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Upload LingBot fast chunk-size ablation

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  1. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/controls/example05_pose_ui_corrected/action.npy +3 -0
  2. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/controls/example05_pose_ui_corrected/ijkl_action.npy +3 -0
  3. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/controls/example05_pose_ui_corrected/image.jpg +3 -0
  4. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/controls/example05_pose_ui_corrected/intrinsics.npy +3 -0
  5. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/controls/example05_pose_ui_corrected/poses.npy +3 -0
  6. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/controls/example05_pose_ui_corrected/prompt.txt +1 -0
  7. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/controls/example05_pose_ui_corrected/wasd_action.npy +3 -0
  8. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/logs/example05_chunk01_seed6200.log +23 -0
  9. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/logs/example05_chunk02_seed6200.log +23 -0
  10. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/logs/example05_chunk03_seed6200.log +23 -0
  11. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/logs/example05_chunk04_seed6200.log +23 -0
  12. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/logs/example05_chunk06_seed6200.log +23 -0
  13. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/logs/example05_chunk12_seed6200.log +23 -0
  14. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/manifest.json +54 -0
  15. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/metrics/example05_chunk01_seed6200.json +91 -0
  16. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/metrics/example05_chunk02_seed6200.json +91 -0
  17. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/metrics/example05_chunk03_seed6200.json +91 -0
  18. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/metrics/example05_chunk04_seed6200.json +91 -0
  19. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/metrics/example05_chunk06_seed6200.json +91 -0
  20. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/metrics/example05_chunk12_seed6200.json +91 -0
  21. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/outputs/chunk_size_01/fast_chunk_ablation_example05_chunk01_seed6200.mp4 +3 -0
  22. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/outputs/chunk_size_01/fast_chunk_ablation_example05_chunk01_seed6200_subtitled.ass +14 -0
  23. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/outputs/chunk_size_01/fast_chunk_ablation_example05_chunk01_seed6200_subtitled.mp4 +3 -0
  24. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/outputs/chunk_size_01/fast_chunk_ablation_example05_chunk01_seed6200_subtitled.srt +8 -0
  25. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/outputs/chunk_size_02/fast_chunk_ablation_example05_chunk02_seed6200.mp4 +3 -0
  26. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/outputs/chunk_size_02/fast_chunk_ablation_example05_chunk02_seed6200_subtitled.ass +14 -0
  27. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/outputs/chunk_size_02/fast_chunk_ablation_example05_chunk02_seed6200_subtitled.mp4 +3 -0
  28. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/outputs/chunk_size_02/fast_chunk_ablation_example05_chunk02_seed6200_subtitled.srt +8 -0
  29. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/outputs/chunk_size_03/fast_chunk_ablation_example05_chunk03_seed6200.mp4 +3 -0
  30. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/outputs/chunk_size_03/fast_chunk_ablation_example05_chunk03_seed6200_subtitled.ass +14 -0
  31. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/outputs/chunk_size_03/fast_chunk_ablation_example05_chunk03_seed6200_subtitled.mp4 +3 -0
  32. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/outputs/chunk_size_03/fast_chunk_ablation_example05_chunk03_seed6200_subtitled.srt +8 -0
  33. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/outputs/chunk_size_04/fast_chunk_ablation_example05_chunk04_seed6200.mp4 +3 -0
