 0.0122 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:53:56,812 INFO: [lm_ai..][Iter: 411] [eta: 1 day, 18:50:54] step_time: 72.3922 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0716 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 781.1652 generator_grad_norm: 0.0121 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 15:55:11,328 INFO: [lm_ai..][Iter: 412] [eta: 1 day, 18:49:43] step_time: 74.5145 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0714 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 856.5266 generator_grad_norm: 0.0045 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:56:27,119 INFO: [lm_ai..][Iter: 413] [eta: 1 day, 18:48:39] step_time: 75.7905 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0763 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 839.6033 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:57:42,448 INFO: [lm_ai..][Iter: 414] [eta: 1 day, 18:47:32] step_time: 75.3270 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0782 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 852.1030 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 15:58:57,153 INFO: [lm_ai..][Iter: 415] [eta: 1 day, 18:46:22] step_time: 74.7033 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0800 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 840.3068 generator_grad_norm: 0.0052 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 16:00:07,366 INFO: [lm_ai..][Iter: 416] [eta: 1 day, 18:44:50] step_time: 70.2119 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0643 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 881.4589 generator_grad_norm: 0.0050 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 16:01:24,265 INFO: 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reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 16:05:07,813 INFO: [lm_ai..][Iter: 420] [eta: 1 day, 18:40:18] step_time: 68.8526 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0807 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 883.8583 generator_grad_norm: 0.0062 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 16:06:23,418 INFO: [lm_ai..][Iter: 421] [eta: 1 day, 18:39:12] step_time: 73.7231 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0668 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 778.7394 generator_grad_norm: 0.0060 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 16:07:35,308 INFO: [lm_ai..][Iter: 422] [eta: 1 day, 18:37:48] step_time: 71.8887 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0625 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 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teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 775.3785 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 16:12:33,804 INFO: [lm_ai..][Iter: 426] [eta: 1 day, 18:33:06] step_time: 69.9616 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0717 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 940.2772 generator_grad_norm: 0.0060 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 16:13:43,101 INFO: [lm_ai..][Iter: 427] [eta: 1 day, 18:31:29] step_time: 69.2957 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0796 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 765.7036 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 16:14:53,803 INFO: [lm_ai..][Iter: 428] [eta: 1 day, 18:30:00] step_time: 70.7015 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0729 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 786.9476 generator_grad_norm: 0.0050 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 16:16:02,795 INFO: [lm_ai..][Iter: 429] [eta: 1 day, 18:28:22] step_time: 68.9904 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0730 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 924.2638 generator_grad_norm: 0.0156 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 16:17:18,041 INFO: [lm_ai..][Iter: 430] [eta: 1 day, 18:27:15] step_time: 75.2446 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0910 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 669.1716 generator_grad_norm: 0.0089 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 16:18:38,103 INFO: [lm_ai..][Iter: 431] [eta: 1 day, 18:26:30] step_time: 78.2567 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0642 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 720.1641 generator_grad_norm: 0.0067 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 16:19:52,324 INFO: [lm_ai..][Iter: 432] [eta: 1 day, 18:25:18] step_time: 74.2200 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0807 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 902.2106 generator_grad_norm: 0.0064 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 16:21:05,837 INFO: [lm_ai..][Iter: 433] [eta: 1 day, 18:24:02] step_time: 73.5111 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0726 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 911.1868 generator_grad_norm: 0.0069 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 16:22:19,509 INFO: [lm_ai..][Iter: 434] [eta: 1 day, 18:22:47] step_time: 73.6711 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0911 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 709.4740 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 16:23:36,525 INFO: [lm_ai..][Iter: 435] [eta: 1 day, 18:21:48] step_time: 77.0141 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0818 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 692.6024 generator_grad_norm: 0.0084 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 16:24:56,882 INFO: [lm_ai..][Iter: 436] [eta: 1 day, 18:21:04] step_time: 80.3557 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0693 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 858.3593 generator_grad_norm: 0.0053 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 16:26:15,204 INFO: [lm_ai..][Iter: 437] [eta: 1 day, 18:20:11] step_time: 78.3211 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0731 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 875.7031 generator_grad_norm: 0.0116 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 16:27:21,654 INFO: [lm_ai..][Iter: 438] [eta: 1 day, 18:18:22] step_time: 66.4488 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0770 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 793.0919 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 16:28:35,178 INFO: [lm_ai..][Iter: 439] [eta: 1 day, 18:17:06] step_time: 73.5228 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0786 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 785.9789 generator_grad_norm: 0.0046 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 16:29:53,448 INFO: [lm_ai..][Iter: 440] [eta: 1 day, 18:16:12] step_time: 78.2682 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0684 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 784.6840 generator_grad_norm: 0.0060 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 16:31:13,882 INFO: [lm_ai..][Iter: 441] [eta: 1 day, 18:15:29] step_time: 78.7360 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0774 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 784.2983 generator_grad_norm: 0.0045 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 16:32:24,008 INFO: [lm_ai..][Iter: 442] [eta: 1 day, 18:13:57] step_time: 70.1243 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0843 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 852.1470 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 16:33:32,835 INFO: [lm_ai..][Iter: 443] [eta: 1 day, 18:12:19] step_time: 68.8259 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0738 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 791.0643 generator_grad_norm: 0.0064 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 16:34:52,635 INFO: [lm_ai..][Iter: 444] [eta: 1 day, 18:11:32] step_time: 79.7986 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0802 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 736.8839 generator_grad_norm: 0.0106 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 16:36:09,999 INFO: [lm_ai..][Iter: 445] [eta: 1 day, 18:10:34] step_time: 77.3626 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0773 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 631.5818 generator_grad_norm: 0.0041 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 16:37:21,186 INFO: [lm_ai..][Iter: 446] [eta: 1 day, 18:09:07] step_time: 71.1865 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0755 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 718.1658 generator_grad_norm: 0.0046 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 16:38:33,645 INFO: [lm_ai..][Iter: 447] [eta: 1 day, 18:07:47] step_time: 72.4571 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0854 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 822.8699 generator_grad_norm: 0.0064 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 16:39:48,667 INFO: [lm_ai..][Iter: 448] [eta: 1 day, 18:06:38] step_time: 75.0203 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0813 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 674.1918 generator_grad_norm: 0.0054 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 16:41:00,617 INFO: [lm_ai..][Iter: 449] [eta: 1 day, 18:05:14] step_time: 71.9488 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0705 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 754.8585 generator_grad_norm: 0.0094 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 16:42:10,476 INFO: [lm_ai..][Iter: 450] [eta: 1 day, 18:03:42] step_time: 69.8573 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0818 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 530.4097 generator_grad_norm: 0.0057 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 16:42:16,487 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-10 16:43:29,924 INFO: [lm_ai..][Iter: 451] [eta: 1 day, 18:02:53] step_time: 73.2128 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0677 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 695.5367 generator_grad_norm: 0.0049 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 16:44:45,192 INFO: [lm_ai..][Iter: 452] [eta: 1 day, 18:01:45] step_time: 75.2667 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0750 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 754.1732 generator_grad_norm: 0.0051 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 16:45:55,540 INFO: [lm_ai..][Iter: 453] [eta: 1 day, 18:00:15] step_time: 70.3472 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0776 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 860.6593 generator_grad_norm: 0.0094 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 16:47:10,033 INFO: [lm_ai..][Iter: 454] [eta: 1 day, 17:59:03] step_time: 74.4916 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0815 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 576.8397 generator_grad_norm: 0.0051 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 16:48:24,963 INFO: [lm_ai..][Iter: 455] [eta: 1 day, 17:57:54] step_time: 74.9281 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0754 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 853.3597 generator_grad_norm: 0.0108 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 16:49:42,130 INFO: [lm_ai..][Iter: 456] [eta: 1 day, 17:56:54] step_time: 77.1662 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0720 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 911.5890 generator_grad_norm: 0.0057 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 16:50:56,849 INFO: [lm_ai..][Iter: 457] [eta: 1 day, 17:55:44] step_time: 74.7172 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0782 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 638.4919 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 16:52:14,917 INFO: [lm_ai..][Iter: 458] [eta: 1 day, 17:54:48] step_time: 78.0671 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0718 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 883.6030 generator_grad_norm: 0.0064 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 16:53:30,805 INFO: [lm_ai..][Iter: 459] [eta: 1 day, 17:53:43] step_time: 75.8867 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0737 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 832.3905 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 16:54:42,515 INFO: [lm_ai..][Iter: 460] [eta: 1 day, 17:52:19] step_time: 71.7088 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0732 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 876.6083 generator_grad_norm: 0.0098 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 16:56:01,340 INFO: [lm_ai..][Iter: 461] [eta: 1 day, 17:51:26] step_time: 77.0595 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0695 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 886.2770 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 16:57:16,230 INFO: [lm_ai..][Iter: 462] [eta: 1 day, 17:50:16] step_time: 74.8883 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0780 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 802.5421 generator_grad_norm: 0.0064 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 16:58:27,973 INFO: [lm_ai..][Iter: 463] [eta: 1 day, 17:48:52] step_time: 71.7419 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0696 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 927.8547 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 16:59:42,936 INFO: [lm_ai..][Iter: 464] [eta: 1 day, 17:47:43] step_time: 74.9609 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0772 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 874.9393 generator_grad_norm: 0.0055 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 17:00:57,327 INFO: [lm_ai..][Iter: 465] [eta: 1 day, 17:46:31] step_time: 74.3895 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0789 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 844.6163 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 17:02:08,753 INFO: [lm_ai..][Iter: 466] [eta: 1 day, 17:45:05] step_time: 71.4247 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0741 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 684.7996 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teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 723.7577 generator_grad_norm: 0.0050 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 17:24:22,412 INFO: [lm_ai..][Iter: 484] [eta: 1 day, 17:23:03] step_time: 77.9208 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0723 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 784.7078 generator_grad_norm: 0.0123 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 17:25:36,259 INFO: [lm_ai..][Iter: 485] [eta: 1 day, 17:21:49] step_time: 73.8447 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0745 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 612.1664 generator_grad_norm: 0.0054 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 17:26:51,226 INFO: [lm_ai..][Iter: 486] [eta: 1 day, 17:20:39] step_time: 74.9657 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.1001 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 861.2225 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 17:28:02,348 INFO: [lm_ai..][Iter: 487] [eta: 1 day, 17:19:13] step_time: 71.1213 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0671 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 841.6470 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 17:29:20,495 INFO: [lm_ai..][Iter: 488] [eta: 1 day, 17:18:16] step_time: 78.1456 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0705 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 817.8242 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 17:30:33,477 INFO: [lm_ai..][Iter: 489] [eta: 1 day, 17:16:58] step_time: 72.9806 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0711 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 777.1285 generator_grad_norm: 0.0058 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 17:31:46,304 INFO: [lm_ai..][Iter: 490] [eta: 1 day, 17:15:40] step_time: 72.8256 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0720 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 788.3047 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 17:32:58,498 INFO: [lm_ai..][Iter: 491] [eta: 1 day, 17:14:18] step_time: 70.4131 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0679 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 764.3087 generator_grad_norm: 0.0054 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 17:34:12,977 INFO: [lm_ai..][Iter: 492] [eta: 1 day, 17:13:06] step_time: 74.4774 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0753 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 817.4217 generator_grad_norm: 0.0062 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 17:35:26,620 INFO: [lm_ai..][Iter: 493] [eta: 1 day, 17:11:51] step_time: 73.6418 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0727 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 673.1217 generator_grad_norm: 0.0051 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 17:36:38,423 INFO: [lm_ai..][Iter: 494] [eta: 1 day, 17:10:28] step_time: 71.8022 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0798 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 881.3168 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 17:37:54,297 INFO: [lm_ai..][Iter: 495] [eta: 1 day, 17:09:22] step_time: 75.8724 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0738 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 839.9857 generator_grad_norm: 0.0068 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 17:39:10,005 INFO: [lm_ai..][Iter: 496] [eta: 1 day, 17:08:15] step_time: 75.7065 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0743 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 780.2456 generator_grad_norm: 0.0044 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 17:40:28,450 INFO: [lm_ai..][Iter: 497] [eta: 1 day, 17:07:19] step_time: 78.4439 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0739 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 757.1522 generator_grad_norm: 0.0043 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 17:41:36,295 INFO: [lm_ai..][Iter: 498] [eta: 1 day, 17:05:41] step_time: 67.8433 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0777 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 854.9545 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 17:42:52,389 INFO: [lm_ai..][Iter: 499] [eta: 1 day, 17:04:35] step_time: 76.0927 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0757 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 711.4093 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 17:44:06,838 INFO: [lm_ai..][Iter: 500] [eta: 1 day, 17:03:23] step_time: 74.4473 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0730 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 686.8458 generator_grad_norm: 0.0096 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 17:44:12,982 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-10 17:46:10,705 INFO: [lm_ai..][Iter: 501] [eta: 1 day, 17:05:27] step_time: 75.6522 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0771 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 789.0837 generator_grad_norm: 0.0078 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 17:47:24,029 INFO: [lm_ai..][Iter: 502] [eta: 1 day, 17:04:10] step_time: 73.3232 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0858 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 783.5718 generator_grad_norm: 0.0415 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 17:48:37,592 INFO: [lm_ai..][Iter: 503] [eta: 1 day, 17:02:54] step_time: 73.5618 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0834 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 532.2214 generator_grad_norm: 0.0097 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 17:49:51,209 INFO: [lm_ai..][Iter: 504] [eta: 1 day, 17:01:38] step_time: 73.6149 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0754 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 815.6721 generator_grad_norm: 0.0058 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 17:51:04,150 INFO: [lm_ai..][Iter: 505] [eta: 1 day, 17:00:20] step_time: 72.9405 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0855 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 714.7134 generator_grad_norm: 0.0113 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 17:52:15,478 INFO: [lm_ai..][Iter: 506] [eta: 1 day, 16:58:55] step_time: 71.3261 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0690 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 791.2908 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 17:53:31,127 INFO: [lm_ai..][Iter: 507] [eta: 1 day, 16:57:47] step_time: 75.6476 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0766 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 649.5513 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 17:54:42,475 INFO: 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reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 17:58:33,594 INFO: [lm_ai..][Iter: 511] [eta: 1 day, 16:53:15] step_time: 72.3352 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0590 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 765.5403 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 17:59:47,289 INFO: [lm_ai..][Iter: 512] [eta: 1 day, 16:51:59] step_time: 73.6934 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0715 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 779.5900 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 18:01:00,182 INFO: [lm_ai..][Iter: 513] [eta: 1 day, 16:50:41] step_time: 72.8920 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0690 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 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+2026-08-10 18:11:45,824 INFO: [lm_ai..][Iter: 522] [eta: 1 day, 16:38:15] step_time: 71.6810 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0666 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 830.3097 generator_grad_norm: 0.0168 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 18:13:02,455 INFO: [lm_ai..][Iter: 523] [eta: 1 day, 16:37:10] step_time: 76.6298 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0683 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 825.1247 generator_grad_norm: 0.0105 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 18:14:17,223 INFO: [lm_ai..][Iter: 524] [eta: 1 day, 16:35:59] step_time: 74.7660 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0749 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 821.9987 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teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 755.5953 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 18:36:38,570 INFO: [lm_ai..][Iter: 542] [eta: 1 day, 16:14:17] step_time: 66.9117 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0733 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 872.4984 generator_grad_norm: 0.0192 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 18:37:54,019 INFO: [lm_ai..][Iter: 543] [eta: 1 day, 16:13:08] step_time: 75.4471 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0810 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 672.2759 generator_grad_norm: 0.0053 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 18:39:09,230 INFO: [lm_ai..][Iter: 544] [eta: 1 day, 16:11:58] step_time: 75.2100 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0969 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 873.1174 generator_grad_norm: 0.0116 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 18:40:24,010 INFO: [lm_ai..][Iter: 545] [eta: 1 day, 16:10:47] step_time: 74.7790 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0749 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 797.2575 generator_grad_norm: 0.0064 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 18:41:34,419 INFO: [lm_ai..][Iter: 546] [eta: 1 day, 16:09:20] step_time: 70.4067 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0636 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 751.2314 generator_grad_norm: 0.0043 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 18:42:48,571 INFO: [lm_ai..][Iter: 547] [eta: 1 day, 16:08:06] step_time: 74.1510 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0753 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 899.1222 generator_grad_norm: 0.0052 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 18:44:02,454 INFO: [lm_ai..][Iter: 548] [eta: 1 day, 16:06:51] step_time: 73.8820 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0806 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 719.2660 generator_grad_norm: 0.0057 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 18:45:20,712 INFO: [lm_ai..][Iter: 549] [eta: 1 day, 16:05:52] step_time: 78.2564 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0834 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 809.7050 generator_grad_norm: 0.0141 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 18:46:29,450 INFO: [lm_ai..][Iter: 550] [eta: 1 day, 16:04:19] step_time: 68.7363 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0656 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 781.7986 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 18:46:35,485 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-10 18:47:42,545 INFO: [lm_ai..][Iter: 551] [eta: 1 day, 16:03:02] step_time: 66.8388 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0716 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 884.2499 generator_grad_norm: 0.0078 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 18:48:54,296 INFO: [lm_ai..][Iter: 552] [eta: 1 day, 16:01:40] step_time: 71.7495 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0698 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 759.3336 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 18:50:07,747 INFO: [lm_ai..][Iter: 553] [eta: 1 day, 16:00:23] step_time: 73.4495 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0783 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 806.5663 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 18:51:21,782 INFO: [lm_ai..][Iter: 554] [eta: 1 day, 15:59:09] step_time: 74.0334 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0729 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 751.6518 generator_grad_norm: 0.0054 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 18:52:32,811 INFO: [lm_ai..][Iter: 555] [eta: 1 day, 15:57:45] step_time: 71.0278 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0727 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 804.6384 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 18:53:51,462 INFO: [lm_ai..][Iter: 556] [eta: 1 day, 15:56:47] step_time: 78.6500 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0842 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 852.9080 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 18:55:05,398 INFO: [lm_ai..][Iter: 557] [eta: 1 day, 15:55:32] step_time: 73.9343 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0617 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 803.3256 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reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 19:09:50,839 INFO: [lm_ai..][Iter: 569] [eta: 1 day, 15:40:33] step_time: 73.9732 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0840 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 773.0538 generator_grad_norm: 0.0138 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 19:11:01,017 INFO: [lm_ai..][Iter: 570] [eta: 1 day, 15:39:06] step_time: 70.1770 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0723 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 835.5547 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 19:12:18,835 INFO: [lm_ai..][Iter: 571] [eta: 1 day, 15:38:05] step_time: 75.9216 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0732 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 776.1695 generator_grad_norm: 0.0052 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 19:13:31,925 INFO: [lm_ai..][Iter: 572] [eta: 1 day, 15:36:47] step_time: 73.0880 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0820 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 733.6696 generator_grad_norm: 0.0223 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 19:14:49,575 INFO: [lm_ai..][Iter: 573] [eta: 1 day, 15:35:45] step_time: 77.6493 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0717 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 823.6594 generator_grad_norm: 0.0146 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 19:15:59,717 INFO: [lm_ai..][Iter: 574] [eta: 1 day, 15:34:18] step_time: 70.1400 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0913 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 845.8249 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 19:17:16,007 INFO: [lm_ai..][Iter: 575] [eta: 1 day, 15:33:12] step_time: 76.2894 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0596 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 716.3326 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 19:18:31,534 INFO: [lm_ai..][Iter: 576] [eta: 1 day, 15:32:03] step_time: 75.5246 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0766 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 710.7142 generator_grad_norm: 0.0093 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 19:19:42,409 INFO: [lm_ai..][Iter: 577] [eta: 1 day, 15:30:38] step_time: 70.8740 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0739 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 752.2981 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 19:20:55,793 INFO: [lm_ai..][Iter: 578] [eta: 1 day, 15:29:22] step_time: 73.3826 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0784 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 731.2739 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 19:22:13,779 INFO: [lm_ai..][Iter: 579] [eta: 1 day, 15:28:21] step_time: 77.9849 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0680 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 785.9482 generator_grad_norm: 0.0068 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 19:23:25,255 INFO: [lm_ai..][Iter: 580] [eta: 1 day, 15:26:58] step_time: 71.4746 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0792 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 851.4730 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 19:24:39,127 INFO: [lm_ai..][Iter: 581] [eta: 1 day, 15:25:44] step_time: 72.1632 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0694 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 800.9437 generator_grad_norm: 0.0064 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 19:25:55,468 INFO: [lm_ai..][Iter: 582] [eta: 1 day, 15:24:37] step_time: 76.3391 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0724 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 789.5014 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 19:27:16,543 INFO: [lm_ai..][Iter: 583] [eta: 1 day, 15:23:46] step_time: 81.0741 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0735 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 727.5288 generator_grad_norm: 0.0049 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 19:28:27,133 INFO: [lm_ai..][Iter: 584] [eta: 1 day, 15:22:21] step_time: 70.5892 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0717 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 858.0270 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 19:29:40,136 INFO: [lm_ai..][Iter: 585] [eta: 1 day, 15:21:03] step_time: 73.0013 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0754 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 816.0485 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 19:30:53,023 INFO: [lm_ai..][Iter: 586] [eta: 1 day, 15:19:45] step_time: 72.8857 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0694 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 722.0715 generator_grad_norm: 0.0098 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 19:32:06,916 INFO: [lm_ai..][Iter: 587] [eta: 1 day, 15:18:31] step_time: 73.8914 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0750 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 801.9978 generator_grad_norm: 0.0069 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 19:33:20,239 INFO: [lm_ai..][Iter: 588] [eta: 1 day, 15:17:14] step_time: 73.3216 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0758 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 917.4957 generator_grad_norm: 0.0062 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 19:34:34,377 INFO: [lm_ai..][Iter: 589] [eta: 1 day, 15:16:01] step_time: 74.1371 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0763 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 837.9990 generator_grad_norm: 0.0051 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 19:35:45,710 INFO: [lm_ai..][Iter: 590] [eta: 1 day, 15:14:38] step_time: 71.3315 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0802 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 762.7464 generator_grad_norm: 0.0080 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 19:37:00,362 INFO: [lm_ai..][Iter: 591] [eta: 1 day, 15:13:26] step_time: 72.9536 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0765 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 849.9418 generator_grad_norm: 0.0068 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 19:38:12,416 INFO: [lm_ai..][Iter: 592] [eta: 1 day, 15:12:05] step_time: 72.0527 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0796 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 764.5224 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 19:39:33,303 INFO: [lm_ai..][Iter: 593] [eta: 1 day, 15:11:13] step_time: 80.8847 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0768 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 840.1157 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 19:40:50,167 INFO: [lm_ai..][Iter: 594] [eta: 1 day, 15:10:08] step_time: 76.8626 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0779 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 873.8201 generator_grad_norm: 0.0053 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 19:42:03,450 INFO: [lm_ai..][Iter: 595] [eta: 1 day, 15:08:51] step_time: 73.2823 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0860 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 714.1034 generator_grad_norm: 0.0226 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 19:43:21,285 INFO: [lm_ai..][Iter: 596] [eta: 1 day, 15:07:49] step_time: 77.8329 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0724 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 909.2079 generator_grad_norm: 0.0095 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 19:44:33,687 INFO: [lm_ai..][Iter: 597] [eta: 1 day, 15:06:30] step_time: 72.4007 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0613 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 865.9702 generator_grad_norm: 0.0045 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 19:45:49,219 INFO: [lm_ai..][Iter: 598] [eta: 1 day, 15:05:21] step_time: 75.5314 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0719 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 827.8856 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 19:47:04,940 INFO: [lm_ai..][Iter: 599] [eta: 1 day, 15:04:12] step_time: 75.7187 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0728 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 804.9626 generator_grad_norm: 0.0093 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 19:48:16,234 INFO: [lm_ai..][Iter: 600] [eta: 1 day, 15:02:49] step_time: 71.2926 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0669 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 676.7174 generator_grad_norm: 0.0040 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 19:48:22,533 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-10 19:49:38,088 INFO: [lm_ai..][Iter: 601] [eta: 1 day, 15:02:00] step_time: 75.3339 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0655 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 856.3019 generator_grad_norm: 0.0043 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 19:50:54,094 INFO: [lm_ai..][Iter: 602] [eta: 1 day, 15:00:52] step_time: 76.0043 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0944 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 761.3832 generator_grad_norm: 0.0107 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 19:52:05,542 INFO: [lm_ai..][Iter: 603] [eta: 1 day, 14:59:29] step_time: 71.4468 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0756 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 842.0303 generator_grad_norm: 0.0094 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 19:53:24,022 INFO: [lm_ai..][Iter: 604] [eta: 1 day, 14:58:29] step_time: 78.4775 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0610 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 863.1746 generator_grad_norm: 0.0094 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 19:54:41,729 INFO: [lm_ai..][Iter: 605] [eta: 1 day, 14:57:26] step_time: 77.7066 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0666 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 844.5869 generator_grad_norm: 0.0067 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 19:56:00,996 INFO: [lm_ai..][Iter: 606] [eta: 1 day, 14:56:28] step_time: 79.2651 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0808 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 823.9597 generator_grad_norm: 0.0123 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 19:57:19,388 INFO: [lm_ai..][Iter: 607] [eta: 1 day, 14:55:28] step_time: 78.3905 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0769 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 734.3450 generator_grad_norm: 0.0049 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 19:58:38,649 INFO: [lm_ai..][Iter: 608] [eta: 1 day, 14:54:29] step_time: 79.2598 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0833 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 767.9761 generator_grad_norm: 0.0136 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 19:59:55,212 INFO: [lm_ai..][Iter: 609] [eta: 1 day, 14:53:23] step_time: 76.5615 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0726 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 715.3743 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 20:01:03,970 INFO: [lm_ai..][Iter: 610] [eta: 1 day, 14:51:52] step_time: 68.7565 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0716 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 701.8906 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 20:02:22,406 INFO: [lm_ai..][Iter: 611] [eta: 1 day, 14:50:51] step_time: 76.7385 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0865 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 681.0026 generator_grad_norm: 0.0062 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 20:03:32,511 INFO: [lm_ai..][Iter: 612] [eta: 1 day, 14:49:25] step_time: 70.1034 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0724 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 757.3852 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 20:04:52,038 INFO: [lm_ai..][Iter: 613] [eta: 1 day, 14:48:28] step_time: 79.5259 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0712 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 923.4276 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 20:06:08,783 INFO: [lm_ai..][Iter: 614] [eta: 1 day, 14:47:22] step_time: 76.7433 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0772 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 815.7585 generator_grad_norm: 0.0182 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 20:07:20,601 INFO: [lm_ai..][Iter: 615] [eta: 1 day, 14:46:00] step_time: 71.8174 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0727 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 804.8549 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teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 865.7949 generator_grad_norm: 0.0078 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 20:12:22,994 INFO: [lm_ai..][Iter: 619] [eta: 1 day, 14:41:22] step_time: 73.6605 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0751 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 798.9459 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 20:13:39,424 INFO: [lm_ai..][Iter: 620] [eta: 1 day, 14:40:15] step_time: 76.4287 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0763 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 770.8857 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 20:14:50,061 INFO: [lm_ai..][Iter: 621] [eta: 1 day, 14:38:50] step_time: 68.8741 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0886 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 655.8197 generator_grad_norm: 0.0103 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 20:16:05,370 INFO: [lm_ai..][Iter: 622] [eta: 1 day, 14:37:39] step_time: 75.3071 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0725 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 749.1007 generator_grad_norm: 0.0055 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 20:17:22,360 INFO: [lm_ai..][Iter: 623] [eta: 1 day, 14:36:34] step_time: 76.9889 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0799 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 917.9962 generator_grad_norm: 0.0088 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 20:18:35,027 INFO: 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reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 20:22:23,373 INFO: [lm_ai..][Iter: 627] [eta: 1 day, 14:31:51] step_time: 76.1460 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0735 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 794.6918 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 20:23:35,698 INFO: [lm_ai..][Iter: 628] [eta: 1 day, 14:30:31] step_time: 72.3234 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0752 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 557.5477 generator_grad_norm: 0.0054 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 20:24:51,559 INFO: [lm_ai..][Iter: 629] [eta: 1 day, 14:29:22] step_time: 75.8598 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0717 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 730.2520 generator_grad_norm: 0.0054 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 20:26:06,697 INFO: [lm_ai..][Iter: 630] [eta: 1 day, 14:28:11] step_time: 75.1361 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0757 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 849.3511 generator_grad_norm: 0.0098 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 20:27:25,249 INFO: [lm_ai..][Iter: 631] [eta: 1 day, 14:27:10] step_time: 76.7662 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0751 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 865.0212 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 20:28:39,161 INFO: [lm_ai..][Iter: 632] [eta: 1 day, 14:25:55] step_time: 73.9108 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0743 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 804.1164 generator_grad_norm: 0.0049 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 20:29:51,592 INFO: [lm_ai..][Iter: 633] [eta: 1 day, 14:24:36] step_time: 72.4296 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0673 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 900.8173 generator_grad_norm: 0.0064 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 20:31:12,667 INFO: [lm_ai..][Iter: 634] [eta: 1 day, 14:23:42] step_time: 81.0743 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0788 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 792.7347 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 20:32:23,337 INFO: [lm_ai..][Iter: 635] [eta: 1 day, 14:22:18] step_time: 70.6687 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0775 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 730.4047 generator_grad_norm: 0.0055 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 20:33:33,599 INFO: [lm_ai..][Iter: 636] [eta: 1 day, 14:20:52] step_time: 70.2598 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0782 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 802.4269 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 20:34:46,209 INFO: [lm_ai..][Iter: 637] [eta: 1 day, 14:19:34] step_time: 72.6090 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0726 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 811.3470 generator_grad_norm: 0.0062 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 20:36:03,399 INFO: [lm_ai..][Iter: 638] [eta: 1 day, 14:18:28] step_time: 77.1891 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0668 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 682.4413 generator_grad_norm: 0.0036 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 20:37:17,524 INFO: [lm_ai..][Iter: 639] [eta: 1 day, 14:17:14] step_time: 74.1232 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0664 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 826.9932 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 20:38:28,940 INFO: [lm_ai..][Iter: 640] [eta: 1 day, 14:15:52] step_time: 71.4146 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0732 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 782.1970 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 20:39:47,235 INFO: [lm_ai..][Iter: 641] [eta: 1 day, 14:14:50] step_time: 76.6089 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0838 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 817.5306 generator_grad_norm: 0.0124 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 20:40:58,674 INFO: [lm_ai..][Iter: 642] [eta: 1 day, 14:13:28] step_time: 71.4382 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0716 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 882.1469 generator_grad_norm: 0.0134 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 20:42:11,181 INFO: [lm_ai..][Iter: 643] [eta: 1 day, 14:12:09] step_time: 72.5049 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0729 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 664.4186 generator_grad_norm: 0.0062 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 20:43:25,481 INFO: [lm_ai..][Iter: 644] [eta: 1 day, 14:10:56] step_time: 74.2987 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0754 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 654.4493 generator_grad_norm: 0.0069 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 20:44:40,140 INFO: [lm_ai..][Iter: 645] [eta: 1 day, 14:09:43] step_time: 74.6579 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0669 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 794.6592 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 20:45:53,306 INFO: [lm_ai..][Iter: 646] [eta: 1 day, 14:08:26] step_time: 73.1646 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0743 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 655.0641 generator_grad_norm: 0.0094 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 20:47:04,564 INFO: [lm_ai..][Iter: 647] [eta: 1 day, 14:07:04] step_time: 71.2570 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0602 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 801.5585 generator_grad_norm: 0.0053 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 20:48:21,749 INFO: [lm_ai..][Iter: 648] [eta: 1 day, 14:05:58] step_time: 77.1837 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0830 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 820.0131 generator_grad_norm: 0.0094 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 20:49:32,253 INFO: [lm_ai..][Iter: 649] [eta: 1 day, 14:04:34] step_time: 70.5027 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0735 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 809.0549 generator_grad_norm: 0.0048 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 20:50:46,145 INFO: [lm_ai..][Iter: 650] [eta: 1 day, 14:03:19] step_time: 73.8904 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0715 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 826.4578 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 20:50:52,307 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-10 20:52:05,312 INFO: [lm_ai..][Iter: 651] [eta: 1 day, 14:02:19] step_time: 72.7773 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0801 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 831.3539 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 20:53:23,716 INFO: [lm_ai..][Iter: 652] [eta: 1 day, 14:01:17] step_time: 78.4028 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0712 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 800.6997 generator_grad_norm: 0.0045 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 20:54:38,525 INFO: [lm_ai..][Iter: 653] [eta: 1 day, 14:00:05] step_time: 74.8074 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0682 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 896.0972 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 20:55:53,415 INFO: [lm_ai..][Iter: 654] [eta: 1 day, 13:58:53] step_time: 74.8891 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0708 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 824.3349 generator_grad_norm: 0.0052 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 20:57:09,193 INFO: [lm_ai..][Iter: 655] [eta: 1 day, 13:57:43] step_time: 75.7765 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0848 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 766.0491 generator_grad_norm: 0.0080 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 20:58:19,385 INFO: [lm_ai..][Iter: 656] [eta: 1 day, 13:56:18] step_time: 70.1910 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0798 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 801.3671 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 20:59:32,885 INFO: [lm_ai..][Iter: 657] [eta: 1 day, 13:55:02] step_time: 73.4986 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0755 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 805.6558 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 21:00:45,888 INFO: [lm_ai..][Iter: 658] [eta: 1 day, 13:53:44] step_time: 72.9935 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0681 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 777.6150 generator_grad_norm: 0.0126 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 21:02:06,796 INFO: [lm_ai..][Iter: 659] [eta: 1 day, 13:52:49] step_time: 80.9064 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0770 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 857.7946 generator_grad_norm: 0.0039 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 21:03:16,073 INFO: [lm_ai..][Iter: 660] [eta: 1 day, 13:51:21] step_time: 69.2756 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0864 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 788.9622 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 21:04:31,754 INFO: [lm_ai..][Iter: 661] [eta: 1 day, 13:50:12] step_time: 73.7797 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0716 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 737.8023 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 21:05:43,919 INFO: [lm_ai..][Iter: 662] [eta: 1 day, 13:48:52] step_time: 72.1634 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0703 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 782.6703 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 21:06:56,858 INFO: [lm_ai..][Iter: 663] [eta: 1 day, 13:47:34] step_time: 72.9377 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0660 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 835.4916 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 21:08:14,852 INFO: [lm_ai..][Iter: 664] [eta: 1 day, 13:46:31] step_time: 77.9927 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0844 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 874.7964 generator_grad_norm: 0.0094 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 21:09:28,654 INFO: [lm_ai..][Iter: 665] [eta: 1 day, 13:45:16] step_time: 73.7997 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0695 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 837.5499 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 21:10:42,079 INFO: [lm_ai..][Iter: 666] [eta: 1 day, 13:44:00] step_time: 73.4240 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0757 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 647.9413 generator_grad_norm: 0.0118 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 21:11:56,509 INFO: [lm_ai..][Iter: 667] [eta: 1 day, 13:42:46] step_time: 74.4285 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0530 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 910.3582 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 21:13:08,443 INFO: [lm_ai..][Iter: 668] [eta: 1 day, 13:41:26] step_time: 71.9327 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0756 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 732.7230 generator_grad_norm: 0.0069 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 21:14:21,933 INFO: [lm_ai..][Iter: 669] [eta: 1 day, 13:40:10] step_time: 73.4880 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0700 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 745.9008 generator_grad_norm: 0.0141 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 21:15:33,326 INFO: [lm_ai..][Iter: 670] [eta: 1 day, 13:38:48] step_time: 71.3919 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0721 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 789.8909 generator_grad_norm: 0.0050 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 21:16:47,623 INFO: [lm_ai..][Iter: 671] [eta: 1 day, 13:37:35] step_time: 72.5632 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0824 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 822.8815 generator_grad_norm: 0.0107 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 21:18:07,542 INFO: [lm_ai..][Iter: 672] [eta: 1 day, 13:36:36] step_time: 79.9175 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0736 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 778.2867 generator_grad_norm: 0.0274 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 21:19:19,088 INFO: [lm_ai..][Iter: 673] [eta: 1 day, 13:35:15] step_time: 71.5441 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0955 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 902.2761 generator_grad_norm: 0.0150 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 21:20:29,766 INFO: [lm_ai..][Iter: 674] [eta: 1 day, 13:33:52] step_time: 70.6772 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0815 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 886.3340 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 21:21:43,887 INFO: [lm_ai..][Iter: 675] [eta: 1 day, 13:32:37] step_time: 74.1199 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0851 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 805.3812 generator_grad_norm: 0.0058 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 21:22:58,420 INFO: [lm_ai..][Iter: 676] [eta: 1 day, 13:31:24] step_time: 74.5309 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0712 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 872.9829 generator_grad_norm: 0.0060 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 21:24:11,539 INFO: [lm_ai..][Iter: 677] [eta: 1 day, 13:30:07] step_time: 73.1179 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0687 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 777.1082 generator_grad_norm: 0.0060 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 21:25:29,568 INFO: [lm_ai..][Iter: 678] [eta: 1 day, 13:29:04] step_time: 78.0275 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0665 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 927.2982 generator_grad_norm: 0.0094 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 21:26:41,955 INFO: [lm_ai..][Iter: 679] [eta: 1 day, 13:27:45] step_time: 72.3859 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0764 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 848.0980 generator_grad_norm: 0.0097 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 21:27:53,978 INFO: [lm_ai..][Iter: 680] [eta: 1 day, 13:26:25] step_time: 72.0218 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0763 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 881.1481 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 21:29:10,763 INFO: [lm_ai..][Iter: 681] [eta: 1 day, 13:25:18] step_time: 75.0924 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0760 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 808.9528 generator_grad_norm: 0.0139 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 21:30:23,202 INFO: 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reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 21:34:05,010 INFO: [lm_ai..][Iter: 685] [eta: 1 day, 13:20:15] step_time: 71.9823 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0790 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 861.3237 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 21:35:15,881 INFO: [lm_ai..][Iter: 686] [eta: 1 day, 13:18:52] step_time: 70.8697 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0722 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 703.2772 generator_grad_norm: 0.0045 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 21:36:30,155 INFO: [lm_ai..][Iter: 687] [eta: 1 day, 13:17:39] step_time: 74.2731 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0866 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 801.4073 generator_grad_norm: 0.0128 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 21:37:45,448 INFO: [lm_ai..][Iter: 688] [eta: 1 day, 13:16:28] step_time: 75.2914 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0740 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 684.9880 generator_grad_norm: 0.0045 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 21:39:02,918 INFO: [lm_ai..][Iter: 689] [eta: 1 day, 13:15:22] step_time: 77.4683 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0778 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 935.8297 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 21:40:15,971 INFO: [lm_ai..][Iter: 690] [eta: 1 day, 13:14:05] step_time: 73.0519 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0769 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 730.5404 generator_grad_norm: 0.0084 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 21:41:32,369 INFO: [lm_ai..][Iter: 691] [eta: 1 day, 13:12:57] step_time: 74.5547 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0826 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 750.9395 generator_grad_norm: 0.0088 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 21:42:47,610 INFO: [lm_ai..][Iter: 692] [eta: 1 day, 13:11:46] step_time: 75.2390 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0765 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 610.0586 generator_grad_norm: 0.0060 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 21:44:02,188 INFO: [lm_ai..][Iter: 693] [eta: 1 day, 13:10:33] step_time: 74.5769 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0786 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 763.5342 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 21:45:16,297 INFO: [lm_ai..][Iter: 694] [eta: 1 day, 13:09:18] step_time: 74.1079 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0738 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 760.5485 generator_grad_norm: 0.0092 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 21:46:33,432 INFO: [lm_ai..][Iter: 695] [eta: 1 day, 13:08:12] step_time: 77.1337 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0623 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 910.2114 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 21:47:49,007 INFO: [lm_ai..][Iter: 696] [eta: 1 day, 13:07:02] step_time: 75.5734 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0750 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 837.0461 generator_grad_norm: 0.0052 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 21:49:02,171 INFO: [lm_ai..][Iter: 697] [eta: 1 day, 13:05:45] step_time: 73.1623 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0785 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 731.6517 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 21:50:16,147 INFO: [lm_ai..][Iter: 698] [eta: 1 day, 13:04:30] step_time: 73.9748 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0702 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 825.8796 generator_grad_norm: 0.0115 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 21:51:30,285 INFO: [lm_ai..][Iter: 699] [eta: 1 day, 13:03:16] step_time: 74.1364 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0720 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 756.2891 generator_grad_norm: 0.0093 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 21:52:43,042 INFO: [lm_ai..][Iter: 700] [eta: 1 day, 13:01:58] step_time: 72.7560 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0698 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 770.0907 generator_grad_norm: 0.0035 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 21:52:49,486 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-10 21:54:01,203 INFO: [lm_ai..][Iter: 701] [eta: 1 day, 13:00:54] step_time: 71.4869 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0747 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 719.7467 generator_grad_norm: 0.0097 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 21:55:18,252 INFO: [lm_ai..][Iter: 702] [eta: 1 day, 12:59:48] step_time: 77.0473 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0799 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 704.3483 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 21:56:32,645 INFO: [lm_ai..][Iter: 703] [eta: 1 day, 12:58:34] step_time: 74.3919 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0751 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 838.6209 generator_grad_norm: 0.0097 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 21:57:47,505 INFO: [lm_ai..][Iter: 704] [eta: 1 day, 12:57:22] step_time: 74.8586 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0718 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 702.9304 generator_grad_norm: 0.0047 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 21:59:02,899 INFO: [lm_ai..][Iter: 705] [eta: 1 day, 12:56:11] step_time: 75.3919 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0810 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 896.2258 generator_grad_norm: 0.0105 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 22:00:24,315 INFO: [lm_ai..][Iter: 706] [eta: 1 day, 12:55:15] step_time: 81.4147 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0721 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 837.3896 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 22:01:34,487 INFO: [lm_ai..][Iter: 707] [eta: 1 day, 12:53:51] step_time: 70.1710 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0822 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 854.2062 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 22:02:46,450 INFO: [lm_ai..][Iter: 708] [eta: 1 day, 12:52:31] step_time: 71.9620 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0748 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 842.6613 generator_grad_norm: 0.0067 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 22:03:57,758 INFO: [lm_ai..][Iter: 709] [eta: 1 day, 12:51:10] step_time: 71.3062 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0660 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 704.0673 generator_grad_norm: 0.0062 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 22:05:07,478 INFO: [lm_ai..][Iter: 710] [eta: 1 day, 12:49:44] step_time: 69.7189 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0657 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 831.8698 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 22:06:22,086 INFO: [lm_ai..][Iter: 711] [eta: 1 day, 12:48:31] step_time: 72.9237 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0769 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 745.6192 generator_grad_norm: 0.0050 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 22:07:34,568 INFO: [lm_ai..][Iter: 712] [eta: 1 day, 12:47:13] step_time: 72.4808 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0738 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 844.1315 generator_grad_norm: 0.0060 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 22:08:53,958 INFO: [lm_ai..][Iter: 713] [eta: 1 day, 12:46:12] step_time: 79.3879 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0707 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 774.1366 generator_grad_norm: 0.0098 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 22:10:09,268 INFO: [lm_ai..][Iter: 714] [eta: 1 day, 12:45:01] step_time: 75.3088 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0754 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 859.1665 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 22:11:31,924 INFO: 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teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 802.0400 generator_grad_norm: 0.0048 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 22:22:33,653 INFO: [lm_ai..][Iter: 724] [eta: 1 day, 12:32:46] step_time: 76.7365 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0686 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 796.9150 generator_grad_norm: 0.0106 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 22:23:44,491 INFO: [lm_ai..][Iter: 725] [eta: 1 day, 12:31:24] step_time: 70.8363 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0645 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 814.2542 generator_grad_norm: 0.0095 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 22:24:52,750 INFO: [lm_ai..][Iter: 726] [eta: 1 day, 12:29:55] step_time: 68.2580 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0676 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 828.3828 generator_grad_norm: 0.0052 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 22:26:07,964 INFO: [lm_ai..][Iter: 727] [eta: 1 day, 12:28:43] step_time: 75.2116 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0643 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 673.9327 generator_grad_norm: 0.0183 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 22:27:17,668 INFO: [lm_ai..][Iter: 728] [eta: 1 day, 12:27:18] step_time: 69.7032 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0697 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 820.2919 generator_grad_norm: 0.0069 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 22:28:29,530 INFO: [lm_ai..][Iter: 729] [eta: 1 day, 12:25:59] step_time: 71.8612 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0711 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 783.8191 generator_grad_norm: 0.0067 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 22:29:40,650 INFO: [lm_ai..][Iter: 730] [eta: 1 day, 12:24:37] step_time: 71.1179 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0752 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 932.8408 generator_grad_norm: 0.0132 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 22:30:57,240 INFO: [lm_ai..][Iter: 731] [eta: 1 day, 12:23:29] step_time: 74.8951 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0761 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 856.4094 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 22:32:09,837 INFO: [lm_ai..][Iter: 732] [eta: 1 day, 12:22:11] step_time: 72.5954 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0779 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 840.5123 generator_grad_norm: 0.0125 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 22:33:20,610 INFO: [lm_ai..][Iter: 733] [eta: 1 day, 12:20:49] step_time: 70.7714 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0843 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 810.0471 generator_grad_norm: 0.0062 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 22:34:31,380 INFO: [lm_ai..][Iter: 734] [eta: 1 day, 12:19:27] step_time: 70.7688 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0619 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 876.4759 generator_grad_norm: 0.0036 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 22:35:43,310 INFO: [lm_ai..][Iter: 735] [eta: 1 day, 12:18:07] step_time: 71.9285 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0941 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 774.5419 generator_grad_norm: 0.0136 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 22:36:55,170 INFO: [lm_ai..][Iter: 736] [eta: 1 day, 12:16:48] step_time: 71.8586 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0636 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 938.9921 generator_grad_norm: 0.0084 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 22:38:07,544 INFO: [lm_ai..][Iter: 737] [eta: 1 day, 12:15:30] step_time: 72.3726 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0772 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 720.7635 generator_grad_norm: 0.0055 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 22:39:21,375 INFO: [lm_ai..][Iter: 738] [eta: 1 day, 12:14:15] step_time: 73.8305 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0692 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 776.9421 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 