  34. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/outputs/chunk_size_04/fast_chunk_ablation_example05_chunk04_seed6200_subtitled.ass +14 -0
  35. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/outputs/chunk_size_04/fast_chunk_ablation_example05_chunk04_seed6200_subtitled.mp4 +3 -0
  36. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/outputs/chunk_size_04/fast_chunk_ablation_example05_chunk04_seed6200_subtitled.srt +8 -0
  37. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/outputs/chunk_size_06/fast_chunk_ablation_example05_chunk06_seed6200.mp4 +3 -0
  38. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/outputs/chunk_size_06/fast_chunk_ablation_example05_chunk06_seed6200_subtitled.ass +14 -0
  39. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/outputs/chunk_size_06/fast_chunk_ablation_example05_chunk06_seed6200_subtitled.mp4 +3 -0
  40. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/outputs/chunk_size_06/fast_chunk_ablation_example05_chunk06_seed6200_subtitled.srt +8 -0
  41. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/outputs/chunk_size_12/fast_chunk_ablation_example05_chunk12_seed6200.mp4 +3 -0
  42. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/outputs/chunk_size_12/fast_chunk_ablation_example05_chunk12_seed6200_subtitled.ass +14 -0
  43. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/outputs/chunk_size_12/fast_chunk_ablation_example05_chunk12_seed6200_subtitled.mp4 +3 -0
  44. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/outputs/chunk_size_12/fast_chunk_ablation_example05_chunk12_seed6200_subtitled.srt +8 -0
  45. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/report.md +19 -0
  46. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/run_fast_chunk_ablation_4gpu.sbatch +35 -0
  47. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/run_fast_chunk_case.py +319 -0
  48. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/run_manifest.csv +7 -0
  49. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/run_manifest.json +140 -0
  50. fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/slurm/nvr_elm_llm:fast-chunk-corrected_9937470_0.err +0 -0
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1
+ Command: torchrun --nproc_per_node 4 --master_port 37470 generate_fast.py --task i2v-A14B --size '480*832' --ckpt_dir models/lingbot-world-base-cam --image experiments/fast_chunk_ablation_20260528_pose_ui_corrected/controls/example05_pose_ui_corrected/image.jpg --action_path experiments/fast_chunk_ablation_20260528_pose_ui_corrected/controls/example05_pose_ui_corrected --dit_fsdp --t5_fsdp --ulysses_size 4 --frame_num 141 --base_seed 6200 --save_file experiments/fast_chunk_ablation_20260528_pose_ui_corrected/outputs/chunk_size_01/fast_chunk_ablation_example05_chunk01_seed6200.mp4 --prompt 'A first-person cinematic flight through a lush fantasy jungle, blue hands gripping vibrating leather reins in the foreground as an ancient gothic castle grows clearer ahead, with floating islands and distant waterfalls in the background.' --chunk_size 1
2
+ W0529 00:30:04.355000 2200098 /lustre/fs11/portfolios/nvr/projects/nvr_elm_llm/users/shyang/miniconda3/envs/lingbot_world_repro/lib/python3.10/site-packages/torch/distributed/run.py:793]
3
+ W0529 00:30:04.355000 2200098 /lustre/fs11/portfolios/nvr/projects/nvr_elm_llm/users/shyang/miniconda3/envs/lingbot_world_repro/lib/python3.10/site-packages/torch/distributed/run.py:793] *****************************************
4
+ W0529 00:30:04.355000 2200098 /lustre/fs11/portfolios/nvr/projects/nvr_elm_llm/users/shyang/miniconda3/envs/lingbot_world_repro/lib/python3.10/site-packages/torch/distributed/run.py:793] Setting OMP_NUM_THREADS environment variable for each process to be 1 in default, to avoid your system being overloaded, please further tune the variable for optimal performance in your application as needed.
5
+ W0529 00:30:04.355000 2200098 /lustre/fs11/portfolios/nvr/projects/nvr_elm_llm/users/shyang/miniconda3/envs/lingbot_world_repro/lib/python3.10/site-packages/torch/distributed/run.py:793] *****************************************
6
+ [2026-05-29 00:30:26,547] INFO: offload_model is not specified, set to False.
7
+ [2026-05-29 00:30:26,580] INFO: Generation job args: Namespace(task='i2v-A14B', size='480*832', frame_num=141, ckpt_dir='models/lingbot-world-base-cam', offload_model=False, ulysses_size=4, t5_fsdp=True, t5_cpu=False, dit_fsdp=True, save_file='experiments/fast_chunk_ablation_20260528_pose_ui_corrected/outputs/chunk_size_01/fast_chunk_ablation_example05_chunk01_seed6200.mp4', prompt='A first-person cinematic flight through a lush fantasy jungle, blue hands gripping vibrating leather reins in the foreground as an ancient gothic castle grows clearer ahead, with floating islands and distant waterfalls in the background.', prompt_b=None, switch_frame=None, prompt_switch_case=None, use_prompt_extend=False, base_seed=6200, image='experiments/fast_chunk_ablation_20260528_pose_ui_corrected/controls/example05_pose_ui_corrected/image.jpg', action_path='experiments/fast_chunk_ablation_20260528_pose_ui_corrected/controls/example05_pose_ui_corrected', sample_shift=10.0, convert_model_dtype=False, local_attn_size=-1, sink_size=0, max_attention_size=None, chunk_size=1, save_dir='output')
8
+ [2026-05-29 00:30:26,581] INFO: Generation model config: {'__name__': 'Config: Wan I2V A14B', 't5_model': 'umt5_xxl', 't5_dtype': torch.bfloat16, 'text_len': 512, 'param_dtype': torch.bfloat16, 'num_train_timesteps': 1000, 'sample_fps': 16, 'sample_neg_prompt': '画面突变,色调艳丽,过曝,静态,细节模糊不清,字幕,风格,作品,画作,画面,静止,整体发灰,最差质量,低质量,JPEG压缩残留,丑陋的,残缺的,多余的手指,画得不好的手部,画得不好的脸部,畸形的,毁容的,形态畸形的肢体,手指融合,静止不动的画面,杂乱的背景,三条腿,背景人很多,倒着走,镜头晃动,画面闪烁,模糊,噪点,水印,签名,文字,变形,扭曲,液化,不合逻辑的结构,卡顿,PPT幻灯片感,过暗,欠曝,低对比度,霓虹灯光感,过度锐化,3D渲染感,人物,行人,游客,身体,皮肤,肢体,面部特征,汽车,电线', 'frame_num': 81, 't5_checkpoint': 'models_t5_umt5-xxl-enc-bf16.pth', 't5_tokenizer': 'google/umt5-xxl', 'vae_checkpoint': 'Wan2.1_VAE.pth', 'vae_stride': (4, 8, 8), 'patch_size': (1, 2, 2), 'dim': 5120, 'ffn_dim': 13824, 'freq_dim': 256, 'num_heads': 40, 'num_layers': 40, 'window_size': (-1, -1), 'qk_norm': True, 'cross_attn_norm': True, 'eps': 1e-06, 'low_noise_checkpoint': 'low_noise_model', 'high_noise_checkpoint': 'high_noise_model', 'fast_noise_checkpoint': 'lingbot_world_fast', 'sample_shift': 10.0, 'sample_steps': 70, 'boundary': 0.947, 'sample_guide_scale': (5.0, 5.0)}
9
+ NCCL version 2.21.5+cuda12.4
10
+ [2026-05-29 00:30:28,259] INFO: Input prompt: A first-person cinematic flight through a lush fantasy jungle, blue hands gripping vibrating leather reins in the foreground as an ancient gothic castle grows clearer ahead, with floating islands and distant waterfalls in the background.
11
+ [2026-05-29 00:30:28,317] INFO: Input image: experiments/fast_chunk_ablation_20260528_pose_ui_corrected/controls/example05_pose_ui_corrected/image.jpg
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+ [2026-05-29 00:30:28,317] INFO: Creating WanI2VFast pipeline.
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+ [2026-05-29 00:31:19,770] INFO: loading models/lingbot-world-base-cam/models_t5_umt5-xxl-enc-bf16.pth
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+ [2026-05-29 00:31:45,191] INFO: loading models/lingbot-world-base-cam/Wan2.1_VAE.pth
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+ [2026-05-29 00:31:46,600] INFO: Creating WanModelFast from models/lingbot-world-base-cam
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+
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+ [2026-05-29 00:38:50,348] INFO: Generating video ...