22:40:33,632 INFO: [lm_ai..][Iter: 739] [eta: 1 day, 12:12:56] step_time: 72.2556 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0788 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 897.9211 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 22:41:47,163 INFO: 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reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 22:45:28,979 INFO: [lm_ai..][Iter: 743] [eta: 1 day, 12:07:57] step_time: 72.1729 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0728 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 806.5804 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 22:46:44,678 INFO: [lm_ai..][Iter: 744] [eta: 1 day, 12:06:47] step_time: 75.6978 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0813 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 719.9530 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 22:47:52,123 INFO: [lm_ai..][Iter: 745] [eta: 1 day, 12:05:17] step_time: 67.4439 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0774 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 885.3128 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 22:49:03,449 INFO: [lm_ai..][Iter: 746] [eta: 1 day, 12:03:56] step_time: 71.3243 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0759 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 783.9529 generator_grad_norm: 0.0097 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 22:50:17,787 INFO: [lm_ai..][Iter: 747] [eta: 1 day, 12:02:43] step_time: 74.3365 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0671 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 843.7954 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 22:51:26,488 INFO: [lm_ai..][Iter: 748] [eta: 1 day, 12:01:16] step_time: 68.7002 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0759 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 891.7482 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 22:52:42,640 INFO: [lm_ai..][Iter: 749] [eta: 1 day, 12:00:07] step_time: 76.1507 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0713 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 686.4581 generator_grad_norm: 0.0058 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 22:53:52,413 INFO: [lm_ai..][Iter: 750] [eta: 1 day, 11:58:42] step_time: 69.7716 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0804 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 653.8049 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 22:53:58,593 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-10 22:55:16,872 INFO: [lm_ai..][Iter: 751] [eta: 1 day, 11:57:52] step_time: 77.9350 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0722 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 797.0513 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 22:56:30,224 INFO: [lm_ai..][Iter: 752] [eta: 1 day, 11:56:36] step_time: 73.3501 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0739 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 813.9174 generator_grad_norm: 0.0057 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 22:57:45,360 INFO: [lm_ai..][Iter: 753] [eta: 1 day, 11:55:25] step_time: 75.1350 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0807 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 840.3977 generator_grad_norm: 0.0062 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 22:59:00,787 INFO: [lm_ai..][Iter: 754] [eta: 1 day, 11:54:14] step_time: 75.4255 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0661 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 815.4841 generator_grad_norm: 0.0050 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 23:00:11,624 INFO: [lm_ai..][Iter: 755] [eta: 1 day, 11:52:52] step_time: 70.8356 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0731 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 801.4160 generator_grad_norm: 0.0114 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 23:01:20,657 INFO: [lm_ai..][Iter: 756] [eta: 1 day, 11:51:26] step_time: 69.0320 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0747 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 756.6833 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 23:02:34,264 INFO: [lm_ai..][Iter: 757] [eta: 1 day, 11:50:11] step_time: 73.6057 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0829 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 766.4904 generator_grad_norm: 0.0106 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 23:03:48,096 INFO: [lm_ai..][Iter: 758] [eta: 1 day, 11:48:56] step_time: 73.8299 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0832 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 709.9716 generator_grad_norm: 0.0097 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 23:04:59,648 INFO: 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teacher_timestep: 921.1855 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 23:12:25,434 INFO: [lm_ai..][Iter: 765] [eta: 1 day, 11:40:14] step_time: 73.9887 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0714 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 855.2344 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 23:13:40,630 INFO: [lm_ai..][Iter: 766] [eta: 1 day, 11:39:03] step_time: 75.1935 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0783 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 802.4493 generator_grad_norm: 0.0080 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 23:14:49,429 INFO: [lm_ai..][Iter: 767] [eta: 1 day, 11:37:37] step_time: 68.7982 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0870 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 821.3547 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 23:16:04,114 INFO: [lm_ai..][Iter: 768] [eta: 1 day, 11:36:24] step_time: 74.6833 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0597 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 894.9788 generator_grad_norm: 0.0044 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 23:17:24,180 INFO: [lm_ai..][Iter: 769] [eta: 1 day, 11:35:23] step_time: 80.0646 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0742 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 844.3770 generator_grad_norm: 0.0064 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 23:18:37,293 INFO: [lm_ai..][Iter: 770] [eta: 1 day, 11:34:07] step_time: 73.1118 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0799 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 752.5919 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 23:19:59,774 INFO: [lm_ai..][Iter: 771] [eta: 1 day, 11:33:12] step_time: 80.6001 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0633 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 840.7034 generator_grad_norm: 0.0037 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 23:21:12,987 INFO: [lm_ai..][Iter: 772] [eta: 1 day, 11:31:55] step_time: 73.2121 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0666 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 751.8256 generator_grad_norm: 0.0035 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 23:22:23,175 INFO: [lm_ai..][Iter: 773] [eta: 1 day, 11:30:33] step_time: 70.1864 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0741 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 719.5006 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 23:23:35,024 INFO: [lm_ai..][Iter: 774] [eta: 1 day, 11:29:14] step_time: 71.8472 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0719 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 723.2062 generator_grad_norm: 0.0053 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 23:24:47,767 INFO: [lm_ai..][Iter: 775] [eta: 1 day, 11:27:56] step_time: 72.7418 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0661 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 833.4666 generator_grad_norm: 0.0129 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 23:25:54,871 INFO: [lm_ai..][Iter: 776] [eta: 1 day, 11:26:27] step_time: 67.1028 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0695 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 890.7664 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 23:27:07,901 INFO: [lm_ai..][Iter: 777] [eta: 1 day, 11:25:10] step_time: 73.0288 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0715 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 889.9882 generator_grad_norm: 0.0068 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 23:28:23,774 INFO: [lm_ai..][Iter: 778] [eta: 1 day, 11:24:00] step_time: 75.8717 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0746 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 754.3723 generator_grad_norm: 0.0040 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 23:29:35,357 INFO: [lm_ai..][Iter: 779] [eta: 1 day, 11:22:41] step_time: 71.5820 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0737 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 794.3945 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 23:30:47,801 INFO: [lm_ai..][Iter: 780] [eta: 1 day, 11:21:23] step_time: 72.4012 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0703 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 813.2530 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 23:32:03,352 INFO: [lm_ai..][Iter: 781] [eta: 1 day, 11:20:12] step_time: 73.7837 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0692 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 750.8271 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 23:33:18,175 INFO: [lm_ai..][Iter: 782] [eta: 1 day, 11:18:59] step_time: 74.8222 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0697 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 733.0173 generator_grad_norm: 0.0044 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 23:34:26,107 INFO: [lm_ai..][Iter: 783] [eta: 1 day, 11:17:32] step_time: 67.9306 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0762 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 666.8265 generator_grad_norm: 0.0105 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 23:35:40,534 INFO: [lm_ai..][Iter: 784] [eta: 1 day, 11:16:19] step_time: 74.4258 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0754 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 793.6548 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 23:36:56,227 INFO: [lm_ai..][Iter: 785] [eta: 1 day, 11:15:08] step_time: 75.6909 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0751 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 841.8367 generator_grad_norm: 0.0053 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 23:38:09,881 INFO: [lm_ai..][Iter: 786] [eta: 1 day, 11:13:53] step_time: 73.6531 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0789 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 750.1489 generator_grad_norm: 0.0453 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 23:39:22,547 INFO: [lm_ai..][Iter: 787] [eta: 1 day, 11:12:36] step_time: 72.6631 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0861 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 452.9096 generator_grad_norm: 0.0163 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 23:40:39,881 INFO: [lm_ai..][Iter: 788] [eta: 1 day, 11:11:29] step_time: 77.3323 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0671 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 777.7028 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 23:41:54,571 INFO: [lm_ai..][Iter: 789] [eta: 1 day, 11:10:16] step_time: 74.6894 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0819 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 777.2852 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 23:43:10,666 INFO: [lm_ai..][Iter: 790] [eta: 1 day, 11:09:06] step_time: 76.0937 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0699 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 774.8745 generator_grad_norm: 0.0067 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 23:44:27,035 INFO: [lm_ai..][Iter: 791] [eta: 1 day, 11:07:57] step_time: 74.6968 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0707 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 819.0367 generator_grad_norm: 0.0110 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 23:45:38,788 INFO: [lm_ai..][Iter: 792] [eta: 1 day, 11:06:38] step_time: 71.7506 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0752 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 776.7080 generator_grad_norm: 0.0080 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 23:46:48,309 INFO: [lm_ai..][Iter: 793] [eta: 1 day, 11:05:14] step_time: 69.5198 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0686 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 749.2908 generator_grad_norm: 0.0188 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 23:48:00,702 INFO: [lm_ai..][Iter: 794] [eta: 1 day, 11:03:56] step_time: 72.3915 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0667 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 799.5430 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 23:49:08,170 INFO: [lm_ai..][Iter: 795] [eta: 1 day, 11:02:28] step_time: 67.4673 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0630 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 909.7484 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 23:50:21,598 INFO: [lm_ai..][Iter: 796] [eta: 1 day, 11:01:13] step_time: 73.4261 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0651 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 841.3529 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 23:51:32,353 INFO: [lm_ai..][Iter: 797] [eta: 1 day, 10:59:51] step_time: 70.7535 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0744 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 783.1431 generator_grad_norm: 0.0101 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 23:52:49,741 INFO: [lm_ai..][Iter: 798] [eta: 1 day, 10:58:44] step_time: 77.3871 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0752 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 887.1166 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 23:54:04,380 INFO: [lm_ai..][Iter: 799] [eta: 1 day, 10:57:32] step_time: 74.6370 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0761 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 885.5688 generator_grad_norm: 0.0147 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 23:55:18,506 INFO: [lm_ai..][Iter: 800] [eta: 1 day, 10:56:18] step_time: 74.1253 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0768 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 721.8672 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 23:55:24,904 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-10 23:56:36,035 INFO: [lm_ai..][Iter: 801] [eta: 1 day, 10:55:11] step_time: 70.9091 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0655 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 942.8824 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-10 23:57:51,985 INFO: [lm_ai..][Iter: 802] [eta: 1 day, 10:54:01] step_time: 75.9490 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0818 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 623.7513 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-10 23:59:05,826 INFO: [lm_ai..][Iter: 803] [eta: 1 day, 10:52:46] step_time: 73.8392 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0687 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 749.9126 generator_grad_norm: 0.0089 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:00:18,211 INFO: [lm_ai..][Iter: 804] [eta: 1 day, 10:51:29] step_time: 72.3830 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0676 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 777.8266 generator_grad_norm: 0.0103 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:01:27,930 INFO: [lm_ai..][Iter: 805] [eta: 1 day, 10:50:05] step_time: 69.7183 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0713 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 815.1668 generator_grad_norm: 0.0057 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:02:41,004 INFO: [lm_ai..][Iter: 806] [eta: 1 day, 10:48:49] step_time: 73.0724 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0705 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 818.8151 generator_grad_norm: 0.0062 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:03:57,386 INFO: [lm_ai..][Iter: 807] [eta: 1 day, 10:47:40] step_time: 76.3807 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0700 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 875.4924 generator_grad_norm: 0.0052 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:05:11,306 INFO: [lm_ai..][Iter: 808] [eta: 1 day, 10:46:25] step_time: 73.9184 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0767 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 886.9457 generator_grad_norm: 0.0055 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:06:22,972 INFO: [lm_ai..][Iter: 809] [eta: 1 day, 10:45:06] step_time: 71.6645 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0659 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 849.9528 generator_grad_norm: 0.0050 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:07:39,091 INFO: [lm_ai..][Iter: 810] [eta: 1 day, 10:43:57] step_time: 76.1172 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0764 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 843.9005 generator_grad_norm: 0.0084 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:08:54,452 INFO: [lm_ai..][Iter: 811] [eta: 1 day, 10:42:45] step_time: 73.5824 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0708 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 664.1525 generator_grad_norm: 0.0067 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 00:10:11,319 INFO: [lm_ai..][Iter: 812] [eta: 1 day, 10:41:37] step_time: 76.8666 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0802 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 710.1216 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:11:27,519 INFO: [lm_ai..][Iter: 813] [eta: 1 day, 10:40:27] step_time: 76.1980 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0715 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 799.6102 generator_grad_norm: 0.0062 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:12:42,638 INFO: [lm_ai..][Iter: 814] [eta: 1 day, 10:39:15] step_time: 75.1175 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0739 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 800.4788 generator_grad_norm: 0.0115 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:13:50,746 INFO: [lm_ai..][Iter: 815] [eta: 1 day, 10:37:49] step_time: 68.1066 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0623 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 737.4335 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:15:01,201 INFO: [lm_ai..][Iter: 816] [eta: 1 day, 10:36:27] step_time: 70.4535 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0734 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 752.0054 generator_grad_norm: 0.0095 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:16:19,928 INFO: 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reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:20:07,082 INFO: [lm_ai..][Iter: 820] [eta: 1 day, 10:31:51] step_time: 74.9946 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0709 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 693.4504 generator_grad_norm: 0.0088 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:21:22,917 INFO: [lm_ai..][Iter: 821] [eta: 1 day, 10:30:40] step_time: 74.1727 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0719 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 738.8368 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 00:22:33,948 INFO: [lm_ai..][Iter: 822] [eta: 1 day, 10:29:20] step_time: 71.0289 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0725 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 873.0373 generator_grad_norm: 0.0088 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:23:48,511 INFO: [lm_ai..][Iter: 823] [eta: 1 day, 10:28:07] step_time: 74.5624 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0687 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 886.4869 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:25:03,285 INFO: [lm_ai..][Iter: 824] [eta: 1 day, 10:26:54] step_time: 74.7719 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0730 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 785.7422 generator_grad_norm: 0.0131 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:26:16,073 INFO: [lm_ai..][Iter: 825] [eta: 1 day, 10:25:37] step_time: 72.7865 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0714 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 566.3496 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:27:27,347 INFO: [lm_ai..][Iter: 826] [eta: 1 day, 10:24:18] step_time: 71.2727 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0760 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 876.0231 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:28:40,593 INFO: [lm_ai..][Iter: 827] [eta: 1 day, 10:23:02] step_time: 73.2447 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0744 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 865.3333 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:29:48,739 INFO: [lm_ai..][Iter: 828] [eta: 1 day, 10:21:36] step_time: 68.1445 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0743 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 696.0198 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:31:03,350 INFO: [lm_ai..][Iter: 829] [eta: 1 day, 10:20:23] step_time: 74.6093 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0668 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 854.0673 generator_grad_norm: 0.0105 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:32:14,546 INFO: [lm_ai..][Iter: 830] [eta: 1 day, 10:19:03] step_time: 71.1949 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0736 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 761.8317 generator_grad_norm: 0.0094 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:33:30,831 INFO: [lm_ai..][Iter: 831] [eta: 1 day, 10:17:53] step_time: 74.4763 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0727 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 536.8685 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 00:34:45,156 INFO: [lm_ai..][Iter: 832] [eta: 1 day, 10:16:40] step_time: 74.3237 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0735 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 809.2223 generator_grad_norm: 0.0067 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:35:59,263 INFO: [lm_ai..][Iter: 833] [eta: 1 day, 10:15:26] step_time: 74.1056 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0884 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 711.0999 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:37:15,179 INFO: [lm_ai..][Iter: 834] [eta: 1 day, 10:14:15] step_time: 75.9150 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0746 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 830.3077 generator_grad_norm: 0.0057 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:38:27,716 INFO: [lm_ai..][Iter: 835] [eta: 1 day, 10:12:58] step_time: 72.5354 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0748 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 799.0896 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:39:43,163 INFO: [lm_ai..][Iter: 836] [eta: 1 day, 10:11:47] step_time: 75.4456 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0727 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 663.2229 generator_grad_norm: 0.0062 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:40:55,220 INFO: [lm_ai..][Iter: 837] [eta: 1 day, 10:10:29] step_time: 72.0551 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0816 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 600.6524 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:42:09,820 INFO: [lm_ai..][Iter: 838] [eta: 1 day, 10:09:16] step_time: 74.5991 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0682 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 826.5551 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:43:21,635 INFO: [lm_ai..][Iter: 839] [eta: 1 day, 10:07:57] step_time: 71.8132 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0677 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 905.2816 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:44:33,781 INFO: [lm_ai..][Iter: 840] [eta: 1 day, 10:06:39] step_time: 72.1450 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0713 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 795.1524 generator_grad_norm: 0.0097 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:45:45,904 INFO: [lm_ai..][Iter: 841] [eta: 1 day, 10:05:22] step_time: 70.3251 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0682 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 764.0909 generator_grad_norm: 0.0097 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 00:46:59,819 INFO: [lm_ai..][Iter: 842] [eta: 1 day, 10:04:07] step_time: 73.9140 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0656 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 817.1843 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:48:10,224 INFO: [lm_ai..][Iter: 843] [eta: 1 day, 10:02:46] step_time: 70.4035 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0657 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 901.1992 generator_grad_norm: 0.0051 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:49:19,680 INFO: [lm_ai..][Iter: 844] [eta: 1 day, 10:01:23] step_time: 69.4554 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0718 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 681.0002 generator_grad_norm: 0.0160 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:50:33,083 INFO: [lm_ai..][Iter: 845] [eta: 1 day, 10:00:08] step_time: 73.4016 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0695 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 864.9500 generator_grad_norm: 0.0099 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:51:48,492 INFO: [lm_ai..][Iter: 846] [eta: 1 day, 9:58:56] step_time: 75.4079 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0690 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 881.1197 generator_grad_norm: 0.0134 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:52:57,835 INFO: [lm_ai..][Iter: 847] [eta: 1 day, 9:57:33] step_time: 69.3414 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0705 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 658.3357 generator_grad_norm: 0.0094 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:54:11,543 INFO: [lm_ai..][Iter: 848] [eta: 1 day, 9:56:18] step_time: 73.7070 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0682 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 672.0657 generator_grad_norm: 0.0058 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:55:29,998 INFO: [lm_ai..][Iter: 849] [eta: 1 day, 9:55:13] step_time: 78.4532 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0761 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 758.9604 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:56:45,414 INFO: [lm_ai..][Iter: 850] [eta: 1 day, 9:54:01] step_time: 75.4150 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0717 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 879.0306 generator_grad_norm: 0.0109 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 00:56:51,529 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-11 00:58:05,670 INFO: [lm_ai..][Iter: 851] [eta: 1 day, 9:52:59] step_time: 73.9064 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0711 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 722.8026 generator_grad_norm: 0.0062 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 00:59:18,110 INFO: [lm_ai..][Iter: 852] [eta: 1 day, 9:51:42] step_time: 72.4383 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0699 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 868.4939 generator_grad_norm: 0.0098 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 01:00:31,449 INFO: [lm_ai..][Iter: 853] [eta: 1 day, 9:50:27] step_time: 73.3379 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0719 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 738.6885 generator_grad_norm: 0.0088 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 01:01:45,587 INFO: [lm_ai..][Iter: 854] [eta: 1 day, 9:49:13] step_time: 74.1368 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0710 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 831.8828 generator_grad_norm: 0.0096 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 01:02:57,329 INFO: [lm_ai..][Iter: 855] [eta: 1 day, 9:47:54] step_time: 71.7400 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0799 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 658.1003 generator_grad_norm: 0.0068 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 01:04:09,666 INFO: [lm_ai..][Iter: 856] [eta: 1 day, 9:46:37] step_time: 72.3361 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0759 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 918.7001 generator_grad_norm: 0.0069 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 01:05:25,760 INFO: [lm_ai..][Iter: 857] [eta: 1 day, 9:45:27] step_time: 76.0929 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0838 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 856.5555 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 01:06:42,476 INFO: [lm_ai..][Iter: 858] [eta: 1 day, 9:44:18] step_time: 76.7146 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0758 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 544.7235 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 01:07:52,475 INFO: [lm_ai..][Iter: 859] [eta: 1 day, 9:42:56] step_time: 69.9973 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0730 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 769.4977 generator_grad_norm: 0.0097 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 01:09:06,432 INFO: [lm_ai..][Iter: 860] [eta: 1 day, 9:41:42] step_time: 73.9559 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0676 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 837.6713 generator_grad_norm: 0.0143 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 01:10:19,296 INFO: [lm_ai..][Iter: 861] [eta: 1 day, 9:40:25] step_time: 71.1328 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0812 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 819.5974 generator_grad_norm: 0.0120 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 01:11:32,499 INFO: [lm_ai..][Iter: 862] [eta: 1 day, 9:39:10] step_time: 73.2009 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0872 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 913.1892 generator_grad_norm: 0.0136 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 01:12:47,778 INFO: [lm_ai..][Iter: 863] [eta: 1 day, 9:37:58] step_time: 75.2780 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0733 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 764.2680 generator_grad_norm: 0.0100 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 01:14:00,261 INFO: 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reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 01:17:40,762 INFO: [lm_ai..][Iter: 867] [eta: 1 day, 9:32:56] step_time: 69.3139 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0864 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 571.7222 generator_grad_norm: 0.0089 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 01:19:01,156 INFO: [lm_ai..][Iter: 868] [eta: 1 day, 9:31:54] step_time: 80.3926 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0736 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 821.1894 generator_grad_norm: 0.0107 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 01:20:09,802 INFO: [lm_ai..][Iter: 869] [eta: 1 day, 9:30:29] step_time: 68.6447 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0792 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 746.3566 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 01:21:18,475 INFO: [lm_ai..][Iter: 870] [eta: 1 day, 9:29:05] step_time: 68.6721 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0700 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 781.9696 generator_grad_norm: 0.0120 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 01:22:31,800 INFO: [lm_ai..][Iter: 871] [eta: 1 day, 9:27:50] step_time: 71.5031 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0681 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 814.9926 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 01:23:41,485 INFO: [lm_ai..][Iter: 872] [eta: 1 day, 9:26:28] step_time: 69.6836 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0854 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 683.2677 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 01:24:51,712 INFO: [lm_ai..][Iter: 873] [eta: 1 day, 9:25:07] step_time: 70.2256 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0654 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 817.6301 generator_grad_norm: 0.0054 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 01:26:07,972 INFO: [lm_ai..][Iter: 874] [eta: 1 day, 9:23:57] step_time: 76.2588 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0727 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 768.8155 generator_grad_norm: 0.0101 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 01:27:20,183 INFO: [lm_ai..][Iter: 875] [eta: 1 day, 9:22:39] step_time: 72.2093 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0672 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 733.8849 generator_grad_norm: 0.0068 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 01:28:31,845 INFO: [lm_ai..][Iter: 876] [eta: 1 day, 9:21:21] step_time: 71.6613 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0662 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 854.1748 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 01:29:39,802 INFO: [lm_ai..][Iter: 877] [eta: 1 day, 9:19:56] step_time: 67.9552 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0636 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 857.2496 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 01:30:51,349 INFO: 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reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 01:34:37,994 INFO: [lm_ai..][Iter: 881] [eta: 1 day, 9:15:03] step_time: 79.7512 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0795 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 811.1323 generator_grad_norm: 0.0088 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 01:35:50,708 INFO: [lm_ai..][Iter: 882] [eta: 1 day, 9:13:47] step_time: 72.7132 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0716 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 689.0485 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 01:37:04,033 INFO: [lm_ai..][Iter: 883] [eta: 1 day, 9:12:32] step_time: 73.3229 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0746 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 744.6866 generator_grad_norm: 0.0110 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 01:38:16,134 INFO: [lm_ai..][Iter: 884] [eta: 1 day, 9:11:14] step_time: 72.0995 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0732 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 727.0795 generator_grad_norm: 0.0109 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 01:39:30,747 INFO: [lm_ai..][Iter: 885] [eta: 1 day, 9:10:01] step_time: 74.6119 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0678 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 840.2881 generator_grad_norm: 0.0060 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 01:40:47,702 INFO: [lm_ai..][Iter: 886] [eta: 1 day, 9:08:52] step_time: 76.9530 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0746 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 727.4843 generator_grad_norm: 0.0060 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 01:42:02,804 INFO: [lm_ai..][Iter: 887] [eta: 1 day, 9:07:40] step_time: 75.1012 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0654 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 900.7906 generator_grad_norm: 0.0129 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 01:43:14,503 INFO: [lm_ai..][Iter: 888] [eta: 1 day, 9:06:22] step_time: 71.6975 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0702 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 877.7346 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 01:44:30,201 INFO: [lm_ai..][Iter: 889] [eta: 1 day, 9:05:11] step_time: 75.6965 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0764 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 887.1205 generator_grad_norm: 0.0084 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 01:45:40,184 INFO: [lm_ai..][Iter: 890] [eta: 1 day, 9:03:50] step_time: 69.9818 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0883 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 780.3338 generator_grad_norm: 0.0189 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 01:46:55,638 INFO: [lm_ai..][Iter: 891] [eta: 1 day, 9:02:38] step_time: 73.7708 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0816 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 862.1226 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 01:48:06,682 INFO: [lm_ai..][Iter: 892] [eta: 1 day, 9:01:19] step_time: 71.0426 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0827 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 862.2595 generator_grad_norm: 0.0107 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 01:49:15,317 INFO: [lm_ai..][Iter: 893] [eta: 1 day, 8:59:55] step_time: 68.6339 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0725 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 799.9049 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 01:50:24,327 INFO: [lm_ai..][Iter: 894] [eta: 1 day, 8:58:32] step_time: 69.0081 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0783 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 901.6048 generator_grad_norm: 0.0110 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 01:51:38,445 INFO: [lm_ai..][Iter: 895] [eta: 1 day, 8:57:18] step_time: 74.1169 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0734 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 738.5237 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 01:52:47,642 INFO: [lm_ai..][Iter: 896] [eta: 1 day, 8:55:56] step_time: 69.1955 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0606 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 886.8402 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 01:54:00,974 INFO: [lm_ai..][Iter: 897] [eta: 1 day, 8:54:41] step_time: 73.3307 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0732 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 849.1776 generator_grad_norm: 0.0113 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 01:55:17,542 INFO: [lm_ai..][Iter: 898] [eta: 1 day, 8:53:31] step_time: 76.5664 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0816 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 859.8491 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 01:56:31,346 INFO: [lm_ai..][Iter: 899] [eta: 1 day, 8:52:17] step_time: 73.8029 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0718 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 816.7593 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 01:57:42,894 INFO: [lm_ai..][Iter: 900] [eta: 1 day, 8:50:58] step_time: 71.5464 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0663 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 912.1636 generator_grad_norm: 0.0039 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 01:57:49,208 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-11 01:59:04,998 INFO: [lm_ai..][Iter: 901] [eta: 1 day, 8:49:59] step_time: 75.5567 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0717 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 823.7595 generator_grad_norm: 0.0093 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 02:00:17,586 INFO: [lm_ai..][Iter: 902] [eta: 1 day, 8:48:42] step_time: 72.5862 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0727 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 837.3817 generator_grad_norm: 0.0137 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 02:01:36,519 INFO: [lm_ai..][Iter: 903] [eta: 1 day, 8:47:37] step_time: 78.9314 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0659 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 812.2036 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 02:02:53,588 INFO: [lm_ai..][Iter: 904] [eta: 1 day, 8:46:28] step_time: 77.0683 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0728 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 711.3574 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 02:04:05,835 INFO: [lm_ai..][Iter: 905] [eta: 1 day, 8:45:11] step_time: 72.2452 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0708 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 786.0505 generator_grad_norm: 0.0116 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 02:05:19,030 INFO: [lm_ai..][Iter: 906] [eta: 1 day, 8:43:56] step_time: 73.1939 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0701 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 763.3026 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 02:06:34,461 INFO: [lm_ai..][Iter: 907] [eta: 1 day, 8:42:44] step_time: 75.4297 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0783 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 887.0636 generator_grad_norm: 0.0125 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 02:07:45,654 INFO: [lm_ai..][Iter: 908] [eta: 1 day, 8:41:25] step_time: 71.1916 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0701 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 880.1960 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 02:09:07,593 INFO: [lm_ai..][Iter: 909] [eta: 1 day, 8:40:25] step_time: 81.9364 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0656 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 686.8729 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 02:10:20,049 INFO: [lm_ai..][Iter: 910] [eta: 1 day, 8:39:08] step_time: 72.4538 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0718 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 689.7891 generator_grad_norm: 0.0136 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 02:11:37,890 INFO: [lm_ai..][Iter: 911] [eta: 1 day, 8:38:01] step_time: 76.1010 lrs_g: 1.000e-05 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reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 02:19:04,902 INFO: [lm_ai..][Iter: 917] [eta: 1 day, 8:30:42] step_time: 74.6469 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0817 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 769.4203 generator_grad_norm: 0.0092 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 02:20:21,888 INFO: [lm_ai..][Iter: 918] [eta: 1 day, 8:29:33] step_time: 76.9846 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0743 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 722.1389 generator_grad_norm: 0.0048 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 02:21:35,469 INFO: [lm_ai..][Iter: 919] [eta: 1 day, 8:28:18] step_time: 73.5793 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0746 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 772.3676 generator_grad_norm: 0.0050 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 02:22:51,315 INFO: [lm_ai..][Iter: 920] [eta: 1 day, 8:27:07] step_time: 75.8445 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0693 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 937.2893 generator_grad_norm: 0.0057 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 02:24:07,273 INFO: [lm_ai..][Iter: 921] [eta: 1 day, 8:25:56] step_time: 74.1026 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0675 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 757.8365 generator_grad_norm: 0.0051 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 02:25:23,877 INFO: [lm_ai..][Iter: 922] [eta: 1 day, 8:24:46] step_time: 76.6027 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0577 teacher_history_depth: 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1.000e-05 same_observation_teacher_loss: 0.0673 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 916.6068 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 02:30:13,443 INFO: [lm_ai..][Iter: 926] [eta: 1 day, 8:19:39] step_time: 71.7646 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0716 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 677.3506 generator_grad_norm: 0.0084 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 02:31:28,591 INFO: [lm_ai..][Iter: 927] [eta: 1 day, 8:18:27] step_time: 75.1461 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0825 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 798.5071 generator_grad_norm: 0.0125 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 02:32:42,127 INFO: 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reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 02:36:28,696 INFO: [lm_ai..][Iter: 931] [eta: 1 day, 8:13:38] step_time: 71.3181 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0835 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 804.1904 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 02:37:46,832 INFO: [lm_ai..][Iter: 932] [eta: 1 day, 8:12:30] step_time: 78.1347 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0699 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 845.0925 generator_grad_norm: 0.0124 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 02:39:00,994 INFO: [lm_ai..][Iter: 933] [eta: 1 day, 8:11:17] step_time: 74.1604 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0748 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 880.5662 generator_grad_norm: 0.0089 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 02:40:13,655 INFO: [lm_ai..][Iter: 934] [eta: 1 day, 8:10:00] step_time: 72.6595 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0725 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 730.9429 generator_grad_norm: 0.0069 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 02:41:28,275 INFO: [lm_ai..][Iter: 935] [eta: 1 day, 8:08:47] step_time: 74.6194 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0780 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 831.3209 generator_grad_norm: 0.0107 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 02:42:42,744 INFO: [lm_ai..][Iter: 936] [eta: 1 day, 8:07:34] step_time: 74.4676 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0642 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 784.9956 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 02:43:58,654 INFO: [lm_ai..][Iter: 937] [eta: 1 day, 8:06:23] step_time: 75.9090 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0672 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 842.0627 generator_grad_norm: 0.0050 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 02:45:12,541 INFO: [lm_ai..][Iter: 938] [eta: 1 day, 8:05:09] step_time: 73.8848 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0657 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 823.1658 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 02:46:28,393 INFO: [lm_ai..][Iter: 939] [eta: 1 day, 8:03:57] step_time: 75.8504 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0758 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 825.7285 generator_grad_norm: 0.0159 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 02:47:46,191 INFO: [lm_ai..][Iter: 940] [eta: 1 day, 8:02:50] step_time: 77.7975 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0613 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 763.1344 generator_grad_norm: 0.0094 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 02:48:59,323 INFO: [lm_ai..][Iter: 941] [eta: 1 day, 8:01:34] step_time: 71.2972 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0688 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 715.4923 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 02:50:11,154 INFO: [lm_ai..][Iter: 942] [eta: 1 day, 8:00:16] step_time: 71.8296 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0836 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 650.6156 generator_grad_norm: 0.0040 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 02:51:22,568 INFO: [lm_ai..][Iter: 943] [eta: 1 day, 7:58:58] step_time: 71.4123 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0736 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 618.6489 generator_grad_norm: 0.0043 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 02:52:38,833 INFO: [lm_ai..][Iter: 944] [eta: 1 day, 7:57:48] step_time: 76.2632 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0705 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 905.0767 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 02:53:51,834 INFO: [lm_ai..][Iter: 945] [eta: 1 day, 7:56:32] step_time: 73.0003 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0646 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 791.6616 generator_grad_norm: 0.0136 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 02:55:07,054 INFO: [lm_ai..][Iter: 946] [eta: 1 day, 7:55:20] step_time: 75.2185 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0723 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 861.3880 generator_grad_norm: 0.0112 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 02:56:23,162 INFO: [lm_ai..][Iter: 947] [eta: 1 day, 7:54:09] step_time: 76.1060 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0703 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 767.4827 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 02:57:34,531 INFO: [lm_ai..][Iter: 948] [eta: 1 day, 7:52:51] step_time: 71.3682 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0744 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 587.9854 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 02:58:45,898 INFO: [lm_ai..][Iter: 949] [eta: 1 day, 7:51:32] step_time: 71.3656 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0625 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 845.1000 generator_grad_norm: 0.0045 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 03:00:01,256 INFO: [lm_ai..][Iter: 950] [eta: 1 day, 7:50:20] step_time: 75.3560 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0722 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 769.1915 generator_grad_norm: 0.0117 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 03:00:07,691 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-11 03:01:23,074 INFO: [lm_ai..][Iter: 951] [eta: 1 day, 7:49:19] step_time: 75.0454 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0818 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 814.3871 generator_grad_norm: 0.0092 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 03:02:37,857 INFO: [lm_ai..][Iter: 952] [eta: 1 day, 7:48:06] step_time: 74.7808 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0739 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 741.4229 generator_grad_norm: 0.0113 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 03:03:49,255 INFO: [lm_ai..][Iter: 953] [eta: 1 day, 7:46:48] step_time: 71.3970 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0727 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 892.2061 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 03:04:59,010 INFO: [lm_ai..][Iter: 954] [eta: 1 day, 7:45:27] step_time: 69.7539 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0763 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 684.4338 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 03:06:07,539 INFO: [lm_ai..][Iter: 955] [eta: 1 day, 7:44:04] step_time: 68.5277 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0667 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 797.6992 generator_grad_norm: 0.0048 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 03:07:18,937 INFO: [lm_ai..][Iter: 956] [eta: 1 day, 7:42:45] step_time: 71.3962 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0673 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 828.2781 generator_grad_norm: 0.0055 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 03:08:34,717 INFO: [lm_ai..][Iter: 957] [eta: 1 day, 7:41:34] step_time: 75.7789 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0728 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 712.3699 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 03:09:54,789 INFO: [lm_ai..][Iter: 958] [eta: 1 day, 7:40:30] step_time: 80.0700 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0729 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 703.9628 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 03:11:04,519 INFO: [lm_ai..][Iter: 959] [eta: 1 day, 7:39:09] step_time: 69.7292 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0645 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 769.3110 generator_grad_norm: 0.0057 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 03:12:20,663 INFO: [lm_ai..][Iter: 960] [eta: 1 day, 7:37:58] step_time: 76.1421 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0736 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 789.1362 generator_grad_norm: 0.0053 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 03:13:35,590 INFO: [lm_ai..][Iter: 961] [eta: 1 day, 7:36:46] step_time: 73.2513 lrs_g: 1.000e-05 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reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 03:20:46,428 INFO: [lm_ai..][Iter: 967] [eta: 1 day, 7:29:00] step_time: 71.3010 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0730 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 840.3385 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 03:22:03,275 INFO: [lm_ai..][Iter: 968] [eta: 1 day, 7:27:50] step_time: 76.8455 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0760 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 865.6300 generator_grad_norm: 0.0112 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 03:23:17,496 INFO: [lm_ai..][Iter: 969] [eta: 1 day, 7:26:37] step_time: 74.2194 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0754 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 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1.000e-05 same_observation_teacher_loss: 0.0712 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 803.0089 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 03:31:44,544 INFO: [lm_ai..][Iter: 976] [eta: 1 day, 7:17:41] step_time: 75.8252 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0681 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 816.4695 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 03:33:03,436 INFO: [lm_ai..][Iter: 977] [eta: 1 day, 7:16:35] step_time: 78.8897 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0792 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 815.5792 generator_grad_norm: 0.0041 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 03:34:12,906 INFO: 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reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 03:37:57,531 INFO: [lm_ai..][Iter: 981] [eta: 1 day, 7:11:35] step_time: 75.0708 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0752 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 654.5042 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 03:39:11,715 INFO: [lm_ai..][Iter: 982] [eta: 1 day, 7:10:22] step_time: 74.1819 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0678 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 751.9059 generator_grad_norm: 0.0100 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 03:40:24,144 INFO: [lm_ai..][Iter: 983] [eta: 1 day, 7:09:05] step_time: 72.4280 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0707 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 808.1024 generator_grad_norm: 0.0051 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 03:41:38,202 INFO: [lm_ai..][Iter: 984] [eta: 1 day, 7:07:51] step_time: 74.0561 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0734 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 847.3230 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 03:42:48,633 INFO: [lm_ai..][Iter: 985] [eta: 1 day, 7:06:32] step_time: 70.4296 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0638 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 843.1279 generator_grad_norm: 0.0049 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 03:44:00,946 INFO: [lm_ai..][Iter: 986] [eta: 1 day, 7:05:15] step_time: 72.3116 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0702 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 843.3340 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 03:45:17,885 INFO: [lm_ai..][Iter: 987] [eta: 1 day, 7:04:05] step_time: 76.9378 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0773 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 790.9586 generator_grad_norm: 0.0108 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 03:46:28,735 INFO: [lm_ai..][Iter: 988] [eta: 1 day, 7:02:47] step_time: 70.8484 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0629 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 831.6921 generator_grad_norm: 0.0050 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 03:47:38,005 INFO: [lm_ai..][Iter: 989] [eta: 1 day, 7:01:25] step_time: 69.2694 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0698 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 817.7999 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 03:48:51,347 INFO: [lm_ai..][Iter: 990] [eta: 1 day, 7:00:10] step_time: 73.3401 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0681 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 697.5282 generator_grad_norm: 0.0088 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 03:50:05,518 INFO: [lm_ai..][Iter: 991] [eta: 1 day, 6:58:57] step_time: 72.3421 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0730 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 855.7348 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 03:51:17,810 INFO: [lm_ai..][Iter: 992] [eta: 1 day, 6:57:40] step_time: 72.2907 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0786 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 865.9309 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 03:52:25,070 INFO: [lm_ai..][Iter: 993] [eta: 1 day, 6:56:16] step_time: 67.2586 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0819 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 672.7382 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 03:53:35,912 INFO: [lm_ai..][Iter: 994] [eta: 1 day, 6:54:57] step_time: 70.8405 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0662 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 824.7473 generator_grad_norm: 0.0044 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 03:54:53,984 INFO: [lm_ai..][Iter: 995] [eta: 1 day, 6:53:49] step_time: 78.0710 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0645 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 845.4219 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 03:56:03,394 INFO: [lm_ai..][Iter: 996] [eta: 1 day, 6:52:28] step_time: 69.4083 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0643 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 751.0844 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 03:57:20,181 INFO: [lm_ai..][Iter: 997] [eta: 1 day, 6:51:18] step_time: 76.7853 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0728 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 775.0298 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 03:58:38,988 INFO: [lm_ai..][Iter: 998] [eta: 1 day, 6:50:11] step_time: 78.8064 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0703 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 720.2479 generator_grad_norm: 0.0105 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 03:59:52,363 INFO: [lm_ai..][Iter: 999] [eta: 1 day, 6:48:57] step_time: 73.3730 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0656 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 708.3462 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:01:10,846 INFO: [lm_ai..][Iter: 1,000] [eta: 1 day, 6:47:49] step_time: 78.4814 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0810 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 775.5198 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:01:17,054 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-11 04:03:11,245 INFO: [lm_ai..][Iter: 1,001] [eta: 1 day, 6:47:45] step_time: 72.7375 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0668 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 900.5653 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 04:04:24,089 INFO: [lm_ai..][Iter: 1,002] [eta: 1 day, 6:46:29] step_time: 72.8430 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0614 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 898.9241 generator_grad_norm: 0.0053 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:05:39,391 INFO: [lm_ai..][Iter: 1,003] [eta: 1 day, 6:45:16] step_time: 75.3004 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0682 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 875.1265 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:06:49,213 INFO: [lm_ai..][Iter: 1,004] [eta: 1 day, 6:43:56] step_time: 69.8206 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0704 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 686.4406 generator_grad_norm: 0.0170 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:08:06,325 INFO: [lm_ai..][Iter: 1,005] [eta: 1 day, 6:42:47] step_time: 77.1102 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0776 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 765.3385 generator_grad_norm: 0.0051 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:09:20,406 INFO: [lm_ai..][Iter: 1,006] [eta: 1 day, 6:41:33] step_time: 74.0799 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0778 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 652.2218 generator_grad_norm: 0.0080 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:10:34,307 INFO: [lm_ai..][Iter: 1,007] [eta: 1 day, 6:40:18] step_time: 73.8992 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0681 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 760.8918 generator_grad_norm: 0.0058 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:11:51,386 INFO: [lm_ai..][Iter: 1,008] [eta: 1 day, 6:39:09] step_time: 77.0783 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0844 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 781.1982 generator_grad_norm: 0.0043 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:13:07,050 INFO: [lm_ai..][Iter: 1,009] [eta: 1 day, 6:37:57] step_time: 75.6625 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0665 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 689.3829 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:14:20,326 INFO: [lm_ai..][Iter: 1,010] [eta: 1 day, 6:36:42] step_time: 73.2749 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0788 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 693.6794 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:15:40,379 INFO: [lm_ai..][Iter: 1,011] [eta: 1 day, 6:35:36] step_time: 78.3406 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0658 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 876.7507 generator_grad_norm: 0.0110 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 04:16:51,811 INFO: [lm_ai..][Iter: 1,012] [eta: 1 day, 6:34:19] step_time: 71.4310 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0639 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 825.9730 generator_grad_norm: 0.0046 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:18:11,480 INFO: [lm_ai..][Iter: 1,013] [eta: 1 day, 6:33:13] step_time: 79.6670 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0671 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 737.8857 generator_grad_norm: 0.0078 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:19:24,677 INFO: [lm_ai..][Iter: 1,014] [eta: 1 day, 6:31:57] step_time: 73.1955 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0824 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 596.9561 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:20:35,950 INFO: [lm_ai..][Iter: 1,015] [eta: 1 day, 6:30:39] step_time: 71.2717 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0691 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 788.6082 generator_grad_norm: 0.0084 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:21:50,210 INFO: [lm_ai..][Iter: 1,016] [eta: 1 day, 6:29:25] step_time: 74.2590 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0749 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 734.9490 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:23:03,520 INFO: [lm_ai..][Iter: 1,017] [eta: 1 day, 6:28:10] step_time: 73.3082 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0744 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 892.8710 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:24:13,988 INFO: [lm_ai..][Iter: 1,018] [eta: 1 day, 6:26:51] step_time: 70.4664 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0822 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 837.2743 generator_grad_norm: 0.0099 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:25:30,717 INFO: [lm_ai..][Iter: 1,019] [eta: 1 day, 6:25:41] step_time: 76.7278 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0709 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 841.5706 generator_grad_norm: 0.0177 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:26:46,212 INFO: [lm_ai..][Iter: 1,020] [eta: 1 day, 6:24:29] step_time: 75.4936 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0833 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 816.0018 generator_grad_norm: 0.0107 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:27:57,300 INFO: [lm_ai..][Iter: 1,021] [eta: 1 day, 6:23:10] step_time: 69.1876 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0728 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 829.5394 generator_grad_norm: 0.0116 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 04:29:10,983 INFO: [lm_ai..][Iter: 1,022] [eta: 1 day, 6:21:56] step_time: 73.6815 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0688 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 817.4576 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:30:30,464 INFO: [lm_ai..][Iter: 1,023] [eta: 1 day, 6:20:50] step_time: 79.4796 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0713 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 719.7696 generator_grad_norm: 0.0106 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:31:50,750 INFO: [lm_ai..][Iter: 1,024] [eta: 1 day, 6:19:44] step_time: 80.2847 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0722 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 650.8969 generator_grad_norm: 0.0095 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:32:59,295 INFO: [lm_ai..][Iter: 1,025] [eta: 1 day, 6:18:22] step_time: 68.5435 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0752 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 884.8003 generator_grad_norm: 0.0110 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:34:10,879 INFO: [lm_ai..][Iter: 1,026] [eta: 1 day, 6:17:05] step_time: 71.5830 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0745 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 836.0642 generator_grad_norm: 0.0088 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:35:23,181 INFO: [lm_ai..][Iter: 1,027] [eta: 1 day, 6:15:48] step_time: 72.3000 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0632 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 794.1700 generator_grad_norm: 0.0044 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:36:40,375 INFO: [lm_ai..][Iter: 1,028] [eta: 1 day, 6:14:39] step_time: 77.1927 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0752 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 785.9266 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:37:52,785 INFO: [lm_ai..][Iter: 1,029] [eta: 1 day, 6:13:22] step_time: 72.4088 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0673 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 881.1426 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:39:10,482 INFO: [lm_ai..][Iter: 1,030] [eta: 1 day, 6:12:13] step_time: 77.6957 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0700 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 800.4396 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:40:22,604 INFO: [lm_ai..][Iter: 1,031] [eta: 1 day, 6:10:56] step_time: 70.4615 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0742 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 729.9225 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 04:41:37,765 INFO: [lm_ai..][Iter: 1,032] [eta: 1 day, 6:09:44] step_time: 75.1590 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0642 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 835.9629 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:42:53,826 INFO: [lm_ai..][Iter: 1,033] [eta: 1 day, 6:08:33] step_time: 76.0594 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0662 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 831.8263 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:44:10,888 INFO: [lm_ai..][Iter: 1,034] [eta: 1 day, 6:07:23] step_time: 77.0612 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0673 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 819.6310 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:45:29,265 INFO: [lm_ai..][Iter: 1,035] [eta: 1 day, 6:06:15] step_time: 78.3754 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0675 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 822.8133 generator_grad_norm: 0.0068 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:46:41,489 INFO: [lm_ai..][Iter: 1,036] [eta: 1 day, 6:04:58] step_time: 72.2223 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0797 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 818.8090 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:47:56,901 INFO: [lm_ai..][Iter: 1,037] [eta: 1 day, 6:03:46] step_time: 75.4114 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0766 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 801.7373 generator_grad_norm: 0.0117 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:49:12,149 INFO: [lm_ai..][Iter: 1,038] [eta: 1 day, 6:02:34] step_time: 75.2458 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0769 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 816.7382 generator_grad_norm: 0.0051 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:50:30,884 INFO: [lm_ai..][Iter: 1,039] [eta: 1 day, 6:01:26] step_time: 78.7345 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0892 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 862.1505 generator_grad_norm: 0.0153 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:51:46,060 INFO: [lm_ai..][Iter: 1,040] [eta: 1 day, 6:00:13] step_time: 75.1744 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0685 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 765.3551 generator_grad_norm: 0.0092 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:52:58,195 INFO: [lm_ai..][Iter: 1,041] [eta: 1 day, 5:58:57] step_time: 70.4166 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0755 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 723.6088 generator_grad_norm: 0.0147 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 04:54:15,436 INFO: [lm_ai..][Iter: 1,042] [eta: 1 day, 5:57:47] step_time: 77.2400 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0738 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 849.4441 generator_grad_norm: 0.0104 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:55:28,661 INFO: [lm_ai..][Iter: 1,043] [eta: 1 day, 5:56:32] step_time: 73.2235 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0798 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 750.9067 generator_grad_norm: 0.0099 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:56:43,633 INFO: [lm_ai..][Iter: 1,044] [eta: 1 day, 5:55:19] step_time: 74.9709 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0646 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 751.9244 generator_grad_norm: 0.0122 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:57:54,456 INFO: [lm_ai..][Iter: 1,045] [eta: 1 day, 5:54:00] step_time: 70.8212 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0778 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 723.4904 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 04:59:10,049 INFO: [lm_ai..][Iter: 1,046] [eta: 1 day, 5:52:48] step_time: 75.5914 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0652 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 760.5845 generator_grad_norm: 0.0093 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:00:24,170 INFO: [lm_ai..][Iter: 1,047] [eta: 1 day, 5:51:34] step_time: 74.1192 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0709 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 692.6219 generator_grad_norm: 0.0116 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:01:31,386 INFO: [lm_ai..][Iter: 1,048] [eta: 1 day, 5:50:11] step_time: 67.2151 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0759 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 818.4269 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:02:47,100 INFO: [lm_ai..][Iter: 1,049] [eta: 1 day, 5:48:59] step_time: 75.7122 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0693 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 741.6589 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:04:00,901 INFO: [lm_ai..][Iter: 1,050] [eta: 1 day, 5:47:44] step_time: 73.8001 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0725 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 817.4597 generator_grad_norm: 0.0095 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:04:07,080 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-11 05:05:22,490 INFO: [lm_ai..][Iter: 1,051] [eta: 1 day, 5:46:41] step_time: 75.1747 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0849 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 792.4036 generator_grad_norm: 0.0159 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 05:06:39,007 INFO: [lm_ai..][Iter: 1,052] [eta: 1 day, 5:45:30] step_time: 76.5157 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0873 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 735.4086 generator_grad_norm: 0.0159 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:07:52,544 INFO: [lm_ai..][Iter: 1,053] [eta: 1 day, 5:44:15] step_time: 73.5355 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0710 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 712.6989 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:09:05,544 INFO: [lm_ai..][Iter: 1,054] [eta: 1 day, 5:42:59] step_time: 72.9983 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0720 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 730.5969 generator_grad_norm: 0.0137 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:10:19,521 INFO: [lm_ai..][Iter: 1,055] [eta: 1 day, 5:41:45] step_time: 73.9756 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0735 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 725.0623 generator_grad_norm: 0.0048 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:11:33,522 INFO: [lm_ai..][Iter: 1,056] [eta: 1 day, 5:40:31] step_time: 73.9990 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0724 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 771.3322 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:12:46,060 INFO: [lm_ai..][Iter: 1,057] [eta: 1 day, 5:39:15] step_time: 72.5368 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0720 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 800.6902 generator_grad_norm: 0.0109 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:13:59,858 INFO: [lm_ai..][Iter: 1,058] [eta: 1 day, 5:38:00] step_time: 73.7966 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0715 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 855.7594 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:15:16,744 INFO: [lm_ai..][Iter: 1,059] [eta: 1 day, 5:36:50] step_time: 76.8850 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0698 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 762.8877 generator_grad_norm: 0.0058 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:16:33,437 INFO: [lm_ai..][Iter: 1,060] [eta: 1 day, 5:35:39] step_time: 76.6909 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0755 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 725.6238 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:17:53,019 INFO: [lm_ai..][Iter: 1,061] [eta: 1 day, 5:34:33] step_time: 77.8842 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0727 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 770.9544 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 05:19:07,719 INFO: [lm_ai..][Iter: 1,062] [eta: 1 day, 5:33:20] step_time: 74.6982 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0838 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 767.4393 generator_grad_norm: 0.0092 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:20:18,608 INFO: [lm_ai..][Iter: 1,063] [eta: 1 day, 5:32:01] step_time: 70.8882 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0786 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 711.6490 generator_grad_norm: 0.0088 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:21:36,013 INFO: [lm_ai..][Iter: 1,064] [eta: 1 day, 5:30:52] step_time: 77.4032 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0734 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 829.1805 generator_grad_norm: 0.0092 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:22:46,964 INFO: [lm_ai..][Iter: 1,065] [eta: 1 day, 5:29:33] step_time: 70.9493 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0746 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 801.7294 generator_grad_norm: 0.0068 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:24:01,300 INFO: [lm_ai..][Iter: 1,066] [eta: 1 day, 5:28:19] step_time: 74.3352 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0807 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 767.6913 generator_grad_norm: 0.0216 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:25:10,062 INFO: [lm_ai..][Iter: 1,067] [eta: 1 day, 5:26:58] step_time: 68.7603 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0699 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 878.0059 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:26:26,211 INFO: [lm_ai..][Iter: 1,068] [eta: 1 day, 5:25:47] step_time: 76.1478 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0699 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 751.0374 generator_grad_norm: 0.0142 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:27:44,604 INFO: [lm_ai..][Iter: 1,069] [eta: 1 day, 5:24:39] step_time: 78.3910 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0681 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 830.3379 generator_grad_norm: 0.0137 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:29:04,603 INFO: [lm_ai..][Iter: 1,070] [eta: 1 day, 5:23:32] step_time: 79.9984 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0619 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 836.8615 generator_grad_norm: 0.0084 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:30:18,103 INFO: [lm_ai..][Iter: 1,071] [eta: 1 day, 5:22:17] step_time: 71.6954 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0678 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 827.9457 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 05:31:35,285 INFO: [lm_ai..][Iter: 1,072] [eta: 1 day, 5:21:07] step_time: 77.1810 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0779 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 922.0028 generator_grad_norm: 0.0363 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:32:47,743 INFO: [lm_ai..][Iter: 1,073] [eta: 1 day, 5:19:51] step_time: 72.4565 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0692 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 802.6820 generator_grad_norm: 0.0093 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:33:58,788 INFO: [lm_ai..][Iter: 1,074] [eta: 1 day, 5:18:33] step_time: 71.0428 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0778 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 935.4166 generator_grad_norm: 0.0169 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:35:12,345 INFO: [lm_ai..][Iter: 1,075] [eta: 1 day, 5:17:18] step_time: 73.5562 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0834 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 859.2277 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:36:31,604 INFO: [lm_ai..][Iter: 1,076] [eta: 1 day, 5:16:11] step_time: 79.2572 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0704 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 743.0822 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:37:44,546 INFO: [lm_ai..][Iter: 1,077] [eta: 1 day, 5:14:55] step_time: 72.9414 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0780 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 789.2451 generator_grad_norm: 0.0281 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:38:58,335 INFO: [lm_ai..][Iter: 1,078] [eta: 1 day, 5:13:41] step_time: 73.7871 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0730 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 704.9326 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:40:09,452 INFO: [lm_ai..][Iter: 1,079] [eta: 1 day, 5:12:23] step_time: 71.1163 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0720 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 855.7900 generator_grad_norm: 0.0040 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:41:23,618 INFO: [lm_ai..][Iter: 1,080] [eta: 1 day, 5:11:09] step_time: 74.1640 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0726 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 734.8331 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:42:39,935 INFO: [lm_ai..][Iter: 1,081] [eta: 1 day, 5:09:58] step_time: 74.6193 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0712 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 630.1047 generator_grad_norm: 0.0115 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 05:43:55,760 INFO: [lm_ai..][Iter: 1,082] [eta: 1 day, 5:08:46] step_time: 75.8237 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0706 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 841.3618 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:45:01,904 INFO: [lm_ai..][Iter: 1,083] [eta: 1 day, 5:07:21] step_time: 66.1433 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0755 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 871.5564 generator_grad_norm: 0.0055 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:46:17,572 INFO: [lm_ai..][Iter: 1,084] [eta: 1 day, 5:06:09] step_time: 75.6664 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0707 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 679.8280 generator_grad_norm: 0.0064 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:47:27,716 INFO: [lm_ai..][Iter: 1,085] [eta: 1 day, 5:04:50] step_time: 70.1420 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0803 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 878.7548 generator_grad_norm: 0.0100 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:48:41,937 INFO: [lm_ai..][Iter: 1,086] [eta: 1 day, 5:03:36] step_time: 74.2195 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0790 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 770.7495 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:49:56,675 INFO: [lm_ai..][Iter: 1,087] [eta: 1 day, 5:02:23] step_time: 74.7364 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0700 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 850.1427 generator_grad_norm: 0.0068 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:51:13,634 INFO: [lm_ai..][Iter: 1,088] [eta: 1 day, 5:01:12] step_time: 76.9580 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0744 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 778.1017 generator_grad_norm: 0.0190 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:52:26,587 INFO: [lm_ai..][Iter: 1,089] [eta: 1 day, 4:59:57] step_time: 72.9518 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0749 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 845.9373 generator_grad_norm: 0.0105 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:53:44,074 INFO: [lm_ai..][Iter: 1,090] [eta: 1 day, 4:58:47] step_time: 77.4853 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0707 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 882.9016 generator_grad_norm: 0.0069 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:54:59,897 INFO: [lm_ai..][Iter: 1,091] [eta: 1 day, 4:57:35] step_time: 74.1413 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0639 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 800.7292 generator_grad_norm: 0.0078 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 05:56:18,554 INFO: [lm_ai..][Iter: 1,092] [eta: 1 day, 4:56:27] step_time: 78.6556 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0747 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 889.6350 generator_grad_norm: 0.0089 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:57:29,883 INFO: [lm_ai..][Iter: 1,093] [eta: 1 day, 4:55:09] step_time: 71.3266 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0682 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 679.2332 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:58:43,162 INFO: [lm_ai..][Iter: 1,094] [eta: 1 day, 4:53:54] step_time: 73.2777 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0705 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 750.0121 generator_grad_norm: 0.0055 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 05:59:55,939 INFO: [lm_ai..][Iter: 1,095] [eta: 1 day, 4:52:38] step_time: 72.7756 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0805 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 677.2833 generator_grad_norm: 0.0130 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:01:07,938 INFO: [lm_ai..][Iter: 1,096] [eta: 1 day, 4:51:22] step_time: 71.9981 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0692 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 845.7518 generator_grad_norm: 0.0099 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:02:17,246 INFO: [lm_ai..][Iter: 1,097] [eta: 1 day, 4:50:01] step_time: 69.3060 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0792 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 759.1213 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:03:28,521 INFO: [lm_ai..][Iter: 1,098] [eta: 1 day, 4:48:44] step_time: 71.2736 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0692 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 874.0108 generator_grad_norm: 0.0067 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:04:44,318 INFO: [lm_ai..][Iter: 1,099] [eta: 1 day, 4:47:32] step_time: 75.7958 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0752 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 706.6068 generator_grad_norm: 0.0049 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:05:57,850 INFO: [lm_ai..][Iter: 1,100] [eta: 1 day, 4:46:17] step_time: 73.5309 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0750 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 721.6680 generator_grad_norm: 0.0099 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:06:04,501 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-11 06:07:18,620 INFO: [lm_ai..][Iter: 1,101] [eta: 1 day, 4:45:11] step_time: 73.8722 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0810 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 760.9596 generator_grad_norm: 0.0099 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 06:08:33,488 INFO: [lm_ai..][Iter: 1,102] [eta: 1 day, 4:43:58] step_time: 74.8667 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0614 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 777.9565 generator_grad_norm: 0.0068 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:09:47,552 INFO: [lm_ai..][Iter: 1,103] [eta: 1 day, 4:42:44] step_time: 74.0624 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0726 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 893.2166 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:11:01,397 INFO: [lm_ai..][Iter: 1,104] [eta: 1 day, 4:41:30] step_time: 73.8435 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0732 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 710.2434 generator_grad_norm: 0.0060 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:12:11,562 INFO: [lm_ai..][Iter: 1,105] [eta: 1 day, 4:40:11] step_time: 70.1641 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0841 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 780.4796 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:13:20,830 INFO: [lm_ai..][Iter: 1,106] [eta: 1 day, 4:38:51] step_time: 69.2662 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0562 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 765.4536 generator_grad_norm: 0.0093 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:14:33,490 INFO: [lm_ai..][Iter: 1,107] [eta: 1 day, 4:37:35] step_time: 72.6585 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0804 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 724.5242 generator_grad_norm: 0.0080 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:15:48,709 INFO: [lm_ai..][Iter: 1,108] [eta: 1 day, 4:36:22] step_time: 75.2177 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0760 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 755.9343 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:17:00,325 INFO: [lm_ai..][Iter: 1,109] [eta: 1 day, 4:35:05] step_time: 71.6145 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0810 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 732.2886 generator_grad_norm: 0.0106 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:18:16,176 INFO: [lm_ai..][Iter: 1,110] [eta: 1 day, 4:33:53] step_time: 75.8496 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0708 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 723.4916 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:19:34,837 INFO: [lm_ai..][Iter: 1,111] [eta: 1 day, 4:32:45] step_time: 76.9582 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0719 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 701.6265 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 06:20:50,581 INFO: [lm_ai..][Iter: 1,112] [eta: 1 day, 4:31:32] step_time: 75.7433 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0670 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 792.8047 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:22:07,846 INFO: [lm_ai..][Iter: 1,113] [eta: 1 day, 4:30:22] step_time: 77.2633 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0725 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 893.7443 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:23:24,566 INFO: [lm_ai..][Iter: 1,114] [eta: 1 day, 4:29:11] step_time: 76.7187 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0808 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 823.7586 generator_grad_norm: 0.0060 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:24:39,630 INFO: [lm_ai..][Iter: 1,115] [eta: 1 day, 4:27:59] step_time: 75.0625 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0702 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 822.0197 generator_grad_norm: 0.0039 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:25:52,909 INFO: [lm_ai..][Iter: 1,116] [eta: 1 day, 4:26:43] step_time: 73.2778 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0666 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 883.3165 generator_grad_norm: 0.0064 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:27:05,308 INFO: [lm_ai..][Iter: 1,117] [eta: 1 day, 4:25:27] step_time: 72.3968 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0762 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 852.1951 generator_grad_norm: 0.0055 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:28:18,646 INFO: [lm_ai..][Iter: 1,118] [eta: 1 day, 4:24:12] step_time: 73.3371 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0644 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 814.6092 generator_grad_norm: 0.0058 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:29:30,868 INFO: [lm_ai..][Iter: 1,119] [eta: 1 day, 4:22:56] step_time: 72.2205 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0754 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 889.4459 generator_grad_norm: 0.0116 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:30:45,091 INFO: [lm_ai..][Iter: 1,120] [eta: 1 day, 4:21:42] step_time: 74.2023 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0719 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 855.2180 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:32:01,601 INFO: [lm_ai..][Iter: 1,121] [eta: 1 day, 4:20:31] step_time: 74.6657 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0712 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 823.5376 generator_grad_norm: 0.0348 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 06:33:11,213 INFO: [lm_ai..][Iter: 1,122] [eta: 1 day, 4:19:11] step_time: 69.6104 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0660 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 771.3224 generator_grad_norm: 0.0057 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:34:21,903 INFO: [lm_ai..][Iter: 1,123] [eta: 1 day, 4:17:53] step_time: 70.6882 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0758 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 758.0867 generator_grad_norm: 0.0106 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:35:33,767 INFO: [lm_ai..][Iter: 1,124] [eta: 1 day, 4:16:36] step_time: 71.8630 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0741 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 756.6768 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:36:47,316 INFO: [lm_ai..][Iter: 1,125] [eta: 1 day, 4:15:21] step_time: 73.5473 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0752 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 880.4911 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:38:01,668 INFO: [lm_ai..][Iter: 1,126] [eta: 1 day, 4:14:08] step_time: 74.3509 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0650 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 808.4310 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:39:20,864 INFO: [lm_ai..][Iter: 1,127] [eta: 1 day, 4:13:00] step_time: 79.1945 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0766 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 730.8390 generator_grad_norm: 0.0110 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:40:36,117 INFO: [lm_ai..][Iter: 1,128] [eta: 1 day, 4:11:47] step_time: 75.2522 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0702 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 807.7205 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:41:52,960 INFO: [lm_ai..][Iter: 1,129] [eta: 1 day, 4:10:36] step_time: 76.8416 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0687 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 775.4352 generator_grad_norm: 0.0092 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:43:01,058 INFO: [lm_ai..][Iter: 1,130] [eta: 1 day, 4:09:15] step_time: 68.0961 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0714 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 892.9374 generator_grad_norm: 0.0088 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:44:16,684 INFO: [lm_ai..][Iter: 1,131] [eta: 1 day, 4:08:03] step_time: 73.8308 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0702 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 835.1974 generator_grad_norm: 0.0125 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 06:45:28,116 INFO: [lm_ai..][Iter: 1,132] [eta: 1 day, 4:06:45] step_time: 71.4304 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0736 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 930.5582 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:46:43,135 INFO: [lm_ai..][Iter: 1,133] [eta: 1 day, 4:05:32] step_time: 75.0177 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0727 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 641.7997 generator_grad_norm: 0.0104 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:48:02,043 INFO: [lm_ai..][Iter: 1,134] [eta: 1 day, 4:04:24] step_time: 78.9063 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0595 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 817.0975 generator_grad_norm: 0.0050 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:49:23,910 INFO: [lm_ai..][Iter: 1,135] [eta: 1 day, 4:03:19] step_time: 81.8652 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0748 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 551.0341 generator_grad_norm: 0.0147 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:50:41,264 INFO: [lm_ai..][Iter: 1,136] [eta: 1 day, 4:02:09] step_time: 77.3530 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0617 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 825.9452 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:51:53,456 INFO: [lm_ai..][Iter: 1,137] [eta: 1 day, 4:00:53] step_time: 72.1903 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0806 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 798.4766 generator_grad_norm: 0.0118 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:53:01,244 INFO: [lm_ai..][Iter: 1,138] [eta: 1 day, 3:59:31] step_time: 67.7861 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0685 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 662.4410 generator_grad_norm: 0.0096 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:54:17,845 INFO: [lm_ai..][Iter: 1,139] [eta: 1 day, 3:58:20] step_time: 76.5998 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0769 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 877.2457 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:55:33,188 INFO: [lm_ai..][Iter: 1,140] [eta: 1 day, 3:57:07] step_time: 75.3421 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0681 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 662.6354 generator_grad_norm: 0.0064 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:56:44,556 INFO: [lm_ai..][Iter: 1,141] [eta: 1 day, 3:55:50] step_time: 69.2880 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0660 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 765.6230 generator_grad_norm: 0.0093 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 06:58:00,462 INFO: [lm_ai..][Iter: 1,142] [eta: 1 day, 3:54:38] step_time: 75.9048 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0674 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 809.1072 generator_grad_norm: 0.0052 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 06:59:16,251 INFO: [lm_ai..][Iter: 1,143] [eta: 1 day, 3:53:26] step_time: 75.7871 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0745 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 709.5388 generator_grad_norm: 0.0062 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:00:28,514 INFO: [lm_ai..][Iter: 1,144] [eta: 1 day, 3:52:10] step_time: 72.2615 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0729 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 700.0938 generator_grad_norm: 0.0051 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:01:46,405 INFO: [lm_ai..][Iter: 1,145] [eta: 1 day, 3:51:00] step_time: 77.8903 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0729 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 786.9047 generator_grad_norm: 0.0119 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:02:58,438 INFO: [lm_ai..][Iter: 1,146] [eta: 1 day, 3:49:44] step_time: 72.0310 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0739 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 824.0509 generator_grad_norm: 0.0108 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:04:10,837 INFO: [lm_ai..][Iter: 1,147] [eta: 1 day, 3:48:27] step_time: 72.3980 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0719 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 815.4071 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:05:26,885 INFO: [lm_ai..][Iter: 1,148] [eta: 1 day, 3:47:16] step_time: 76.0461 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0719 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 808.0370 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:06:42,291 INFO: [lm_ai..][Iter: 1,149] [eta: 1 day, 3:46:03] step_time: 75.4053 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0703 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 757.8918 generator_grad_norm: 0.0188 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:07:57,308 INFO: [lm_ai..][Iter: 1,150] [eta: 1 day, 3:44:50] step_time: 75.0152 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0661 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 759.9244 generator_grad_norm: 0.0068 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:08:03,585 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-11 07:09:12,164 INFO: [lm_ai..][Iter: 1,151] [eta: 1 day, 3:43:37] step_time: 68.3228 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0758 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 687.7742 generator_grad_norm: 0.0237 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 07:10:22,879 INFO: [lm_ai..][Iter: 1,152] [eta: 1 day, 3:42:19] step_time: 70.7134 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0686 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 909.6676 generator_grad_norm: 0.0209 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:11:39,877 INFO: [lm_ai..][Iter: 1,153] [eta: 1 day, 3:41:08] step_time: 76.9971 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0709 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 821.2312 generator_grad_norm: 0.0053 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:12:50,239 INFO: [lm_ai..][Iter: 1,154] [eta: 1 day, 3:39:50] step_time: 70.3600 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0831 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 862.2084 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:14:03,818 INFO: [lm_ai..][Iter: 1,155] [eta: 1 day, 3:38:35] step_time: 73.5781 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0802 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 788.3477 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:15:19,518 INFO: [lm_ai..][Iter: 1,156] [eta: 1 day, 3:37:23] step_time: 75.6988 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0741 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 902.0813 generator_grad_norm: 0.0055 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:16:33,890 INFO: [lm_ai..][Iter: 1,157] [eta: 1 day, 3:36:09] step_time: 74.3697 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0728 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 832.4174 generator_grad_norm: 0.0127 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:17:53,510 INFO: [lm_ai..][Iter: 1,158] [eta: 1 day, 3:35:01] step_time: 79.6187 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0763 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 813.3840 generator_grad_norm: 0.0046 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:19:06,131 INFO: [lm_ai..][Iter: 1,159] [eta: 1 day, 3:33:45] step_time: 72.6202 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0731 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 763.8281 generator_grad_norm: 0.0114 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:20:22,373 INFO: [lm_ai..][Iter: 1,160] [eta: 1 day, 3:32:34] step_time: 76.2404 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0668 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 866.4221 generator_grad_norm: 0.0143 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:21:37,861 INFO: [lm_ai..][Iter: 1,161] [eta: 1 day, 3:31:21] step_time: 73.7661 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0592 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 793.1274 generator_grad_norm: 0.0057 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 07:22:50,143 INFO: [lm_ai..][Iter: 1,162] [eta: 1 day, 3:30:05] step_time: 72.2806 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0688 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 780.5354 generator_grad_norm: 0.0220 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:24:04,961 INFO: [lm_ai..][Iter: 1,163] [eta: 1 day, 3:28:52] step_time: 74.8172 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0743 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 819.3959 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:25:22,344 INFO: [lm_ai..][Iter: 1,164] [eta: 1 day, 3:27:41] step_time: 77.3810 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0701 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 898.0328 generator_grad_norm: 0.0100 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:26:33,000 INFO: [lm_ai..][Iter: 1,165] [eta: 1 day, 3:26:23] step_time: 70.6553 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0751 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 806.8010 generator_grad_norm: 0.0084 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:27:44,466 INFO: [lm_ai..][Iter: 1,166] [eta: 1 day, 3:25:06] step_time: 71.4647 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0836 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 861.2295 generator_grad_norm: 0.0124 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:28:57,516 INFO: [lm_ai..][Iter: 1,167] [eta: 1 day, 3:23:51] step_time: 73.0484 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0691 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 735.8882 generator_grad_norm: 0.0052 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:30:09,533 INFO: [lm_ai..][Iter: 1,168] [eta: 1 day, 3:22:34] step_time: 72.0152 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0757 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 730.2588 generator_grad_norm: 0.0214 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:31:19,835 INFO: [lm_ai..][Iter: 1,169] [eta: 1 day, 3:21:16] step_time: 70.3004 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0559 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 773.5106 generator_grad_norm: 0.0055 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:32:34,575 INFO: [lm_ai..][Iter: 1,170] [eta: 1 day, 3:20:03] step_time: 74.7384 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0746 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 798.4438 generator_grad_norm: 0.0094 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:33:45,372 INFO: [lm_ai..][Iter: 1,171] [eta: 1 day, 3:18:45] step_time: 68.9859 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0658 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 870.5209 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 07:34:57,837 INFO: [lm_ai..][Iter: 1,172] [eta: 1 day, 3:17:29] step_time: 72.4638 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0752 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 851.4611 generator_grad_norm: 0.0048 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:36:15,807 INFO: [lm_ai..][Iter: 1,173] [eta: 1 day, 3:16:19] step_time: 77.9679 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0820 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 866.5749 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:37:35,043 INFO: [lm_ai..][Iter: 1,174] [eta: 1 day, 3:15:11] step_time: 79.2348 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0684 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 787.3201 generator_grad_norm: 0.0060 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:38:47,012 INFO: [lm_ai..][Iter: 1,175] [eta: 1 day, 3:13:54] step_time: 71.9677 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0684 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 871.5254 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:39:53,941 INFO: [lm_ai..][Iter: 1,176] [eta: 1 day, 3:12:32] step_time: 66.9275 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0671 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 806.4807 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:41:08,085 INFO: [lm_ai..][Iter: 1,177] [eta: 1 day, 3:11:18] step_time: 74.1429 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0644 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 668.8052 generator_grad_norm: 0.0101 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:42:15,971 INFO: [lm_ai..][Iter: 1,178] [eta: 1 day, 3:09:57] step_time: 67.8845 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0680 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 727.3702 generator_grad_norm: 0.0068 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:43:29,992 INFO: [lm_ai..][Iter: 1,179] [eta: 1 day, 3:08:43] step_time: 74.0199 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0807 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 724.3247 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:44:38,621 INFO: [lm_ai..][Iter: 1,180] [eta: 1 day, 3:07:23] step_time: 68.6276 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0750 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 749.1388 generator_grad_norm: 0.0166 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:45:56,422 INFO: [lm_ai..][Iter: 1,181] [eta: 1 day, 3:06:13] step_time: 76.1177 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0722 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 755.6267 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 07:47:09,803 INFO: [lm_ai..][Iter: 1,182] [eta: 1 day, 3:04:58] step_time: 73.3795 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0631 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 812.6130 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:48:22,530 INFO: [lm_ai..][Iter: 1,183] [eta: 1 day, 3:03:42] step_time: 72.7258 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0772 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 899.6868 generator_grad_norm: 0.0119 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:49:36,247 INFO: [lm_ai..][Iter: 1,184] [eta: 1 day, 3:02:28] step_time: 73.7163 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0672 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 874.6039 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:50:53,228 INFO: [lm_ai..][Iter: 1,185] [eta: 1 day, 3:01:17] step_time: 76.9796 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0794 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 811.4194 generator_grad_norm: 0.0069 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:52:03,869 INFO: [lm_ai..][Iter: 1,186] [eta: 1 day, 2:59:59] step_time: 70.6394 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0695 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 811.0261 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:53:16,182 INFO: [lm_ai..][Iter: 1,187] [eta: 1 day, 2:58:43] step_time: 72.3109 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0708 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 699.7222 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:54:28,027 INFO: [lm_ai..][Iter: 1,188] [eta: 1 day, 2:57:26] step_time: 71.8437 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0790 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 859.0010 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:55:43,848 INFO: [lm_ai..][Iter: 1,189] [eta: 1 day, 2:56:14] step_time: 75.8193 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0717 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 771.1949 generator_grad_norm: 0.0103 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:56:54,124 INFO: [lm_ai..][Iter: 1,190] [eta: 1 day, 2:54:56] step_time: 70.2753 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0719 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 821.9401 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 07:58:10,087 INFO: [lm_ai..][Iter: 1,191] [eta: 1 day, 2:53:44] step_time: 74.2155 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0684 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 723.6709 generator_grad_norm: 0.0180 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 07:59:26,779 INFO: [lm_ai..][Iter: 1,192] [eta: 1 day, 2:52:33] step_time: 76.6905 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0707 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 858.9060 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:00:40,668 INFO: [lm_ai..][Iter: 1,193] [eta: 1 day, 2:51:18] step_time: 73.8883 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0734 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 762.7107 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:01:52,182 INFO: [lm_ai..][Iter: 1,194] [eta: 1 day, 2:50:02] step_time: 71.5123 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0745 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 804.1901 generator_grad_norm: 0.0095 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:03:02,225 INFO: [lm_ai..][Iter: 1,195] [eta: 1 day, 2:48:43] step_time: 70.0415 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0683 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 727.0844 generator_grad_norm: 0.0044 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:04:15,830 INFO: [lm_ai..][Iter: 1,196] [eta: 1 day, 2:47:28] step_time: 73.6034 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0603 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 719.8570 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:05:30,394 INFO: [lm_ai..][Iter: 1,197] [eta: 1 day, 2:46:15] step_time: 74.5629 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0718 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 832.2064 generator_grad_norm: 0.0052 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:06:43,881 INFO: [lm_ai..][Iter: 1,198] [eta: 1 day, 2:45:00] step_time: 73.4865 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0653 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 852.9807 generator_grad_norm: 0.0053 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:08:03,612 INFO: [lm_ai..][Iter: 1,199] [eta: 1 day, 2:43:52] step_time: 79.7296 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0759 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 842.3850 generator_grad_norm: 0.0078 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:09:17,340 INFO: [lm_ai..][Iter: 1,200] [eta: 1 day, 2:42:38] step_time: 73.7257 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0679 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 788.5181 generator_grad_norm: 0.0060 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:09:23,583 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-11 08:10:38,508 INFO: [lm_ai..][Iter: 1,201] [eta: 1 day, 2:41:31] step_time: 74.6823 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0686 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 728.1420 generator_grad_norm: 0.0046 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 08:11:53,381 INFO: [lm_ai..][Iter: 1,202] [eta: 1 day, 2:40:18] step_time: 74.8725 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0601 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 790.4473 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:13:05,002 INFO: [lm_ai..][Iter: 1,203] [eta: 1 day, 2:39:01] step_time: 71.6192 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0651 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 832.5150 generator_grad_norm: 0.0125 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:14:15,541 INFO: [lm_ai..][Iter: 1,204] [eta: 1 day, 2:37:43] step_time: 70.5378 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0649 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 904.8004 generator_grad_norm: 0.0167 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:15:29,923 INFO: [lm_ai..][Iter: 1,205] [eta: 1 day, 2:36:30] step_time: 74.3809 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0831 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 803.4335 generator_grad_norm: 0.0119 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:16:40,567 INFO: [lm_ai..][Iter: 1,206] [eta: 1 day, 2:35:12] step_time: 70.6427 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0806 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 769.6708 generator_grad_norm: 0.0107 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:17:51,482 INFO: [lm_ai..][Iter: 1,207] [eta: 1 day, 2:33:54] step_time: 70.9135 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0672 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 715.9264 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:19:05,733 INFO: [lm_ai..][Iter: 1,208] [eta: 1 day, 2:32:41] step_time: 74.2500 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0609 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 907.8188 generator_grad_norm: 0.0078 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:20:17,918 INFO: [lm_ai..][Iter: 1,209] [eta: 1 day, 2:31:24] step_time: 72.1836 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0707 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 806.1365 generator_grad_norm: 0.0108 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:21:29,770 INFO: [lm_ai..][Iter: 1,210] [eta: 1 day, 2:30:08] step_time: 71.8499 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0688 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 671.9084 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:22:48,082 INFO: [lm_ai..][Iter: 1,211] [eta: 1 day, 2:28:58] step_time: 76.4196 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0754 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 845.1193 generator_grad_norm: 0.0084 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 08:23:59,733 INFO: [lm_ai..][Iter: 1,212] [eta: 1 day, 2:27:42] step_time: 71.6490 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0676 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 818.1830 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:25:10,922 INFO: [lm_ai..][Iter: 1,213] [eta: 1 day, 2:26:25] step_time: 71.1874 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0754 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 774.8309 generator_grad_norm: 0.0051 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:26:22,004 INFO: [lm_ai..][Iter: 1,214] [eta: 1 day, 2:25:07] step_time: 71.0812 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0718 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 880.5809 generator_grad_norm: 0.0069 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:27:28,663 INFO: [lm_ai..][Iter: 1,215] [eta: 1 day, 2:23:46] step_time: 66.6578 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0672 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 856.2710 generator_grad_norm: 0.0112 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:28:46,562 INFO: [lm_ai..][Iter: 1,216] [eta: 1 day, 2:22:36] step_time: 77.8968 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0597 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 787.5908 generator_grad_norm: 0.0053 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:30:03,278 INFO: [lm_ai..][Iter: 1,217] [eta: 1 day, 2:21:24] step_time: 76.7156 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0554 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 822.6354 generator_grad_norm: 0.0078 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:31:18,265 INFO: [lm_ai..][Iter: 1,218] [eta: 1 day, 2:20:11] step_time: 74.9850 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0713 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 822.9772 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:32:28,780 INFO: [lm_ai..][Iter: 1,219] [eta: 1 day, 2:18:53] step_time: 70.5140 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0676 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 652.5613 generator_grad_norm: 0.0053 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:33:40,646 INFO: [lm_ai..][Iter: 1,220] [eta: 1 day, 2:17:37] step_time: 71.8645 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0742 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 747.6938 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:34:57,136 INFO: [lm_ai..][Iter: 1,221] [eta: 1 day, 2:16:25] step_time: 74.6596 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0647 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 741.7936 generator_grad_norm: 0.0136 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 08:36:09,321 INFO: [lm_ai..][Iter: 1,222] [eta: 1 day, 2:15:09] step_time: 72.1839 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0898 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 722.5574 generator_grad_norm: 0.0080 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:37:22,284 INFO: [lm_ai..][Iter: 1,223] [eta: 1 day, 2:13:54] step_time: 72.9613 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0754 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 879.5063 generator_grad_norm: 0.0123 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:38:35,452 INFO: [lm_ai..][Iter: 1,224] [eta: 1 day, 2:12:39] step_time: 73.1665 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0783 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 762.2460 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:39:47,535 INFO: [lm_ai..][Iter: 1,225] [eta: 1 day, 2:11:23] step_time: 72.0818 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0637 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 783.6431 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:41:01,751 INFO: [lm_ai..][Iter: 1,226] [eta: 1 day, 2:10:09] step_time: 74.2138 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0692 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 898.7523 generator_grad_norm: 0.0107 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:42:17,730 INFO: [lm_ai..][Iter: 1,227] [eta: 1 day, 2:08:57] step_time: 75.9775 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0651 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 824.8898 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:43:30,997 INFO: [lm_ai..][Iter: 1,228] [eta: 1 day, 2:07:42] step_time: 73.2492 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0736 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 596.2955 generator_grad_norm: 0.0047 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:44:44,837 INFO: [lm_ai..][Iter: 1,229] [eta: 1 day, 2:06:28] step_time: 73.8393 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0811 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 865.0638 generator_grad_norm: 0.0105 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:46:00,903 INFO: [lm_ai..][Iter: 1,230] [eta: 1 day, 2:05:16] step_time: 76.0649 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0601 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 756.9935 generator_grad_norm: 0.0051 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:47:14,411 INFO: [lm_ai..][Iter: 1,231] [eta: 1 day, 2:04:01] step_time: 71.7795 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0838 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 868.5412 generator_grad_norm: 0.0117 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 08:48:28,703 INFO: [lm_ai..][Iter: 1,232] [eta: 1 day, 2:02:47] step_time: 74.2906 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0646 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 795.4252 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:49:37,200 INFO: [lm_ai..][Iter: 1,233] [eta: 1 day, 2:01:28] step_time: 68.4956 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0666 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 781.6715 generator_grad_norm: 0.0048 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:50:49,316 INFO: [lm_ai..][Iter: 1,234] [eta: 1 day, 2:00:12] step_time: 72.1150 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0735 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 692.0623 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:52:00,171 INFO: [lm_ai..][Iter: 1,235] [eta: 1 day, 1:58:54] step_time: 70.8537 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0657 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 800.2411 generator_grad_norm: 0.0098 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:53:15,243 INFO: [lm_ai..][Iter: 1,236] [eta: 1 day, 1:57:41] step_time: 75.0698 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0718 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 790.3113 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:54:32,055 INFO: [lm_ai..][Iter: 1,237] [eta: 1 day, 1:56:30] step_time: 76.8111 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0746 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 755.2426 generator_grad_norm: 0.0152 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:55:47,269 INFO: [lm_ai..][Iter: 1,238] [eta: 1 day, 1:55:17] step_time: 75.2126 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0620 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 788.4655 generator_grad_norm: 0.0067 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:56:55,997 INFO: [lm_ai..][Iter: 1,239] [eta: 1 day, 1:53:58] step_time: 68.7265 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0761 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 662.8363 generator_grad_norm: 0.0097 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:58:06,513 INFO: [lm_ai..][Iter: 1,240] [eta: 1 day, 1:52:40] step_time: 70.5147 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0707 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 889.3584 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 08:59:23,163 INFO: [lm_ai..][Iter: 1,241] [eta: 1 day, 1:51:29] step_time: 74.9320 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0700 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 876.5249 generator_grad_norm: 0.0095 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 09:00:43,167 INFO: [lm_ai..][Iter: 1,242] [eta: 1 day, 1:50:20] step_time: 80.0025 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0754 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 780.9097 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:01:56,624 INFO: [lm_ai..][Iter: 1,243] [eta: 1 day, 1:49:06] step_time: 73.4549 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0772 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 680.8458 generator_grad_norm: 0.0047 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:03:09,738 INFO: [lm_ai..][Iter: 1,244] [eta: 1 day, 1:47:51] step_time: 73.1134 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0820 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 866.3503 generator_grad_norm: 0.0319 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:04:23,681 INFO: [lm_ai..][Iter: 1,245] [eta: 1 day, 1:46:37] step_time: 73.9414 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0687 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 775.5017 generator_grad_norm: 0.0125 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:05:36,979 INFO: [lm_ai..][Iter: 1,246] [eta: 1 day, 1:45:22] step_time: 73.2965 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0716 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 834.4028 generator_grad_norm: 0.0313 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:06:55,344 INFO: [lm_ai..][Iter: 1,247] [eta: 1 day, 1:44:12] step_time: 78.3630 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0717 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 851.1475 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:08:09,439 INFO: [lm_ai..][Iter: 1,248] [eta: 1 day, 1:42:58] step_time: 74.0937 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0755 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 853.0870 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:09:20,525 INFO: [lm_ai..][Iter: 1,249] [eta: 1 day, 1:41:41] step_time: 71.0842 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0672 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 889.4012 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:10:33,808 INFO: [lm_ai..][Iter: 1,250] [eta: 1 day, 1:40:26] step_time: 73.2818 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0658 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 747.8969 generator_grad_norm: 0.0080 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:10:39,733 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-11 09:11:53,382 INFO: [lm_ai..][Iter: 1,251] [eta: 1 day, 1:39:18] step_time: 73.4190 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0701 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 807.7518 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 09:13:08,408 INFO: [lm_ai..][Iter: 1,252] [eta: 1 day, 1:38:04] step_time: 75.0241 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0715 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 821.6312 generator_grad_norm: 0.0067 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:14:16,294 INFO: [lm_ai..][Iter: 1,253] [eta: 1 day, 1:36:44] step_time: 67.8843 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0806 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 731.7554 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:15:30,201 INFO: [lm_ai..][Iter: 1,254] [eta: 1 day, 1:35:30] step_time: 73.9055 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0750 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 911.1622 generator_grad_norm: 0.0099 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:16:51,872 INFO: [lm_ai..][Iter: 1,255] [eta: 1 day, 1:34:24] step_time: 81.6703 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0775 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 756.0577 generator_grad_norm: 0.0242 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:18:03,662 INFO: [lm_ai..][Iter: 1,256] [eta: 1 day, 1:33:07] step_time: 71.7889 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0826 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 881.2372 generator_grad_norm: 0.0096 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:19:19,473 INFO: [lm_ai..][Iter: 1,257] [eta: 1 day, 1:31:55] step_time: 75.8092 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0680 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 677.1402 generator_grad_norm: 0.0138 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:20:29,720 INFO: [lm_ai..][Iter: 1,258] [eta: 1 day, 1:30:37] step_time: 70.2455 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0736 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 820.6098 generator_grad_norm: 0.0103 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:21:42,190 INFO: [lm_ai..][Iter: 1,259] [eta: 1 day, 1:29:21] step_time: 72.4685 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0658 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 749.7245 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:22:52,121 INFO: [lm_ai..][Iter: 1,260] [eta: 1 day, 1:28:03] step_time: 69.9301 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0659 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 862.0993 generator_grad_norm: 0.0109 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:24:06,164 INFO: [lm_ai..][Iter: 1,261] [eta: 1 day, 1:26:49] step_time: 72.3133 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0804 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 847.3809 generator_grad_norm: 0.0141 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 09:25:18,546 INFO: [lm_ai..][Iter: 1,262] [eta: 1 day, 1:25:34] step_time: 72.3801 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0765 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 882.1650 generator_grad_norm: 0.0133 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:26:27,206 INFO: [lm_ai..][Iter: 1,263] [eta: 1 day, 1:24:14] step_time: 68.6587 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0811 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 822.3598 generator_grad_norm: 0.0105 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:27:37,010 INFO: [lm_ai..][Iter: 1,264] [eta: 1 day, 1:22:56] step_time: 69.8033 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0700 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 642.8766 generator_grad_norm: 0.0051 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:28:50,809 INFO: [lm_ai..][Iter: 1,265] [eta: 1 day, 1:21:42] step_time: 73.7969 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0714 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 817.4058 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:30:01,644 INFO: [lm_ai..][Iter: 1,266] [eta: 1 day, 1:20:25] step_time: 70.8333 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0679 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 740.3539 generator_grad_norm: 0.0078 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:31:14,763 INFO: [lm_ai..][Iter: 1,267] [eta: 1 day, 1:19:10] step_time: 73.1181 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0775 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 791.5842 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:32:28,505 INFO: [lm_ai..][Iter: 1,268] [eta: 1 day, 1:17:55] step_time: 73.7399 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0699 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 581.3461 generator_grad_norm: 0.0080 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:33:48,870 INFO: [lm_ai..][Iter: 1,269] [eta: 1 day, 1:16:47] step_time: 80.3641 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0769 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 799.0394 generator_grad_norm: 0.0101 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:35:03,255 INFO: [lm_ai..][Iter: 1,270] [eta: 1 day, 1:15:34] step_time: 74.3838 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0614 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 743.4172 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:36:21,395 INFO: [lm_ai..][Iter: 1,271] [eta: 1 day, 1:14:23] step_time: 76.4499 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0741 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 837.3170 generator_grad_norm: 0.0067 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 09:37:36,466 INFO: [lm_ai..][Iter: 1,272] [eta: 1 day, 1:13:10] step_time: 75.0702 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0784 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 705.8242 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:38:50,504 INFO: [lm_ai..][Iter: 1,273] [eta: 1 day, 1:11:56] step_time: 74.0367 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0661 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 832.1028 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:40:03,586 INFO: [lm_ai..][Iter: 1,274] [eta: 1 day, 1:10:41] step_time: 73.0797 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0746 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 810.6342 generator_grad_norm: 0.0109 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:41:20,605 INFO: [lm_ai..][Iter: 1,275] [eta: 1 day, 1:09:30] step_time: 77.0186 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0810 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 866.2574 generator_grad_norm: 0.0104 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:42:27,413 INFO: [lm_ai..][Iter: 1,276] [eta: 1 day, 1:08:09] step_time: 66.8062 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0799 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 851.9260 generator_grad_norm: 0.0198 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:43:42,052 INFO: [lm_ai..][Iter: 1,277] [eta: 1 day, 1:06:56] step_time: 74.6373 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0777 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 549.1383 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:44:55,327 INFO: [lm_ai..][Iter: 1,278] [eta: 1 day, 1:05:41] step_time: 73.2736 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0639 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 842.1835 generator_grad_norm: 0.0100 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:46:10,565 INFO: [lm_ai..][Iter: 1,279] [eta: 1 day, 1:04:28] step_time: 75.2360 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0632 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 801.7183 generator_grad_norm: 0.0045 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:47:24,869 INFO: [lm_ai..][Iter: 1,280] [eta: 1 day, 1:03:14] step_time: 74.3027 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0745 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 796.5493 generator_grad_norm: 0.0130 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:48:39,826 INFO: [lm_ai..][Iter: 1,281] [eta: 1 day, 1:02:01] step_time: 73.1320 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0696 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 760.8579 generator_grad_norm: 0.0145 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 09:49:56,105 INFO: [lm_ai..][Iter: 1,282] [eta: 1 day, 1:00:49] step_time: 76.2770 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0759 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 842.0856 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:51:12,191 INFO: [lm_ai..][Iter: 1,283] [eta: 1 day, 0:59:37] step_time: 76.0851 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0690 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 879.5964 generator_grad_norm: 0.0088 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:52:22,479 INFO: [lm_ai..][Iter: 1,284] [eta: 1 day, 0:58:19] step_time: 70.2862 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0744 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 853.0169 generator_grad_norm: 0.0102 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:53:38,322 INFO: [lm_ai..][Iter: 1,285] [eta: 1 day, 0:57:07] step_time: 75.8417 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0815 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 821.3958 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:54:45,189 INFO: [lm_ai..][Iter: 1,286] [eta: 1 day, 0:55:46] step_time: 66.8655 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0657 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 884.8940 generator_grad_norm: 0.0053 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:56:03,897 INFO: [lm_ai..][Iter: 1,287] [eta: 1 day, 0:54:36] step_time: 78.7066 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0875 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 805.3926 generator_grad_norm: 0.0140 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:57:22,708 INFO: [lm_ai..][Iter: 1,288] [eta: 1 day, 0:53:27] step_time: 78.8097 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0742 