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+ [2026-05-29 00:40:06,877] INFO: Saving generated video to experiments/fast_chunk_ablation_20260528_pose_ui_corrected/outputs/chunk_size_01/fast_chunk_ablation_example05_chunk01_seed6200.mp4
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+ [2026-05-29 00:40:10,192] INFO: Finished.
fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/logs/example05_chunk02_seed6200.log ADDED
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1
+ Command: torchrun --nproc_per_node 4 --master_port 37570 generate_fast.py --task i2v-A14B --size '480*832' --ckpt_dir models/lingbot-world-base-cam --image experiments/fast_chunk_ablation_20260528_pose_ui_corrected/controls/example05_pose_ui_corrected/image.jpg --action_path experiments/fast_chunk_ablation_20260528_pose_ui_corrected/controls/example05_pose_ui_corrected --dit_fsdp --t5_fsdp --ulysses_size 4 --frame_num 141 --base_seed 6200 --save_file experiments/fast_chunk_ablation_20260528_pose_ui_corrected/outputs/chunk_size_02/fast_chunk_ablation_example05_chunk02_seed6200.mp4 --prompt 'A first-person cinematic flight through a lush fantasy jungle, blue hands gripping vibrating leather reins in the foreground as an ancient gothic castle grows clearer ahead, with floating islands and distant waterfalls in the background.' --chunk_size 2
2
+ W0529 00:30:04.305000 2258681 /lustre/fs11/portfolios/nvr/projects/nvr_elm_llm/users/shyang/miniconda3/envs/lingbot_world_repro/lib/python3.10/site-packages/torch/distributed/run.py:793]
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+ W0529 00:30:04.305000 2258681 /lustre/fs11/portfolios/nvr/projects/nvr_elm_llm/users/shyang/miniconda3/envs/lingbot_world_repro/lib/python3.10/site-packages/torch/distributed/run.py:793] *****************************************
4
+ W0529 00:30:04.305000 2258681 /lustre/fs11/portfolios/nvr/projects/nvr_elm_llm/users/shyang/miniconda3/envs/lingbot_world_repro/lib/python3.10/site-packages/torch/distributed/run.py:793] Setting OMP_NUM_THREADS environment variable for each process to be 1 in default, to avoid your system being overloaded, please further tune the variable for optimal performance in your application as needed.
5
+ W0529 00:30:04.305000 2258681 /lustre/fs11/portfolios/nvr/projects/nvr_elm_llm/users/shyang/miniconda3/envs/lingbot_world_repro/lib/python3.10/site-packages/torch/distributed/run.py:793] *****************************************
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+ [2026-05-29 00:30:26,547] INFO: offload_model is not specified, set to False.