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 723.1891 generator_grad_norm: 0.0111 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:58:41,653 INFO: [lm_ai..][Iter: 1,289] [eta: 1 day, 0:52:17] step_time: 78.9442 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0780 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 728.4812 generator_grad_norm: 0.0095 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 09:59:59,418 INFO: [lm_ai..][Iter: 1,290] [eta: 1 day, 0:51:07] step_time: 77.7630 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0705 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 885.8308 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:01:13,669 INFO: [lm_ai..][Iter: 1,291] [eta: 1 day, 0:49:53] step_time: 72.5408 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0817 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 700.3998 generator_grad_norm: 0.0168 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 10:02:27,438 INFO: [lm_ai..][Iter: 1,292] [eta: 1 day, 0:48:39] step_time: 73.7673 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0721 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 784.7435 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:03:41,529 INFO: [lm_ai..][Iter: 1,293] [eta: 1 day, 0:47:24] step_time: 74.0899 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0711 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 776.9586 generator_grad_norm: 0.0097 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:04:57,694 INFO: [lm_ai..][Iter: 1,294] [eta: 1 day, 0:46:12] step_time: 76.1642 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0644 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 839.3982 generator_grad_norm: 0.0151 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:06:07,821 INFO: [lm_ai..][Iter: 1,295] [eta: 1 day, 0:44:55] step_time: 70.1251 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0879 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 830.5573 generator_grad_norm: 0.0062 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:07:25,871 INFO: [lm_ai..][Iter: 1,296] [eta: 1 day, 0:43:44] step_time: 78.0489 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0660 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 855.4579 generator_grad_norm: 0.0105 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:08:35,667 INFO: [lm_ai..][Iter: 1,297] [eta: 1 day, 0:42:26] step_time: 69.7942 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0673 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 795.6949 generator_grad_norm: 0.0048 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:09:50,579 INFO: [lm_ai..][Iter: 1,298] [eta: 1 day, 0:41:13] step_time: 74.9106 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0609 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 747.7583 generator_grad_norm: 0.0058 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:11:03,331 INFO: [lm_ai..][Iter: 1,299] [eta: 1 day, 0:39:58] step_time: 72.7511 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0645 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 847.1967 generator_grad_norm: 0.0110 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:12:15,983 INFO: [lm_ai..][Iter: 1,300] [eta: 1 day, 0:38:42] step_time: 72.6505 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0634 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 852.9679 generator_grad_norm: 0.0129 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:12:21,943 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-11 10:13:38,784 INFO: [lm_ai..][Iter: 1,301] [eta: 1 day, 0:37:36] step_time: 76.6221 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0735 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 780.0197 generator_grad_norm: 0.0095 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 10:14:52,099 INFO: [lm_ai..][Iter: 1,302] [eta: 1 day, 0:36:22] step_time: 73.3137 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0737 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 720.3422 generator_grad_norm: 0.0046 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:16:04,491 INFO: [lm_ai..][Iter: 1,303] [eta: 1 day, 0:35:06] step_time: 72.3912 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0729 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 757.6520 generator_grad_norm: 0.0053 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:17:20,807 INFO: [lm_ai..][Iter: 1,304] [eta: 1 day, 0:33:54] step_time: 76.3147 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0680 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 811.4241 generator_grad_norm: 0.0057 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:18:34,872 INFO: [lm_ai..][Iter: 1,305] [eta: 1 day, 0:32:40] step_time: 74.0630 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0667 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 898.2096 generator_grad_norm: 0.0107 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:19:52,892 INFO: [lm_ai..][Iter: 1,306] [eta: 1 day, 0:31:29] step_time: 78.0190 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0678 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 814.3290 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:21:02,053 INFO: [lm_ai..][Iter: 1,307] [eta: 1 day, 0:30:11] step_time: 69.1593 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0712 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 781.7096 generator_grad_norm: 0.0046 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:22:08,875 INFO: [lm_ai..][Iter: 1,308] [eta: 1 day, 0:28:50] step_time: 66.8209 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0671 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 773.0939 generator_grad_norm: 0.0057 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:23:23,262 INFO: [lm_ai..][Iter: 1,309] [eta: 1 day, 0:27:37] step_time: 74.3857 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0685 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 742.2894 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:24:39,665 INFO: [lm_ai..][Iter: 1,310] [eta: 1 day, 0:26:25] step_time: 76.4015 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0752 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 861.2013 generator_grad_norm: 0.0097 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:25:56,016 INFO: [lm_ai..][Iter: 1,311] [eta: 1 day, 0:25:13] step_time: 74.5513 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0730 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 848.2560 generator_grad_norm: 0.0222 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 10:27:08,914 INFO: [lm_ai..][Iter: 1,312] [eta: 1 day, 0:23:57] step_time: 72.8965 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0811 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 674.9027 generator_grad_norm: 0.0130 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:28:23,018 INFO: [lm_ai..][Iter: 1,313] [eta: 1 day, 0:22:43] step_time: 74.1026 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0719 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 691.9578 generator_grad_norm: 0.0048 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:29:38,676 INFO: [lm_ai..][Iter: 1,314] [eta: 1 day, 0:21:31] step_time: 75.6567 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0666 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 817.8268 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:30:51,531 INFO: [lm_ai..][Iter: 1,315] [eta: 1 day, 0:20:16] step_time: 72.8542 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0792 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 749.1675 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:32:04,375 INFO: [lm_ai..][Iter: 1,316] [eta: 1 day, 0:19:01] step_time: 72.8426 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0703 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 809.6326 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:33:16,295 INFO: [lm_ai..][Iter: 1,317] [eta: 1 day, 0:17:45] step_time: 71.9188 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0692 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 871.9225 generator_grad_norm: 0.0088 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:34:27,508 INFO: [lm_ai..][Iter: 1,318] [eta: 1 day, 0:16:28] step_time: 71.2107 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0741 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 757.0620 generator_grad_norm: 0.0092 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:35:45,301 INFO: [lm_ai..][Iter: 1,319] [eta: 1 day, 0:15:17] step_time: 77.7917 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0669 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 881.5029 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:36:56,442 INFO: [lm_ai..][Iter: 1,320] [eta: 1 day, 0:14:01] step_time: 71.1395 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0612 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 757.3544 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:38:11,973 INFO: [lm_ai..][Iter: 1,321] [eta: 1 day, 0:12:48] step_time: 73.6964 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0779 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 743.5007 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 10:39:26,625 INFO: [lm_ai..][Iter: 1,322] [eta: 1 day, 0:11:34] step_time: 74.6512 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0888 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 771.6719 generator_grad_norm: 0.0124 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:40:40,683 INFO: [lm_ai..][Iter: 1,323] [eta: 1 day, 0:10:20] step_time: 74.0568 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0732 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 849.1691 generator_grad_norm: 0.0115 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:41:56,237 INFO: [lm_ai..][Iter: 1,324] [eta: 1 day, 0:09:07] step_time: 75.5520 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0818 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 553.6863 generator_grad_norm: 0.0201 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:43:10,061 INFO: [lm_ai..][Iter: 1,325] [eta: 1 day, 0:07:53] step_time: 73.8227 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0718 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 871.6454 generator_grad_norm: 0.0099 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:44:18,679 INFO: [lm_ai..][Iter: 1,326] [eta: 1 day, 0:06:34] step_time: 68.6165 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0750 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 764.7041 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:45:30,066 INFO: [lm_ai..][Iter: 1,327] [eta: 1 day, 0:05:18] step_time: 71.3854 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0715 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 881.5143 generator_grad_norm: 0.0098 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:46:43,072 INFO: [lm_ai..][Iter: 1,328] [eta: 1 day, 0:04:03] step_time: 73.0040 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0918 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 737.2468 generator_grad_norm: 0.0153 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:47:56,488 INFO: [lm_ai..][Iter: 1,329] [eta: 1 day, 0:02:48] step_time: 73.4146 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0713 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 847.7361 generator_grad_norm: 0.0122 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:49:16,910 INFO: [lm_ai..][Iter: 1,330] [eta: 1 day, 0:01:40] step_time: 80.4213 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0628 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 855.1562 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:50:33,245 INFO: [lm_ai..][Iter: 1,331] [eta: 1 day, 0:00:28] step_time: 74.6187 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0774 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 783.9963 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 10:51:47,005 INFO: [lm_ai..][Iter: 1,332] [eta: 23:59:13] step_time: 73.7586 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0653 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 783.7141 generator_grad_norm: 0.0053 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:52:54,928 INFO: [lm_ai..][Iter: 1,333] [eta: 23:57:54] step_time: 67.9227 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0672 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 841.3390 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:54:09,242 INFO: [lm_ai..][Iter: 1,334] [eta: 23:56:40] step_time: 74.3119 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0722 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 697.6971 generator_grad_norm: 0.0078 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:55:24,306 INFO: [lm_ai..][Iter: 1,335] [eta: 23:55:27] step_time: 75.0633 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0758 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 736.4336 generator_grad_norm: 0.0250 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:56:39,018 INFO: [lm_ai..][Iter: 1,336] [eta: 23:54:14] step_time: 74.7101 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0762 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 869.6415 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:57:49,284 INFO: [lm_ai..][Iter: 1,337] [eta: 23:52:56] step_time: 70.2651 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0666 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 657.5563 generator_grad_norm: 0.0102 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 10:59:00,527 INFO: [lm_ai..][Iter: 1,338] [eta: 23:51:40] step_time: 71.2411 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0710 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 773.5464 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:00:17,025 INFO: [lm_ai..][Iter: 1,339] [eta: 23:50:28] step_time: 76.4965 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0664 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 758.7193 generator_grad_norm: 0.0048 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:01:34,947 INFO: [lm_ai..][Iter: 1,340] [eta: 23:49:17] step_time: 77.9210 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0757 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 785.9634 generator_grad_norm: 0.0712 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:02:54,967 INFO: [lm_ai..][Iter: 1,341] [eta: 23:48:08] step_time: 78.3334 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0726 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 913.5156 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 11:04:07,746 INFO: [lm_ai..][Iter: 1,342] [eta: 23:46:53] step_time: 72.7778 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0740 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 755.0911 generator_grad_norm: 0.0045 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:05:19,002 INFO: [lm_ai..][Iter: 1,343] [eta: 23:45:37] step_time: 71.2537 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0737 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 865.7146 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:06:34,737 INFO: [lm_ai..][Iter: 1,344] [eta: 23:44:24] step_time: 75.7346 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0600 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 831.9925 generator_grad_norm: 0.0102 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:07:42,752 INFO: [lm_ai..][Iter: 1,345] [eta: 23:43:05] step_time: 68.0137 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0680 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 733.9464 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:08:58,136 INFO: [lm_ai..][Iter: 1,346] [eta: 23:41:52] step_time: 75.3822 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0707 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 743.4246 generator_grad_norm: 0.0126 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:10:11,131 INFO: [lm_ai..][Iter: 1,347] [eta: 23:40:37] step_time: 72.9933 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0699 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 823.4369 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:11:26,176 INFO: [lm_ai..][Iter: 1,348] [eta: 23:39:24] step_time: 75.0438 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0800 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 816.6892 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:12:38,059 INFO: [lm_ai..][Iter: 1,349] [eta: 23:38:08] step_time: 71.8818 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0691 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 727.6432 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:13:48,655 INFO: [lm_ai..][Iter: 1,350] [eta: 23:36:51] step_time: 70.5946 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0668 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 772.6207 generator_grad_norm: 0.0055 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:13:54,801 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-11 11:15:14,633 INFO: [lm_ai..][Iter: 1,351] [eta: 23:35:47] step_time: 79.5990 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0729 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 834.4620 generator_grad_norm: 0.0067 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 11:16:30,290 INFO: [lm_ai..][Iter: 1,352] [eta: 23:34:34] step_time: 75.6558 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0759 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 713.4596 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:17:43,057 INFO: [lm_ai..][Iter: 1,353] [eta: 23:33:19] step_time: 72.7655 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0744 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 819.0759 generator_grad_norm: 0.0069 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:18:52,989 INFO: [lm_ai..][Iter: 1,354] [eta: 23:32:01] step_time: 69.9303 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0743 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 826.3553 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:20:06,128 INFO: [lm_ai..][Iter: 1,355] [eta: 23:30:47] step_time: 73.1374 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0806 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 722.0087 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:21:09,847 INFO: [lm_ai..][Iter: 1,356] [eta: 23:29:24] step_time: 63.7178 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0659 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 882.9895 generator_grad_norm: 0.0115 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:22:21,873 INFO: [lm_ai..][Iter: 1,357] [eta: 23:28:08] step_time: 72.0248 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0794 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 806.8993 generator_grad_norm: 0.0107 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:23:35,931 INFO: [lm_ai..][Iter: 1,358] [eta: 23:26:54] step_time: 74.0570 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0705 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 700.4897 generator_grad_norm: 0.0101 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:24:42,120 INFO: [lm_ai..][Iter: 1,359] [eta: 23:25:33] step_time: 66.1872 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0603 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 891.0975 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:25:58,638 INFO: [lm_ai..][Iter: 1,360] [eta: 23:24:21] step_time: 76.5170 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0695 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 793.6130 generator_grad_norm: 0.0068 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:27:15,046 INFO: [lm_ai..][Iter: 1,361] [eta: 23:23:09] step_time: 74.7167 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0663 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 851.1130 generator_grad_norm: 0.0149 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 11:28:29,332 INFO: [lm_ai..][Iter: 1,362] [eta: 23:21:55] step_time: 74.2843 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0582 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 849.2660 generator_grad_norm: 0.0040 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:29:39,619 INFO: [lm_ai..][Iter: 1,363] [eta: 23:20:38] step_time: 70.2850 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0836 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 638.7416 generator_grad_norm: 0.0161 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:30:57,391 INFO: [lm_ai..][Iter: 1,364] [eta: 23:19:27] step_time: 77.7714 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0771 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 809.5043 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:32:08,209 INFO: [lm_ai..][Iter: 1,365] [eta: 23:18:11] step_time: 70.8160 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0672 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 755.6813 generator_grad_norm: 0.0052 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:33:20,716 INFO: [lm_ai..][Iter: 1,366] [eta: 23:16:55] step_time: 72.5064 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0781 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 781.1199 generator_grad_norm: 0.0149 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:34:32,486 INFO: [lm_ai..][Iter: 1,367] [eta: 23:15:39] step_time: 71.7678 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0700 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 872.6075 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:35:43,353 INFO: [lm_ai..][Iter: 1,368] [eta: 23:14:23] step_time: 70.8659 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0626 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 920.1099 generator_grad_norm: 0.0098 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:36:59,193 INFO: [lm_ai..][Iter: 1,369] [eta: 23:13:10] step_time: 75.8386 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0785 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 732.8928 generator_grad_norm: 0.0118 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:38:19,967 INFO: [lm_ai..][Iter: 1,370] [eta: 23:12:02] step_time: 80.7723 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0826 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 660.5736 generator_grad_norm: 0.0146 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:39:31,393 INFO: [lm_ai..][Iter: 1,371] [eta: 23:10:45] step_time: 69.7441 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0633 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 780.5447 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 11:40:43,218 INFO: [lm_ai..][Iter: 1,372] [eta: 23:09:30] step_time: 71.8236 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0834 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 782.2858 generator_grad_norm: 0.0062 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:42:01,754 INFO: [lm_ai..][Iter: 1,373] [eta: 23:08:19] step_time: 78.5345 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0818 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 705.5337 generator_grad_norm: 0.0052 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:43:13,298 INFO: [lm_ai..][Iter: 1,374] [eta: 23:07:03] step_time: 71.5418 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0682 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 760.7266 generator_grad_norm: 0.0192 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:44:28,940 INFO: [lm_ai..][Iter: 1,375] [eta: 23:05:50] step_time: 75.6412 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0725 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 772.8825 generator_grad_norm: 0.0260 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:45:38,421 INFO: [lm_ai..][Iter: 1,376] [eta: 23:04:33] step_time: 69.4796 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0707 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 728.6074 generator_grad_norm: 0.0080 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:46:49,923 INFO: [lm_ai..][Iter: 1,377] [eta: 23:03:17] step_time: 71.5006 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0734 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 847.6100 generator_grad_norm: 0.0138 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:48:05,804 INFO: [lm_ai..][Iter: 1,378] [eta: 23:02:04] step_time: 75.8796 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0673 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 837.8519 generator_grad_norm: 0.0068 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:49:20,330 INFO: [lm_ai..][Iter: 1,379] [eta: 23:00:50] step_time: 74.5244 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0676 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 840.8026 generator_grad_norm: 0.0128 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:50:30,900 INFO: [lm_ai..][Iter: 1,380] [eta: 22:59:34] step_time: 70.5693 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0822 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 642.7097 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:51:46,491 INFO: [lm_ai..][Iter: 1,381] [eta: 22:58:21] step_time: 73.8244 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0663 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 672.2899 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 11:52:59,064 INFO: [lm_ai..][Iter: 1,382] [eta: 22:57:06] step_time: 72.5715 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0714 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 783.2548 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:54:09,767 INFO: [lm_ai..][Iter: 1,383] [eta: 22:55:49] step_time: 70.7015 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0640 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 828.4083 generator_grad_norm: 0.0105 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:55:24,023 INFO: [lm_ai..][Iter: 1,384] [eta: 22:54:35] step_time: 74.2551 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0768 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 853.4142 generator_grad_norm: 0.0110 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:56:43,265 INFO: [lm_ai..][Iter: 1,385] [eta: 22:53:25] step_time: 79.2408 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0658 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 823.7037 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:57:59,023 INFO: [lm_ai..][Iter: 1,386] [eta: 22:52:12] step_time: 75.7561 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0645 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 722.8444 generator_grad_norm: 0.0060 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 11:59:12,656 INFO: [lm_ai..][Iter: 1,387] [eta: 22:50:58] step_time: 73.6316 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0695 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 848.7097 generator_grad_norm: 0.0109 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:00:29,599 INFO: [lm_ai..][Iter: 1,388] [eta: 22:49:46] step_time: 76.9421 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0756 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 752.9200 generator_grad_norm: 0.0172 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:01:41,111 INFO: [lm_ai..][Iter: 1,389] [eta: 22:48:30] step_time: 71.5101 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0760 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 883.4784 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:02:50,841 INFO: [lm_ai..][Iter: 1,390] [eta: 22:47:13] step_time: 69.7293 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0670 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 693.2252 generator_grad_norm: 0.0062 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:04:07,818 INFO: [lm_ai..][Iter: 1,391] [eta: 22:46:01] step_time: 75.1457 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0647 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 867.7009 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 12:05:21,045 INFO: [lm_ai..][Iter: 1,392] [eta: 22:44:46] step_time: 73.2258 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0732 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 822.8595 generator_grad_norm: 0.0108 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:06:32,754 INFO: [lm_ai..][Iter: 1,393] [eta: 22:43:31] step_time: 71.7082 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0622 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 831.0612 generator_grad_norm: 0.0068 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:07:47,275 INFO: [lm_ai..][Iter: 1,394] [eta: 22:42:17] step_time: 74.5195 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0788 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 848.3492 generator_grad_norm: 0.0102 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:09:09,755 INFO: [lm_ai..][Iter: 1,395] [eta: 22:41:09] step_time: 82.4785 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0650 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 777.3684 generator_grad_norm: 0.0043 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:10:21,059 INFO: [lm_ai..][Iter: 1,396] [eta: 22:39:53] step_time: 71.3020 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0717 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 816.6130 generator_grad_norm: 0.0122 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:11:37,646 INFO: [lm_ai..][Iter: 1,397] [eta: 22:38:41] step_time: 76.5858 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0788 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 757.6642 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:12:51,009 INFO: [lm_ai..][Iter: 1,398] [eta: 22:37:27] step_time: 73.3620 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0577 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 818.0853 generator_grad_norm: 0.0067 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:14:06,811 INFO: [lm_ai..][Iter: 1,399] [eta: 22:36:14] step_time: 75.8001 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0701 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 808.9418 generator_grad_norm: 0.0100 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:15:23,388 INFO: [lm_ai..][Iter: 1,400] [eta: 22:35:02] step_time: 76.5761 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0729 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 900.4626 generator_grad_norm: 0.0109 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:15:29,543 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-11 12:16:48,726 INFO: [lm_ai..][Iter: 1,401] [eta: 22:33:57] step_time: 78.9582 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0647 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 787.8965 generator_grad_norm: 0.0062 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 12:17:59,824 INFO: [lm_ai..][Iter: 1,402] [eta: 22:32:40] step_time: 71.0966 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0744 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 892.4062 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:19:13,432 INFO: [lm_ai..][Iter: 1,403] [eta: 22:31:26] step_time: 73.6058 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0732 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 841.5464 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:20:27,167 INFO: [lm_ai..][Iter: 1,404] [eta: 22:30:12] step_time: 73.7340 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0703 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 866.0116 generator_grad_norm: 0.0078 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:21:43,793 INFO: [lm_ai..][Iter: 1,405] [eta: 22:29:00] step_time: 76.6248 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0733 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 758.4736 generator_grad_norm: 0.0093 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:22:57,967 INFO: [lm_ai..][Iter: 1,406] [eta: 22:27:46] step_time: 74.1721 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0852 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 722.1119 generator_grad_norm: 0.0122 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:24:12,490 INFO: [lm_ai..][Iter: 1,407] [eta: 22:26:32] step_time: 74.5222 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0713 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 790.9075 generator_grad_norm: 0.0133 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:25:24,927 INFO: [lm_ai..][Iter: 1,408] [eta: 22:25:17] step_time: 72.4356 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0839 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 851.4653 generator_grad_norm: 0.0178 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:26:35,942 INFO: [lm_ai..][Iter: 1,409] [eta: 22:24:00] step_time: 71.0131 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0783 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 686.1368 generator_grad_norm: 0.0104 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:27:49,683 INFO: [lm_ai..][Iter: 1,410] [eta: 22:22:46] step_time: 73.7402 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0747 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 762.6005 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:29:09,095 INFO: [lm_ai..][Iter: 1,411] [eta: 22:21:36] step_time: 77.6305 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0745 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 627.5955 generator_grad_norm: 0.0097 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 12:30:19,520 INFO: [lm_ai..][Iter: 1,412] [eta: 22:20:19] step_time: 70.4232 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0699 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 875.0020 generator_grad_norm: 0.0189 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:31:38,620 INFO: [lm_ai..][Iter: 1,413] [eta: 22:19:09] step_time: 79.0988 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0660 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 754.4196 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:32:53,766 INFO: [lm_ai..][Iter: 1,414] [eta: 22:17:56] step_time: 75.1445 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0737 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 878.5754 generator_grad_norm: 0.0114 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:34:09,548 INFO: [lm_ai..][Iter: 1,415] [eta: 22:16:43] step_time: 75.7806 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0674 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 725.4233 generator_grad_norm: 0.0052 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:35:19,182 INFO: [lm_ai..][Iter: 1,416] [eta: 22:15:26] step_time: 69.6332 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0692 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 898.3411 generator_grad_norm: 0.0153 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:36:33,389 INFO: [lm_ai..][Iter: 1,417] [eta: 22:14:12] step_time: 74.2054 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0720 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 716.5861 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:37:46,558 INFO: [lm_ai..][Iter: 1,418] [eta: 22:12:57] step_time: 73.1678 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0770 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 715.8087 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:39:03,847 INFO: [lm_ai..][Iter: 1,419] [eta: 22:11:45] step_time: 77.2867 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0681 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 707.6478 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:40:17,955 INFO: [lm_ai..][Iter: 1,420] [eta: 22:10:31] step_time: 74.1075 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0722 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 791.9535 generator_grad_norm: 0.0055 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:41:35,310 INFO: [lm_ai..][Iter: 1,421] [eta: 22:09:20] step_time: 75.6533 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0748 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 663.2812 generator_grad_norm: 0.0113 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 12:42:48,391 INFO: [lm_ai..][Iter: 1,422] [eta: 22:08:05] step_time: 73.0802 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0733 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 857.2107 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:44:01,891 INFO: [lm_ai..][Iter: 1,423] [eta: 22:06:51] step_time: 73.4987 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0697 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 801.1325 generator_grad_norm: 0.0095 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:45:12,386 INFO: [lm_ai..][Iter: 1,424] [eta: 22:05:34] step_time: 70.4933 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0758 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 878.5804 generator_grad_norm: 0.0156 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:46:30,781 INFO: [lm_ai..][Iter: 1,425] [eta: 22:04:23] step_time: 78.3931 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0710 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 862.6507 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:47:41,929 INFO: [lm_ai..][Iter: 1,426] [eta: 22:03:07] step_time: 71.1467 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0741 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 692.9860 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:48:52,569 INFO: [lm_ai..][Iter: 1,427] [eta: 22:01:50] step_time: 70.6387 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0736 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 793.5984 generator_grad_norm: 0.0097 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:50:10,124 INFO: [lm_ai..][Iter: 1,428] [eta: 22:00:39] step_time: 77.5539 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0640 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 832.1029 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:51:26,601 INFO: [lm_ai..][Iter: 1,429] [eta: 21:59:26] step_time: 76.4724 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0739 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 823.9913 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:52:40,657 INFO: [lm_ai..][Iter: 1,430] [eta: 21:58:12] step_time: 74.0541 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0713 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 808.4256 generator_grad_norm: 0.0068 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:53:57,386 INFO: [lm_ai..][Iter: 1,431] [eta: 21:57:00] step_time: 75.0401 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0642 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 816.0868 generator_grad_norm: 0.0046 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 12:55:09,354 INFO: [lm_ai..][Iter: 1,432] [eta: 21:55:45] step_time: 71.9669 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0681 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 899.7835 generator_grad_norm: 0.0069 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:56:21,681 INFO: [lm_ai..][Iter: 1,433] [eta: 21:54:29] step_time: 72.3256 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0750 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 850.5038 generator_grad_norm: 0.0175 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:57:37,922 INFO: [lm_ai..][Iter: 1,434] [eta: 21:53:17] step_time: 76.2396 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0690 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 689.6445 generator_grad_norm: 0.0159 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 12:58:52,621 INFO: [lm_ai..][Iter: 1,435] [eta: 21:52:03] step_time: 74.6976 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0583 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 858.2946 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:00:09,539 INFO: [lm_ai..][Iter: 1,436] [eta: 21:50:51] step_time: 76.9163 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0693 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 699.6930 generator_grad_norm: 0.0113 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:01:21,991 INFO: [lm_ai..][Iter: 1,437] [eta: 21:49:36] step_time: 72.4510 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0642 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 872.0128 generator_grad_norm: 0.0123 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:02:35,564 INFO: [lm_ai..][Iter: 1,438] [eta: 21:48:22] step_time: 73.5718 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0734 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 760.4599 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:03:52,368 INFO: [lm_ai..][Iter: 1,439] [eta: 21:47:10] step_time: 76.8023 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0611 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 920.5106 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:05:08,264 INFO: [lm_ai..][Iter: 1,440] [eta: 21:45:57] step_time: 75.8942 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0664 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 868.7801 generator_grad_norm: 0.0042 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:06:23,491 INFO: [lm_ai..][Iter: 1,441] [eta: 21:44:44] step_time: 73.5385 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0696 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 816.1580 generator_grad_norm: 0.0118 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 13:07:38,793 INFO: [lm_ai..][Iter: 1,442] [eta: 21:43:31] step_time: 75.3008 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0747 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 743.5962 generator_grad_norm: 0.0157 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:08:52,074 INFO: [lm_ai..][Iter: 1,443] [eta: 21:42:16] step_time: 73.2797 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0806 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 695.2567 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:10:09,159 INFO: [lm_ai..][Iter: 1,444] [eta: 21:41:04] step_time: 77.0844 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0646 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 881.2070 generator_grad_norm: 0.0068 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:11:24,016 INFO: [lm_ai..][Iter: 1,445] [eta: 21:39:51] step_time: 74.8546 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0679 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 804.8661 generator_grad_norm: 0.0051 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:12:38,396 INFO: [lm_ai..][Iter: 1,446] [eta: 21:38:37] step_time: 74.3793 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0732 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 603.0262 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:13:52,353 INFO: [lm_ai..][Iter: 1,447] [eta: 21:37:23] step_time: 73.9556 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0816 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 820.9258 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:15:01,131 INFO: [lm_ai..][Iter: 1,448] [eta: 21:36:05] step_time: 68.7759 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0786 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 832.6862 generator_grad_norm: 0.0118 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:16:10,710 INFO: [lm_ai..][Iter: 1,449] [eta: 21:34:48] step_time: 69.5784 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0695 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 768.9420 generator_grad_norm: 0.0099 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:17:27,550 INFO: [lm_ai..][Iter: 1,450] [eta: 21:33:35] step_time: 76.8387 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0686 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 795.8967 generator_grad_norm: 0.0105 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:17:33,407 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-11 13:18:49,371 INFO: [lm_ai..][Iter: 1,451] [eta: 21:32:27] step_time: 75.7360 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0720 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 797.7870 generator_grad_norm: 0.0157 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 13:20:02,711 INFO: [lm_ai..][Iter: 1,452] [eta: 21:31:12] step_time: 73.3381 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0716 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 580.7016 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:21:13,651 INFO: [lm_ai..][Iter: 1,453] [eta: 21:29:56] step_time: 70.9384 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0732 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 838.9125 generator_grad_norm: 0.0100 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:22:27,379 INFO: [lm_ai..][Iter: 1,454] [eta: 21:28:42] step_time: 73.7269 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0769 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 875.2991 generator_grad_norm: 0.0118 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:23:47,788 INFO: [lm_ai..][Iter: 1,455] [eta: 21:27:32] step_time: 80.4070 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0713 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 849.5092 generator_grad_norm: 0.0108 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:25:00,233 INFO: [lm_ai..][Iter: 1,456] [eta: 21:26:17] step_time: 72.4433 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0709 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 804.3515 generator_grad_norm: 0.0100 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:26:11,162 INFO: [lm_ai..][Iter: 1,457] [eta: 21:25:01] step_time: 70.9284 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0722 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 746.8096 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:27:27,059 INFO: [lm_ai..][Iter: 1,458] [eta: 21:23:48] step_time: 75.8948 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0729 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 860.1146 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:28:40,607 INFO: [lm_ai..][Iter: 1,459] [eta: 21:22:34] step_time: 73.5469 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0676 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 793.8196 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:29:50,826 INFO: [lm_ai..][Iter: 1,460] [eta: 21:21:17] step_time: 70.2172 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0712 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 796.1616 generator_grad_norm: 0.0078 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:31:09,574 INFO: [lm_ai..][Iter: 1,461] [eta: 21:20:06] step_time: 76.9582 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0793 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 653.4119 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 13:32:22,071 INFO: [lm_ai..][Iter: 1,462] [eta: 21:18:51] step_time: 72.4947 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0719 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 815.8427 generator_grad_norm: 0.0095 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:33:35,029 INFO: [lm_ai..][Iter: 1,463] [eta: 21:17:36] step_time: 72.9566 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0667 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 749.1100 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:34:47,097 INFO: [lm_ai..][Iter: 1,464] [eta: 21:16:20] step_time: 72.0666 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0699 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 792.3071 generator_grad_norm: 0.0119 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:36:00,872 INFO: [lm_ai..][Iter: 1,465] [eta: 21:15:06] step_time: 73.7734 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0716 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 924.9302 generator_grad_norm: 0.0069 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:37:14,105 INFO: [lm_ai..][Iter: 1,466] [eta: 21:13:52] step_time: 73.2323 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0688 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 763.2172 generator_grad_norm: 0.0097 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:38:30,728 INFO: [lm_ai..][Iter: 1,467] [eta: 21:12:39] step_time: 76.6211 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0671 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 782.3454 generator_grad_norm: 0.0150 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:39:41,702 INFO: [lm_ai..][Iter: 1,468] [eta: 21:11:23] step_time: 70.9731 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0664 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 830.7015 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:40:57,931 INFO: [lm_ai..][Iter: 1,469] [eta: 21:10:11] step_time: 76.2272 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0703 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 817.0329 generator_grad_norm: 0.0107 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:42:13,460 INFO: [lm_ai..][Iter: 1,470] [eta: 21:08:58] step_time: 75.5276 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0625 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 860.8439 generator_grad_norm: 0.0094 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:43:29,605 INFO: [lm_ai..][Iter: 1,471] [eta: 21:07:45] step_time: 74.3818 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0636 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 872.8204 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 13:44:41,041 INFO: [lm_ai..][Iter: 1,472] [eta: 21:06:29] step_time: 71.4356 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0772 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 793.9044 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:45:54,342 INFO: [lm_ai..][Iter: 1,473] [eta: 21:05:14] step_time: 73.2997 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0703 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 878.9280 generator_grad_norm: 0.0080 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:47:13,415 INFO: [lm_ai..][Iter: 1,474] [eta: 21:04:04] step_time: 79.0716 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0651 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 826.4357 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:48:29,224 INFO: [lm_ai..][Iter: 1,475] [eta: 21:02:51] step_time: 75.8068 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0798 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 820.7016 generator_grad_norm: 0.0098 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:49:44,840 INFO: [lm_ai..][Iter: 1,476] [eta: 21:01:38] step_time: 75.6147 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0685 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 766.7712 generator_grad_norm: 0.0054 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:50:58,637 INFO: [lm_ai..][Iter: 1,477] [eta: 21:00:24] step_time: 73.7960 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0648 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 735.7672 generator_grad_norm: 0.0049 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:52:11,123 INFO: [lm_ai..][Iter: 1,478] [eta: 20:59:09] step_time: 72.4846 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0735 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 732.7681 generator_grad_norm: 0.0089 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:53:24,891 INFO: [lm_ai..][Iter: 1,479] [eta: 20:57:54] step_time: 73.7665 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0644 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 849.6013 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:54:38,170 INFO: [lm_ai..][Iter: 1,480] [eta: 20:56:40] step_time: 73.2772 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0693 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 868.2838 generator_grad_norm: 0.0124 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:55:57,614 INFO: [lm_ai..][Iter: 1,481] [eta: 20:55:29] step_time: 77.7488 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0647 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 866.2618 generator_grad_norm: 0.0093 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 13:57:11,857 INFO: [lm_ai..][Iter: 1,482] [eta: 20:54:15] step_time: 74.2410 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0673 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 812.1006 generator_grad_norm: 0.0069 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:58:25,022 INFO: [lm_ai..][Iter: 1,483] [eta: 20:53:01] step_time: 73.1644 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0647 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 812.7121 generator_grad_norm: 0.0078 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 13:59:43,233 INFO: [lm_ai..][Iter: 1,484] [eta: 20:51:49] step_time: 78.2087 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0688 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 816.7153 generator_grad_norm: 0.0095 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 14:00:59,146 INFO: [lm_ai..][Iter: 1,485] [eta: 20:50:37] step_time: 75.9117 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0699 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 750.4365 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 14:02:10,400 INFO: [lm_ai..][Iter: 1,486] [eta: 20:49:21] step_time: 71.2530 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0818 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 645.7428 generator_grad_norm: 0.0141 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 14:03:27,184 INFO: [lm_ai..][Iter: 1,487] [eta: 20:48:08] step_time: 76.7622 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0762 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 715.6193 generator_grad_norm: 0.0191 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 14:04:41,455 INFO: [lm_ai..][Iter: 1,488] [eta: 20:46:54] step_time: 74.2691 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0657 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 831.5439 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 14:05:56,863 INFO: [lm_ai..][Iter: 1,489] [eta: 20:45:41] step_time: 75.4063 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0682 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 844.5658 generator_grad_norm: 0.0096 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 14:07:11,755 INFO: [lm_ai..][Iter: 1,490] [eta: 20:44:28] step_time: 74.8906 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0590 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 912.7245 generator_grad_norm: 0.0068 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 14:08:33,273 INFO: [lm_ai..][Iter: 1,491] [eta: 20:43:19] step_time: 79.7856 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0669 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 736.5778 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 14:09:46,592 INFO: [lm_ai..][Iter: 1,492] [eta: 20:42:04] step_time: 73.3183 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0794 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 871.3037 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 14:11:03,342 INFO: [lm_ai..][Iter: 1,493] [eta: 20:40:52] step_time: 76.7480 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0746 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 842.9269 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 14:12:16,735 INFO: [lm_ai..][Iter: 1,494] [eta: 20:39:37] step_time: 73.3915 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0767 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 857.3068 generator_grad_norm: 0.0115 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 14:13:33,117 INFO: [lm_ai..][Iter: 1,495] [eta: 20:38:25] step_time: 76.3814 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0708 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 670.1998 generator_grad_norm: 0.0050 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 14:14:52,136 INFO: [lm_ai..][Iter: 1,496] [eta: 20:37:14] step_time: 79.0165 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0674 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 862.3898 generator_grad_norm: 0.0131 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 14:16:06,322 INFO: [lm_ai..][Iter: 1,497] [eta: 20:36:00] step_time: 74.1850 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0694 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 787.8590 generator_grad_norm: 0.0117 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 14:17:22,457 INFO: [lm_ai..][Iter: 1,498] [eta: 20:34:47] step_time: 76.1332 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0739 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 877.8282 generator_grad_norm: 0.0097 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 14:18:32,458 INFO: [lm_ai..][Iter: 1,499] [eta: 20:33:30] step_time: 70.0001 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0801 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 835.7823 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 14:19:45,443 INFO: [lm_ai..][Iter: 1,500] [eta: 20:32:16] step_time: 72.9838 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0690 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 810.5341 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 14:19:51,854 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-11 14:21:48,592 INFO: [lm_ai..][Iter: 1,501] [eta: 20:31:34] step_time: 75.0609 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0733 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 761.1258 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 14:23:00,988 INFO: [lm_ai..][Iter: 1,502] [eta: 20:30:19] step_time: 72.3948 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0798 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 809.0408 generator_grad_norm: 0.0118 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 14:24:15,421 INFO: [lm_ai..][Iter: 1,503] [eta: 20:29:05] step_time: 74.4313 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0749 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 911.1997 generator_grad_norm: 0.0099 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 14:25:34,166 INFO: [lm_ai..][Iter: 1,504] [eta: 20:27:54] step_time: 78.7437 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0713 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 631.1398 generator_grad_norm: 0.0067 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 14:26:50,308 INFO: [lm_ai..][Iter: 1,505] [eta: 20:26:41] step_time: 76.1406 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0784 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 851.6158 generator_grad_norm: 0.0211 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 14:28:02,492 INFO: [lm_ai..][Iter: 1,506] [eta: 20:25:26] step_time: 72.1827 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0645 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 855.9808 generator_grad_norm: 0.0109 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 14:29:17,367 INFO: [lm_ai..][Iter: 1,507] [eta: 20:24:12] step_time: 74.8736 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0784 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 849.4701 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 14:30:28,421 INFO: [lm_ai..][Iter: 1,508] [eta: 20:22:56] step_time: 71.0527 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0684 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 827.1417 generator_grad_norm: 0.0089 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 14:31:40,568 INFO: [lm_ai..][Iter: 1,509] [eta: 20:21:40] step_time: 72.1451 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0706 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 707.2255 generator_grad_norm: 0.0145 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 14:32:56,243 INFO: [lm_ai..][Iter: 1,510] [eta: 20:20:27] step_time: 75.6737 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0770 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 867.8171 generator_grad_norm: 0.0104 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 14:34:08,343 INFO: [lm_ai..][Iter: 1,511] [eta: 20:19:12] step_time: 70.2940 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0623 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 858.7935 generator_grad_norm: 0.0116 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 14:35:25,677 INFO: [lm_ai..][Iter: 1,512] [eta: 20:18:00] step_time: 77.3327 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0790 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 839.5878 generator_grad_norm: 0.0094 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 14:36:42,059 INFO: [lm_ai..][Iter: 1,513] [eta: 20:16:47] step_time: 76.3800 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0732 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 762.2412 generator_grad_norm: 0.0100 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 14:37:51,542 INFO: [lm_ai..][Iter: 1,514] [eta: 20:15:30] step_time: 69.4823 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0745 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 762.7643 generator_grad_norm: 0.0132 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 14:39:10,776 INFO: [lm_ai..][Iter: 1,515] [eta: 20:14:19] step_time: 79.2321 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0729 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 849.4136 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 14:40:25,094 INFO: [lm_ai..][Iter: 1,516] [eta: 20:13:05] step_time: 74.3160 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0635 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 650.9866 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 14:41:42,889 INFO: [lm_ai..][Iter: 1,517] [eta: 20:11:54] step_time: 77.7937 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0666 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 791.5754 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 14:42:59,115 INFO: [lm_ai..][Iter: 1,518] [eta: 20:10:41] step_time: 76.2247 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0761 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 886.3936 generator_grad_norm: 0.0172 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 14:44:18,509 INFO: 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50.23GiB peak_alloc 48.11GiB] +2026-08-11 14:48:01,650 INFO: [lm_ai..][Iter: 1,522] [eta: 20:05:48] step_time: 72.3956 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0779 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 847.5067 generator_grad_norm: 0.0062 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 14:49:18,231 INFO: [lm_ai..][Iter: 1,523] [eta: 20:04:36] step_time: 76.5801 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0720 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 714.2500 generator_grad_norm: 0.0097 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 14:50:34,612 INFO: [lm_ai..][Iter: 1,524] [eta: 20:03:23] step_time: 76.3794 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0707 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 806.2469 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 14:51:47,041 INFO: [lm_ai..][Iter: 1,525] [eta: 20:02:08] step_time: 72.4274 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0708 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 727.6368 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 14:53:00,834 INFO: [lm_ai..][Iter: 1,526] [eta: 20:00:53] step_time: 73.7922 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0675 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 861.4703 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 14:54:17,736 INFO: [lm_ai..][Iter: 1,527] [eta: 19:59:41] step_time: 76.9006 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0773 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 807.6499 generator_grad_norm: 0.0126 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 14:55:36,163 INFO: [lm_ai..][Iter: 1,528] [eta: 19:58:30] step_time: 78.4253 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0675 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 871.1454 generator_grad_norm: 0.0105 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 14:56:52,842 INFO: [lm_ai..][Iter: 1,529] [eta: 19:57:17] step_time: 76.6775 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0776 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 782.4664 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 14:58:09,633 INFO: [lm_ai..][Iter: 1,530] [eta: 19:56:05] step_time: 76.7903 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0740 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 837.3218 generator_grad_norm: 0.0176 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 14:59:24,271 INFO: [lm_ai..][Iter: 1,531] [eta: 19:54:51] step_time: 72.9722 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0724 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 839.6384 generator_grad_norm: 0.0078 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 15:00:38,491 INFO: [lm_ai..][Iter: 1,532] [eta: 19:53:37] step_time: 74.2187 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0779 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 855.4670 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:01:54,712 INFO: [lm_ai..][Iter: 1,533] [eta: 19:52:24] step_time: 76.2201 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0739 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 870.0712 generator_grad_norm: 0.0103 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:03:03,544 INFO: [lm_ai..][Iter: 1,534] [eta: 19:51:06] step_time: 68.8306 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0649 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 791.1833 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:04:15,724 INFO: [lm_ai..][Iter: 1,535] [eta: 19:49:51] step_time: 72.1785 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0726 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 778.7798 generator_grad_norm: 0.0098 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:05:29,437 INFO: [lm_ai..][Iter: 1,536] [eta: 19:48:37] step_time: 73.7113 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0721 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 758.2173 generator_grad_norm: 0.0116 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:06:39,585 INFO: [lm_ai..][Iter: 1,537] [eta: 19:47:20] step_time: 70.1469 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0576 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 773.0721 generator_grad_norm: 0.0052 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:07:53,258 INFO: [lm_ai..][Iter: 1,538] [eta: 19:46:06] step_time: 73.6709 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0741 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 850.1155 generator_grad_norm: 0.0101 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:09:10,764 INFO: [lm_ai..][Iter: 1,539] [eta: 19:44:54] step_time: 77.5048 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0700 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 740.8698 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:10:23,915 INFO: [lm_ai..][Iter: 1,540] [eta: 19:43:39] step_time: 73.1493 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0703 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 847.9366 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:11:41,846 INFO: [lm_ai..][Iter: 1,541] [eta: 19:42:27] step_time: 76.0779 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0721 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 847.7369 generator_grad_norm: 0.0119 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 15:12:58,553 INFO: [lm_ai..][Iter: 1,542] [eta: 19:41:15] step_time: 76.7062 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0740 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 650.7278 generator_grad_norm: 0.0044 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:14:11,597 INFO: [lm_ai..][Iter: 1,543] [eta: 19:40:00] step_time: 73.0425 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0628 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 828.3232 generator_grad_norm: 0.0162 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:15:23,142 INFO: [lm_ai..][Iter: 1,544] [eta: 19:38:44] step_time: 71.5431 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0682 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 787.8959 generator_grad_norm: 0.0050 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:16:38,322 INFO: [lm_ai..][Iter: 1,545] [eta: 19:37:31] step_time: 75.1787 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0662 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 797.5349 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:17:49,285 INFO: [lm_ai..][Iter: 1,546] [eta: 19:36:14] step_time: 70.9615 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0701 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 760.1315 generator_grad_norm: 0.0229 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:19:02,816 INFO: [lm_ai..][Iter: 1,547] [eta: 19:35:00] step_time: 73.5303 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0643 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 851.7367 generator_grad_norm: 0.0092 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:20:19,853 INFO: [lm_ai..][Iter: 1,548] [eta: 19:33:48] step_time: 77.0356 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0707 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 763.2983 generator_grad_norm: 0.0052 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:21:38,017 INFO: [lm_ai..][Iter: 1,549] [eta: 19:32:36] step_time: 78.1625 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0809 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 874.5198 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:22:52,996 INFO: [lm_ai..][Iter: 1,550] [eta: 19:31:22] step_time: 74.9778 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0632 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 797.4146 generator_grad_norm: 0.0057 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:22:58,999 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-11 15:24:08,841 INFO: [lm_ai..][Iter: 1,551] [eta: 19:30:09] step_time: 69.6091 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0713 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 877.7318 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 15:25:22,290 INFO: [lm_ai..][Iter: 1,552] [eta: 19:28:55] step_time: 73.4475 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0777 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 683.2777 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:26:39,121 INFO: [lm_ai..][Iter: 1,553] [eta: 19:27:42] step_time: 76.8287 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0807 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 834.1334 generator_grad_norm: 0.0292 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:27:58,609 INFO: [lm_ai..][Iter: 1,554] [eta: 19:26:31] step_time: 79.4875 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0692 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 700.6134 generator_grad_norm: 0.0088 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:29:12,375 INFO: [lm_ai..][Iter: 1,555] [eta: 19:25:17] step_time: 73.7644 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0638 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 822.8073 generator_grad_norm: 0.0152 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:30:26,733 INFO: [lm_ai..][Iter: 1,556] [eta: 19:24:03] step_time: 74.3563 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0673 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 754.8688 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:31:41,822 INFO: [lm_ai..][Iter: 1,557] [eta: 19:22:49] step_time: 75.0874 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0635 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 883.3544 generator_grad_norm: 0.0103 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:32:53,827 INFO: [lm_ai..][Iter: 1,558] [eta: 19:21:34] step_time: 72.0034 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0778 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 858.9554 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:34:08,778 INFO: [lm_ai..][Iter: 1,559] [eta: 19:20:20] step_time: 74.9500 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0714 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 897.3336 generator_grad_norm: 0.0089 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:35:19,441 INFO: [lm_ai..][Iter: 1,560] [eta: 19:19:04] step_time: 70.6623 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0677 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 738.8889 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:36:35,249 INFO: [lm_ai..][Iter: 1,561] [eta: 19:17:51] step_time: 74.1672 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0718 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 653.7352 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 15:37:53,409 INFO: [lm_ai..][Iter: 1,562] [eta: 19:16:39] step_time: 78.1581 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0774 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 718.7032 generator_grad_norm: 0.0109 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:39:07,195 INFO: [lm_ai..][Iter: 1,563] [eta: 19:15:25] step_time: 73.7853 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0691 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 705.8415 generator_grad_norm: 0.0048 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:40:21,363 INFO: [lm_ai..][Iter: 1,564] [eta: 19:14:11] step_time: 74.1665 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0690 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 898.1356 generator_grad_norm: 0.0190 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:41:31,355 INFO: [lm_ai..][Iter: 1,565] [eta: 19:12:54] step_time: 69.9899 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0621 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 717.9562 generator_grad_norm: 0.0170 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:42:45,986 INFO: [lm_ai..][Iter: 1,566] [eta: 19:11:40] step_time: 74.6295 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0736 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 914.3976 generator_grad_norm: 0.0213 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:44:03,475 INFO: [lm_ai..][Iter: 1,567] [eta: 19:10:28] step_time: 77.4884 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0710 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 770.3570 generator_grad_norm: 0.0102 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:45:19,803 INFO: [lm_ai..][Iter: 1,568] [eta: 19:09:15] step_time: 76.3261 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0675 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 935.6763 generator_grad_norm: 0.0127 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:46:37,697 INFO: [lm_ai..][Iter: 1,569] [eta: 19:08:03] step_time: 77.8926 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0665 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 873.9371 generator_grad_norm: 0.0093 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:47:49,012 INFO: [lm_ai..][Iter: 1,570] [eta: 19:06:47] step_time: 71.3138 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0699 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 859.0471 generator_grad_norm: 0.0098 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:49:00,217 INFO: [lm_ai..][Iter: 1,571] [eta: 19:05:31] step_time: 69.5331 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0793 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 879.3153 generator_grad_norm: 0.0194 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 15:50:11,523 INFO: [lm_ai..][Iter: 1,572] [eta: 19:04:16] step_time: 71.3037 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0672 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 787.0936 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:51:27,302 INFO: [lm_ai..][Iter: 1,573] [eta: 19:03:02] step_time: 75.7779 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0708 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 773.3732 generator_grad_norm: 0.0110 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:52:43,701 INFO: [lm_ai..][Iter: 1,574] [eta: 19:01:50] step_time: 76.3971 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0701 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 908.7730 generator_grad_norm: 0.0102 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:53:56,215 INFO: [lm_ai..][Iter: 1,575] [eta: 19:00:35] step_time: 72.5130 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0767 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 694.1183 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:55:10,339 INFO: [lm_ai..][Iter: 1,576] [eta: 18:59:20] step_time: 74.1226 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0668 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 782.4462 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:56:24,183 INFO: [lm_ai..][Iter: 1,577] [eta: 18:58:06] step_time: 73.8423 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0732 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 805.7059 generator_grad_norm: 0.0093 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:57:37,656 INFO: [lm_ai..][Iter: 1,578] [eta: 18:56:52] step_time: 73.4721 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0604 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 797.3893 generator_grad_norm: 0.0068 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 15:58:50,503 INFO: [lm_ai..][Iter: 1,579] [eta: 18:55:37] step_time: 72.8450 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0752 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 818.1925 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:00:08,838 INFO: [lm_ai..][Iter: 1,580] [eta: 18:54:25] step_time: 78.3336 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0706 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 776.4332 generator_grad_norm: 0.0242 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:01:31,294 INFO: [lm_ai..][Iter: 1,581] [eta: 18:53:16] step_time: 80.6886 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0699 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 800.6711 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 16:02:41,896 INFO: [lm_ai..][Iter: 1,582] [eta: 18:51:59] step_time: 70.6008 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0669 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 870.1400 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:03:56,285 INFO: [lm_ai..][Iter: 1,583] [eta: 18:50:45] step_time: 74.3884 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0660 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 838.9876 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:05:08,734 INFO: [lm_ai..][Iter: 1,584] [eta: 18:49:30] step_time: 72.4469 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0720 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 891.0735 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:06:22,651 INFO: [lm_ai..][Iter: 1,585] [eta: 18:48:16] step_time: 73.9153 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0704 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 864.1557 generator_grad_norm: 0.0068 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:07:34,829 INFO: [lm_ai..][Iter: 1,586] [eta: 18:47:01] step_time: 72.1767 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0685 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 862.1345 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:08:45,318 INFO: [lm_ai..][Iter: 1,587] [eta: 18:45:44] step_time: 70.4783 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0672 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 867.8697 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:09:57,597 INFO: [lm_ai..][Iter: 1,588] [eta: 18:44:29] step_time: 72.2776 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0665 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 803.3793 generator_grad_norm: 0.0291 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:11:11,583 INFO: [lm_ai..][Iter: 1,589] [eta: 18:43:15] step_time: 73.9847 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0663 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 934.5270 generator_grad_norm: 0.0100 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:12:27,326 INFO: [lm_ai..][Iter: 1,590] [eta: 18:42:02] step_time: 75.7415 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0809 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 775.2946 generator_grad_norm: 0.0129 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:13:47,723 INFO: [lm_ai..][Iter: 1,591] [eta: 18:40:51] step_time: 78.7367 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0827 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 897.3452 generator_grad_norm: 0.0129 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 16:15:06,571 INFO: [lm_ai..][Iter: 1,592] [eta: 18:39:40] step_time: 78.8474 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0777 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 866.1979 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:16:22,627 INFO: [lm_ai..][Iter: 1,593] [eta: 18:38:27] step_time: 76.0531 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0775 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 707.3572 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:17:37,089 INFO: [lm_ai..][Iter: 1,594] [eta: 18:37:13] step_time: 74.4605 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0767 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 711.3247 generator_grad_norm: 0.0165 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:18:46,762 INFO: [lm_ai..][Iter: 1,595] [eta: 18:35:56] step_time: 69.6717 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0691 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 909.3546 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:19:59,474 INFO: [lm_ai..][Iter: 1,596] [eta: 18:34:41] step_time: 72.7100 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0732 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 874.0233 generator_grad_norm: 0.0104 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:21:11,660 INFO: [lm_ai..][Iter: 1,597] [eta: 18:33:26] step_time: 72.1847 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0704 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 748.9478 generator_grad_norm: 0.0096 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:22:25,950 INFO: [lm_ai..][Iter: 1,598] [eta: 18:32:12] step_time: 74.2890 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0677 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 851.1602 generator_grad_norm: 0.0116 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:23:47,098 INFO: [lm_ai..][Iter: 1,599] [eta: 18:31:02] step_time: 81.1463 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0715 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 775.4125 generator_grad_norm: 0.0138 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:24:59,468 INFO: [lm_ai..][Iter: 1,600] [eta: 18:29:46] step_time: 72.3690 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0742 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 665.3975 generator_grad_norm: 0.0068 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:25:05,680 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-11 16:26:16,523 INFO: [lm_ai..][Iter: 1,601] [eta: 18:28:34] step_time: 70.5833 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0709 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 909.0953 generator_grad_norm: 0.0113 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 16:27:28,265 INFO: [lm_ai..][Iter: 1,602] [eta: 18:27:18] step_time: 71.7406 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0733 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 654.6245 generator_grad_norm: 0.0064 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:28:42,281 INFO: [lm_ai..][Iter: 1,603] [eta: 18:26:04] step_time: 74.0147 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0625 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 893.0137 generator_grad_norm: 0.0125 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:29:54,204 INFO: [lm_ai..][Iter: 1,604] [eta: 18:24:49] step_time: 71.9212 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0603 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 826.0209 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:31:02,811 INFO: [lm_ai..][Iter: 1,605] [eta: 18:23:32] step_time: 68.6042 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0608 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 772.3510 generator_grad_norm: 0.0044 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:32:15,670 INFO: [lm_ai..][Iter: 1,606] [eta: 18:22:17] step_time: 72.8575 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0742 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 672.1842 generator_grad_norm: 0.0109 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:33:28,500 INFO: [lm_ai..][Iter: 1,607] [eta: 18:21:02] step_time: 72.8287 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0759 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 810.6643 generator_grad_norm: 0.0132 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:34:42,258 INFO: [lm_ai..][Iter: 1,608] [eta: 18:19:47] step_time: 73.7557 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0665 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 735.1003 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:35:54,704 INFO: [lm_ai..][Iter: 1,609] [eta: 18:18:32] step_time: 72.4453 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0754 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 923.1041 generator_grad_norm: 0.0118 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:37:13,610 INFO: [lm_ai..][Iter: 1,610] [eta: 18:17:21] step_time: 78.9041 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0777 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 802.1615 generator_grad_norm: 0.0123 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:38:32,662 INFO: [lm_ai..][Iter: 1,611] [eta: 18:16:09] step_time: 77.4239 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0604 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 776.8242 generator_grad_norm: 0.0049 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 16:39:46,896 INFO: [lm_ai..][Iter: 1,612] [eta: 18:14:55] step_time: 74.2328 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0751 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 820.1201 generator_grad_norm: 0.0121 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:41:02,107 INFO: [lm_ai..][Iter: 1,613] [eta: 18:13:42] step_time: 75.2097 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0604 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 878.4595 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:42:18,033 INFO: [lm_ai..][Iter: 1,614] [eta: 18:12:29] step_time: 75.9249 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0620 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 793.7730 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:43:31,103 INFO: [lm_ai..][Iter: 1,615] [eta: 18:11:14] step_time: 73.0687 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0642 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 845.1054 generator_grad_norm: 0.0080 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:44:44,272 INFO: [lm_ai..][Iter: 1,616] [eta: 18:09:59] step_time: 73.1671 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0760 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 870.9808 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:46:03,943 INFO: [lm_ai..][Iter: 1,617] [eta: 18:08:48] step_time: 79.6698 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0725 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 835.0939 generator_grad_norm: 0.0143 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:47:21,879 INFO: [lm_ai..][Iter: 1,618] [eta: 18:07:36] step_time: 77.9341 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0661 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 682.8120 generator_grad_norm: 0.0109 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:48:36,003 INFO: [lm_ai..][Iter: 1,619] [eta: 18:06:22] step_time: 74.1224 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0636 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 907.5504 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:49:46,347 INFO: [lm_ai..][Iter: 1,620] [eta: 18:05:05] step_time: 70.3433 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0687 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 797.3678 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:51:05,389 INFO: [lm_ai..][Iter: 1,621] [eta: 18:03:54] step_time: 77.1893 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0730 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 656.6562 generator_grad_norm: 0.0062 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 16:52:18,567 INFO: [lm_ai..][Iter: 1,622] [eta: 18:02:39] step_time: 73.1764 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0780 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 840.4845 generator_grad_norm: 0.0169 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:53:34,963 INFO: [lm_ai..][Iter: 1,623] [eta: 18:01:26] step_time: 76.3953 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0751 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 793.3651 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:54:43,885 INFO: [lm_ai..][Iter: 1,624] [eta: 18:00:09] step_time: 68.9206 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0606 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 863.7920 generator_grad_norm: 0.0150 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:55:57,739 INFO: [lm_ai..][Iter: 1,625] [eta: 17:58:55] step_time: 73.8519 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0670 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 842.7616 generator_grad_norm: 0.0098 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:57:11,475 INFO: [lm_ai..][Iter: 1,626] [eta: 17:57:41] step_time: 73.7346 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0863 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 544.9709 generator_grad_norm: 0.0118 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:58:23,943 INFO: [lm_ai..][Iter: 1,627] [eta: 17:56:26] step_time: 72.4674 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0707 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 797.2285 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 16:59:40,190 INFO: [lm_ai..][Iter: 1,628] [eta: 17:55:13] step_time: 76.2455 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0814 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 842.9309 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:00:53,823 INFO: [lm_ai..][Iter: 1,629] [eta: 17:53:58] step_time: 73.6316 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0795 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 677.3281 generator_grad_norm: 0.0094 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:02:08,450 INFO: [lm_ai..][Iter: 1,630] [eta: 17:52:44] step_time: 74.6250 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0636 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 856.7649 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:03:25,999 INFO: [lm_ai..][Iter: 1,631] [eta: 17:51:32] step_time: 75.6975 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0780 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 680.4231 generator_grad_norm: 0.0103 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 17:04:40,320 INFO: [lm_ai..][Iter: 1,632] [eta: 17:50:18] step_time: 74.3196 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0660 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 809.7161 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:05:57,380 INFO: [lm_ai..][Iter: 1,633] [eta: 17:49:05] step_time: 77.0591 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0702 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 751.1348 generator_grad_norm: 0.0136 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:07:06,967 INFO: [lm_ai..][Iter: 1,634] [eta: 17:47:49] step_time: 69.5858 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0826 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 819.5298 generator_grad_norm: 0.0428 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:08:19,575 INFO: [lm_ai..][Iter: 1,635] [eta: 17:46:34] step_time: 72.6063 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0638 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 781.3429 generator_grad_norm: 0.0097 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:09:32,035 INFO: [lm_ai..][Iter: 1,636] [eta: 17:45:19] step_time: 72.4580 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0760 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 861.3873 generator_grad_norm: 0.0094 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:10:42,132 INFO: [lm_ai..][Iter: 1,637] [eta: 17:44:02] step_time: 70.0956 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0812 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 783.2517 generator_grad_norm: 0.0190 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:11:59,269 INFO: [lm_ai..][Iter: 1,638] [eta: 17:42:50] step_time: 77.1359 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0609 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 876.3978 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:13:12,494 INFO: [lm_ai..][Iter: 1,639] [eta: 17:41:35] step_time: 73.2240 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0626 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 749.5907 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:14:24,244 INFO: [lm_ai..][Iter: 1,640] [eta: 17:40:20] step_time: 71.7483 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0707 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 783.9952 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:15:39,704 INFO: [lm_ai..][Iter: 1,641] [eta: 17:39:06] step_time: 73.6704 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0732 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 748.1439 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 17:16:53,500 INFO: [lm_ai..][Iter: 1,642] [eta: 17:37:52] step_time: 73.7947 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0725 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 816.4575 generator_grad_norm: 0.0100 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:18:03,998 INFO: [lm_ai..][Iter: 1,643] [eta: 17:36:36] step_time: 70.4972 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0758 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 794.7103 generator_grad_norm: 0.0093 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:19:15,019 INFO: [lm_ai..][Iter: 1,644] [eta: 17:35:20] step_time: 71.0188 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0774 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 889.9421 generator_grad_norm: 0.0139 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:20:31,120 INFO: [lm_ai..][Iter: 1,645] [eta: 17:34:07] step_time: 76.0996 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0668 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 762.2805 generator_grad_norm: 0.0142 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:21:46,916 INFO: [lm_ai..][Iter: 1,646] [eta: 17:32:54] step_time: 75.7945 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0857 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 883.4453 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:23:02,548 INFO: [lm_ai..][Iter: 1,647] [eta: 17:31:40] step_time: 75.6311 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0652 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 812.9419 generator_grad_norm: 0.0080 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:24:14,265 INFO: [lm_ai..][Iter: 1,648] [eta: 17:30:25] step_time: 71.7156 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0815 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 770.8582 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:25:24,543 INFO: [lm_ai..][Iter: 1,649] [eta: 17:29:09] step_time: 70.2759 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0682 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 791.0533 generator_grad_norm: 0.0057 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:26:34,617 INFO: [lm_ai..][Iter: 1,650] [eta: 17:27:53] step_time: 70.0728 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0777 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 894.5361 generator_grad_norm: 0.0099 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:26:40,669 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-11 17:27:54,875 INFO: [lm_ai..][Iter: 1,651] [eta: 17:26:42] step_time: 73.9660 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0785 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 758.5997 generator_grad_norm: 0.0101 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 17:29:08,192 INFO: [lm_ai..][Iter: 1,652] [eta: 17:25:27] step_time: 73.3156 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0765 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 756.6268 generator_grad_norm: 0.0088 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:30:23,344 INFO: [lm_ai..][Iter: 1,653] [eta: 17:24:13] step_time: 75.1509 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0766 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 647.5474 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:31:36,552 INFO: [lm_ai..][Iter: 1,654] [eta: 17:22:59] step_time: 73.2060 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0711 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 858.3453 generator_grad_norm: 0.0089 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:32:54,392 INFO: [lm_ai..][Iter: 1,655] [eta: 17:21:46] step_time: 77.8387 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0664 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 795.6466 generator_grad_norm: 0.0068 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:34:10,431 INFO: [lm_ai..][Iter: 1,656] [eta: 17:20:33] step_time: 76.0381 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0697 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 752.9553 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:35:28,489 INFO: [lm_ai..][Iter: 1,657] [eta: 17:19:21] step_time: 78.0562 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0606 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 882.3115 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:36:36,613 INFO: [lm_ai..][Iter: 1,658] [eta: 17:18:04] step_time: 68.1230 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0781 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 693.3232 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:37:51,970 INFO: [lm_ai..][Iter: 1,659] [eta: 17:16:50] step_time: 75.3561 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0723 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 761.5377 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:39:12,714 INFO: [lm_ai..][Iter: 1,660] [eta: 17:15:39] step_time: 80.7418 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0681 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 678.4053 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:40:29,833 INFO: [lm_ai..][Iter: 1,661] [eta: 17:14:27] step_time: 75.2744 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0700 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 740.0200 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 17:41:44,193 INFO: [lm_ai..][Iter: 1,662] [eta: 17:13:13] step_time: 74.3583 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0753 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 787.4522 generator_grad_norm: 0.0145 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:42:56,914 INFO: [lm_ai..][Iter: 1,663] [eta: 17:11:58] step_time: 72.7194 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0739 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 843.9200 generator_grad_norm: 0.0060 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:44:10,929 INFO: [lm_ai..][Iter: 1,664] [eta: 17:10:44] step_time: 74.0130 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0719 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 834.0337 generator_grad_norm: 0.0211 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:45:30,797 INFO: [lm_ai..][Iter: 1,665] [eta: 17:09:32] step_time: 79.8673 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0654 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 788.6726 generator_grad_norm: 0.0084 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:46:42,984 INFO: [lm_ai..][Iter: 1,666] [eta: 17:08:17] step_time: 72.1859 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0700 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 773.4667 generator_grad_norm: 0.0093 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:47:57,023 INFO: [lm_ai..][Iter: 1,667] [eta: 17:07:03] step_time: 74.0374 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0697 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 791.2370 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:49:09,066 INFO: [lm_ai..][Iter: 1,668] [eta: 17:05:48] step_time: 72.0417 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0803 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 835.3225 generator_grad_norm: 0.0068 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:50:24,355 INFO: [lm_ai..][Iter: 1,669] [eta: 17:04:34] step_time: 75.2872 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0642 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 731.2799 generator_grad_norm: 0.0067 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:51:37,920 INFO: [lm_ai..][Iter: 1,670] [eta: 17:03:20] step_time: 73.5635 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0694 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 866.9369 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:52:56,276 INFO: [lm_ai..][Iter: 1,671] [eta: 17:02:08] step_time: 76.6580 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0645 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 829.6693 generator_grad_norm: 0.0057 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 17:54:14,516 INFO: [lm_ai..][Iter: 1,672] [eta: 17:00:56] step_time: 78.2389 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0694 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 810.3429 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:55:31,496 INFO: [lm_ai..][Iter: 1,673] [eta: 16:59:43] step_time: 76.9785 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0659 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 868.9138 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:56:52,680 INFO: [lm_ai..][Iter: 1,674] [eta: 16:58:32] step_time: 81.1819 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0756 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 828.2961 generator_grad_norm: 0.0206 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:58:03,220 INFO: [lm_ai..][Iter: 1,675] [eta: 16:57:16] step_time: 70.5393 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0714 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 788.6685 generator_grad_norm: 0.0064 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 17:59:11,929 INFO: [lm_ai..][Iter: 1,676] [eta: 16:55:59] step_time: 68.7073 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0744 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 835.0630 generator_grad_norm: 0.0064 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:00:24,820 INFO: [lm_ai..][Iter: 1,677] [eta: 16:54:45] step_time: 72.8896 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0709 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 750.7640 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:01:34,717 INFO: [lm_ai..][Iter: 1,678] [eta: 16:53:28] step_time: 69.8959 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0786 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 781.4067 generator_grad_norm: 0.0449 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:02:52,757 INFO: [lm_ai..][Iter: 1,679] [eta: 16:52:16] step_time: 78.0382 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0756 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 819.1991 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:04:04,914 INFO: [lm_ai..][Iter: 1,680] [eta: 16:51:01] step_time: 72.1554 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0846 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 838.9067 generator_grad_norm: 0.0080 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:05:20,463 INFO: [lm_ai..][Iter: 1,681] [eta: 16:49:47] step_time: 73.8402 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0783 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 733.7278 generator_grad_norm: 0.0094 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 18:06:32,931 INFO: [lm_ai..][Iter: 1,682] [eta: 16:48:32] step_time: 72.4658 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0763 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 888.9225 generator_grad_norm: 0.0096 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:07:52,037 INFO: [lm_ai..][Iter: 1,683] [eta: 16:47:21] step_time: 79.1053 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0966 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 761.3369 generator_grad_norm: 0.0131 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:09:06,461 INFO: [lm_ai..][Iter: 1,684] [eta: 16:46:07] step_time: 74.4223 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0688 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 814.4572 generator_grad_norm: 0.0115 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:10:22,117 INFO: [lm_ai..][Iter: 1,685] [eta: 16:44:53] step_time: 75.6546 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0740 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 807.7161 generator_grad_norm: 0.0069 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:11:32,489 INFO: [lm_ai..][Iter: 1,686] [eta: 16:43:37] step_time: 70.3710 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0678 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 727.0396 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:12:44,482 INFO: [lm_ai..][Iter: 1,687] [eta: 16:42:22] step_time: 71.9916 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0754 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 617.8873 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:13:57,458 INFO: [lm_ai..][Iter: 1,688] [eta: 16:41:07] step_time: 72.9749 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0716 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 746.6146 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:15:06,025 INFO: [lm_ai..][Iter: 1,689] [eta: 16:39:50] step_time: 68.5655 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0799 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 788.6837 generator_grad_norm: 0.0103 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:16:18,821 INFO: [lm_ai..][Iter: 1,690] [eta: 16:38:36] step_time: 72.7945 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0780 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 780.6939 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:17:29,940 INFO: [lm_ai..][Iter: 1,691] [eta: 16:37:20] step_time: 69.3897 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0741 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 833.2792 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 18:18:42,083 INFO: [lm_ai..][Iter: 1,692] [eta: 16:36:05] step_time: 72.1422 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0760 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 833.0499 generator_grad_norm: 0.0096 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:19:53,451 INFO: [lm_ai..][Iter: 1,693] [eta: 16:34:49] step_time: 71.3662 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0725 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 830.0537 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:21:05,941 INFO: [lm_ai..][Iter: 1,694] [eta: 16:33:35] step_time: 72.4881 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0739 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 813.4661 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:22:19,219 INFO: [lm_ai..][Iter: 1,695] [eta: 16:32:20] step_time: 73.2770 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0720 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 812.2114 generator_grad_norm: 0.0141 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:23:36,191 INFO: [lm_ai..][Iter: 1,696] [eta: 16:31:07] step_time: 76.9704 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0773 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 835.4525 generator_grad_norm: 0.0058 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:24:50,292 INFO: [lm_ai..][Iter: 1,697] [eta: 16:29:53] step_time: 74.1001 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0694 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 851.6158 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:26:07,424 INFO: [lm_ai..][Iter: 1,698] [eta: 16:28:40] step_time: 77.1299 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0804 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 731.1437 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:27:22,688 INFO: [lm_ai..][Iter: 1,699] [eta: 16:27:27] step_time: 75.2632 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0781 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 922.6265 generator_grad_norm: 0.0104 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:28:35,045 INFO: [lm_ai..][Iter: 1,700] [eta: 16:26:12] step_time: 72.3552 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0723 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 862.0590 generator_grad_norm: 0.0144 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:28:41,121 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-11 18:29:58,648 INFO: [lm_ai..][Iter: 1,701] [eta: 16:25:02] step_time: 77.2981 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0697 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 830.3217 generator_grad_norm: 0.0068 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 18:31:14,558 INFO: [lm_ai..][Iter: 1,702] [eta: 16:23:49] step_time: 75.9093 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0730 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 877.5333 generator_grad_norm: 0.0160 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:32:26,676 INFO: [lm_ai..][Iter: 1,703] [eta: 16:22:33] step_time: 72.1167 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0713 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 740.0982 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:33:46,203 INFO: [lm_ai..][Iter: 1,704] [eta: 16:21:22] step_time: 79.5249 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0667 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 865.3127 generator_grad_norm: 0.0080 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:34:58,401 INFO: [lm_ai..][Iter: 1,705] [eta: 16:20:07] step_time: 72.1973 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0661 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 690.1231 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:36:10,730 INFO: [lm_ai..][Iter: 1,706] [eta: 16:18:52] step_time: 72.3269 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0633 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 908.4226 generator_grad_norm: 0.0103 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:37:22,710 INFO: [lm_ai..][Iter: 1,707] [eta: 16:17:37] step_time: 71.9794 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0752 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 701.7896 generator_grad_norm: 0.0171 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:38:38,878 INFO: [lm_ai..][Iter: 1,708] [eta: 16:16:23] step_time: 76.1663 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0761 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 828.8674 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:39:54,660 INFO: [lm_ai..][Iter: 1,709] [eta: 16:15:10] step_time: 75.7803 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0733 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 750.6590 generator_grad_norm: 0.0052 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:41:07,745 INFO: [lm_ai..][Iter: 1,710] [eta: 16:13:55] step_time: 73.0834 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0733 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 743.5432 generator_grad_norm: 0.0112 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:42:23,017 INFO: [lm_ai..][Iter: 1,711] [eta: 16:12:42] step_time: 73.5858 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0653 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 764.3756 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 18:43:33,905 INFO: [lm_ai..][Iter: 1,712] [eta: 16:11:26] step_time: 70.8863 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0781 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 664.6390 generator_grad_norm: 0.0080 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:44:44,952 INFO: [lm_ai..][Iter: 1,713] [eta: 16:10:10] step_time: 71.0458 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0719 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 743.8325 generator_grad_norm: 0.0102 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:45:57,457 INFO: [lm_ai..][Iter: 1,714] [eta: 16:08:55] step_time: 72.5041 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0760 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 810.0958 generator_grad_norm: 0.0173 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:47:05,016 INFO: [lm_ai..][Iter: 1,715] [eta: 16:07:38] step_time: 67.5571 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0701 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 752.4717 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:48:17,557 INFO: [lm_ai..][Iter: 1,716] [eta: 16:06:23] step_time: 72.5402 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0713 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 713.7271 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:49:30,767 INFO: [lm_ai..][Iter: 1,717] [eta: 16:05:09] step_time: 73.2082 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0725 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 634.7592 generator_grad_norm: 0.0080 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:50:45,782 INFO: [lm_ai..][Iter: 1,718] [eta: 16:03:55] step_time: 75.0130 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0727 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 754.4512 generator_grad_norm: 0.0047 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:52:00,990 INFO: [lm_ai..][Iter: 1,719] [eta: 16:02:41] step_time: 75.2066 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0603 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 878.3948 generator_grad_norm: 0.0125 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:53:16,536 INFO: [lm_ai..][Iter: 1,720] [eta: 16:01:28] step_time: 75.5449 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0702 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 709.2227 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:54:31,310 INFO: [lm_ai..][Iter: 1,721] [eta: 16:00:14] step_time: 73.1070 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0678 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 859.3801 generator_grad_norm: 0.0133 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 18:55:46,026 INFO: [lm_ai..][Iter: 1,722] [eta: 15:59:00] step_time: 74.7150 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0720 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 823.9869 generator_grad_norm: 0.0171 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:57:02,648 INFO: [lm_ai..][Iter: 1,723] [eta: 15:57:47] step_time: 76.6199 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0683 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 827.4188 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:58:14,891 INFO: [lm_ai..][Iter: 1,724] [eta: 15:56:32] step_time: 72.2426 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0748 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 725.4023 generator_grad_norm: 0.0149 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 18:59:27,702 INFO: [lm_ai..][Iter: 1,725] [eta: 15:55:17] step_time: 72.8088 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0764 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 712.8803 generator_grad_norm: 0.0094 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:00:37,155 INFO: [lm_ai..][Iter: 1,726] [eta: 15:54:01] step_time: 69.4516 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0615 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 793.8411 generator_grad_norm: 0.0043 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:01:52,190 INFO: [lm_ai..][Iter: 1,727] [eta: 15:52:47] step_time: 75.0340 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0764 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 698.2605 generator_grad_norm: 0.0092 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:03:03,303 INFO: [lm_ai..][Iter: 1,728] [eta: 15:51:32] step_time: 71.1119 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0660 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 822.5607 generator_grad_norm: 0.0095 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:04:08,877 INFO: [lm_ai..][Iter: 1,729] [eta: 15:50:14] step_time: 65.5715 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0864 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 733.0886 generator_grad_norm: 0.0137 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:05:17,600 INFO: [lm_ai..][Iter: 1,730] [eta: 15:48:57] step_time: 68.7219 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0722 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 659.1082 generator_grad_norm: 0.0054 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:06:35,877 INFO: [lm_ai..][Iter: 1,731] [eta: 15:47:45] step_time: 76.4963 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0651 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 865.2296 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 19:07:48,251 INFO: [lm_ai..][Iter: 1,732] [eta: 15:46:30] step_time: 72.3718 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0805 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 767.1087 generator_grad_norm: 0.0135 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:09:04,089 INFO: [lm_ai..][Iter: 1,733] [eta: 15:45:17] step_time: 75.8367 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0661 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 659.8796 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:10:20,370 INFO: [lm_ai..][Iter: 1,734] [eta: 15:44:04] step_time: 76.2803 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0673 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 769.6747 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:11:35,093 INFO: [lm_ai..][Iter: 1,735] [eta: 15:42:50] step_time: 74.7214 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0860 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 759.0167 generator_grad_norm: 0.0253 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:12:49,971 INFO: [lm_ai..][Iter: 1,736] [eta: 15:41:36] step_time: 74.8758 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0620 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 719.5364 generator_grad_norm: 0.0110 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:14:01,791 INFO: [lm_ai..][Iter: 1,737] [eta: 15:40:21] step_time: 71.8189 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0789 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 656.4283 generator_grad_norm: 0.0229 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:15:15,949 INFO: [lm_ai..][Iter: 1,738] [eta: 15:39:07] step_time: 74.1562 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0683 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 820.9099 generator_grad_norm: 0.0060 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:16:29,115 INFO: [lm_ai..][Iter: 1,739] [eta: 15:37:52] step_time: 73.1650 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0744 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 785.8900 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:17:41,831 INFO: [lm_ai..][Iter: 1,740] [eta: 15:36:37] step_time: 72.7146 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0698 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 600.9970 generator_grad_norm: 0.0055 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:18:55,766 INFO: [lm_ai..][Iter: 1,741] [eta: 15:35:23] step_time: 72.2617 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0655 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 730.4539 generator_grad_norm: 0.0047 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 19:20:07,046 INFO: [lm_ai..][Iter: 1,742] [eta: 15:34:08] step_time: 71.2785 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0626 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 855.0027 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:21:16,128 INFO: [lm_ai..][Iter: 1,743] [eta: 15:32:51] step_time: 69.0798 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0756 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 828.9967 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:22:25,239 INFO: [lm_ai..][Iter: 1,744] [eta: 15:31:35] step_time: 69.1099 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0773 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 750.5588 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:23:39,972 INFO: [lm_ai..][Iter: 1,745] [eta: 15:30:21] step_time: 74.7315 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0680 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 831.2336 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:24:54,739 INFO: [lm_ai..][Iter: 1,746] [eta: 15:29:07] step_time: 74.7662 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0756 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 753.7413 generator_grad_norm: 0.0102 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:26:10,438 INFO: [lm_ai..][Iter: 1,747] [eta: 15:27:54] step_time: 75.6974 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0661 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 780.5319 generator_grad_norm: 0.0093 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:27:19,484 INFO: [lm_ai..][Iter: 1,748] [eta: 15:26:37] step_time: 69.0443 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0682 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 819.6523 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:28:36,602 INFO: [lm_ai..][Iter: 1,749] [eta: 15:25:25] step_time: 77.1164 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0689 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 818.3442 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:29:50,966 INFO: [lm_ai..][Iter: 1,750] [eta: 15:24:11] step_time: 74.3632 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0765 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 701.2819 generator_grad_norm: 0.0064 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:29:57,222 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-11 19:31:09,886 INFO: [lm_ai..][Iter: 1,751] [eta: 15:22:58] step_time: 72.4211 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0722 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 857.1093 generator_grad_norm: 0.0100 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 19:32:24,720 INFO: [lm_ai..][Iter: 1,752] [eta: 15:21:45] step_time: 74.8327 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0748 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 897.1985 generator_grad_norm: 0.0137 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:33:35,799 INFO: [lm_ai..][Iter: 1,753] [eta: 15:20:29] step_time: 71.0773 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0634 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 723.8153 generator_grad_norm: 0.0054 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:34:52,756 INFO: [lm_ai..][Iter: 1,754] [eta: 15:19:16] step_time: 76.9558 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0654 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 826.5082 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:36:04,921 INFO: [lm_ai..][Iter: 1,755] [eta: 15:18:01] step_time: 72.1636 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0713 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 809.9676 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:37:20,582 INFO: [lm_ai..][Iter: 1,756] [eta: 15:16:48] step_time: 75.6599 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0680 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 788.5656 generator_grad_norm: 0.0054 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:38:33,824 INFO: [lm_ai..][Iter: 1,757] [eta: 15:15:33] step_time: 73.2407 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0697 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 794.1788 generator_grad_norm: 0.0084 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:39:42,116 INFO: [lm_ai..][Iter: 1,758] [eta: 15:14:17] step_time: 68.2901 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0681 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 877.4974 generator_grad_norm: 0.0111 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:40:53,608 INFO: [lm_ai..][Iter: 1,759] [eta: 15:13:01] step_time: 71.4906 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0715 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 949.0344 generator_grad_norm: 0.0149 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:42:05,977 INFO: [lm_ai..][Iter: 1,760] [eta: 15:11:47] step_time: 72.3680 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0641 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 845.1467 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:43:23,922 INFO: [lm_ai..][Iter: 1,761] [eta: 15:10:34] step_time: 76.1952 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0746 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 779.8701 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 19:44:35,674 INFO: [lm_ai..][Iter: 1,762] [eta: 15:09:19] step_time: 71.7503 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0726 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 838.5701 generator_grad_norm: 0.0137 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:45:51,278 INFO: [lm_ai..][Iter: 1,763] [eta: 15:08:05] step_time: 75.6021 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0603 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 815.2659 generator_grad_norm: 0.0092 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:47:07,027 INFO: [lm_ai..][Iter: 1,764] [eta: 15:06:52] step_time: 75.7481 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0676 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 774.0821 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:48:16,879 INFO: [lm_ai..][Iter: 1,765] [eta: 15:05:36] step_time: 69.8510 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0701 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 738.7721 generator_grad_norm: 0.0092 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:49:32,601 INFO: [lm_ai..][Iter: 1,766] [eta: 15:04:23] step_time: 75.7201 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0626 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 836.3748 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:50:49,889 INFO: [lm_ai..][Iter: 1,767] [eta: 15:03:10] step_time: 77.2866 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0624 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 846.0339 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:52:01,307 INFO: [lm_ai..][Iter: 1,768] [eta: 15:01:55] step_time: 71.4170 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0680 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 734.4604 generator_grad_norm: 0.0116 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:53:13,354 INFO: [lm_ai..][Iter: 1,769] [eta: 15:00:40] step_time: 72.0455 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0752 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 791.8456 generator_grad_norm: 0.0157 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:54:27,904 INFO: [lm_ai..][Iter: 1,770] [eta: 14:59:26] step_time: 74.5487 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0690 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 711.5314 generator_grad_norm: 0.0094 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:55:40,127 INFO: [lm_ai..][Iter: 1,771] [eta: 14:58:11] step_time: 70.5396 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0692 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 752.1317 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 19:56:56,902 INFO: [lm_ai..][Iter: 1,772] [eta: 14:56:58] step_time: 76.7737 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0863 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 794.5001 generator_grad_norm: 0.0114 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:58:07,518 INFO: [lm_ai..][Iter: 1,773] [eta: 14:55:42] step_time: 70.6149 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0745 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 763.5712 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 19:59:17,701 INFO: [lm_ai..][Iter: 1,774] [eta: 14:54:26] step_time: 70.1812 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0689 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 813.1252 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:00:33,444 INFO: [lm_ai..][Iter: 1,775] [eta: 14:53:13] step_time: 75.7415 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0679 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 780.2463 generator_grad_norm: 0.0148 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:01:44,690 INFO: [lm_ai..][Iter: 1,776] [eta: 14:51:58] step_time: 71.2446 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0757 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 824.6193 generator_grad_norm: 0.0115 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:03:01,765 INFO: [lm_ai..][Iter: 1,777] [eta: 14:50:45] step_time: 77.0735 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0627 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 870.9114 generator_grad_norm: 0.0102 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:04:12,328 INFO: [lm_ai..][Iter: 1,778] [eta: 14:49:29] step_time: 70.5620 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0652 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 814.0054 generator_grad_norm: 0.0060 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:05:29,107 INFO: [lm_ai..][Iter: 1,779] [eta: 14:48:16] step_time: 76.7775 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0701 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 866.0709 generator_grad_norm: 0.0098 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:06:45,671 INFO: [lm_ai..][Iter: 1,780] [eta: 14:47:03] step_time: 76.5620 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0774 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 766.7224 generator_grad_norm: 0.0123 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:08:01,592 INFO: [lm_ai..][Iter: 1,781] [eta: 14:45:49] step_time: 74.1556 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0591 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 694.1213 generator_grad_norm: 0.0095 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 20:09:16,300 INFO: [lm_ai..][Iter: 1,782] [eta: 14:44:36] step_time: 74.7060 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0767 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 779.6296 generator_grad_norm: 0.0104 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:10:27,799 INFO: [lm_ai..][Iter: 1,783] [eta: 14:43:20] step_time: 71.4978 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0658 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 818.6548 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:11:40,669 INFO: [lm_ai..][Iter: 1,784] [eta: 14:42:06] step_time: 72.8689 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0737 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 886.2082 generator_grad_norm: 0.0158 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:12:57,128 INFO: [lm_ai..][Iter: 1,785] [eta: 14:40:53] step_time: 76.4576 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0748 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 786.8397 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:14:09,478 INFO: [lm_ai..][Iter: 1,786] [eta: 14:39:38] step_time: 72.3486 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0713 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 842.5240 generator_grad_norm: 0.0088 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:15:19,353 INFO: [lm_ai..][Iter: 1,787] [eta: 14:38:22] step_time: 69.8731 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0716 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 792.8702 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:16:32,677 INFO: [lm_ai..][Iter: 1,788] [eta: 14:37:07] step_time: 73.3233 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0761 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 811.3251 generator_grad_norm: 0.0143 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:17:47,193 INFO: [lm_ai..][Iter: 1,789] [eta: 14:35:54] step_time: 74.5139 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0604 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 817.8062 generator_grad_norm: 0.0058 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:19:02,900 INFO: [lm_ai..][Iter: 1,790] [eta: 14:34:40] step_time: 75.7063 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0838 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 822.7310 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:20:22,572 INFO: [lm_ai..][Iter: 1,791] [eta: 14:33:28] step_time: 77.7186 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0724 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 806.9193 generator_grad_norm: 0.0123 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 20:21:38,188 INFO: [lm_ai..][Iter: 1,792] [eta: 14:32:15] step_time: 75.6141 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0827 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 804.8495 generator_grad_norm: 0.0123 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:22:52,193 INFO: [lm_ai..][Iter: 1,793] [eta: 14:31:00] step_time: 74.0033 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0835 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 754.2374 generator_grad_norm: 0.0187 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:24:04,561 INFO: [lm_ai..][Iter: 1,794] [eta: 14:29:46] step_time: 72.3669 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0672 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 899.6172 generator_grad_norm: 0.0112 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:25:17,101 INFO: [lm_ai..][Iter: 1,795] [eta: 14:28:31] step_time: 72.5387 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0578 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 767.8668 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:26:28,188 INFO: [lm_ai..][Iter: 1,796] [eta: 14:27:15] step_time: 71.0852 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0712 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 864.9714 generator_grad_norm: 0.2150 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:27:46,335 INFO: [lm_ai..][Iter: 1,797] [eta: 14:26:03] step_time: 78.1464 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0629 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 831.2251 generator_grad_norm: 0.0131 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:28:59,690 INFO: [lm_ai..][Iter: 1,798] [eta: 14:24:48] step_time: 73.3530 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0691 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 769.0071 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:30:13,195 INFO: [lm_ai..][Iter: 1,799] [eta: 14:23:34] step_time: 73.5033 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0756 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 740.3373 generator_grad_norm: 0.0110 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:31:23,747 INFO: [lm_ai..][Iter: 1,800] [eta: 14:22:19] step_time: 70.5510 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0666 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 772.3368 generator_grad_norm: 0.0057 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:31:29,802 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-11 20:32:40,455 INFO: [lm_ai..][Iter: 1,801] [eta: 14:21:05] step_time: 70.4267 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0787 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 670.7068 generator_grad_norm: 0.0156 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 20:33:56,574 INFO: [lm_ai..][Iter: 1,802] [eta: 14:19:52] step_time: 76.1175 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0655 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 783.1152 generator_grad_norm: 0.0094 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:35:12,626 INFO: [lm_ai..][Iter: 1,803] [eta: 14:18:39] step_time: 76.0511 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0646 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 893.3201 generator_grad_norm: 0.0092 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:36:24,217 INFO: [lm_ai..][Iter: 1,804] [eta: 14:17:24] step_time: 71.5894 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0757 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 842.9260 generator_grad_norm: 0.0125 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:37:41,504 INFO: [lm_ai..][Iter: 1,805] [eta: 14:16:11] step_time: 77.2854 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0730 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 825.1643 generator_grad_norm: 0.0182 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:38:53,903 INFO: [lm_ai..][Iter: 1,806] [eta: 14:14:56] step_time: 72.3980 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0634 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 735.4784 generator_grad_norm: 0.0088 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:40:06,875 INFO: [lm_ai..][Iter: 1,807] [eta: 14:13:41] step_time: 72.9700 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0698 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 788.1125 generator_grad_norm: 0.0104 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:41:21,195 INFO: [lm_ai..][Iter: 1,808] [eta: 14:12:27] step_time: 74.3191 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0795 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 727.7704 generator_grad_norm: 0.0125 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:42:36,348 INFO: [lm_ai..][Iter: 1,809] [eta: 14:11:14] step_time: 75.1515 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0688 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 782.6226 generator_grad_norm: 0.0130 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:43:56,817 INFO: [lm_ai..][Iter: 1,810] [eta: 14:10:02] step_time: 80.4677 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0717 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 845.0200 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:45:11,078 INFO: [lm_ai..][Iter: 1,811] [eta: 14:08:48] step_time: 72.3400 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0637 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 804.9022 generator_grad_norm: 0.0104 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 20:46:28,774 INFO: [lm_ai..][Iter: 1,812] [eta: 14:07:35] step_time: 77.6945 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0803 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 873.3922 generator_grad_norm: 0.0103 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:47:40,341 INFO: [lm_ai..][Iter: 1,813] [eta: 14:06:20] step_time: 71.5657 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0714 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 868.2332 generator_grad_norm: 0.0144 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:48:51,438 INFO: [lm_ai..][Iter: 1,814] [eta: 14:05:05] step_time: 71.0953 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0667 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 770.8825 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:50:04,925 INFO: [lm_ai..][Iter: 1,815] [eta: 14:03:50] step_time: 73.4861 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0835 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 671.4272 generator_grad_norm: 0.0116 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:51:12,743 INFO: [lm_ai..][Iter: 1,816] [eta: 14:02:34] step_time: 67.8163 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0657 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 766.5402 generator_grad_norm: 0.0095 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:52:30,776 INFO: [lm_ai..][Iter: 1,817] [eta: 14:01:21] step_time: 78.0320 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0687 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 822.6060 generator_grad_norm: 0.0102 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:53:42,436 INFO: [lm_ai..][Iter: 1,818] [eta: 14:00:06] step_time: 71.6583 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0664 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 871.7015 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:54:57,129 INFO: [lm_ai..][Iter: 1,819] [eta: 13:58:52] step_time: 74.6915 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0749 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 833.5197 generator_grad_norm: 0.0134 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:56:14,034 INFO: [lm_ai..][Iter: 1,820] [eta: 13:57:39] step_time: 76.9039 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0743 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 716.9210 generator_grad_norm: 0.0084 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:57:29,193 INFO: [lm_ai..][Iter: 1,821] [eta: 13:56:25] step_time: 73.3685 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0678 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 769.5800 generator_grad_norm: 0.0345 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 20:58:40,512 INFO: [lm_ai..][Iter: 1,822] [eta: 13:55:10] step_time: 71.3178 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0687 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 762.8386 generator_grad_norm: 0.0096 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 20:59:56,087 INFO: [lm_ai..][Iter: 1,823] [eta: 13:53:56] step_time: 75.5735 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0740 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 836.1182 generator_grad_norm: 0.0093 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:01:08,871 INFO: [lm_ai..][Iter: 1,824] [eta: 13:52:42] step_time: 72.7833 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0634 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 887.7207 generator_grad_norm: 0.0170 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:02:21,445 INFO: [lm_ai..][Iter: 1,825] [eta: 13:51:27] step_time: 72.5659 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0674 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 737.2476 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:03:37,151 INFO: [lm_ai..][Iter: 1,826] [eta: 13:50:14] step_time: 75.7041 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0639 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 729.3354 generator_grad_norm: 0.0108 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:04:51,575 INFO: [lm_ai..][Iter: 1,827] [eta: 13:49:00] step_time: 74.4228 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0699 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 843.9143 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:06:05,570 INFO: [lm_ai..][Iter: 1,828] [eta: 13:47:45] step_time: 73.9935 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0613 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 891.0822 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:07:18,545 INFO: [lm_ai..][Iter: 1,829] [eta: 13:46:31] step_time: 72.9737 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0624 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 791.7923 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:08:34,212 INFO: [lm_ai..][Iter: 1,830] [eta: 13:45:17] step_time: 75.6661 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0750 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 728.0056 generator_grad_norm: 0.0064 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:09:51,899 INFO: [lm_ai..][Iter: 1,831] [eta: 13:44:04] step_time: 75.8655 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0766 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 618.6699 generator_grad_norm: 0.0124 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 21:11:04,939 INFO: [lm_ai..][Iter: 1,832] [eta: 13:42:50] step_time: 73.0388 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0721 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 789.0659 generator_grad_norm: 0.0096 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:12:22,864 INFO: [lm_ai..][Iter: 1,833] [eta: 13:41:37] step_time: 77.9233 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0686 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 841.1450 generator_grad_norm: 0.0100 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:13:38,673 INFO: [lm_ai..][Iter: 1,834] [eta: 13:40:24] step_time: 75.8077 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0704 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 756.5316 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:14:55,684 INFO: [lm_ai..][Iter: 1,835] [eta: 13:39:11] step_time: 77.0098 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0722 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 718.3015 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:16:09,414 INFO: [lm_ai..][Iter: 1,836] [eta: 13:37:56] step_time: 73.7282 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0681 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 800.1425 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:17:22,722 INFO: [lm_ai..][Iter: 1,837] [eta: 13:36:42] step_time: 73.3063 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0699 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 880.0472 generator_grad_norm: 0.0141 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:18:36,920 INFO: [lm_ai..][Iter: 1,838] [eta: 13:35:28] step_time: 74.1970 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0657 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 776.1849 generator_grad_norm: 0.0095 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:19:48,430 INFO: [lm_ai..][Iter: 1,839] [eta: 13:34:13] step_time: 71.5081 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0779 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 840.0699 generator_grad_norm: 0.0048 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:21:02,999 INFO: [lm_ai..][Iter: 1,840] [eta: 13:32:59] step_time: 74.5678 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0691 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 712.1359 generator_grad_norm: 0.0193 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:22:15,096 INFO: [lm_ai..][Iter: 1,841] [eta: 13:31:44] step_time: 70.3642 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0737 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 823.3148 generator_grad_norm: 0.0117 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 21:23:30,977 INFO: [lm_ai..][Iter: 1,842] [eta: 13:30:30] step_time: 75.8795 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0677 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 703.8143 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:24:42,428 INFO: [lm_ai..][Iter: 1,843] [eta: 13:29:15] step_time: 71.4490 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0735 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 691.5380 generator_grad_norm: 0.0055 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:25:59,470 INFO: [lm_ai..][Iter: 1,844] [eta: 13:28:02] step_time: 77.0414 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0679 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 848.6670 generator_grad_norm: 0.0111 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:27:13,481 INFO: [lm_ai..][Iter: 1,845] [eta: 13:26:48] step_time: 74.0092 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0805 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 830.6276 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:28:23,831 INFO: [lm_ai..][Iter: 1,846] [eta: 13:25:33] step_time: 70.3490 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0715 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 766.9637 generator_grad_norm: 0.0094 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:29:36,255 INFO: [lm_ai..][Iter: 1,847] [eta: 13:24:18] step_time: 72.4222 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0653 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 861.8317 generator_grad_norm: 0.0078 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:30:52,380 INFO: [lm_ai..][Iter: 1,848] [eta: 13:23:04] step_time: 76.1235 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0701 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 802.5952 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:32:05,118 INFO: [lm_ai..][Iter: 1,849] [eta: 13:21:50] step_time: 72.7365 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0670 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 805.5380 generator_grad_norm: 0.0104 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:33:16,265 INFO: [lm_ai..][Iter: 1,850] [eta: 13:20:35] step_time: 71.1455 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0707 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 812.9298 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:33:22,473 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-11 21:34:32,813 INFO: [lm_ai..][Iter: 1,851] [eta: 13:19:21] step_time: 70.1047 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0755 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 904.0809 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 21:35:46,954 INFO: [lm_ai..][Iter: 1,852] [eta: 13:18:07] step_time: 74.1394 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0686 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 887.9600 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:36:58,559 INFO: [lm_ai..][Iter: 1,853] [eta: 13:16:52] step_time: 71.6035 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0747 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 652.6826 generator_grad_norm: 0.0067 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:38:10,205 INFO: [lm_ai..][Iter: 1,854] [eta: 13:15:37] step_time: 71.6444 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0749 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 849.7494 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:39:22,725 INFO: [lm_ai..][Iter: 1,855] [eta: 13:14:22] step_time: 72.5186 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0703 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 821.6123 generator_grad_norm: 0.0102 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:40:37,717 INFO: [lm_ai..][Iter: 1,856] [eta: 13:13:09] step_time: 74.9907 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0748 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 658.1858 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:41:53,403 INFO: [lm_ai..][Iter: 1,857] [eta: 13:11:55] step_time: 75.6837 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0760 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 639.2272 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:43:07,201 INFO: [lm_ai..][Iter: 1,858] [eta: 13:10:41] step_time: 73.7966 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0687 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 814.0079 generator_grad_norm: 0.0152 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:44:24,325 INFO: [lm_ai..][Iter: 1,859] [eta: 13:09:28] step_time: 77.1234 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0766 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 856.6671 generator_grad_norm: 0.0125 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:45:38,703 INFO: [lm_ai..][Iter: 1,860] [eta: 13:08:14] step_time: 74.3763 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0697 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 846.4450 generator_grad_norm: 0.0177 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:46:54,128 INFO: [lm_ai..][Iter: 1,861] [eta: 13:07:00] step_time: 73.6040 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0700 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 928.9624 generator_grad_norm: 0.0069 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 21:48:02,369 INFO: [lm_ai..][Iter: 1,862] [eta: 13:05:44] step_time: 68.2399 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0690 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 816.2861 generator_grad_norm: 0.0060 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:49:15,351 INFO: [lm_ai..][Iter: 1,863] [eta: 13:04:29] step_time: 72.9809 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0725 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 849.7997 generator_grad_norm: 0.0057 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:50:30,420 INFO: [lm_ai..][Iter: 1,864] [eta: 13:03:16] step_time: 75.0673 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0644 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 767.6870 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:51:44,627 INFO: [lm_ai..][Iter: 1,865] [eta: 13:02:01] step_time: 74.2060 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0723 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 824.2690 generator_grad_norm: 0.0080 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:52:55,616 INFO: [lm_ai..][Iter: 1,866] [eta: 13:00:46] step_time: 70.9877 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0651 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 752.4196 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:54:10,354 INFO: [lm_ai..][Iter: 1,867] [eta: 12:59:32] step_time: 74.7361 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0762 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 794.3091 generator_grad_norm: 0.0140 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:55:21,713 INFO: 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50.60GiB peak_alloc 48.11GiB] +2026-08-11 21:59:16,006 INFO: [lm_ai..][Iter: 1,871] [eta: 12:54:39] step_time: 79.7497 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0672 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 769.1061 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 22:00:30,357 INFO: [lm_ai..][Iter: 1,872] [eta: 12:53:25] step_time: 74.3487 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0764 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 717.5060 generator_grad_norm: 0.0340 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:01:41,807 INFO: [lm_ai..][Iter: 1,873] [eta: 12:52:10] step_time: 71.4492 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0831 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 888.6517 generator_grad_norm: 0.0111 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:02:55,603 INFO: [lm_ai..][Iter: 1,874] [eta: 12:50:56] step_time: 73.7943 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0757 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 803.9244 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:04:08,002 INFO: [lm_ai..][Iter: 1,875] [eta: 12:49:41] step_time: 72.3975 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0735 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 747.0746 generator_grad_norm: 0.0084 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:05:19,418 INFO: [lm_ai..][Iter: 1,876] [eta: 12:48:26] step_time: 71.4144 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0830 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 688.6620 generator_grad_norm: 0.0131 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:06:35,361 INFO: [lm_ai..][Iter: 1,877] [eta: 12:47:12] step_time: 75.9419 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0708 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 871.8044 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:07:54,678 INFO: [lm_ai..][Iter: 1,878] [eta: 12:46:00] step_time: 79.3160 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0651 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 869.0733 generator_grad_norm: 0.0067 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:09:06,486 INFO: [lm_ai..][Iter: 1,879] [eta: 12:44:45] step_time: 71.8060 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0721 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 818.8563 generator_grad_norm: 0.0105 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:10:19,900 INFO: [lm_ai..][Iter: 1,880] [eta: 12:43:31] step_time: 73.4124 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0671 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 865.2927 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:11:33,766 INFO: [lm_ai..][Iter: 1,881] [eta: 12:42:16] step_time: 71.9878 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0695 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 678.9082 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 22:12:47,426 INFO: [lm_ai..][Iter: 1,882] [eta: 12:41:02] step_time: 73.6587 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0684 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 843.8323 generator_grad_norm: 0.0104 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:13:54,907 INFO: [lm_ai..][Iter: 1,883] [eta: 12:39:46] step_time: 67.4800 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0699 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 828.8608 generator_grad_norm: 0.0067 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:15:09,125 INFO: [lm_ai..][Iter: 1,884] [eta: 12:38:32] step_time: 74.2162 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0830 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 692.0288 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:16:26,969 INFO: [lm_ai..][Iter: 1,885] [eta: 12:37:19] step_time: 77.8424 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0659 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 810.8691 generator_grad_norm: 0.0102 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:17:42,696 INFO: [lm_ai..][Iter: 1,886] [eta: 12:36:05] step_time: 75.7256 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0824 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 871.7551 generator_grad_norm: 0.0112 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:18:56,866 INFO: [lm_ai..][Iter: 1,887] [eta: 12:34:51] step_time: 74.1689 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0700 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 708.7204 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:20:11,028 INFO: [lm_ai..][Iter: 1,888] [eta: 12:33:37] step_time: 74.1606 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0696 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 818.4948 generator_grad_norm: 0.0096 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:21:28,207 INFO: [lm_ai..][Iter: 1,889] [eta: 12:32:24] step_time: 77.1774 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0735 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 760.1727 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:22:42,846 INFO: [lm_ai..][Iter: 1,890] [eta: 12:31:10] step_time: 74.6372 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0606 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 888.2269 generator_grad_norm: 0.0120 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:23:57,448 INFO: [lm_ai..][Iter: 1,891] [eta: 12:29:56] step_time: 72.7146 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0724 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 770.3628 generator_grad_norm: 0.0054 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 22:25:09,867 INFO: [lm_ai..][Iter: 1,892] [eta: 12:28:41] step_time: 72.4169 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0657 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 800.3319 generator_grad_norm: 0.0134 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:26:21,069 INFO: [lm_ai..][Iter: 1,893] [eta: 12:27:26] step_time: 71.2010 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0782 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 849.5817 generator_grad_norm: 0.0202 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:27:42,630 INFO: [lm_ai..][Iter: 1,894] [eta: 12:26:14] step_time: 81.5597 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0720 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 886.0891 generator_grad_norm: 0.0092 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:28:51,287 INFO: [lm_ai..][Iter: 1,895] [eta: 12:24:59] step_time: 68.6553 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0750 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 927.0938 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:30:07,297 INFO: [lm_ai..][Iter: 1,896] [eta: 12:23:45] step_time: 76.0087 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0745 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 662.5013 generator_grad_norm: 0.0106 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:31:16,575 INFO: [lm_ai..][Iter: 1,897] [eta: 12:22:29] step_time: 69.2770 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0730 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 879.1317 generator_grad_norm: 0.0144 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:32:31,746 INFO: [lm_ai..][Iter: 1,898] [eta: 12:21:16] step_time: 75.1700 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0644 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 914.6534 generator_grad_norm: 0.0099 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:33:42,619 INFO: [lm_ai..][Iter: 1,899] [eta: 12:20:00] step_time: 70.8714 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0689 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 806.4103 generator_grad_norm: 0.0106 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:35:00,355 INFO: [lm_ai..][Iter: 1,900] [eta: 12:18:47] step_time: 77.7339 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0595 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 687.7182 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:35:06,471 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-11 22:36:23,590 INFO: [lm_ai..][Iter: 1,901] [eta: 12:17:36] step_time: 76.8830 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0675 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 846.2947 generator_grad_norm: 0.0116 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 22:37:33,270 INFO: [lm_ai..][Iter: 1,902] [eta: 12:16:21] step_time: 69.6785 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0693 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 648.9839 generator_grad_norm: 0.0100 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:38:52,422 INFO: [lm_ai..][Iter: 1,903] [eta: 12:15:08] step_time: 79.1511 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0773 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 758.6912 generator_grad_norm: 0.0107 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:40:09,673 INFO: [lm_ai..][Iter: 1,904] [eta: 12:13:55] step_time: 77.2495 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0724 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 766.7646 generator_grad_norm: 0.0156 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:41:25,938 INFO: [lm_ai..][Iter: 1,905] [eta: 12:12:41] step_time: 76.2640 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0698 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 892.2839 generator_grad_norm: 0.0099 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:42:44,105 INFO: [lm_ai..][Iter: 1,906] [eta: 12:11:29] step_time: 78.1650 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0652 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 856.5654 generator_grad_norm: 0.0124 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:43:56,894 INFO: [lm_ai..][Iter: 1,907] [eta: 12:10:14] step_time: 72.7881 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0709 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 820.1580 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:45:07,321 INFO: [lm_ai..][Iter: 1,908] [eta: 12:08:59] step_time: 70.4256 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0672 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 878.2983 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:46:22,216 INFO: [lm_ai..][Iter: 1,909] [eta: 12:07:45] step_time: 74.8936 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0705 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 885.2688 generator_grad_norm: 0.0154 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:47:36,758 INFO: [lm_ai..][Iter: 1,910] [eta: 12:06:31] step_time: 74.5403 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0727 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 650.5380 generator_grad_norm: 0.0080 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:48:52,668 INFO: [lm_ai..][Iter: 1,911] [eta: 12:05:17] step_time: 74.0210 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0712 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 795.2920 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 22:50:08,132 INFO: [lm_ai..][Iter: 1,912] [eta: 12:04:03] step_time: 75.4622 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0669 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 717.7640 generator_grad_norm: 0.0106 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:51:24,188 INFO: [lm_ai..][Iter: 1,913] [eta: 12:02:50] step_time: 76.0546 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0650 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 808.9387 generator_grad_norm: 0.0062 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:52:32,611 INFO: [lm_ai..][Iter: 1,914] [eta: 12:01:34] step_time: 68.4216 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0901 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 560.1740 generator_grad_norm: 0.0129 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:53:44,156 INFO: [lm_ai..][Iter: 1,915] [eta: 12:00:19] step_time: 71.5441 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0671 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 718.2487 generator_grad_norm: 0.0060 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:54:56,977 INFO: [lm_ai..][Iter: 1,916] [eta: 11:59:05] step_time: 72.8197 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0715 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 830.5195 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:56:13,008 INFO: [lm_ai..][Iter: 1,917] [eta: 11:57:51] step_time: 76.0291 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0844 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 650.5298 generator_grad_norm: 0.0107 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:57:27,726 INFO: [lm_ai..][Iter: 1,918] [eta: 11:56:37] step_time: 74.7173 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0694 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 751.0243 generator_grad_norm: 0.0108 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:58:38,835 INFO: [lm_ai..][Iter: 1,919] [eta: 11:55:22] step_time: 71.1074 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0932 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 705.5687 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 22:59:51,297 INFO: [lm_ai..][Iter: 1,920] [eta: 11:54:07] step_time: 72.4603 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0649 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 835.3267 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:01:09,188 INFO: [lm_ai..][Iter: 1,921] [eta: 11:52:54] step_time: 76.1212 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0720 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 761.9049 generator_grad_norm: 0.0068 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 23:02:20,623 INFO: [lm_ai..][Iter: 1,922] [eta: 11:51:39] step_time: 71.4343 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0611 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 831.3797 generator_grad_norm: 0.0060 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:03:33,355 INFO: [lm_ai..][Iter: 1,923] [eta: 11:50:25] step_time: 72.7302 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0722 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 835.1687 generator_grad_norm: 0.0153 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:04:47,692 INFO: [lm_ai..][Iter: 1,924] [eta: 11:49:11] step_time: 74.3358 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0691 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 822.9980 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:05:59,025 INFO: [lm_ai..][Iter: 1,925] [eta: 11:47:56] step_time: 71.3316 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0764 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 813.9036 generator_grad_norm: 0.0093 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:07:09,130 INFO: [lm_ai..][Iter: 1,926] [eta: 11:46:41] step_time: 70.1039 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0722 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 751.8766 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:08:17,516 INFO: [lm_ai..][Iter: 1,927] [eta: 11:45:25] step_time: 68.3844 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0846 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 820.2176 generator_grad_norm: 0.0301 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:09:32,250 INFO: [lm_ai..][Iter: 1,928] [eta: 11:44:11] step_time: 74.7327 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0698 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 604.6810 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:10:48,190 INFO: [lm_ai..][Iter: 1,929] [eta: 11:42:57] step_time: 75.9386 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0606 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 850.3622 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:12:01,507 INFO: [lm_ai..][Iter: 1,930] [eta: 11:41:43] step_time: 73.3158 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0679 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 835.3472 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:13:23,473 INFO: [lm_ai..][Iter: 1,931] [eta: 11:40:31] step_time: 80.2736 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0653 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 713.1865 generator_grad_norm: 0.0067 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 23:14:35,287 INFO: [lm_ai..][Iter: 1,932] [eta: 11:39:16] step_time: 71.8120 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0787 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 835.4724 generator_grad_norm: 0.0116 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:15:54,054 INFO: [lm_ai..][Iter: 1,933] [eta: 11:38:03] step_time: 78.7665 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0710 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 721.4465 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:17:01,512 INFO: [lm_ai..][Iter: 1,934] [eta: 11:36:47] step_time: 67.4561 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0662 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 786.7010 generator_grad_norm: 0.0119 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:18:10,484 INFO: [lm_ai..][Iter: 1,935] [eta: 11:35:32] step_time: 68.9704 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0730 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 609.0176 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:19:24,911 INFO: [lm_ai..][Iter: 1,936] [eta: 11:34:18] step_time: 74.4261 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0706 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 636.7922 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:20:42,609 INFO: [lm_ai..][Iter: 1,937] [eta: 11:33:05] step_time: 77.6963 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0665 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 765.6436 generator_grad_norm: 0.0144 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:21:54,996 INFO: [lm_ai..][Iter: 1,938] [eta: 11:31:50] step_time: 72.3860 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0658 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 799.8928 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:23:08,403 INFO: [lm_ai..][Iter: 1,939] [eta: 11:30:36] step_time: 73.4054 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0691 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 790.1199 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:24:23,905 INFO: [lm_ai..][Iter: 1,940] [eta: 11:29:22] step_time: 75.4999 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0742 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 753.6023 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:25:46,999 INFO: [lm_ai..][Iter: 1,941] [eta: 11:28:10] step_time: 81.4129 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0743 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 751.5268 generator_grad_norm: 0.0168 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 23:26:57,219 INFO: [lm_ai..][Iter: 1,942] [eta: 11:26:55] step_time: 70.2186 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0746 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 935.7156 generator_grad_norm: 0.0119 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:28:12,207 INFO: [lm_ai..][Iter: 1,943] [eta: 11:25:41] step_time: 74.9869 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0618 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 816.4962 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:29:21,396 INFO: [lm_ai..][Iter: 1,944] [eta: 11:24:26] step_time: 69.1877 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0673 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 942.5710 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:30:31,390 INFO: [lm_ai..][Iter: 1,945] [eta: 11:23:10] step_time: 69.9931 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0719 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 757.3215 generator_grad_norm: 0.0111 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:31:46,399 INFO: [lm_ai..][Iter: 1,946] [eta: 11:21:57] step_time: 75.0069 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0742 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 721.8899 generator_grad_norm: 0.0124 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:33:01,833 INFO: [lm_ai..][Iter: 1,947] [eta: 11:20:43] step_time: 75.4334 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0763 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 874.9852 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:34:15,115 INFO: [lm_ai..][Iter: 1,948] [eta: 11:19:28] step_time: 73.2807 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0776 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 859.8186 generator_grad_norm: 0.0113 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:35:31,408 INFO: [lm_ai..][Iter: 1,949] [eta: 11:18:15] step_time: 76.2914 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0750 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 936.3903 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:36:46,228 INFO: [lm_ai..][Iter: 1,950] [eta: 11:17:01] step_time: 74.8187 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0729 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 864.7936 generator_grad_norm: 0.0117 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:36:52,279 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-11 23:38:08,252 INFO: [lm_ai..][Iter: 1,951] [eta: 11:15:49] step_time: 75.7407 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0730 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 822.1691 generator_grad_norm: 0.0084 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 23:39:25,780 INFO: [lm_ai..][Iter: 1,952] [eta: 11:14:36] step_time: 77.5269 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0783 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 680.6241 generator_grad_norm: 0.0153 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:40:33,743 INFO: [lm_ai..][Iter: 1,953] [eta: 11:13:20] step_time: 67.9607 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0714 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 846.8491 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:41:45,854 INFO: [lm_ai..][Iter: 1,954] [eta: 11:12:05] step_time: 72.1106 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0623 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 896.4431 generator_grad_norm: 0.0078 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:42:56,331 INFO: [lm_ai..][Iter: 1,955] [eta: 11:10:50] step_time: 70.4747 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0630 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 876.7917 generator_grad_norm: 0.0062 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:44:06,536 INFO: [lm_ai..][Iter: 1,956] [eta: 11:09:35] step_time: 70.2033 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0842 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 854.1164 generator_grad_norm: 0.0390 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:45:24,217 INFO: [lm_ai..][Iter: 1,957] [eta: 11:08:22] step_time: 77.6792 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0700 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 728.0306 generator_grad_norm: 0.0089 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:46:35,970 INFO: [lm_ai..][Iter: 1,958] [eta: 11:07:07] step_time: 71.7520 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0575 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 870.3630 generator_grad_norm: 0.0088 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:47:45,730 INFO: [lm_ai..][Iter: 1,959] [eta: 11:05:52] step_time: 69.7580 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0739 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 841.6499 generator_grad_norm: 0.0092 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:49:02,982 INFO: [lm_ai..][Iter: 1,960] [eta: 11:04:38] step_time: 77.2511 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0827 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 764.5291 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:50:18,244 INFO: [lm_ai..][Iter: 1,961] [eta: 11:03:25] step_time: 73.5955 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0725 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 727.3094 generator_grad_norm: 0.0115 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-11 23:51:30,943 INFO: [lm_ai..][Iter: 1,962] [eta: 11:02:10] step_time: 72.6978 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0563 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 775.1940 generator_grad_norm: 0.0064 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:52:46,068 INFO: [lm_ai..][Iter: 1,963] [eta: 11:00:56] step_time: 75.1233 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0803 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 729.6333 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:54:04,210 INFO: [lm_ai..][Iter: 1,964] [eta: 10:59:43] step_time: 78.1407 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0659 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 690.5889 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:55:14,316 INFO: [lm_ai..][Iter: 1,965] [eta: 10:58:28] step_time: 70.1052 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0745 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 598.3928 generator_grad_norm: 0.0146 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:56:25,375 INFO: [lm_ai..][Iter: 1,966] [eta: 10:57:13] step_time: 71.0571 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0784 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 687.9670 generator_grad_norm: 0.0128 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:57:39,251 INFO: [lm_ai..][Iter: 1,967] [eta: 10:55:59] step_time: 73.8752 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0720 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 853.0003 generator_grad_norm: 0.0191 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-11 23:58:54,620 INFO: [lm_ai..][Iter: 1,968] [eta: 10:54:45] step_time: 75.3671 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0768 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 851.9120 generator_grad_norm: 0.0231 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:00:05,442 INFO: [lm_ai..][Iter: 1,969] [eta: 10:53:30] step_time: 70.8205 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0710 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 688.5327 generator_grad_norm: 0.0109 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:01:23,054 INFO: [lm_ai..][Iter: 1,970] [eta: 10:52:17] step_time: 77.6107 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0664 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 761.2299 generator_grad_norm: 0.0113 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:02:39,960 INFO: [lm_ai..][Iter: 1,971] [eta: 10:51:03] step_time: 75.1263 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0785 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 799.8127 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 00:03:51,555 INFO: [lm_ai..][Iter: 1,972] [eta: 10:49:49] step_time: 71.5928 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0716 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 809.4540 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:05:08,005 INFO: [lm_ai..][Iter: 1,973] [eta: 10:48:35] step_time: 76.4488 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0724 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 768.3376 generator_grad_norm: 0.0078 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:06:21,936 INFO: [lm_ai..][Iter: 1,974] [eta: 10:47:21] step_time: 73.9294 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0628 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 896.3364 generator_grad_norm: 0.0100 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:07:36,688 INFO: [lm_ai..][Iter: 1,975] [eta: 10:46:07] step_time: 74.7509 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0706 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 857.3538 generator_grad_norm: 0.0064 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:08:54,142 INFO: [lm_ai..][Iter: 1,976] [eta: 10:44:54] step_time: 77.4532 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0726 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 801.9661 generator_grad_norm: 0.0069 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:10:13,255 INFO: [lm_ai..][Iter: 1,977] [eta: 10:43:41] step_time: 79.1115 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0588 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 797.8507 generator_grad_norm: 0.0092 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:11:21,477 INFO: [lm_ai..][Iter: 1,978] [eta: 10:42:25] step_time: 68.2201 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0790 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 627.4700 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:12:35,285 INFO: [lm_ai..][Iter: 1,979] [eta: 10:41:11] step_time: 73.8068 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0680 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 837.2847 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:13:50,615 INFO: [lm_ai..][Iter: 1,980] [eta: 10:39:57] step_time: 75.3285 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0653 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 785.0276 generator_grad_norm: 0.0058 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:15:11,245 INFO: [lm_ai..][Iter: 1,981] [eta: 10:38:45] step_time: 78.9554 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0707 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 861.7869 generator_grad_norm: 0.0094 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 00:16:22,280 INFO: [lm_ai..][Iter: 1,982] [eta: 10:37:30] step_time: 71.0342 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0724 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 786.6861 generator_grad_norm: 0.0101 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:17:38,739 INFO: [lm_ai..][Iter: 1,983] [eta: 10:36:16] step_time: 76.4573 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0797 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 906.6584 generator_grad_norm: 0.0067 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:18:54,192 INFO: [lm_ai..][Iter: 1,984] [eta: 10:35:03] step_time: 75.4514 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0714 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 775.7785 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:20:05,238 INFO: [lm_ai..][Iter: 1,985] [eta: 10:33:48] step_time: 71.0450 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0719 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 806.9665 generator_grad_norm: 0.0114 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:21:17,194 INFO: [lm_ai..][Iter: 1,986] [eta: 10:32:33] step_time: 71.9543 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0702 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 824.7173 generator_grad_norm: 0.0058 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:22:28,014 INFO: [lm_ai..][Iter: 1,987] [eta: 10:31:18] step_time: 70.8188 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0576 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 835.3651 generator_grad_norm: 0.0096 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:23:41,961 INFO: [lm_ai..][Iter: 1,988] [eta: 10:30:04] step_time: 73.9460 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0691 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 857.7380 generator_grad_norm: 0.0258 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:24:57,387 INFO: [lm_ai..][Iter: 1,989] [eta: 10:28:50] step_time: 75.4242 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0685 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 774.6405 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:26:10,358 INFO: [lm_ai..][Iter: 1,990] [eta: 10:27:36] step_time: 72.9701 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0724 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 671.7406 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:27:27,627 INFO: [lm_ai..][Iter: 1,991] [eta: 10:26:22] step_time: 75.4598 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0790 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 582.9114 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 00:28:44,201 INFO: [lm_ai..][Iter: 1,992] [eta: 10:25:09] step_time: 76.5730 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0645 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 832.2232 generator_grad_norm: 0.0098 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:29:54,190 INFO: [lm_ai..][Iter: 1,993] [eta: 10:23:54] step_time: 69.9869 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0651 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 910.8981 generator_grad_norm: 0.0105 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:31:09,113 INFO: [lm_ai..][Iter: 1,994] [eta: 10:22:40] step_time: 74.9217 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0651 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 759.0898 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:32:25,699 INFO: [lm_ai..][Iter: 1,995] [eta: 10:21:26] step_time: 76.5850 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0710 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 784.9178 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:33:34,982 INFO: [lm_ai..][Iter: 1,996] [eta: 10:20:11] step_time: 69.2816 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0738 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 854.6521 generator_grad_norm: 0.0167 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:34:51,095 INFO: [lm_ai..][Iter: 1,997] [eta: 10:18:57] step_time: 76.1110 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0770 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 840.1523 generator_grad_norm: 0.0130 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:36:04,823 INFO: [lm_ai..][Iter: 1,998] [eta: 10:17:43] step_time: 73.7271 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0672 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 773.5912 generator_grad_norm: 0.0102 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:37:17,212 INFO: [lm_ai..][Iter: 1,999] [eta: 10:16:28] step_time: 72.3876 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0633 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 776.9998 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:38:27,963 INFO: [lm_ai..][Iter: 2,000] [eta: 10:15:13] step_time: 70.7489 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0583 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 820.4399 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:38:34,414 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-12 00:40:32,253 INFO: [lm_ai..][Iter: 2,001] [eta: 10:14:12] step_time: 75.4594 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0775 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 858.3571 generator_grad_norm: 0.0131 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 00:41:46,880 INFO: [lm_ai..][Iter: 2,002] [eta: 10:12:58] step_time: 74.6252 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0739 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 546.0625 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:43:00,087 INFO: [lm_ai..][Iter: 2,003] [eta: 10:11:43] step_time: 73.1928 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0786 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 827.8942 generator_grad_norm: 0.0088 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:44:09,948 INFO: [lm_ai..][Iter: 2,004] [eta: 10:10:28] step_time: 69.8591 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0616 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 889.5761 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:45:25,191 INFO: [lm_ai..][Iter: 2,005] [eta: 10:09:14] step_time: 75.2414 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0763 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 648.0693 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:46:36,455 INFO: [lm_ai..][Iter: 2,006] [eta: 10:07:59] step_time: 71.2627 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0683 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 795.6136 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:47:52,374 INFO: [lm_ai..][Iter: 2,007] [eta: 10:06:46] step_time: 75.9175 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0687 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 726.2296 generator_grad_norm: 0.0048 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:49:06,430 INFO: [lm_ai..][Iter: 2,008] [eta: 10:05:32] step_time: 74.0554 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0680 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 933.2136 generator_grad_norm: 0.0088 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:50:24,341 INFO: [lm_ai..][Iter: 2,009] [eta: 10:04:18] step_time: 77.9094 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0759 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 793.8942 generator_grad_norm: 0.0084 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:51:44,737 INFO: [lm_ai..][Iter: 2,010] [eta: 10:03:06] step_time: 80.3948 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0631 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 757.2419 generator_grad_norm: 0.0093 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:52:56,321 INFO: [lm_ai..][Iter: 2,011] [eta: 10:01:51] step_time: 69.7528 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0805 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 834.4808 generator_grad_norm: 0.0176 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 00:54:12,479 INFO: [lm_ai..][Iter: 2,012] [eta: 10:00:37] step_time: 76.1561 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0789 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 870.6736 generator_grad_norm: 0.0113 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:55:29,581 INFO: [lm_ai..][Iter: 2,013] [eta: 9:59:24] step_time: 77.1013 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0776 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 677.6965 generator_grad_norm: 0.0097 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:56:41,949 INFO: [lm_ai..][Iter: 2,014] [eta: 9:58:09] step_time: 72.3660 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0757 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 858.7825 generator_grad_norm: 0.0102 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:57:58,583 INFO: [lm_ai..][Iter: 2,015] [eta: 9:56:56] step_time: 76.6332 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0684 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 779.5466 generator_grad_norm: 0.0107 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 00:59:11,032 INFO: [lm_ai..][Iter: 2,016] [eta: 9:55:41] step_time: 72.4474 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0829 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 827.8986 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:00:24,239 INFO: [lm_ai..][Iter: 2,017] [eta: 9:54:27] step_time: 73.2058 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0701 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 915.1016 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:01:43,912 INFO: [lm_ai..][Iter: 2,018] [eta: 9:53:14] step_time: 79.6709 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0737 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 843.2100 generator_grad_norm: 0.0144 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:03:05,602 INFO: [lm_ai..][Iter: 2,019] [eta: 9:52:02] step_time: 81.6896 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0612 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 691.3440 generator_grad_norm: 0.0048 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:04:24,583 INFO: [lm_ai..][Iter: 2,020] [eta: 9:50:49] step_time: 78.9792 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0713 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 789.1981 generator_grad_norm: 0.0162 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:05:39,701 INFO: [lm_ai..][Iter: 2,021] [eta: 9:49:35] step_time: 73.4596 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0889 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 684.5264 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 01:06:52,940 INFO: [lm_ai..][Iter: 2,022] [eta: 9:48:20] step_time: 73.2373 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0605 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 764.1335 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:08:09,736 INFO: [lm_ai..][Iter: 2,023] [eta: 9:47:07] step_time: 76.7946 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0621 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 751.4423 generator_grad_norm: 0.0249 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:09:18,794 INFO: [lm_ai..][Iter: 2,024] [eta: 9:45:51] step_time: 69.0567 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0677 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 835.4247 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:10:31,276 INFO: [lm_ai..][Iter: 2,025] [eta: 9:44:37] step_time: 72.4805 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0688 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 882.6846 generator_grad_norm: 0.0102 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:11:44,013 INFO: [lm_ai..][Iter: 2,026] [eta: 9:43:22] step_time: 72.7361 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0735 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 798.8235 generator_grad_norm: 0.0137 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:13:00,400 INFO: [lm_ai..][Iter: 2,027] [eta: 9:42:09] step_time: 76.3854 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0719 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 696.2096 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:14:14,891 INFO: [lm_ai..][Iter: 2,028] [eta: 9:40:55] step_time: 74.4896 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0744 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 708.1649 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:15:29,285 INFO: [lm_ai..][Iter: 2,029] [eta: 9:39:40] step_time: 74.3930 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0656 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 886.7702 generator_grad_norm: 0.0196 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:16:46,606 INFO: [lm_ai..][Iter: 2,030] [eta: 9:38:27] step_time: 77.3195 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0788 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 610.0557 generator_grad_norm: 0.0049 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:18:01,680 INFO: [lm_ai..][Iter: 2,031] [eta: 9:37:13] step_time: 73.3202 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0727 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 828.7961 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 01:19:11,314 INFO: [lm_ai..][Iter: 2,032] [eta: 9:35:58] step_time: 69.6328 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0651 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 820.8210 generator_grad_norm: 0.0069 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:20:26,088 INFO: [lm_ai..][Iter: 2,033] [eta: 9:34:44] step_time: 74.7725 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0741 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 771.1783 generator_grad_norm: 0.0144 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:21:36,058 INFO: [lm_ai..][Iter: 2,034] [eta: 9:33:29] step_time: 69.9684 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0747 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 810.4259 generator_grad_norm: 0.0100 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:22:42,827 INFO: [lm_ai..][Iter: 2,035] [eta: 9:32:13] step_time: 66.7676 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0742 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 819.4857 generator_grad_norm: 0.0130 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:23:56,602 INFO: [lm_ai..][Iter: 2,036] [eta: 9:30:59] step_time: 73.7733 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0702 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 746.1241 generator_grad_norm: 0.0105 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:25:09,916 INFO: [lm_ai..][Iter: 2,037] [eta: 9:29:44] step_time: 73.3126 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0748 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 881.3676 generator_grad_norm: 0.0226 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:26:21,318 INFO: [lm_ai..][Iter: 2,038] [eta: 9:28:30] step_time: 71.4002 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0738 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 590.3025 generator_grad_norm: 0.0260 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:27:35,287 INFO: [lm_ai..][Iter: 2,039] [eta: 9:27:15] step_time: 73.9674 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0708 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 732.7939 generator_grad_norm: 0.0132 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:28:52,332 INFO: [lm_ai..][Iter: 2,040] [eta: 9:26:02] step_time: 77.0445 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0630 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 748.0669 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:30:09,146 INFO: [lm_ai..][Iter: 2,041] [eta: 9:24:48] step_time: 75.1288 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0790 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 904.4745 generator_grad_norm: 0.0092 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 01:31:27,880 INFO: [lm_ai..][Iter: 2,042] [eta: 9:23:35] step_time: 78.7327 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0679 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 798.9247 generator_grad_norm: 0.0109 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:32:41,645 INFO: [lm_ai..][Iter: 2,043] [eta: 9:22:21] step_time: 73.7632 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0759 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 872.0937 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:33:53,555 INFO: [lm_ai..][Iter: 2,044] [eta: 9:21:06] step_time: 71.9093 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0754 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 731.9259 generator_grad_norm: 0.0084 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:35:02,664 INFO: [lm_ai..][Iter: 2,045] [eta: 9:19:51] step_time: 69.1070 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0734 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 886.2128 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:36:19,440 INFO: [lm_ai..][Iter: 2,046] [eta: 9:18:37] step_time: 76.7750 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0675 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 839.7161 generator_grad_norm: 0.0111 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:37:37,416 INFO: [lm_ai..][Iter: 2,047] [eta: 9:17:24] step_time: 77.9753 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0665 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 811.0126 generator_grad_norm: 0.0162 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:38:50,603 INFO: [lm_ai..][Iter: 2,048] [eta: 9:16:10] step_time: 73.1853 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0735 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 850.8910 generator_grad_norm: 0.0080 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:40:06,117 INFO: [lm_ai..][Iter: 2,049] [eta: 9:14:56] step_time: 75.5130 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0631 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 867.2138 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:41:20,141 INFO: [lm_ai..][Iter: 2,050] [eta: 9:13:42] step_time: 74.0223 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0688 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 670.7772 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:41:26,422 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-12 01:42:36,664 INFO: [lm_ai..][Iter: 2,051] [eta: 9:12:28] step_time: 70.0096 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0652 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 554.6379 generator_grad_norm: 0.0053 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 01:43:52,564 INFO: [lm_ai..][Iter: 2,052] [eta: 9:11:14] step_time: 75.8992 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0639 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 822.3204 generator_grad_norm: 0.0098 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:45:05,513 INFO: [lm_ai..][Iter: 2,053] [eta: 9:10:00] step_time: 72.9476 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0650 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 745.9022 generator_grad_norm: 0.0103 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:46:28,306 INFO: [lm_ai..][Iter: 2,054] [eta: 9:08:48] step_time: 82.7913 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0659 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 680.7126 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:47:38,571 INFO: [lm_ai..][Iter: 2,055] [eta: 9:07:33] step_time: 70.2640 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0753 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 893.6491 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:48:50,982 INFO: [lm_ai..][Iter: 2,056] [eta: 9:06:18] step_time: 72.4096 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0685 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 831.2877 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:50:10,967 INFO: [lm_ai..][Iter: 2,057] [eta: 9:05:05] step_time: 79.9840 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0637 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 739.9124 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:51:25,009 INFO: [lm_ai..][Iter: 2,058] [eta: 9:03:51] step_time: 74.0409 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0718 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 663.9752 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:52:32,941 INFO: [lm_ai..][Iter: 2,059] [eta: 9:02:35] step_time: 67.9306 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0659 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 866.3762 generator_grad_norm: 0.0042 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:53:41,946 INFO: [lm_ai..][Iter: 2,060] [eta: 9:01:20] step_time: 69.0035 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0777 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 725.3481 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:54:53,613 INFO: [lm_ai..][Iter: 2,061] [eta: 9:00:05] step_time: 69.9810 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0629 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 820.5372 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 01:56:06,191 INFO: [lm_ai..][Iter: 2,062] [eta: 8:58:51] step_time: 72.5766 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0712 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 794.4707 generator_grad_norm: 0.0134 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:57:16,602 INFO: [lm_ai..][Iter: 2,063] [eta: 8:57:36] step_time: 70.4104 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0709 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 841.3416 generator_grad_norm: 0.0055 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:58:31,065 INFO: [lm_ai..][Iter: 2,064] [eta: 8:56:22] step_time: 74.4608 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0724 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 825.7982 generator_grad_norm: 0.0068 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 01:59:42,062 INFO: [lm_ai..][Iter: 2,065] [eta: 8:55:07] step_time: 70.9963 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0744 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 756.2913 generator_grad_norm: 0.0095 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:00:58,483 INFO: [lm_ai..][Iter: 2,066] [eta: 8:53:53] step_time: 76.4195 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0726 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 756.6860 generator_grad_norm: 0.0106 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:02:10,173 INFO: [lm_ai..][Iter: 2,067] [eta: 8:52:39] step_time: 71.6883 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0661 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 808.9661 generator_grad_norm: 0.0078 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:03:23,884 INFO: [lm_ai..][Iter: 2,068] [eta: 8:51:25] step_time: 73.7101 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0691 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 799.4233 generator_grad_norm: 0.0130 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:04:35,258 INFO: [lm_ai..][Iter: 2,069] [eta: 8:50:10] step_time: 71.3727 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0755 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 779.5276 generator_grad_norm: 0.0171 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:05:48,051 INFO: [lm_ai..][Iter: 2,070] [eta: 8:48:55] step_time: 72.7909 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0636 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 785.4202 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:07:00,475 INFO: [lm_ai..][Iter: 2,071] [eta: 8:47:41] step_time: 70.7215 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0679 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 770.3911 generator_grad_norm: 0.0051 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 02:08:12,956 INFO: [lm_ai..][Iter: 2,072] [eta: 8:46:26] step_time: 72.4795 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0731 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 659.9810 generator_grad_norm: 0.0045 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:09:28,580 INFO: [lm_ai..][Iter: 2,073] [eta: 8:45:13] step_time: 75.6236 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0752 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 833.8868 generator_grad_norm: 0.0111 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:10:40,512 INFO: [lm_ai..][Iter: 2,074] [eta: 8:43:58] step_time: 71.9307 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0864 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 799.7471 generator_grad_norm: 0.0119 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:11:48,175 INFO: [lm_ai..][Iter: 2,075] [eta: 8:42:42] step_time: 67.6610 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0737 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 732.6659 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:13:00,199 INFO: [lm_ai..][Iter: 2,076] [eta: 8:41:28] step_time: 72.0229 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0638 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 864.0194 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:14:23,844 INFO: [lm_ai..][Iter: 2,077] [eta: 8:40:16] step_time: 83.6430 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0737 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 845.0656 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:15:34,850 INFO: [lm_ai..][Iter: 2,078] [eta: 8:39:01] step_time: 71.0051 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0668 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 755.9858 generator_grad_norm: 0.0067 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:16:46,897 INFO: [lm_ai..][Iter: 2,079] [eta: 8:37:46] step_time: 72.0452 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0708 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 758.9106 generator_grad_norm: 0.0151 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:18:05,667 INFO: [lm_ai..][Iter: 2,080] [eta: 8:36:33] step_time: 78.7687 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0756 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 728.3864 generator_grad_norm: 0.0265 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:19:19,826 INFO: [lm_ai..][Iter: 2,081] [eta: 8:35:19] step_time: 72.4674 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0825 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 822.1179 generator_grad_norm: 0.0257 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 02:20:35,016 INFO: [lm_ai..][Iter: 2,082] [eta: 8:34:05] step_time: 75.1882 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0654 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 897.6448 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:21:50,710 INFO: [lm_ai..][Iter: 2,083] [eta: 8:32:51] step_time: 75.6927 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0667 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 693.0445 generator_grad_norm: 0.0051 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:23:05,810 INFO: [lm_ai..][Iter: 2,084] [eta: 8:31:37] step_time: 75.0987 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0714 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 897.8256 generator_grad_norm: 0.0117 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:24:22,856 INFO: [lm_ai..][Iter: 2,085] [eta: 8:30:24] step_time: 77.0439 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0693 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 692.4626 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:25:35,916 INFO: [lm_ai..][Iter: 2,086] [eta: 8:29:09] step_time: 73.0585 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0674 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 816.4219 generator_grad_norm: 0.0050 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:26:51,588 INFO: [lm_ai..][Iter: 2,087] [eta: 8:27:55] step_time: 75.6706 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0655 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 744.7260 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:28:05,885 INFO: [lm_ai..][Iter: 2,088] [eta: 8:26:41] step_time: 74.2964 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0705 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 785.0018 generator_grad_norm: 0.0137 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:29:18,411 INFO: [lm_ai..][Iter: 2,089] [eta: 8:25:27] step_time: 72.5245 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0715 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 691.3891 generator_grad_norm: 0.0095 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:30:27,823 INFO: [lm_ai..][Iter: 2,090] [eta: 8:24:12] step_time: 69.4105 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0700 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 850.4597 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:31:46,102 INFO: [lm_ai..][Iter: 2,091] [eta: 8:22:58] step_time: 76.4744 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0715 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 744.6602 generator_grad_norm: 0.0095 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 02:32:59,021 INFO: [lm_ai..][Iter: 2,092] [eta: 8:21:44] step_time: 72.9176 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0674 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 863.1271 generator_grad_norm: 0.0103 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:34:18,291 INFO: [lm_ai..][Iter: 2,093] [eta: 8:20:31] step_time: 79.2681 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0759 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 828.6398 generator_grad_norm: 0.0116 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:35:30,808 INFO: [lm_ai..][Iter: 2,094] [eta: 8:19:16] step_time: 72.5156 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0700 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 733.3026 generator_grad_norm: 0.0069 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:36:45,582 INFO: [lm_ai..][Iter: 2,095] [eta: 8:18:02] step_time: 74.7728 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0706 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 797.1963 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:37:54,389 INFO: [lm_ai..][Iter: 2,096] [eta: 8:16:47] step_time: 68.8060 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0596 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 810.6979 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:39:07,815 INFO: [lm_ai..][Iter: 2,097] [eta: 8:15:33] step_time: 73.4243 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0706 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 890.4023 generator_grad_norm: 0.0412 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:40:23,511 INFO: [lm_ai..][Iter: 2,098] [eta: 8:14:19] step_time: 75.6949 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0735 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 715.1623 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:41:36,056 INFO: [lm_ai..][Iter: 2,099] [eta: 8:13:05] step_time: 72.5434 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0710 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 735.8766 generator_grad_norm: 0.0064 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:42:47,913 INFO: [lm_ai..][Iter: 2,100] [eta: 8:11:50] step_time: 71.8558 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0759 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 757.3256 generator_grad_norm: 0.0168 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:42:54,323 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-12 02:44:08,846 INFO: [lm_ai..][Iter: 2,101] [eta: 8:10:37] step_time: 74.1827 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0694 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 731.9922 generator_grad_norm: 0.0305 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 02:45:20,949 INFO: [lm_ai..][Iter: 2,102] [eta: 8:09:23] step_time: 72.1019 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0703 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 680.9354 generator_grad_norm: 0.0060 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:46:32,353 INFO: [lm_ai..][Iter: 2,103] [eta: 8:08:08] step_time: 71.4021 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0751 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 633.8081 generator_grad_norm: 0.0078 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:47:49,257 INFO: [lm_ai..][Iter: 2,104] [eta: 8:06:54] step_time: 76.9027 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0709 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 867.7802 generator_grad_norm: 0.0245 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:49:01,103 INFO: [lm_ai..][Iter: 2,105] [eta: 8:05:40] step_time: 71.8446 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0645 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 764.5757 generator_grad_norm: 0.0150 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:50:18,374 INFO: [lm_ai..][Iter: 2,106] [eta: 8:04:26] step_time: 77.2705 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0671 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 752.2209 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:51:34,747 INFO: [lm_ai..][Iter: 2,107] [eta: 8:03:12] step_time: 76.3711 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0730 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 828.3882 generator_grad_norm: 0.0102 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:52:40,878 INFO: [lm_ai..][Iter: 2,108] [eta: 8:01:57] step_time: 66.1302 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0660 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 811.0098 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:53:54,346 INFO: [lm_ai..][Iter: 2,109] [eta: 8:00:43] step_time: 73.4664 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0731 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 747.8270 generator_grad_norm: 0.0103 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:55:02,218 INFO: [lm_ai..][Iter: 2,110] [eta: 7:59:27] step_time: 67.8710 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0593 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 804.4985 generator_grad_norm: 0.0154 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:56:15,799 INFO: [lm_ai..][Iter: 2,111] [eta: 7:58:13] step_time: 71.8786 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0641 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 755.8218 generator_grad_norm: 0.0062 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 02:57:31,022 INFO: [lm_ai..][Iter: 2,112] [eta: 7:56:59] step_time: 75.2221 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0820 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 848.9103 generator_grad_norm: 0.0153 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:58:41,438 INFO: [lm_ai..][Iter: 2,113] [eta: 7:55:44] step_time: 70.4149 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0708 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 725.9255 generator_grad_norm: 0.0108 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 02:59:53,880 INFO: [lm_ai..][Iter: 2,114] [eta: 7:54:30] step_time: 72.4397 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0676 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 846.2131 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:01:08,322 INFO: [lm_ai..][Iter: 2,115] [eta: 7:53:16] step_time: 74.4410 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0695 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 758.7871 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:02:28,096 INFO: [lm_ai..][Iter: 2,116] [eta: 7:52:03] step_time: 79.7728 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0672 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 685.4017 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:03:42,830 INFO: [lm_ai..][Iter: 2,117] [eta: 7:50:49] step_time: 74.7330 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0677 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 850.1512 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:04:53,907 INFO: [lm_ai..][Iter: 2,118] [eta: 7:49:34] step_time: 71.0754 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0802 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 788.2271 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:06:06,156 INFO: [lm_ai..][Iter: 2,119] [eta: 7:48:19] step_time: 72.2478 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0772 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 649.4900 generator_grad_norm: 0.0051 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:07:18,450 INFO: [lm_ai..][Iter: 2,120] [eta: 7:47:05] step_time: 72.2925 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0723 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 723.6603 generator_grad_norm: 0.0105 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:08:36,895 INFO: [lm_ai..][Iter: 2,121] [eta: 7:45:51] step_time: 76.4629 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0774 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 582.3981 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 03:09:50,516 INFO: [lm_ai..][Iter: 2,122] [eta: 7:44:37] step_time: 73.6201 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0713 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 791.1649 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:11:02,561 INFO: [lm_ai..][Iter: 2,123] [eta: 7:43:23] step_time: 72.0432 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0740 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 770.3923 generator_grad_norm: 0.0113 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:12:14,897 INFO: [lm_ai..][Iter: 2,124] [eta: 7:42:08] step_time: 72.3355 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0721 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 796.9362 generator_grad_norm: 0.0272 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:13:26,783 INFO: [lm_ai..][Iter: 2,125] [eta: 7:40:54] step_time: 71.8846 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0746 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 897.5927 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:14:40,060 INFO: [lm_ai..][Iter: 2,126] [eta: 7:39:39] step_time: 73.2750 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0684 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 848.3654 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:15:55,486 INFO: [lm_ai..][Iter: 2,127] [eta: 7:38:26] step_time: 75.4248 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0727 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 840.3650 generator_grad_norm: 0.0089 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:17:04,725 INFO: [lm_ai..][Iter: 2,128] [eta: 7:37:11] step_time: 69.2371 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0680 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 728.8607 generator_grad_norm: 0.0129 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:18:20,428 INFO: [lm_ai..][Iter: 2,129] [eta: 7:35:57] step_time: 75.7017 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0630 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 780.0635 generator_grad_norm: 0.0200 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:19:35,827 INFO: [lm_ai..][Iter: 2,130] [eta: 7:34:43] step_time: 75.3980 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0708 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 655.6144 generator_grad_norm: 0.0095 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:20:55,150 INFO: [lm_ai..][Iter: 2,131] [eta: 7:33:30] step_time: 77.6458 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0707 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 833.3748 generator_grad_norm: 0.0092 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 03:22:05,371 INFO: [lm_ai..][Iter: 2,132] [eta: 7:32:15] step_time: 70.2194 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0704 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 774.2066 generator_grad_norm: 0.0099 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:23:20,837 INFO: [lm_ai..][Iter: 2,133] [eta: 7:31:01] step_time: 75.4650 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0847 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 944.0303 generator_grad_norm: 0.0165 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:24:33,449 INFO: [lm_ai..][Iter: 2,134] [eta: 7:29:46] step_time: 72.6103 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0810 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 731.9508 generator_grad_norm: 0.0092 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:25:47,645 INFO: [lm_ai..][Iter: 2,135] [eta: 7:28:32] step_time: 74.1946 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0561 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 728.2200 generator_grad_norm: 0.0132 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:27:05,618 INFO: [lm_ai..][Iter: 2,136] [eta: 7:27:19] step_time: 77.9719 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0800 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 756.1719 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:28:17,958 INFO: [lm_ai..][Iter: 2,137] [eta: 7:26:04] step_time: 72.3385 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0711 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 754.8604 generator_grad_norm: 0.0114 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:29:31,012 INFO: [lm_ai..][Iter: 2,138] [eta: 7:24:50] step_time: 73.0525 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0739 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 818.4482 generator_grad_norm: 0.0134 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:30:40,255 INFO: [lm_ai..][Iter: 2,139] [eta: 7:23:35] step_time: 69.2421 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0746 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 775.1323 generator_grad_norm: 0.0138 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:31:57,489 INFO: [lm_ai..][Iter: 2,140] [eta: 7:22:21] step_time: 77.2323 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0672 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 786.9153 generator_grad_norm: 0.0078 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:33:12,938 INFO: [lm_ai..][Iter: 2,141] [eta: 7:21:07] step_time: 73.5543 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0636 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 761.9174 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 03:34:25,775 INFO: [lm_ai..][Iter: 2,142] [eta: 7:19:53] step_time: 72.8350 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0695 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 841.9752 generator_grad_norm: 0.0108 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:35:42,648 INFO: [lm_ai..][Iter: 2,143] [eta: 7:18:39] step_time: 76.8719 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0716 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 663.1096 generator_grad_norm: 0.0093 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:36:57,417 INFO: [lm_ai..][Iter: 2,144] [eta: 7:17:25] step_time: 74.7677 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0605 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 821.3779 generator_grad_norm: 0.0104 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:38:09,221 INFO: [lm_ai..][Iter: 2,145] [eta: 7:16:11] step_time: 71.8021 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0666 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 866.4750 generator_grad_norm: 0.0080 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:39:27,612 INFO: [lm_ai..][Iter: 2,146] [eta: 7:14:57] step_time: 78.3906 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0729 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 714.7678 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:40:41,550 INFO: [lm_ai..][Iter: 2,147] [eta: 7:13:43] step_time: 73.9361 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0662 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 766.2340 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:42:01,148 INFO: [lm_ai..][Iter: 2,148] [eta: 7:12:30] step_time: 79.5965 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0772 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 747.2266 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:43:13,874 INFO: [lm_ai..][Iter: 2,149] [eta: 7:11:16] step_time: 72.7248 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0795 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 787.0150 generator_grad_norm: 0.0130 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:44:24,233 INFO: [lm_ai..][Iter: 2,150] [eta: 7:10:01] step_time: 70.3573 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0576 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 746.4739 generator_grad_norm: 0.0058 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:44:30,791 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-12 03:45:39,854 INFO: [lm_ai..][Iter: 2,151] [eta: 7:08:47] step_time: 68.8387 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0738 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 872.7234 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 03:46:52,094 INFO: [lm_ai..][Iter: 2,152] [eta: 7:07:33] step_time: 72.2382 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0730 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 790.5483 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:48:07,022 INFO: [lm_ai..][Iter: 2,153] [eta: 7:06:19] step_time: 74.9271 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0674 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 773.8582 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:49:16,956 INFO: [lm_ai..][Iter: 2,154] [eta: 7:05:04] step_time: 69.9319 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0712 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 855.2473 generator_grad_norm: 0.0078 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:50:29,084 INFO: [lm_ai..][Iter: 2,155] [eta: 7:03:49] step_time: 72.1275 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0752 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 830.0642 generator_grad_norm: 0.0053 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:51:46,355 INFO: [lm_ai..][Iter: 2,156] [eta: 7:02:36] step_time: 77.2697 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0631 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 885.5620 generator_grad_norm: 0.0105 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:52:59,489 INFO: [lm_ai..][Iter: 2,157] [eta: 7:01:21] step_time: 73.1324 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0739 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 857.1725 generator_grad_norm: 0.0109 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:54:11,024 INFO: [lm_ai..][Iter: 2,158] [eta: 7:00:07] step_time: 71.5329 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0653 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 769.9456 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:55:24,688 INFO: [lm_ai..][Iter: 2,159] [eta: 6:58:53] step_time: 73.6630 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0802 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 883.9688 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:56:39,927 INFO: [lm_ai..][Iter: 2,160] [eta: 6:57:39] step_time: 75.2378 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0710 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 672.0726 generator_grad_norm: 0.0154 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 03:57:56,805 INFO: [lm_ai..][Iter: 2,161] [eta: 6:56:25] step_time: 75.2127 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0686 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 778.6989 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 03:59:12,683 INFO: [lm_ai..][Iter: 2,162] [eta: 6:55:11] step_time: 75.8763 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0816 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 572.0562 generator_grad_norm: 0.0057 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:00:32,917 INFO: [lm_ai..][Iter: 2,163] [eta: 6:53:58] step_time: 80.2327 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0635 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 860.4536 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:01:47,540 INFO: [lm_ai..][Iter: 2,164] [eta: 6:52:44] step_time: 74.6219 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0709 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 931.0659 generator_grad_norm: 0.0190 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:03:03,777 INFO: [lm_ai..][Iter: 2,165] [eta: 6:51:30] step_time: 76.2349 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0858 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 716.8138 generator_grad_norm: 0.0067 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:04:16,843 INFO: [lm_ai..][Iter: 2,166] [eta: 6:50:16] step_time: 73.0647 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0602 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 810.4415 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:05:30,635 INFO: [lm_ai..][Iter: 2,167] [eta: 6:49:01] step_time: 73.7909 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0731 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 748.6630 generator_grad_norm: 0.0131 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:06:45,013 INFO: [lm_ai..][Iter: 2,168] [eta: 6:47:47] step_time: 74.3764 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0794 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 800.9861 generator_grad_norm: 0.0111 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:07:58,721 INFO: [lm_ai..][Iter: 2,169] [eta: 6:46:33] step_time: 73.7065 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0695 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 724.1188 generator_grad_norm: 0.0144 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:09:09,674 INFO: [lm_ai..][Iter: 2,170] [eta: 6:45:18] step_time: 70.9521 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0663 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 754.6439 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:10:24,886 INFO: [lm_ai..][Iter: 2,171] [eta: 6:44:04] step_time: 73.4032 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0692 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 877.1365 generator_grad_norm: 0.0158 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 04:11:39,650 INFO: [lm_ai..][Iter: 2,172] [eta: 6:42:50] step_time: 74.7499 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0704 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 699.2084 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:12:48,620 INFO: [lm_ai..][Iter: 2,173] [eta: 6:41:35] step_time: 68.9687 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0632 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 765.9614 generator_grad_norm: 0.0100 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:14:02,437 INFO: [lm_ai..][Iter: 2,174] [eta: 6:40:21] step_time: 73.8154 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0770 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 872.4880 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:15:17,765 INFO: [lm_ai..][Iter: 2,175] [eta: 6:39:07] step_time: 75.3265 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0744 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 681.6926 generator_grad_norm: 0.0095 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:16:31,216 INFO: [lm_ai..][Iter: 2,176] [eta: 6:37:53] step_time: 73.4495 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0724 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 766.7865 generator_grad_norm: 0.0078 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:17:48,808 INFO: [lm_ai..][Iter: 2,177] [eta: 6:36:39] step_time: 77.5910 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0693 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 865.3076 generator_grad_norm: 0.0084 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:19:01,969 INFO: [lm_ai..][Iter: 2,178] [eta: 6:35:25] step_time: 73.1593 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0635 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 867.1571 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:20:10,025 INFO: [lm_ai..][Iter: 2,179] [eta: 6:34:10] step_time: 68.0552 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0631 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 759.1577 generator_grad_norm: 0.0069 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:21:22,974 INFO: [lm_ai..][Iter: 2,180] [eta: 6:32:56] step_time: 72.9464 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0638 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 821.5577 generator_grad_norm: 0.0239 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:22:37,076 INFO: [lm_ai..][Iter: 2,181] [eta: 6:31:42] step_time: 72.3924 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0718 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 851.1775 generator_grad_norm: 0.0117 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 04:23:53,824 INFO: [lm_ai..][Iter: 2,182] [eta: 6:30:28] step_time: 76.7459 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0728 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 727.7600 generator_grad_norm: 0.0097 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:25:08,333 INFO: [lm_ai..][Iter: 2,183] [eta: 6:29:14] step_time: 74.5079 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0717 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 793.0730 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:26:19,831 INFO: [lm_ai..][Iter: 2,184] [eta: 6:27:59] step_time: 71.4959 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0689 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 831.7321 generator_grad_norm: 0.0102 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:27:30,239 INFO: [lm_ai..][Iter: 2,185] [eta: 6:26:45] step_time: 70.4065 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0671 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 869.5361 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:28:45,354 INFO: 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peak_alloc 48.11GiB] +2026-08-12 04:32:23,079 INFO: [lm_ai..][Iter: 2,189] [eta: 6:21:48] step_time: 73.8118 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0722 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 801.9670 generator_grad_norm: 0.0093 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:33:34,337 INFO: [lm_ai..][Iter: 2,190] [eta: 6:20:33] step_time: 71.2562 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0699 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 837.8212 generator_grad_norm: 0.0443 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:34:46,295 INFO: [lm_ai..][Iter: 2,191] [eta: 6:19:19] step_time: 70.1867 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0791 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 770.4395 generator_grad_norm: 0.0101 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 04:36:01,138 INFO: [lm_ai..][Iter: 2,192] [eta: 6:18:05] step_time: 74.8414 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0671 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 701.1742 generator_grad_norm: 0.0102 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:37:17,236 INFO: [lm_ai..][Iter: 2,193] [eta: 6:16:51] step_time: 76.0972 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0669 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 812.5438 generator_grad_norm: 0.0055 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:38:28,496 INFO: [lm_ai..][Iter: 2,194] [eta: 6:15:36] step_time: 71.2581 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0681 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 859.8717 generator_grad_norm: 0.0060 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:39:42,611 INFO: [lm_ai..][Iter: 2,195] [eta: 6:14:22] step_time: 74.1138 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0760 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 807.3384 generator_grad_norm: 0.0195 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:40:49,293 INFO: [lm_ai..][Iter: 2,196] [eta: 6:13:07] step_time: 66.6804 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0733 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 733.6683 generator_grad_norm: 0.0058 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:42:07,447 INFO: [lm_ai..][Iter: 2,197] [eta: 6:11:53] step_time: 78.1530 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0735 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 745.5063 generator_grad_norm: 0.0127 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:43:23,491 INFO: [lm_ai..][Iter: 2,198] [eta: 6:10:39] step_time: 76.0424 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0742 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 719.2064 generator_grad_norm: 0.0078 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:44:35,947 INFO: [lm_ai..][Iter: 2,199] [eta: 6:09:25] step_time: 72.4543 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0738 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 824.7505 generator_grad_norm: 0.0165 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:45:48,276 INFO: [lm_ai..][Iter: 2,200] [eta: 6:08:11] step_time: 72.3281 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0755 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 755.0638 generator_grad_norm: 0.0084 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:45:54,644 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-12 04:47:16,024 INFO: [lm_ai..][Iter: 2,201] [eta: 6:06:58] step_time: 81.1542 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0766 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 639.2123 generator_grad_norm: 0.0237 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 04:48:29,753 INFO: [lm_ai..][Iter: 2,202] [eta: 6:05:44] step_time: 73.7278 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0737 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 780.1768 generator_grad_norm: 0.0050 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:49:43,498 INFO: [lm_ai..][Iter: 2,203] [eta: 6:04:30] step_time: 73.7434 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0690 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 770.1370 generator_grad_norm: 0.0200 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:50:51,556 INFO: [lm_ai..][Iter: 2,204] [eta: 6:03:15] step_time: 68.0569 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0673 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 665.0374 generator_grad_norm: 0.0103 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:52:05,135 INFO: [lm_ai..][Iter: 2,205] [eta: 6:02:01] step_time: 73.5772 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0663 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 782.8600 generator_grad_norm: 0.0133 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:53:17,793 INFO: [lm_ai..][Iter: 2,206] [eta: 6:00:47] step_time: 72.6569 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0825 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 818.4753 generator_grad_norm: 0.0407 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:54:31,599 INFO: [lm_ai..][Iter: 2,207] [eta: 5:59:32] step_time: 73.8041 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0746 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 708.7934 generator_grad_norm: 0.0141 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:55:47,132 INFO: [lm_ai..][Iter: 2,208] [eta: 5:58:18] step_time: 75.5319 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0739 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 889.7200 generator_grad_norm: 0.0131 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:57:00,830 INFO: [lm_ai..][Iter: 2,209] [eta: 5:57:04] step_time: 73.6962 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0597 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 901.1927 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:58:12,383 INFO: [lm_ai..][Iter: 2,210] [eta: 5:55:50] step_time: 71.5519 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0760 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 830.1947 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 04:59:29,197 INFO: [lm_ai..][Iter: 2,211] [eta: 5:54:36] step_time: 74.9434 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0755 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 770.0784 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 05:00:41,431 INFO: [lm_ai..][Iter: 2,212] [eta: 5:53:22] step_time: 72.2327 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0683 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 754.7671 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 05:01:51,876 INFO: [lm_ai..][Iter: 2,213] [eta: 5:52:07] step_time: 70.4425 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0744 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 752.3015 generator_grad_norm: 0.0060 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 05:02:58,347 INFO: 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peak_alloc 48.11GiB] +2026-08-12 05:06:29,118 INFO: [lm_ai..][Iter: 2,217] [eta: 5:47:08] step_time: 73.5706 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0672 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 823.0182 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 05:07:44,043 INFO: [lm_ai..][Iter: 2,218] [eta: 5:45:54] step_time: 74.9243 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0767 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 785.9966 generator_grad_norm: 0.0105 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 05:09:03,564 INFO: [lm_ai..][Iter: 2,219] [eta: 5:44:41] step_time: 79.5187 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0693 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 785.0492 generator_grad_norm: 0.0054 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 05:10:17,262 INFO: [lm_ai..][Iter: 2,220] [eta: 5:43:26] step_time: 73.6970 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0624 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 905.6841 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 05:11:35,874 INFO: [lm_ai..][Iter: 2,221] [eta: 5:42:13] step_time: 76.9259 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0681 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 884.3405 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 05:12:50,226 INFO: [lm_ai..][Iter: 2,222] [eta: 5:40:59] step_time: 74.3502 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0654 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 762.3256 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 05:14:03,634 INFO: [lm_ai..][Iter: 2,223] [eta: 5:39:44] step_time: 73.4066 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0696 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 774.6193 generator_grad_norm: 0.0098 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 05:15:18,499 INFO: [lm_ai..][Iter: 2,224] [eta: 5:38:30] step_time: 74.8634 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0674 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 662.8873 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 05:16:35,417 INFO: [lm_ai..][Iter: 2,225] [eta: 5:37:17] step_time: 76.9172 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0741 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 831.0771 generator_grad_norm: 0.0222 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 05:17:45,076 INFO: [lm_ai..][Iter: 2,226] [eta: 5:36:02] step_time: 69.6577 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0708 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 785.4185 generator_grad_norm: 0.0092 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 05:18:56,614 INFO: [lm_ai..][Iter: 2,227] [eta: 5:34:48] step_time: 71.5360 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0640 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 914.7465 generator_grad_norm: 0.0122 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 05:20:14,153 INFO: [lm_ai..][Iter: 2,228] [eta: 5:33:34] step_time: 77.5383 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0715 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 908.9225 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 05:21:32,548 INFO: [lm_ai..][Iter: 2,229] [eta: 5:32:20] step_time: 78.3932 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0671 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 874.0579 generator_grad_norm: 0.0120 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 05:22:49,608 INFO: [lm_ai..][Iter: 2,230] [eta: 5:31:06] step_time: 77.0592 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0653 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 859.2501 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 05:24:05,586 INFO: 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peak_alloc 48.11GiB] +2026-08-12 05:27:59,159 INFO: [lm_ai..][Iter: 2,234] [eta: 5:26:11] step_time: 75.4099 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0627 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 804.8506 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 05:29:12,849 INFO: [lm_ai..][Iter: 2,235] [eta: 5:24:57] step_time: 73.6880 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0733 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 699.7531 generator_grad_norm: 0.0078 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 05:30:21,883 INFO: [lm_ai..][Iter: 2,236] [eta: 5:23:43] step_time: 69.0332 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0725 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 905.5369 generator_grad_norm: 0.0100 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 05:31:33,144 INFO: [lm_ai..][Iter: 2,237] [eta: 5:22:28] step_time: 71.2600 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0736 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 856.9103 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 05:32:42,011 INFO: [lm_ai..][Iter: 2,238] [eta: 5:21:13] step_time: 68.8655 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0636 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 836.2701 generator_grad_norm: 0.0060 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 05:33:56,243 INFO: [lm_ai..][Iter: 2,239] [eta: 5:19:59] step_time: 74.2306 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0704 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 927.2795 generator_grad_norm: 0.0138 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 05:35:08,463 INFO: [lm_ai..][Iter: 2,240] [eta: 5:18:45] step_time: 72.2190 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0779 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 841.3503 generator_grad_norm: 0.0119 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 05:36:19,232 INFO: [lm_ai..][Iter: 2,241] [eta: 5:17:30] step_time: 68.9937 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0647 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 794.9962 generator_grad_norm: 0.0220 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 05:37:32,308 INFO: [lm_ai..][Iter: 2,242] [eta: 5:16:16] step_time: 73.0742 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0740 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 789.9606 generator_grad_norm: 0.0088 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 05:38:47,904 INFO: [lm_ai..][Iter: 2,243] [eta: 5:15:02] step_time: 75.5947 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0683 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 794.1107 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 05:39:59,374 INFO: [lm_ai..][Iter: 2,244] [eta: 5:13:48] step_time: 71.4686 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0796 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 740.9083 generator_grad_norm: 0.0130 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 05:41:12,094 INFO: [lm_ai..][Iter: 2,245] [eta: 5:12:33] step_time: 72.7193 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0662 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 771.2277 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 05:42:26,084 INFO: [lm_ai..][Iter: 2,246] [eta: 5:11:19] step_time: 73.9881 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0668 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 758.5039 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 05:43:36,893 INFO: [lm_ai..][Iter: 2,247] [eta: 5:10:05] step_time: 70.8073 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0725 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 924.9402 generator_grad_norm: 0.0089 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 05:44:51,448 INFO: [lm_ai..][Iter: 2,248] [eta: 5:08:51] step_time: 74.5541 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0659 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 724.8834 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 05:46:01,824 INFO: [lm_ai..][Iter: 2,249] [eta: 5:07:36] step_time: 70.3741 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0762 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 658.8240 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 05:47:16,071 INFO: [lm_ai..][Iter: 2,250] [eta: 5:06:22] step_time: 74.2461 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0748 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 865.4211 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 05:47:22,202 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-12 05:48:38,482 INFO: [lm_ai..][Iter: 2,251] [eta: 5:05:09] step_time: 76.0526 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0747 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 710.0079 generator_grad_norm: 0.0064 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 05:49:51,165 INFO: [lm_ai..][Iter: 2,252] [eta: 5:03:55] step_time: 72.6814 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0592 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 841.0549 generator_grad_norm: 0.0102 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 05:51:03,115 INFO: [lm_ai..][Iter: 2,253] [eta: 5:02:40] step_time: 71.9487 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0749 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 671.3739 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 05:52:12,904 INFO: [lm_ai..][Iter: 2,254] [eta: 5:01:26] step_time: 69.7872 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0722 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 757.9014 generator_grad_norm: 0.0050 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 05:53:22,174 INFO: [lm_ai..][Iter: 2,255] [eta: 5:00:11] step_time: 69.2687 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0731 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 752.2368 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 05:54:35,119 INFO: [lm_ai..][Iter: 2,256] [eta: 4:58:57] step_time: 72.9442 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0732 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 847.9608 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 05:55:47,894 INFO: [lm_ai..][Iter: 2,257] [eta: 4:57:42] step_time: 72.7730 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0713 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 848.3151 generator_grad_norm: 0.0108 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 05:57:00,401 INFO: [lm_ai..][Iter: 2,258] [eta: 4:56:28] step_time: 72.5057 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0627 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 703.6337 generator_grad_norm: 0.0093 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 05:58:15,414 INFO: [lm_ai..][Iter: 2,259] [eta: 4:55:14] step_time: 75.0116 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0722 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 791.3807 generator_grad_norm: 0.0281 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 05:59:24,026 INFO: [lm_ai..][Iter: 2,260] [eta: 4:53:59] step_time: 68.6114 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0740 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 752.9302 generator_grad_norm: 0.0251 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:00:35,446 INFO: [lm_ai..][Iter: 2,261] [eta: 4:52:45] step_time: 69.7517 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0713 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 809.1616 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 06:01:53,738 INFO: [lm_ai..][Iter: 2,262] [eta: 4:51:31] step_time: 78.2907 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0786 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 649.0684 generator_grad_norm: 0.0103 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:03:06,610 INFO: [lm_ai..][Iter: 2,263] [eta: 4:50:17] step_time: 72.8710 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0633 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 745.4258 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:04:23,160 INFO: [lm_ai..][Iter: 2,264] [eta: 4:49:03] step_time: 76.5481 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0719 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 782.0994 generator_grad_norm: 0.0123 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:05:38,805 INFO: [lm_ai..][Iter: 2,265] [eta: 4:47:49] step_time: 75.6433 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0639 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 867.1013 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:06:54,476 INFO: [lm_ai..][Iter: 2,266] [eta: 4:46:35] step_time: 75.6705 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0759 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 729.4518 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:08:08,842 INFO: [lm_ai..][Iter: 2,267] [eta: 4:45:21] step_time: 74.3640 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0697 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 872.5591 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:09:21,289 INFO: [lm_ai..][Iter: 2,268] [eta: 4:44:07] step_time: 72.4454 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0622 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 845.7582 generator_grad_norm: 0.0093 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:10:33,952 INFO: [lm_ai..][Iter: 2,269] [eta: 4:42:53] step_time: 72.6617 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0725 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 669.0090 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:11:54,927 INFO: [lm_ai..][Iter: 2,270] [eta: 4:41:39] step_time: 80.9739 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0782 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 826.3801 generator_grad_norm: 0.0293 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:13:09,837 INFO: [lm_ai..][Iter: 2,271] [eta: 4:40:25] step_time: 73.2625 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0628 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 748.7209 generator_grad_norm: 0.0044 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 06:14:23,236 INFO: [lm_ai..][Iter: 2,272] [eta: 4:39:11] step_time: 73.3972 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0749 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 769.5364 generator_grad_norm: 0.0137 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:15:40,481 INFO: [lm_ai..][Iter: 2,273] [eta: 4:37:57] step_time: 77.2444 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0599 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 829.0850 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:16:54,673 INFO: [lm_ai..][Iter: 2,274] [eta: 4:36:43] step_time: 74.1907 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0758 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 678.6213 generator_grad_norm: 0.0068 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:18:13,289 INFO: [lm_ai..][Iter: 2,275] [eta: 4:35:29] step_time: 78.6139 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0670 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 803.7158 generator_grad_norm: 0.0119 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:19:32,345 INFO: [lm_ai..][Iter: 2,276] [eta: 4:34:16] step_time: 79.0552 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0610 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 839.8938 generator_grad_norm: 0.0054 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:20:46,985 INFO: [lm_ai..][Iter: 2,277] [eta: 4:33:02] step_time: 74.6379 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0664 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 784.2614 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:22:02,038 INFO: [lm_ai..][Iter: 2,278] [eta: 4:31:48] step_time: 75.0523 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0706 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 877.3092 generator_grad_norm: 0.0093 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:23:15,040 INFO: [lm_ai..][Iter: 2,279] [eta: 4:30:33] step_time: 73.0002 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0662 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 846.5984 generator_grad_norm: 0.0121 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:24:28,852 INFO: [lm_ai..][Iter: 2,280] [eta: 4:29:19] step_time: 73.8107 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0691 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 800.2592 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:25:44,099 INFO: [lm_ai..][Iter: 2,281] [eta: 4:28:05] step_time: 73.4577 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0746 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 807.4900 generator_grad_norm: 0.0117 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 06:27:01,331 INFO: [lm_ai..][Iter: 2,282] [eta: 4:26:51] step_time: 77.2307 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0812 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 788.9188 generator_grad_norm: 0.0093 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:28:08,176 INFO: [lm_ai..][Iter: 2,283] [eta: 4:25:37] step_time: 66.8435 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0733 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 369.0033 generator_grad_norm: 0.0059 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:29:23,532 INFO: [lm_ai..][Iter: 2,284] [eta: 4:24:23] step_time: 75.3547 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0672 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 799.3068 generator_grad_norm: 0.0109 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:30:34,539 INFO: [lm_ai..][Iter: 2,285] [eta: 4:23:08] step_time: 71.0056 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0770 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 796.2973 generator_grad_norm: 0.0220 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:31:51,714 INFO: [lm_ai..][Iter: 2,286] [eta: 4:21:54] step_time: 77.1739 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0660 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 700.8721 generator_grad_norm: 0.0058 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:33:05,284 INFO: [lm_ai..][Iter: 2,287] [eta: 4:20:40] step_time: 73.5685 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0674 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 758.4902 generator_grad_norm: 0.0133 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:34:14,564 INFO: [lm_ai..][Iter: 2,288] [eta: 4:19:26] step_time: 69.2784 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0687 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 655.3079 generator_grad_norm: 0.0168 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:35:23,452 INFO: [lm_ai..][Iter: 2,289] [eta: 4:18:11] step_time: 68.8863 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0590 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 880.1971 generator_grad_norm: 0.0099 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:36:39,437 INFO: [lm_ai..][Iter: 2,290] [eta: 4:16:57] step_time: 75.9838 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0647 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 825.3505 generator_grad_norm: 0.0101 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:37:52,158 INFO: [lm_ai..][Iter: 2,291] [eta: 4:15:43] step_time: 70.8645 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0755 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 819.0228 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 06:39:11,620 INFO: [lm_ai..][Iter: 2,292] [eta: 4:14:29] step_time: 79.4599 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0681 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 823.5294 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:40:28,501 INFO: [lm_ai..][Iter: 2,293] [eta: 4:13:15] step_time: 76.8800 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0592 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 799.4281 generator_grad_norm: 0.0058 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:41:45,901 INFO: [lm_ai..][Iter: 2,294] [eta: 4:12:01] step_time: 77.3984 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0688 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 817.9617 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:43:02,861 INFO: [lm_ai..][Iter: 2,295] [eta: 4:10:47] step_time: 76.9585 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0752 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 701.9341 generator_grad_norm: 0.0069 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:44:15,453 INFO: [lm_ai..][Iter: 2,296] [eta: 4:09:33] step_time: 72.5909 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0732 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 822.2477 generator_grad_norm: 0.0100 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:45:22,438 INFO: [lm_ai..][Iter: 2,297] [eta: 4:08:18] step_time: 66.9838 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0618 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 768.8856 generator_grad_norm: 0.0078 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:46:36,621 INFO: [lm_ai..][Iter: 2,298] [eta: 4:07:04] step_time: 74.1811 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0665 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 794.1957 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:47:47,071 INFO: [lm_ai..][Iter: 2,299] [eta: 4:05:50] step_time: 70.4484 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0828 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 674.0593 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:49:00,716 INFO: [lm_ai..][Iter: 2,300] [eta: 4:04:36] step_time: 73.6444 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0849 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 773.6240 generator_grad_norm: 0.0109 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:49:07,173 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-12 06:50:22,529 INFO: [lm_ai..][Iter: 2,301] [eta: 4:03:22] step_time: 75.1189 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0598 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 713.7698 generator_grad_norm: 0.0060 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 06:51:37,636 INFO: [lm_ai..][Iter: 2,302] [eta: 4:02:08] step_time: 75.1054 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0662 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 834.2311 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:52:51,337 INFO: [lm_ai..][Iter: 2,303] [eta: 4:00:54] step_time: 73.6999 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0661 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 831.9659 generator_grad_norm: 0.0100 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:54:00,288 INFO: [lm_ai..][Iter: 2,304] [eta: 3:59:40] step_time: 68.9497 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0672 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 856.0392 generator_grad_norm: 0.0064 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:55:13,509 INFO: [lm_ai..][Iter: 2,305] [eta: 3:58:25] step_time: 73.2196 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0720 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 872.6534 generator_grad_norm: 0.0110 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:56:27,836 INFO: [lm_ai..][Iter: 2,306] [eta: 3:57:11] step_time: 74.3254 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0650 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 550.2202 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:57:45,317 INFO: [lm_ai..][Iter: 2,307] [eta: 3:55:57] step_time: 77.4791 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0750 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 845.5339 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 06:59:03,048 INFO: [lm_ai..][Iter: 2,308] [eta: 3:54:44] step_time: 77.7305 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0687 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 871.0834 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:00:18,282 INFO: [lm_ai..][Iter: 2,309] [eta: 3:53:29] step_time: 75.2324 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0639 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 843.4945 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:01:36,895 INFO: [lm_ai..][Iter: 2,310] [eta: 3:52:16] step_time: 78.6115 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0691 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 883.6672 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:02:51,006 INFO: [lm_ai..][Iter: 2,311] [eta: 3:51:02] step_time: 72.4305 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0674 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 827.1368 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 07:04:06,706 INFO: [lm_ai..][Iter: 2,312] [eta: 3:49:48] step_time: 75.6990 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0752 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 920.5749 generator_grad_norm: 0.0300 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:05:22,515 INFO: [lm_ai..][Iter: 2,313] [eta: 3:48:34] step_time: 75.8075 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0629 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 834.3895 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:06:37,409 INFO: [lm_ai..][Iter: 2,314] [eta: 3:47:20] step_time: 74.8926 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0796 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 727.6736 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:07:52,479 INFO: [lm_ai..][Iter: 2,315] [eta: 3:46:05] step_time: 75.0687 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0616 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 792.3374 generator_grad_norm: 0.0074 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:09:06,954 INFO: [lm_ai..][Iter: 2,316] [eta: 3:44:51] step_time: 74.4735 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0751 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 793.0692 generator_grad_norm: 0.0517 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:10:18,032 INFO: [lm_ai..][Iter: 2,317] [eta: 3:43:37] step_time: 71.0763 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0619 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 905.2274 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:11:32,438 INFO: [lm_ai..][Iter: 2,318] [eta: 3:42:23] step_time: 74.4045 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0826 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 626.7892 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:12:44,091 INFO: [lm_ai..][Iter: 2,319] [eta: 3:41:09] step_time: 71.6524 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0783 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 772.7787 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:14:01,559 INFO: [lm_ai..][Iter: 2,320] [eta: 3:39:55] step_time: 77.4664 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0719 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 907.2126 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:15:17,563 INFO: [lm_ai..][Iter: 2,321] [eta: 3:38:41] step_time: 74.2266 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0607 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 884.1768 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 07:16:28,114 INFO: [lm_ai..][Iter: 2,322] [eta: 3:37:26] step_time: 70.5495 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0676 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 761.2695 generator_grad_norm: 0.0058 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:17:45,487 INFO: [lm_ai..][Iter: 2,323] [eta: 3:36:12] step_time: 77.3710 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0648 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 825.1521 generator_grad_norm: 0.0114 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:18:59,170 INFO: [lm_ai..][Iter: 2,324] [eta: 3:34:58] step_time: 73.6816 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0666 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 668.7474 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:20:11,934 INFO: [lm_ai..][Iter: 2,325] [eta: 3:33:44] step_time: 72.7631 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0638 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 859.0135 generator_grad_norm: 0.0250 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:21:27,518 INFO: [lm_ai..][Iter: 2,326] [eta: 3:32:30] step_time: 75.5832 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0807 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 788.8026 generator_grad_norm: 0.0095 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:22:43,489 INFO: [lm_ai..][Iter: 2,327] [eta: 3:31:16] step_time: 75.9689 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0743 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 835.8363 generator_grad_norm: 0.0149 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:23:58,178 INFO: [lm_ai..][Iter: 2,328] [eta: 3:30:02] step_time: 74.6878 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0644 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 805.8230 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:25:15,639 INFO: [lm_ai..][Iter: 2,329] [eta: 3:28:48] step_time: 77.4595 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0798 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 655.5576 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:26:26,407 INFO: [lm_ai..][Iter: 2,330] [eta: 3:27:34] step_time: 70.7673 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0654 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 832.2286 generator_grad_norm: 0.0061 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:27:40,189 INFO: [lm_ai..][Iter: 2,331] [eta: 3:26:19] step_time: 72.0028 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0728 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 616.2762 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 07:28:58,862 INFO: [lm_ai..][Iter: 2,332] [eta: 3:25:06] step_time: 78.6713 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0682 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 776.4711 generator_grad_norm: 0.0069 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:30:12,823 INFO: [lm_ai..][Iter: 2,333] [eta: 3:23:52] step_time: 73.9592 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0836 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 670.7076 generator_grad_norm: 0.0098 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:31:28,348 INFO: [lm_ai..][Iter: 2,334] [eta: 3:22:38] step_time: 75.5240 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0737 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 835.7527 generator_grad_norm: 0.0050 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:32:43,864 INFO: [lm_ai..][Iter: 2,335] [eta: 3:21:23] step_time: 75.5147 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0666 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 837.4888 generator_grad_norm: 0.0118 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:33:58,890 INFO: [lm_ai..][Iter: 2,336] [eta: 3:20:09] step_time: 75.0249 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0772 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 819.0657 generator_grad_norm: 0.0083 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:35:13,479 INFO: [lm_ai..][Iter: 2,337] [eta: 3:18:55] step_time: 74.5871 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0734 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 689.8259 generator_grad_norm: 0.0057 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:36:28,552 INFO: [lm_ai..][Iter: 2,338] [eta: 3:17:41] step_time: 75.0715 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0709 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 630.7098 generator_grad_norm: 0.0079 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:37:41,972 INFO: [lm_ai..][Iter: 2,339] [eta: 3:16:27] step_time: 73.4195 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0692 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 839.5284 generator_grad_norm: 0.0161 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:38:57,044 INFO: [lm_ai..][Iter: 2,340] [eta: 3:15:13] step_time: 75.0708 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0644 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 785.7103 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:40:13,801 INFO: [lm_ai..][Iter: 2,341] [eta: 3:13:59] step_time: 75.0713 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0698 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 710.6214 generator_grad_norm: 0.0057 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 07:41:29,492 INFO: [lm_ai..][Iter: 2,342] [eta: 3:12:45] step_time: 75.6890 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0732 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 704.8774 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:42:40,534 INFO: [lm_ai..][Iter: 2,343] [eta: 3:11:31] step_time: 71.0410 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0691 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 823.1476 generator_grad_norm: 0.0195 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:43:55,658 INFO: [lm_ai..][Iter: 2,344] [eta: 3:10:17] step_time: 75.1226 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0685 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 704.6938 generator_grad_norm: 0.0095 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:45:09,444 INFO: [lm_ai..][Iter: 2,345] [eta: 3:09:02] step_time: 73.7606 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0697 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 831.2290 generator_grad_norm: 0.0088 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:46:24,055 INFO: [lm_ai..][Iter: 2,346] [eta: 3:07:48] step_time: 74.6098 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0734 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 878.1559 generator_grad_norm: 0.0134 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:47:43,146 INFO: [lm_ai..][Iter: 2,347] [eta: 3:06:34] step_time: 79.0886 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0744 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 878.4627 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:48:56,235 INFO: [lm_ai..][Iter: 2,348] [eta: 3:05:20] step_time: 73.0881 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0682 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 640.7791 generator_grad_norm: 0.0080 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:50:18,104 INFO: [lm_ai..][Iter: 2,349] [eta: 3:04:07] step_time: 81.8675 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0718 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 628.3701 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:51:37,960 INFO: [lm_ai..][Iter: 2,350] [eta: 3:02:53] step_time: 79.8543 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0609 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 796.8695 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:51:44,051 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-12 07:52:55,874 INFO: [lm_ai..][Iter: 2,351] [eta: 3:01:39] step_time: 71.6018 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0670 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 724.5599 generator_grad_norm: 0.0095 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 07:54:05,345 INFO: [lm_ai..][Iter: 2,352] [eta: 3:00:24] step_time: 69.4698 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0580 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 881.7460 generator_grad_norm: 0.0093 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:55:21,949 INFO: [lm_ai..][Iter: 2,353] [eta: 2:59:11] step_time: 76.6019 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0730 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 694.0129 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:56:38,074 INFO: [lm_ai..][Iter: 2,354] [eta: 2:57:56] step_time: 76.1243 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0761 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 920.8430 generator_grad_norm: 0.0119 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:57:51,000 INFO: [lm_ai..][Iter: 2,355] [eta: 2:56:42] step_time: 72.9243 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0656 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 877.3081 generator_grad_norm: 0.0144 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 07:59:01,776 INFO: [lm_ai..][Iter: 2,356] [eta: 2:55:28] step_time: 70.7747 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0735 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 931.0898 generator_grad_norm: 0.0107 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:00:14,926 INFO: [lm_ai..][Iter: 2,357] [eta: 2:54:14] step_time: 73.1484 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0631 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 758.6624 generator_grad_norm: 0.0078 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:01:30,336 INFO: [lm_ai..][Iter: 2,358] [eta: 2:53:00] step_time: 75.4087 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0707 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 816.4233 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:02:45,171 INFO: [lm_ai..][Iter: 2,359] [eta: 2:51:46] step_time: 74.8334 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0675 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 744.8595 generator_grad_norm: 0.0078 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:03:54,802 INFO: [lm_ai..][Iter: 2,360] [eta: 2:50:31] step_time: 69.6294 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0746 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 707.3268 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:05:11,597 INFO: [lm_ai..][Iter: 2,361] [eta: 2:49:17] step_time: 74.1082 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0843 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 561.5059 generator_grad_norm: 0.0136 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 08:06:22,364 INFO: [lm_ai..][Iter: 2,362] [eta: 2:48:03] step_time: 70.7663 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0673 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 739.2693 generator_grad_norm: 0.0075 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:07:39,565 INFO: [lm_ai..][Iter: 2,363] [eta: 2:46:49] step_time: 77.1996 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0712 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 876.5291 generator_grad_norm: 0.0104 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:08:58,337 INFO: [lm_ai..][Iter: 2,364] [eta: 2:45:35] step_time: 78.7698 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0762 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 829.0803 generator_grad_norm: 0.0109 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:10:06,539 INFO: [lm_ai..][Iter: 2,365] [eta: 2:44:20] step_time: 68.2006 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0704 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 750.4413 generator_grad_norm: 0.0136 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:11:25,704 INFO: [lm_ai..][Iter: 2,366] [eta: 2:43:07] step_time: 79.1636 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0715 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 812.9478 generator_grad_norm: 0.0171 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:12:42,358 INFO: [lm_ai..][Iter: 2,367] [eta: 2:41:53] step_time: 76.6528 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0724 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 850.9795 generator_grad_norm: 0.0101 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:13:59,386 INFO: [lm_ai..][Iter: 2,368] [eta: 2:40:39] step_time: 77.0269 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0734 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 818.0306 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:15:11,372 INFO: [lm_ai..][Iter: 2,369] [eta: 2:39:24] step_time: 71.9841 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0683 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 752.5037 generator_grad_norm: 0.0082 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:16:27,245 INFO: [lm_ai..][Iter: 2,370] [eta: 2:38:10] step_time: 75.8715 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0680 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 857.4609 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:17:46,873 INFO: [lm_ai..][Iter: 2,371] [eta: 2:36:56] step_time: 77.9253 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0820 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 782.4573 generator_grad_norm: 0.0202 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 08:18:56,511 INFO: [lm_ai..][Iter: 2,372] [eta: 2:35:42] step_time: 69.6367 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0713 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 661.8911 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:20:13,333 INFO: [lm_ai..][Iter: 2,373] [eta: 2:34:28] step_time: 76.8210 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0647 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 683.5967 generator_grad_norm: 0.0089 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:21:28,134 INFO: [lm_ai..][Iter: 2,374] [eta: 2:33:14] step_time: 74.7992 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0706 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 773.5629 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:22:42,169 INFO: [lm_ai..][Iter: 2,375] [eta: 2:32:00] step_time: 74.0340 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0760 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 707.9086 generator_grad_norm: 0.0144 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:23:53,711 INFO: [lm_ai..][Iter: 2,376] [eta: 2:30:46] step_time: 71.5405 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0820 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 819.4579 generator_grad_norm: 0.0149 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:25:05,755 INFO: [lm_ai..][Iter: 2,377] [eta: 2:29:31] step_time: 72.0427 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0798 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 881.0065 generator_grad_norm: 0.0092 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:26:15,009 INFO: [lm_ai..][Iter: 2,378] [eta: 2:28:17] step_time: 69.2522 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0691 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 905.7015 generator_grad_norm: 0.0126 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:27:30,540 INFO: [lm_ai..][Iter: 2,379] [eta: 2:27:03] step_time: 75.5295 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0682 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 762.6724 generator_grad_norm: 0.0133 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:28:45,397 INFO: [lm_ai..][Iter: 2,380] [eta: 2:25:49] step_time: 74.8555 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0727 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 774.1814 generator_grad_norm: 0.0095 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:30:04,262 INFO: [lm_ai..][Iter: 2,381] [eta: 2:24:35] step_time: 77.0481 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0759 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 777.3604 generator_grad_norm: 0.0044 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 08:31:17,760 INFO: [lm_ai..][Iter: 2,382] [eta: 2:23:21] step_time: 73.4963 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0720 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 861.9160 generator_grad_norm: 0.0172 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:32:38,082 INFO: [lm_ai..][Iter: 2,383] [eta: 2:22:07] step_time: 80.3216 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0720 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 815.2325 generator_grad_norm: 0.0108 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:33:51,489 INFO: [lm_ai..][Iter: 2,384] [eta: 2:20:53] step_time: 73.4051 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0662 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 702.4652 generator_grad_norm: 0.0069 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:35:09,075 INFO: [lm_ai..][Iter: 2,385] [eta: 2:19:39] step_time: 77.5851 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0686 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 755.4753 generator_grad_norm: 0.0111 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:36:19,356 INFO: [lm_ai..][Iter: 2,386] [eta: 2:18:24] step_time: 70.2792 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0649 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 859.4736 generator_grad_norm: 0.0109 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:37:33,162 INFO: [lm_ai..][Iter: 2,387] [eta: 2:17:10] step_time: 73.8040 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0653 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 760.0742 generator_grad_norm: 0.0049 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:38:53,747 INFO: [lm_ai..][Iter: 2,388] [eta: 2:15:56] step_time: 80.5836 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0725 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 790.7230 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:40:06,801 INFO: [lm_ai..][Iter: 2,389] [eta: 2:14:42] step_time: 73.0528 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0686 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 761.4558 generator_grad_norm: 0.0040 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:41:20,536 INFO: [lm_ai..][Iter: 2,390] [eta: 2:13:28] step_time: 73.7340 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0725 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 904.2034 generator_grad_norm: 0.0134 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:42:34,186 INFO: [lm_ai..][Iter: 2,391] [eta: 2:12:14] step_time: 71.8628 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0748 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 751.5114 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 08:43:47,196 INFO: [lm_ai..][Iter: 2,392] [eta: 2:10:59] step_time: 73.0067 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0676 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 779.9624 generator_grad_norm: 0.0058 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:45:05,650 INFO: [lm_ai..][Iter: 2,393] [eta: 2:09:45] step_time: 78.4528 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0734 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 746.6237 generator_grad_norm: 0.0046 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:46:24,572 INFO: [lm_ai..][Iter: 2,394] [eta: 2:08:32] step_time: 78.9209 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0702 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 796.0425 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:47:37,149 INFO: [lm_ai..][Iter: 2,395] [eta: 2:07:17] step_time: 72.5754 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0620 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 767.9692 generator_grad_norm: 0.0098 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:48:53,764 INFO: [lm_ai..][Iter: 2,396] [eta: 2:06:03] step_time: 76.6133 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0661 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 815.3951 generator_grad_norm: 0.0072 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:50:10,798 INFO: [lm_ai..][Iter: 2,397] [eta: 2:04:49] step_time: 77.0333 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0678 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 879.8188 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:51:21,233 INFO: [lm_ai..][Iter: 2,398] [eta: 2:03:35] step_time: 70.4336 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0681 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 733.0554 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:52:31,833 INFO: [lm_ai..][Iter: 2,399] [eta: 2:02:21] step_time: 70.5984 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0654 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 787.8275 generator_grad_norm: 0.0103 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:53:47,676 INFO: [lm_ai..][Iter: 2,400] [eta: 2:01:07] step_time: 75.8419 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0690 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 827.5389 generator_grad_norm: 0.0096 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:53:53,912 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-12 08:55:07,730 INFO: [lm_ai..][Iter: 2,401] [eta: 1:59:53] step_time: 73.5833 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0717 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 744.8860 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 08:56:19,632 INFO: [lm_ai..][Iter: 2,402] [eta: 1:58:38] step_time: 71.9015 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0629 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 775.3350 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:57:34,318 INFO: [lm_ai..][Iter: 2,403] [eta: 1:57:24] step_time: 74.6836 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0663 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 849.4604 generator_grad_norm: 0.0089 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:58:46,579 INFO: [lm_ai..][Iter: 2,404] [eta: 1:56:10] step_time: 72.2604 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0713 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 776.8913 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 08:59:56,272 INFO: [lm_ai..][Iter: 2,405] [eta: 1:54:56] step_time: 69.6916 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0792 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 686.5477 generator_grad_norm: 0.0129 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:01:09,334 INFO: [lm_ai..][Iter: 2,406] [eta: 1:53:42] step_time: 73.0600 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0754 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 738.1489 generator_grad_norm: 0.0080 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:02:24,499 INFO: [lm_ai..][Iter: 2,407] [eta: 1:52:27] step_time: 75.1641 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0624 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 914.3959 generator_grad_norm: 0.0114 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:03:33,301 INFO: [lm_ai..][Iter: 2,408] [eta: 1:51:13] step_time: 68.8006 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0717 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 776.0751 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:04:49,478 INFO: [lm_ai..][Iter: 2,409] [eta: 1:49:59] step_time: 76.1759 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0621 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 882.2401 generator_grad_norm: 0.0095 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:06:08,404 INFO: [lm_ai..][Iter: 2,410] [eta: 1:48:45] step_time: 78.9242 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0738 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 813.4473 generator_grad_norm: 0.0126 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:07:24,158 INFO: [lm_ai..][Iter: 2,411] [eta: 1:47:31] step_time: 73.8595 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0688 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 697.6277 generator_grad_norm: 0.0048 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 09:08:35,334 INFO: [lm_ai..][Iter: 2,412] [eta: 1:46:17] step_time: 71.1751 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0648 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 633.3783 generator_grad_norm: 0.0345 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:09:49,961 INFO: [lm_ai..][Iter: 2,413] [eta: 1:45:02] step_time: 74.6247 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0660 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 857.8641 generator_grad_norm: 0.0140 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:11:06,143 INFO: [lm_ai..][Iter: 2,414] [eta: 1:43:48] step_time: 76.1809 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0696 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 808.6608 generator_grad_norm: 0.0107 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:12:20,060 INFO: [lm_ai..][Iter: 2,415] [eta: 1:42:34] step_time: 73.9156 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0737 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 788.9437 generator_grad_norm: 0.0054 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:13:30,736 INFO: [lm_ai..][Iter: 2,416] [eta: 1:41:20] step_time: 70.6748 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0673 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 701.2252 generator_grad_norm: 0.0112 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:14:44,466 INFO: [lm_ai..][Iter: 2,417] [eta: 1:40:06] step_time: 73.7286 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0884 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 746.5508 generator_grad_norm: 0.0102 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:16:03,297 INFO: [lm_ai..][Iter: 2,418] [eta: 1:38:52] step_time: 78.8292 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0617 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 814.5717 generator_grad_norm: 0.0069 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:17:23,281 INFO: [lm_ai..][Iter: 2,419] [eta: 1:37:38] step_time: 79.9828 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0668 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 894.0893 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:18:36,266 INFO: [lm_ai..][Iter: 2,420] [eta: 1:36:24] step_time: 72.9842 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0722 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 782.2034 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:19:54,003 INFO: [lm_ai..][Iter: 2,421] [eta: 1:35:10] step_time: 75.9238 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0678 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 846.1241 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 09:21:04,243 INFO: [lm_ai..][Iter: 2,422] [eta: 1:33:55] step_time: 70.2390 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0721 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 826.5298 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:22:14,724 INFO: [lm_ai..][Iter: 2,423] [eta: 1:32:41] step_time: 70.4796 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0680 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 879.9979 generator_grad_norm: 0.0095 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:23:29,895 INFO: [lm_ai..][Iter: 2,424] [eta: 1:31:27] step_time: 75.1700 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0772 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 765.3396 generator_grad_norm: 0.0104 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:24:46,319 INFO: [lm_ai..][Iter: 2,425] [eta: 1:30:13] step_time: 76.4225 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0615 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 770.7903 generator_grad_norm: 0.0102 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:26:04,067 INFO: [lm_ai..][Iter: 2,426] [eta: 1:28:59] step_time: 77.7460 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0745 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 817.3214 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:27:13,891 INFO: [lm_ai..][Iter: 2,427] [eta: 1:27:45] step_time: 69.8221 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0584 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 758.7935 generator_grad_norm: 0.0043 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:28:33,273 INFO: [lm_ai..][Iter: 2,428] [eta: 1:26:31] step_time: 79.3813 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0726 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 862.3579 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:29:51,832 INFO: [lm_ai..][Iter: 2,429] [eta: 1:25:16] step_time: 78.5572 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0856 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 696.1364 generator_grad_norm: 0.0114 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:31:02,732 INFO: [lm_ai..][Iter: 2,430] [eta: 1:24:02] step_time: 70.8987 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0690 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 757.2214 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:32:21,554 INFO: [lm_ai..][Iter: 2,431] [eta: 1:22:48] step_time: 76.8438 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0654 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 852.2031 generator_grad_norm: 0.0096 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 09:33:44,612 INFO: [lm_ai..][Iter: 2,432] [eta: 1:21:34] step_time: 83.0566 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0718 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 764.7360 generator_grad_norm: 0.0093 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:34:55,037 INFO: [lm_ai..][Iter: 2,433] [eta: 1:20:20] step_time: 70.4239 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0652 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 766.3397 generator_grad_norm: 0.0133 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:36:15,992 INFO: [lm_ai..][Iter: 2,434] [eta: 1:19:06] step_time: 80.9527 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0725 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 887.9147 generator_grad_norm: 0.0104 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:37:28,632 INFO: [lm_ai..][Iter: 2,435] [eta: 1:17:52] step_time: 72.6393 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0713 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 616.1035 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:38:42,013 INFO: [lm_ai..][Iter: 2,436] [eta: 1:16:38] step_time: 73.3789 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0728 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 748.7496 generator_grad_norm: 0.0054 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:39:54,577 INFO: [lm_ai..][Iter: 2,437] [eta: 1:15:23] step_time: 72.5627 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0756 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 687.6460 generator_grad_norm: 0.0155 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:41:12,798 INFO: [lm_ai..][Iter: 2,438] [eta: 1:14:09] step_time: 78.2196 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0753 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 701.4785 generator_grad_norm: 0.0086 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:42:27,522 INFO: [lm_ai..][Iter: 2,439] [eta: 1:12:55] step_time: 74.7224 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0821 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 700.5624 generator_grad_norm: 0.0103 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:43:33,143 INFO: [lm_ai..][Iter: 2,440] [eta: 1:11:41] step_time: 65.6203 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0628 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 784.9246 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:44:49,643 INFO: [lm_ai..][Iter: 2,441] [eta: 1:10:27] step_time: 74.7772 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0665 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 851.7073 generator_grad_norm: 0.0089 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 09:46:02,760 INFO: [lm_ai..][Iter: 2,442] [eta: 1:09:13] step_time: 73.1155 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0730 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 832.8912 generator_grad_norm: 0.0087 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:47:15,053 INFO: [lm_ai..][Iter: 2,443] [eta: 1:07:58] step_time: 72.2921 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0712 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 748.8525 generator_grad_norm: 0.0062 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:48:27,185 INFO: [lm_ai..][Iter: 2,444] [eta: 1:06:44] step_time: 72.1303 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0762 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 790.9200 generator_grad_norm: 0.0128 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:49:44,689 INFO: [lm_ai..][Iter: 2,445] [eta: 1:05:30] step_time: 77.5032 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0659 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 879.9924 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:51:02,645 INFO: [lm_ai..][Iter: 2,446] [eta: 1:04:16] step_time: 77.9544 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0664 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 678.8359 generator_grad_norm: 0.0064 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:52:18,906 INFO: [lm_ai..][Iter: 2,447] [eta: 1:03:02] step_time: 76.2599 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0639 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 886.4917 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:53:28,081 INFO: [lm_ai..][Iter: 2,448] [eta: 1:01:48] step_time: 69.1727 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0745 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 650.6740 generator_grad_norm: 0.0071 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:54:42,056 INFO: [lm_ai..][Iter: 2,449] [eta: 1:00:33] step_time: 73.9739 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0663 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 910.4423 generator_grad_norm: 0.0117 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:55:51,432 INFO: [lm_ai..][Iter: 2,450] [eta: 0:59:19] step_time: 69.3748 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0741 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 695.1786 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:55:57,613 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint +2026-08-12 09:57:10,255 INFO: [lm_ai..][Iter: 2,451] [eta: 0:58:05] step_time: 72.3926 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0739 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 794.9645 generator_grad_norm: 0.0147 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 09:58:23,150 INFO: [lm_ai..][Iter: 2,452] [eta: 0:56:51] step_time: 72.8937 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0846 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 690.5652 generator_grad_norm: 0.0098 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 09:59:39,796 INFO: [lm_ai..][Iter: 2,453] [eta: 0:55:37] step_time: 76.6448 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0714 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 760.5487 generator_grad_norm: 0.0123 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:00:57,699 INFO: [lm_ai..][Iter: 2,454] [eta: 0:54:23] step_time: 77.9016 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0581 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 821.5817 generator_grad_norm: 0.0058 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:02:10,456 INFO: [lm_ai..][Iter: 2,455] [eta: 0:53:09] step_time: 72.7555 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0667 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 794.6333 generator_grad_norm: 0.0134 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:03:21,424 INFO: [lm_ai..][Iter: 2,456] [eta: 0:51:54] step_time: 70.9670 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0726 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 795.4010 generator_grad_norm: 0.0099 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:04:32,269 INFO: [lm_ai..][Iter: 2,457] [eta: 0:50:40] step_time: 70.8437 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0738 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 841.4087 generator_grad_norm: 0.0146 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:05:41,801 INFO: [lm_ai..][Iter: 2,458] [eta: 0:49:26] step_time: 69.5306 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0784 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 792.4420 generator_grad_norm: 0.0102 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:06:54,936 INFO: [lm_ai..][Iter: 2,459] [eta: 0:48:12] step_time: 73.1235 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0759 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 787.9334 generator_grad_norm: 0.0199 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:08:05,889 INFO: [lm_ai..][Iter: 2,460] [eta: 0:46:57] step_time: 70.9508 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0819 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 669.6323 generator_grad_norm: 0.0112 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:09:18,674 INFO: [lm_ai..][Iter: 2,461] [eta: 0:45:43] step_time: 70.8954 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0727 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 768.8131 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 10:10:29,077 INFO: [lm_ai..][Iter: 2,462] [eta: 0:44:29] step_time: 70.4017 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0691 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 822.0044 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:11:40,687 INFO: [lm_ai..][Iter: 2,463] [eta: 0:43:15] step_time: 71.6081 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0714 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 825.5870 generator_grad_norm: 0.0116 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:12:54,855 INFO: [lm_ai..][Iter: 2,464] [eta: 0:42:01] step_time: 74.1674 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0790 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 846.7239 generator_grad_norm: 0.0076 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:14:06,615 INFO: [lm_ai..][Iter: 2,465] [eta: 0:40:47] step_time: 71.7577 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0777 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 696.3117 generator_grad_norm: 0.0172 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:15:15,943 INFO: [lm_ai..][Iter: 2,466] [eta: 0:39:32] step_time: 69.3273 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0745 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 762.4187 generator_grad_norm: 0.0091 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:16:32,559 INFO: [lm_ai..][Iter: 2,467] [eta: 0:38:18] step_time: 76.6148 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0666 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 738.3796 generator_grad_norm: 0.0081 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:17:44,629 INFO: [lm_ai..][Iter: 2,468] [eta: 0:37:04] step_time: 72.0683 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0692 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 733.9890 generator_grad_norm: 0.0103 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:18:58,868 INFO: [lm_ai..][Iter: 2,469] [eta: 0:35:50] step_time: 74.2371 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0685 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 754.0338 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:20:11,444 INFO: [lm_ai..][Iter: 2,470] [eta: 0:34:36] step_time: 72.5749 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0686 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 786.5775 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:21:30,307 INFO: [lm_ai..][Iter: 2,471] [eta: 0:33:22] step_time: 77.1937 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0690 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 842.2606 generator_grad_norm: 0.0063 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 10:22:43,154 INFO: [lm_ai..][Iter: 2,472] [eta: 0:32:07] step_time: 72.8452 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0644 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 809.5445 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:24:00,087 INFO: [lm_ai..][Iter: 2,473] [eta: 0:30:53] step_time: 76.9322 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0681 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 828.6334 generator_grad_norm: 0.0185 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:25:05,958 INFO: [lm_ai..][Iter: 2,474] [eta: 0:29:39] step_time: 65.8692 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0743 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 830.5703 generator_grad_norm: 0.0127 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:26:17,440 INFO: [lm_ai..][Iter: 2,475] [eta: 0:28:25] step_time: 71.4812 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0715 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 834.6661 generator_grad_norm: 0.0105 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:27:32,992 INFO: [lm_ai..][Iter: 2,476] [eta: 0:27:11] step_time: 75.5506 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0683 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 856.2953 generator_grad_norm: 0.0052 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:28:45,517 INFO: [lm_ai..][Iter: 2,477] [eta: 0:25:57] step_time: 72.5233 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0688 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 860.1102 generator_grad_norm: 0.0070 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:30:02,237 INFO: [lm_ai..][Iter: 2,478] [eta: 0:24:42] step_time: 76.7184 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0697 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 833.5132 generator_grad_norm: 0.0084 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:31:14,472 INFO: [lm_ai..][Iter: 2,479] [eta: 0:23:28] step_time: 72.2344 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0660 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 821.4512 generator_grad_norm: 0.0117 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:32:30,296 INFO: [lm_ai..][Iter: 2,480] [eta: 0:22:14] step_time: 75.8224 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0810 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 764.7571 generator_grad_norm: 0.0066 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:33:52,342 INFO: [lm_ai..][Iter: 2,481] [eta: 0:21:00] step_time: 80.0977 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0678 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 788.0839 generator_grad_norm: 0.0065 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 10:35:01,598 INFO: [lm_ai..][Iter: 2,482] [eta: 0:19:46] step_time: 69.2540 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0731 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 635.6412 generator_grad_norm: 0.0102 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:36:12,849 INFO: [lm_ai..][Iter: 2,483] [eta: 0:18:32] step_time: 71.2495 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0777 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 741.8452 generator_grad_norm: 0.0223 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:37:25,925 INFO: [lm_ai..][Iter: 2,484] [eta: 0:17:18] step_time: 73.0753 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0597 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 749.2924 generator_grad_norm: 0.0058 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:38:38,032 INFO: [lm_ai..][Iter: 2,485] [eta: 0:16:03] step_time: 72.1051 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0650 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 837.9125 generator_grad_norm: 0.0085 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:39:50,587 INFO: [lm_ai..][Iter: 2,486] [eta: 0:14:49] step_time: 72.5539 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0816 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 837.2671 generator_grad_norm: 0.0192 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:41:01,285 INFO: [lm_ai..][Iter: 2,487] [eta: 0:13:35] step_time: 70.6963 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0769 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 884.0701 generator_grad_norm: 0.0271 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:42:17,948 INFO: [lm_ai..][Iter: 2,488] [eta: 0:12:21] step_time: 76.6622 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0789 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 615.0582 generator_grad_norm: 0.0139 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:43:38,184 INFO: [lm_ai..][Iter: 2,489] [eta: 0:11:07] step_time: 80.2339 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0786 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 905.1023 generator_grad_norm: 0.0133 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:44:50,644 INFO: [lm_ai..][Iter: 2,490] [eta: 0:09:53] step_time: 72.4584 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0684 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 889.0784 generator_grad_norm: 0.0056 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:46:06,488 INFO: [lm_ai..][Iter: 2,491] [eta: 0:08:39] step_time: 74.1548 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0682 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 734.7034 generator_grad_norm: 0.0166 [cuda:0 alloc 5.60GiB reserved 50.23GiB peak_alloc 48.11GiB] +2026-08-12 10:47:19,449 INFO: [lm_ai..][Iter: 2,492] [eta: 0:07:24] step_time: 72.9596 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0683 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 900.6677 generator_grad_norm: 0.0102 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:48:28,583 INFO: [lm_ai..][Iter: 2,493] [eta: 0:06:10] step_time: 69.1325 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0765 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 659.0538 generator_grad_norm: 0.0073 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:49:43,468 INFO: [lm_ai..][Iter: 2,494] [eta: 0:04:56] step_time: 74.8838 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0759 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 848.8525 generator_grad_norm: 0.0099 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:50:55,773 INFO: [lm_ai..][Iter: 2,495] [eta: 0:03:42] step_time: 72.3029 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0711 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 831.3260 generator_grad_norm: 0.0105 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:52:12,948 INFO: [lm_ai..][Iter: 2,496] [eta: 0:02:28] step_time: 77.1741 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0694 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 840.2211 generator_grad_norm: 0.0143 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:53:28,827 INFO: [lm_ai..][Iter: 2,497] [eta: 0:01:14] step_time: 75.8772 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0772 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 828.5818 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:54:44,862 INFO: [lm_ai..][Iter: 2,498] [eta: 0:00:00] step_time: 76.0340 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0679 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 763.6749 generator_grad_norm: 0.0104 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:56:00,235 INFO: [lm_ai..][Iter: 2,499] [eta: -1 day, 23:58:46] step_time: 75.3528 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0647 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 852.9581 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:57:17,226 INFO: [lm_ai..][Iter: 2,500] [eta: -1 day, 23:57:32] step_time: 76.9891 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.0725 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 839.9344 generator_grad_norm: 0.0090 [cuda:0 alloc 5.60GiB reserved 50.60GiB peak_alloc 48.11GiB] +2026-08-12 10:57:23,385 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_b32_1b/models/checkpoint diff --git a/LongVid/experiments/lm_aifm_same_observation_teacher_phase1_maincfg_smoke_1b/train_lm_aifm_same_observation_teacher_phase1_1b.yml b/LongVid/experiments/lm_aifm_same_observation_teacher_phase1_maincfg_smoke_1b/train_lm_aifm_same_observation_teacher_phase1_1b.yml new file mode 100644 index 0000000000000000000000000000000000000000..a971b77a9e45d0a481750d1770d2a45f33105869 --- /dev/null +++ b/LongVid/experiments/lm_aifm_same_observation_teacher_phase1_maincfg_smoke_1b/train_lm_aifm_same_observation_teacher_phase1_1b.yml @@ -0,0 +1,104 @@ +# GENERATE TIME: Sun Aug 9 17:07:42 2026 +# CMD: +# /mnt/workspace/fly/lm_aifm_20260809/src/AnyFlow/far/main.py config_path=options/train/lm_aifm/train_lm_aifm_same_observation_teacher_phase1_1b.yml name=lm_aifm_same_observation_teacher_phase1_maincfg_smoke_1b train.total_iter=0 logger.print_freq=1 logger.save_checkpoint_freq=1 + +# Main Phase-1 LoRA training on real long-video prefixes. The resulting +# checkpoint is only a teacher candidate. It must still pass the separate +# real/student-prefix competence audit and interval-solver gate before F runs. + +name: lm_aifm_same_observation_teacher_phase1_1b +mode: train +manual_seed: 0 +mixed_precision: true + +datasets: + train: + type: T2VMemSpecWindowsTarDataset + meta_path: /mnt/workspace/fly/lm_aifm_20260809/datasets/formal_sekai_60s_v1/wids-meta.json + data_dtype: .mp4 + temporal_sampling: memspec_sink_slow_recent_29f + window_num_frames: 29 + history_windows: 6 + target_fps: 16.0 + temporal_seed: 0 + decode_threads: 2 + height: 480 + width: 832 + return_temporal_metadata: true + dataloader_cfg: + batch_size_per_gpu: 1 + num_workers: 0 + shuffle: true + seed: 0 + shuffle_chunk_size: 1000 + drop_last: true + persistent_workers: false + +models: + transformer_cfg: + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/AnyFlow-FAR-Wan2.1-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + enable_gradient_checkpoint: true + far_config: + full_chunk_limit: 3 + chunk_partition: [1, 3, 3, 3, 3, 3, 3, 2] + compressed_patch_size: [1, 4, 4] + long_context_training_ratio: 1.0 + lora_config: + lora_rank: 16 + lora_alpha: 16 + target_module_name: ['attn1.to_q', 'attn1.to_k', 'attn1.to_v', 'attn1.to_out.0', 'ffn.net.0.proj', 'ffn.net.2', 'delta_embedder', 'time_embedder'] + param_names_to_optimize: ['lora_A', 'lora_B'] + + text_encoder_cfg: + drop_text_ratio: 0.1 + negative_embedding_path: assets/negative_embedding/wan_negemb_cn.pth + vae_cfg: {load: true} + scheduler_cfg: {shift: 5.0, weight_type: uniform} + + memory_cfg: + capacity: 5 + sink_slots: 1 + recent_slots: 2 + context_slots: 5 + target_chunks: 3 + + teacher_cfg: + phase: real_prefix_phase1 + # The dataset preselects sink/slow/recent roles around a fixed current. + # Only all-six has an unambiguous Phase-1 observation contract today. + history_depths: [6] + timestep_weighting: logit_normal + logit_mean: 0.0 + logit_std: 1.0 + + flowmap_cfg: + gate_value: 0.25 + deltatime_type: r + diffusion_ratio: 0.5 + consistency_ratio: 0.25 + epsilon: 5 + +path: {pretrain_network: null} + +train: + train_pipeline: LM_AIFM_SameObservation_Teacher_Trainer + optim_g: {type: AdamW, lr: !!float 1e-5, weight_decay: 0.0, betas: [0.9, 0.999]} + max_grad_norm: 1.0 + lr_scheduler: constant_with_warmup + warmup_iter: 500 + total_iter: 9999 + ema_decay: 0.999 + ema_warmup_step: 500 + +val: + skip_first_eval: true + sample_freq: 100000 + eval_freq: 100000 + +logger: + print_freq: 10 + save_checkpoint_freq: 1000 + save_eval_checkpoint_freq: 1000 + clean_cache_freq: 10 + use_wandb: false diff --git a/LongVid/experiments/lm_aifm_same_observation_teacher_phase1_maincfg_smoke_1b/train_lm_aifm_same_observation_teacher_phase1_maincfg_smoke_1b_20260809_170742.log b/LongVid/experiments/lm_aifm_same_observation_teacher_phase1_maincfg_smoke_1b/train_lm_aifm_same_observation_teacher_phase1_maincfg_smoke_1b_20260809_170742.log new file mode 100644 index 0000000000000000000000000000000000000000..88264e1cf378e2ea53400ea412d8c0316a386aaa --- /dev/null +++ b/LongVid/experiments/lm_aifm_same_observation_teacher_phase1_maincfg_smoke_1b/train_lm_aifm_same_observation_teacher_phase1_maincfg_smoke_1b_20260809_170742.log @@ -0,0 +1,1329 @@ +2026-08-09 17:07:43,277 INFO: + name: lm_aifm_same_observation_teacher_phase1_maincfg_smoke_1b + mode: train + manual_seed: 0 + mixed_precision: True + datasets:[ + train:[ + type: T2VMemSpecWindowsTarDataset + meta_path: /mnt/workspace/fly/lm_aifm_20260809/datasets/formal_sekai_60s_v1/wids-meta.json + data_dtype: .mp4 + temporal_sampling: memspec_sink_slow_recent_29f + window_num_frames: 29 + history_windows: 6 + target_fps: 16.0 + temporal_seed: 0 + decode_threads: 2 + height: 480 + width: 832 + return_temporal_metadata: True + dataloader_cfg:[ + batch_size_per_gpu: 1 + num_workers: 0 + shuffle: True + seed: 0 + shuffle_chunk_size: 1000 + drop_last: True + persistent_workers: False + ] + ] + ] + models:[ + transformer_cfg:[ + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/AnyFlow-FAR-Wan2.1-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + enable_gradient_checkpoint: True + far_config:[ + full_chunk_limit: 3 + chunk_partition: [1, 3, 3, 3, 3, 3, 3, 2] + compressed_patch_size: [1, 4, 4] + long_context_training_ratio: 1.0 + ] + lora_config:[ + lora_rank: 16 + lora_alpha: 16 + target_module_name: ['attn1.to_q', 'attn1.to_k', 'attn1.to_v', 'attn1.to_out.0', 'ffn.net.0.proj', 'ffn.net.2', 'delta_embedder', 'time_embedder'] + ] + param_names_to_optimize: ['lora_A', 'lora_B'] + ] + text_encoder_cfg:[ + drop_text_ratio: 0.1 + negative_embedding_path: assets/negative_embedding/wan_negemb_cn.pth + ] + vae_cfg:[ + load: True + ] + scheduler_cfg:[ + shift: 5.0 + weight_type: uniform + ] + memory_cfg:[ + capacity: 5 + sink_slots: 1 + recent_slots: 2 + context_slots: 5 + target_chunks: 3 + ] + teacher_cfg:[ + phase: real_prefix_phase1 + history_depths: [6] + timestep_weighting: logit_normal + logit_mean: 0.0 + logit_std: 1.0 + ] + flowmap_cfg:[ + gate_value: 0.25 + deltatime_type: r + diffusion_ratio: 0.5 + consistency_ratio: 0.25 + epsilon: 5 + ] + ] + path:[ + pretrain_network: None + experiments_root: experiments/lm_aifm_same_observation_teacher_phase1_maincfg_smoke_1b + models: experiments/lm_aifm_same_observation_teacher_phase1_maincfg_smoke_1b/models + log: experiments/lm_aifm_same_observation_teacher_phase1_maincfg_smoke_1b + visualization: experiments/lm_aifm_same_observation_teacher_phase1_maincfg_smoke_1b/visualization + ] + train:[ + train_pipeline: LM_AIFM_SameObservation_Teacher_Trainer + optim_g:[ + type: AdamW + lr: 1e-05 + weight_decay: 0.0 + betas: [0.9, 0.999] + ] + max_grad_norm: 1.0 + lr_scheduler: constant_with_warmup + warmup_iter: 500 + total_iter: 0 + ema_decay: 0.999 + ema_warmup_step: 500 + ] + val:[ + skip_first_eval: True + sample_freq: 100000 + eval_freq: 100000 + ] + logger:[ + print_freq: 1 + save_checkpoint_freq: 1 + save_eval_checkpoint_freq: 1000 + clean_cache_freq: 10 + use_wandb: False + ] + config_path: options/train/lm_aifm/train_lm_aifm_same_observation_teacher_phase1_1b.yml + +2026-08-09 17:07:47,929 INFO: fix params: base_model.model.scale_shift_table +2026-08-09 17:07:47,929 INFO: fix params: base_model.model.patch_embedding.weight +2026-08-09 17:07:47,929 INFO: fix params: base_model.model.patch_embedding.bias +2026-08-09 17:07:47,929 INFO: fix params: base_model.model.blocks.0.scale_shift_table +2026-08-09 17:07:47,929 INFO: fix params: base_model.model.blocks.0.attn1.norm_q.weight +2026-08-09 17:07:47,929 INFO: fix params: base_model.model.blocks.0.attn1.norm_k.weight +2026-08-09 17:07:47,929 INFO: fix params: base_model.model.blocks.0.attn1.to_q.base_layer.weight +2026-08-09 17:07:47,929 INFO: fix params: base_model.model.blocks.0.attn1.to_q.base_layer.bias +2026-08-09 17:07:47,929 INFO: optimizer params: base_model.model.blocks.0.attn1.to_q.lora_A.real.weight +2026-08-09 17:07:47,929 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17:07:47,959 INFO: fix params: base_model.model.proj_out.weight +2026-08-09 17:07:47,959 INFO: fix params: base_model.model.proj_out.bias +2026-08-09 17:07:47,959 INFO: fix params: base_model.model.far_patch_embedding.weight +2026-08-09 17:07:47,960 INFO: fix params: base_model.model.far_patch_embedding.bias +2026-08-09 17:07:47,960 INFO: fix params: base_model.model.condition_embedder.time_embedder.linear_1.base_layer.weight +2026-08-09 17:07:47,960 INFO: fix params: base_model.model.condition_embedder.time_embedder.linear_1.base_layer.bias +2026-08-09 17:07:47,960 INFO: optimizer params: base_model.model.condition_embedder.time_embedder.linear_1.lora_A.real.weight +2026-08-09 17:07:47,960 INFO: optimizer params: base_model.model.condition_embedder.time_embedder.linear_1.lora_B.real.weight +2026-08-09 17:07:47,960 INFO: fix params: base_model.model.condition_embedder.time_embedder.linear_2.base_layer.weight +2026-08-09 17:07:47,960 INFO: fix params: 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base_model.model.condition_embedder.delta_embedder.linear_2.base_layer.bias +2026-08-09 17:07:47,960 INFO: optimizer params: base_model.model.condition_embedder.delta_embedder.linear_2.lora_A.real.weight +2026-08-09 17:07:47,960 INFO: optimizer params: base_model.model.condition_embedder.delta_embedder.linear_2.lora_B.real.weight +2026-08-09 17:07:47,960 INFO: fix params: base_model.model.condition_embedder.time_proj.weight +2026-08-09 17:07:47,960 INFO: fix params: base_model.model.condition_embedder.time_proj.bias +2026-08-09 17:07:47,960 INFO: fix params: base_model.model.condition_embedder.text_embedder.linear_1.weight +2026-08-09 17:07:47,960 INFO: fix params: base_model.model.condition_embedder.text_embedder.linear_1.bias +2026-08-09 17:07:47,960 INFO: fix params: base_model.model.condition_embedder.text_embedder.linear_2.weight +2026-08-09 17:07:47,960 INFO: fix params: base_model.model.condition_embedder.text_embedder.linear_2.bias +2026-08-09 17:07:47,960 INFO: #Trained Parameters: 16.130048 M +2026-08-09 17:07:47,960 INFO: #Fixed Parameters: 1422.147136 M +2026-08-09 17:08:19,579 INFO: enable EMA training with decay 0.999, warmup_steps: 500 +2026-08-09 17:08:19,596 INFO: Checkpoint does not exist. Starting a new training run. +2026-08-09 17:08:19,596 INFO: ***** Running training ***** +2026-08-09 17:08:19,596 INFO: Num examples = 799 +2026-08-09 17:08:19,596 INFO: Instantaneous batch size per device = 1 +2026-08-09 17:08:19,596 INFO: Total train batch size (with parallel, distributed & accumulation) = 8 +2026-08-09 17:08:19,596 INFO: Total optimization steps = 0 +2026-08-09 17:08:19,596 INFO: Data_loader_length: 99 +2026-08-09 17:08:19,597 INFO: Init dataloader at epoch: 0, batch_iter 0 +2026-08-09 17:08:51,586 INFO: [lm_ai..][Iter: 1] [eta: -1 day, 23:59:29] step_time: 31.9888 lrs_g: 2.000e-08 same_observation_teacher_loss: 0.0945 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 872.3435 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 19.58GiB peak_alloc 16.40GiB] +2026-08-09 17:08:58,556 INFO: Saved state to experiments/lm_aifm_same_observation_teacher_phase1_maincfg_smoke_1b/models/checkpoint diff --git a/LongVid/experiments/lm_aifm_same_observation_teacher_phase1_smoke_1b/train_lm_aifm_same_observation_teacher_phase1_smoke_1b_20260809_170509.log b/LongVid/experiments/lm_aifm_same_observation_teacher_phase1_smoke_1b/train_lm_aifm_same_observation_teacher_phase1_smoke_1b_20260809_170509.log new file mode 100644 index 0000000000000000000000000000000000000000..14e76109600599bc8f4aa95d80a46dca01946aba --- /dev/null +++ b/LongVid/experiments/lm_aifm_same_observation_teacher_phase1_smoke_1b/train_lm_aifm_same_observation_teacher_phase1_smoke_1b_20260809_170509.log @@ -0,0 +1,1325 @@ +2026-08-09 17:05:10,351 INFO: + name: lm_aifm_same_observation_teacher_phase1_smoke_1b + mode: train + manual_seed: 0 + mixed_precision: True + datasets:[ + train:[ + type: T2VMemSpecWindowsTarDataset + meta_path: /mnt/workspace/fly/lm_aifm_20260809/datasets/formal_sekai_60s_v1/wids-meta.json + data_dtype: .mp4 + temporal_sampling: memspec_sink_slow_recent_29f + window_num_frames: 29 + history_windows: 6 + target_fps: 16.0 + temporal_seed: 0 + decode_threads: 2 + height: 480 + width: 832 + return_temporal_metadata: True + dataloader_cfg:[ + batch_size_per_gpu: 1 + num_workers: 0 + shuffle: False + seed: 0 + shuffle_chunk_size: None + drop_last: True + persistent_workers: False + ] + ] + ] + models:[ + transformer_cfg:[ + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/AnyFlow-FAR-Wan2.1-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + enable_gradient_checkpoint: True + far_config:[ + full_chunk_limit: 3 + chunk_partition: [1, 3, 3, 3, 3, 3, 3, 2] + compressed_patch_size: [1, 4, 4] + long_context_training_ratio: 1.0 + ] + lora_config:[ + lora_rank: 16 + lora_alpha: 16 + target_module_name: ['attn1.to_q', 'attn1.to_k', 'attn1.to_v', 'attn1.to_out.0', 'ffn.net.0.proj', 'ffn.net.2', 'delta_embedder', 'time_embedder'] + ] + param_names_to_optimize: ['lora_A', 'lora_B'] + ] + text_encoder_cfg:[ + drop_text_ratio: 0.0 + negative_embedding_path: assets/negative_embedding/wan_negemb_cn.pth + ] + vae_cfg:[ + load: True + ] + scheduler_cfg:[ + shift: 5.0 + weight_type: uniform + ] + memory_cfg:[ + capacity: 5 + sink_slots: 1 + recent_slots: 2 + context_slots: 5 + target_chunks: 3 + ] + teacher_cfg:[ + phase: real_prefix_phase1 + history_depths: [6] + timestep_weighting: logit_normal + logit_mean: 0.0 + logit_std: 1.0 + ] + flowmap_cfg:[ + gate_value: 0.25 + deltatime_type: r + diffusion_ratio: 0.5 + consistency_ratio: 0.25 + epsilon: 5 + ] + ] + path:[ + pretrain_network: None + experiments_root: experiments/lm_aifm_same_observation_teacher_phase1_smoke_1b + models: experiments/lm_aifm_same_observation_teacher_phase1_smoke_1b/models + log: experiments/lm_aifm_same_observation_teacher_phase1_smoke_1b + visualization: experiments/lm_aifm_same_observation_teacher_phase1_smoke_1b/visualization + ] + train:[ + train_pipeline: LM_AIFM_SameObservation_Teacher_Trainer + optim_g:[ + type: AdamW + lr: 1e-05 + weight_decay: 0.0 + betas: [0.9, 0.999] + ] + max_grad_norm: 1.0 + lr_scheduler: constant_with_warmup + warmup_iter: 0 + total_iter: 0 + ] + val:[ + skip_first_eval: True + sample_freq: 100000 + eval_freq: 100000 + ] + logger:[ + print_freq: 1 + save_checkpoint_freq: 1000 + save_eval_checkpoint_freq: 1000 + clean_cache_freq: 1 + use_wandb: False + ] + config_path: options/train/lm_aifm/train_lm_aifm_same_observation_teacher_smoke_1b.yml + +2026-08-09 17:05:15,440 INFO: fix params: base_model.model.scale_shift_table +2026-08-09 17:05:15,441 INFO: fix params: base_model.model.patch_embedding.weight +2026-08-09 17:05:15,441 INFO: fix params: base_model.model.patch_embedding.bias +2026-08-09 17:05:15,441 INFO: fix params: base_model.model.blocks.0.scale_shift_table +2026-08-09 17:05:15,441 INFO: fix params: base_model.model.blocks.0.attn1.norm_q.weight +2026-08-09 17:05:15,441 INFO: fix params: base_model.model.blocks.0.attn1.norm_k.weight +2026-08-09 17:05:15,441 INFO: fix params: 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base_model.model.condition_embedder.delta_embedder.linear_1.lora_B.real.weight +2026-08-09 17:05:15,471 INFO: fix params: base_model.model.condition_embedder.delta_embedder.linear_2.base_layer.weight +2026-08-09 17:05:15,471 INFO: fix params: base_model.model.condition_embedder.delta_embedder.linear_2.base_layer.bias +2026-08-09 17:05:15,471 INFO: optimizer params: base_model.model.condition_embedder.delta_embedder.linear_2.lora_A.real.weight +2026-08-09 17:05:15,471 INFO: optimizer params: base_model.model.condition_embedder.delta_embedder.linear_2.lora_B.real.weight +2026-08-09 17:05:15,471 INFO: fix params: base_model.model.condition_embedder.time_proj.weight +2026-08-09 17:05:15,471 INFO: fix params: base_model.model.condition_embedder.time_proj.bias +2026-08-09 17:05:15,471 INFO: fix params: base_model.model.condition_embedder.text_embedder.linear_1.weight +2026-08-09 17:05:15,471 INFO: fix params: base_model.model.condition_embedder.text_embedder.linear_1.bias +2026-08-09 17:05:15,471 INFO: fix params: base_model.model.condition_embedder.text_embedder.linear_2.weight +2026-08-09 17:05:15,471 INFO: fix params: base_model.model.condition_embedder.text_embedder.linear_2.bias +2026-08-09 17:05:15,471 INFO: #Trained Parameters: 16.130048 M +2026-08-09 17:05:15,471 INFO: #Fixed Parameters: 1422.147136 M +2026-08-09 17:05:55,681 INFO: Checkpoint does not exist. Starting a new training run. +2026-08-09 17:05:55,682 INFO: ***** Running training ***** +2026-08-09 17:05:55,682 INFO: Num examples = 799 +2026-08-09 17:05:55,682 INFO: Instantaneous batch size per device = 1 +2026-08-09 17:05:55,682 INFO: Total train batch size (with parallel, distributed & accumulation) = 8 +2026-08-09 17:05:55,682 INFO: Total optimization steps = 0 +2026-08-09 17:05:55,682 INFO: Data_loader_length: 99 +2026-08-09 17:05:55,682 INFO: Init dataloader at epoch: 0, batch_iter 0 +2026-08-09 17:06:17,732 INFO: [lm_ai..][Iter: 1] [eta: -1 day, 23:59:38] step_time: 22.0488 lrs_g: 1.000e-05 same_observation_teacher_loss: 0.1012 teacher_history_depth: 6.0000 teacher_context_slots: 5.0000 teacher_context_frames: 13.0000 teacher_timestep: 872.3435 generator_grad_norm: 0.0077 [cuda:0 alloc 5.60GiB reserved 19.58GiB peak_alloc 16.40GiB] diff --git a/LongVid/experiments/lm_aifm_same_observation_teacher_phase1_smoke_1b/train_lm_aifm_same_observation_teacher_smoke_1b.yml b/LongVid/experiments/lm_aifm_same_observation_teacher_phase1_smoke_1b/train_lm_aifm_same_observation_teacher_smoke_1b.yml new file mode 100644 index 0000000000000000000000000000000000000000..05803a3befa004985519ca64ae7a47cee773c620 --- /dev/null +++ b/LongVid/experiments/lm_aifm_same_observation_teacher_phase1_smoke_1b/train_lm_aifm_same_observation_teacher_smoke_1b.yml @@ -0,0 +1,103 @@ +# GENERATE TIME: Sun Aug 9 17:05:09 2026 +# CMD: +# /mnt/workspace/fly/lm_aifm_20260809/src/AnyFlow/far/main.py config_path=options/train/lm_aifm/train_lm_aifm_same_observation_teacher_smoke_1b.yml + +# One-update Phase-1 systems smoke for the FAR same-observation long teacher. +# This checks data -> per-window VAE -> MemSpec -> 13c+8t bidirectional score. +# It is not a teacher competence result and does not unlock formal-F training. +# Use the full 799-sample WIDS even for one update: a four-sample shard with +# drop_last=true yields zero samples/rank under an eight-rank launch. + +name: lm_aifm_same_observation_teacher_phase1_smoke_1b +mode: train +manual_seed: 0 +mixed_precision: true + +datasets: + train: + type: T2VMemSpecWindowsTarDataset + meta_path: /mnt/workspace/fly/lm_aifm_20260809/datasets/formal_sekai_60s_v1/wids-meta.json + data_dtype: .mp4 + temporal_sampling: memspec_sink_slow_recent_29f + window_num_frames: 29 + history_windows: 6 + target_fps: 16.0 + temporal_seed: 0 + decode_threads: 2 + height: 480 + width: 832 + return_temporal_metadata: true + dataloader_cfg: + batch_size_per_gpu: 1 + num_workers: 0 + shuffle: false + seed: 0 + shuffle_chunk_size: null + drop_last: true + persistent_workers: false + +models: + transformer_cfg: + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/AnyFlow-FAR-Wan2.1-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + enable_gradient_checkpoint: true + far_config: + full_chunk_limit: 3 + chunk_partition: [1, 3, 3, 3, 3, 3, 3, 2] + compressed_patch_size: [1, 4, 4] + long_context_training_ratio: 1.0 + lora_config: + lora_rank: 16 + lora_alpha: 16 + target_module_name: ['attn1.to_q', 'attn1.to_k', 'attn1.to_v', 'attn1.to_out.0', 'ffn.net.0.proj', 'ffn.net.2', 'delta_embedder', 'time_embedder'] + param_names_to_optimize: ['lora_A', 'lora_B'] + + text_encoder_cfg: + drop_text_ratio: 0.0 + negative_embedding_path: assets/negative_embedding/wan_negemb_cn.pth + vae_cfg: {load: true} + scheduler_cfg: {shift: 5.0, weight_type: uniform} + + memory_cfg: + capacity: 5 + sink_slots: 1 + recent_slots: 2 + context_slots: 5 + target_chunks: 3 + + teacher_cfg: + phase: real_prefix_phase1 + history_depths: [6] + timestep_weighting: logit_normal + logit_mean: 0.0 + logit_std: 1.0 + + flowmap_cfg: + gate_value: 0.25 + deltatime_type: r + diffusion_ratio: 0.5 + consistency_ratio: 0.25 + epsilon: 5 + +path: {pretrain_network: null} + +train: + train_pipeline: LM_AIFM_SameObservation_Teacher_Trainer + optim_g: {type: AdamW, lr: !!float 1e-5, weight_decay: 0.0, betas: [0.9, 0.999]} + max_grad_norm: 1.0 + lr_scheduler: constant_with_warmup + warmup_iter: 0 + # BaseTrainer uses <=, so this is exactly one update. + total_iter: 0 + +val: + skip_first_eval: true + sample_freq: 100000 + eval_freq: 100000 + +logger: + print_freq: 1 + save_checkpoint_freq: 1000 + save_eval_checkpoint_freq: 1000 + clean_cache_freq: 1 + use_wandb: false diff --git a/LongVid/results/lm_aifm_anyflow_far_1b_smoke8/test_anyflow_far_1b_smoke8.yml b/LongVid/results/lm_aifm_anyflow_far_1b_smoke8/test_anyflow_far_1b_smoke8.yml new file mode 100644 index 0000000000000000000000000000000000000000..331722f61a39554f944f7126c7cfcdb891e6fc81 --- /dev/null +++ b/LongVid/results/lm_aifm_anyflow_far_1b_smoke8/test_anyflow_far_1b_smoke8.yml @@ -0,0 +1,66 @@ +# GENERATE TIME: Sun Aug 9 12:32:01 2026 +# CMD: +# /mnt/workspace/fly/lm_aifm_20260809/src/AnyFlow/far/main.py config_path=options/test/lm_aifm/test_anyflow_far_1b_smoke8.yml + +name: lm_aifm_anyflow_far_1b_smoke8 +mode: eval +manual_seed: 0 +mixed_precision: true + +datasets: + sample: + type: PromptDataset + prompt_path: assets/evaluation/eval_caption_t2v_smoke8.json + preprocess_cfg: + height: 256 + width: 448 + dataloader_cfg: + batch_size_per_gpu: 1 + num_workers: 0 + shuffle: false + drop_last: false + +models: + transformer_cfg: + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/AnyFlow-FAR-Wan2.1-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + enable_gradient_checkpoint: false + far_config: + full_chunk_limit: 3 + chunk_partition: [1, 3, 3, 3, 3, 3, 3, 2] + compressed_patch_size: [1, 4, 4] + long_context_training_ratio: 0.5 + text_encoder_cfg: + drop_text_ratio: 0.0 + fuse_guidance_scale: 3.0 + vae_cfg: + load: true + scheduler_cfg: + shift: 5.0 + weight_type: beta08 + flowmap_cfg: + gate_value: 0.25 + deltatime_type: r + diffusion_ratio: 0.5 + consistency_ratio: 0.25 + epsilon: 5 + +path: + pretrain_network: null + +train: + train_pipeline: FAR_Wan_AnyFlow_Pretrain_Trainer + +val: + val_pipeline: FARWanAnyFlowPipeline + sample_cfg: + height: 256 + width: 448 + seed: [0] + guidance_scale: 1.0 + num_inference_steps: [2] + num_frames: 81 + negative_prompt: "overexposed, static, blurry details, subtitles, low quality, deformed" + +logger: + use_wandb: false diff --git a/LongVid/results/lm_aifm_anyflow_far_1b_smoke8/test_lm_aifm_anyflow_far_1b_smoke8_20260809_122740.log b/LongVid/results/lm_aifm_anyflow_far_1b_smoke8/test_lm_aifm_anyflow_far_1b_smoke8_20260809_122740.log new file mode 100644 index 0000000000000000000000000000000000000000..de81f8aff45068a56af605f0159fc71e62e8c997 --- /dev/null +++ b/LongVid/results/lm_aifm_anyflow_far_1b_smoke8/test_lm_aifm_anyflow_far_1b_smoke8_20260809_122740.log @@ -0,0 +1,78 @@ +2026-08-09 12:27:43,453 INFO: + name: lm_aifm_anyflow_far_1b_smoke8 + mode: eval + manual_seed: 0 + mixed_precision: True + datasets:[ + sample:[ + type: PromptDataset + prompt_path: assets/evaluation/eval_caption_t2v_smoke8.json + preprocess_cfg:[ + height: 256 + width: 448 + ] + dataloader_cfg:[ + batch_size_per_gpu: 1 + num_workers: 0 + shuffle: False + drop_last: False + ] + ] + ] + models:[ + transformer_cfg:[ + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/AnyFlow-FAR-Wan2.1-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + enable_gradient_checkpoint: False + far_config:[ + full_chunk_limit: 3 + chunk_partition: [1, 3, 3, 3, 3, 3, 3, 2] + compressed_patch_size: [1, 4, 4] + long_context_training_ratio: 0.5 + ] + ] + text_encoder_cfg:[ + drop_text_ratio: 0.0 + fuse_guidance_scale: 3.0 + ] + vae_cfg:[ + load: True + ] + scheduler_cfg:[ + shift: 5.0 + weight_type: beta08 + ] + flowmap_cfg:[ + gate_value: 0.25 + deltatime_type: r + diffusion_ratio: 0.5 + consistency_ratio: 0.25 + epsilon: 5 + ] + ] + path:[ + pretrain_network: None + results_root: results/lm_aifm_anyflow_far_1b_smoke8 + log: results/lm_aifm_anyflow_far_1b_smoke8 + visualization: results/lm_aifm_anyflow_far_1b_smoke8/visualization + ] + train:[ + train_pipeline: FAR_Wan_AnyFlow_Pretrain_Trainer + ] + val:[ + val_pipeline: FARWanAnyFlowPipeline + sample_cfg:[ + height: 256 + width: 448 + seed: [0] + guidance_scale: 1.0 + num_inference_steps: [2] + num_frames: 81 + negative_prompt: overexposed, static, blurry details, subtitles, low quality, deformed + ] + ] + logger:[ + use_wandb: False + ] + config_path: options/test/lm_aifm/test_anyflow_far_1b_smoke8.yml + diff --git a/LongVid/results/lm_aifm_anyflow_far_1b_smoke8/test_lm_aifm_anyflow_far_1b_smoke8_20260809_123201.log b/LongVid/results/lm_aifm_anyflow_far_1b_smoke8/test_lm_aifm_anyflow_far_1b_smoke8_20260809_123201.log new file mode 100644 index 0000000000000000000000000000000000000000..50d1b87aac503b41c49540323be4668af23a73e6 --- /dev/null +++ b/LongVid/results/lm_aifm_anyflow_far_1b_smoke8/test_lm_aifm_anyflow_far_1b_smoke8_20260809_123201.log @@ -0,0 +1,78 @@ +2026-08-09 12:32:02,112 INFO: + name: lm_aifm_anyflow_far_1b_smoke8 + mode: eval + manual_seed: 0 + mixed_precision: True + datasets:[ + sample:[ + type: PromptDataset + prompt_path: assets/evaluation/eval_caption_t2v_smoke8.json + preprocess_cfg:[ + height: 256 + width: 448 + ] + dataloader_cfg:[ + batch_size_per_gpu: 1 + num_workers: 0 + shuffle: False + drop_last: False + ] + ] + ] + models:[ + transformer_cfg:[ + model_name: /mnt/workspace/fly/lm_aifm_20260809/checkpoints/AnyFlow-FAR-Wan2.1-1.3B-Diffusers + model_type: FAR_Wan_Transformer3DModel + enable_gradient_checkpoint: False + far_config:[ + full_chunk_limit: 3 + chunk_partition: [1, 3, 3, 3, 3, 3, 3, 2] + compressed_patch_size: [1, 4, 4] + long_context_training_ratio: 0.5 + ] + ] + text_encoder_cfg:[ + drop_text_ratio: 0.0 + fuse_guidance_scale: 3.0 + ] + vae_cfg:[ + load: True + ] + scheduler_cfg:[ + shift: 5.0 + weight_type: beta08 + ] + flowmap_cfg:[ + gate_value: 0.25 + deltatime_type: r + diffusion_ratio: 0.5 + consistency_ratio: 0.25 + epsilon: 5 + ] + ] + path:[ + pretrain_network: None + results_root: results/lm_aifm_anyflow_far_1b_smoke8 + log: results/lm_aifm_anyflow_far_1b_smoke8 + visualization: results/lm_aifm_anyflow_far_1b_smoke8/visualization + ] + train:[ + train_pipeline: FAR_Wan_AnyFlow_Pretrain_Trainer + ] + val:[ + val_pipeline: FARWanAnyFlowPipeline + sample_cfg:[ + height: 256 + width: 448 + seed: [0] + guidance_scale: 1.0 + num_inference_steps: [2] + num_frames: 81 + negative_prompt: overexposed, static, blurry details, subtitles, low quality, deformed + ] + ] + logger:[ + use_wandb: False + ] + config_path: options/test/lm_aifm/test_anyflow_far_1b_smoke8.yml + diff --git a/LongVid/results/lm_aifm_anyflow_far_1b_smoke8/visualization/sample/iter_final/task_t2v/sample_step_2/seed_0/00_A_golden_retriever_runs_through_a_sunny_.mp4 b/LongVid/results/lm_aifm_anyflow_far_1b_smoke8/visualization/sample/iter_final/task_t2v/sample_step_2/seed_0/00_A_golden_retriever_runs_through_a_sunny_.mp4 new file mode 100644 index 0000000000000000000000000000000000000000..0247e4efe150f7b4a7e73ada5dcc3fa5af2fc7a2 --- /dev/null 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