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+ [2026-05-29 00:30:26,580] INFO: Generation job args: Namespace(task='i2v-A14B', size='480*832', frame_num=141, ckpt_dir='models/lingbot-world-base-cam', offload_model=False, ulysses_size=4, t5_fsdp=True, t5_cpu=False, dit_fsdp=True, save_file='experiments/fast_chunk_ablation_20260528_pose_ui_corrected/outputs/chunk_size_02/fast_chunk_ablation_example05_chunk02_seed6200.mp4', prompt='A first-person cinematic flight through a lush fantasy jungle, blue hands gripping vibrating leather reins in the foreground as an ancient gothic castle grows clearer ahead, with floating islands and distant waterfalls in the background.', prompt_b=None, switch_frame=None, prompt_switch_case=None, use_prompt_extend=False, base_seed=6200, image='experiments/fast_chunk_ablation_20260528_pose_ui_corrected/controls/example05_pose_ui_corrected/image.jpg', action_path='experiments/fast_chunk_ablation_20260528_pose_ui_corrected/controls/example05_pose_ui_corrected', sample_shift=10.0, convert_model_dtype=False, local_attn_size=-1, sink_size=0, max_attention_size=None, chunk_size=2, save_dir='output')
8
+ [2026-05-29 00:30:26,581] INFO: Generation model config: {'__name__': 'Config: Wan I2V A14B', 't5_model': 'umt5_xxl', 't5_dtype': torch.bfloat16, 'text_len': 512, 'param_dtype': torch.bfloat16, 'num_train_timesteps': 1000, 'sample_fps': 16, 'sample_neg_prompt': '画面突变,色调艳丽,过曝,静态,细节模糊不清,字幕,风格,作品,画作,画面,静止,整体发灰,最差质量,低质量,JPEG压缩残留,丑陋的,残缺的,多余的手指,画得不好的手部,画得不好的脸部,畸形的,毁容的,形态畸形的肢体,手指融合,静止不动的画面,杂乱的背景,三条腿,背景人很多,倒着走,镜头晃动,画面闪烁,模糊,噪点,水印,签名,文字,变形,扭曲,液化,不合逻辑的结构,卡顿,PPT幻灯片感,过暗,欠曝,低对比度,霓虹灯光感,过度锐化,3D渲染感,人物,行人,游客,身体,皮肤,肢体,面部特征,汽车,电线', 'frame_num': 81, 't5_checkpoint': 'models_t5_umt5-xxl-enc-bf16.pth', 't5_tokenizer': 'google/umt5-xxl', 'vae_checkpoint': 'Wan2.1_VAE.pth', 'vae_stride': (4, 8, 8), 'patch_size': (1, 2, 2), 'dim': 5120, 'ffn_dim': 13824, 'freq_dim': 256, 'num_heads': 40, 'num_layers': 40, 'window_size': (-1, -1), 'qk_norm': True, 'cross_attn_norm': True, 'eps': 1e-06, 'low_noise_checkpoint': 'low_noise_model', 'high_noise_checkpoint': 'high_noise_model', 'fast_noise_checkpoint': 'lingbot_world_fast', 'sample_shift': 10.0, 'sample_steps': 70, 'boundary': 0.947, 'sample_guide_scale': (5.0, 5.0)}
9
+ NCCL version 2.21.5+cuda12.4
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+ [2026-05-29 00:30:28,284] INFO: Input prompt: A first-person cinematic flight through a lush fantasy jungle, blue hands gripping vibrating leather reins in the foreground as an ancient gothic castle grows clearer ahead, with floating islands and distant waterfalls in the background.
11
+ [2026-05-29 00:30:28,339] INFO: Input image: experiments/fast_chunk_ablation_20260528_pose_ui_corrected/controls/example05_pose_ui_corrected/image.jpg
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+ [2026-05-29 00:30:28,339] INFO: Creating WanI2VFast pipeline.
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+ [2026-05-29 00:31:19,339] INFO: loading models/lingbot-world-base-cam/models_t5_umt5-xxl-enc-bf16.pth
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+ [2026-05-29 00:31:43,185] INFO: loading models/lingbot-world-base-cam/Wan2.1_VAE.pth
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+ [2026-05-29 00:31:44,517] INFO: Creating WanModelFast from models/lingbot-world-base-cam
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+
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+ [2026-05-29 00:38:23,871] INFO: Generating video ...
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+ [2026-05-29 00:39:26,723] INFO: Saving generated video to experiments/fast_chunk_ablation_20260528_pose_ui_corrected/outputs/chunk_size_02/fast_chunk_ablation_example05_chunk02_seed6200.mp4
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+ [2026-05-29 00:39:29,450] INFO: Finished.
fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/logs/example05_chunk03_seed6200.log ADDED
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1
+ Command: torchrun --nproc_per_node 4 --master_port 37670 generate_fast.py --task i2v-A14B --size '480*832' --ckpt_dir models/lingbot-world-base-cam --image experiments/fast_chunk_ablation_20260528_pose_ui_corrected/controls/example05_pose_ui_corrected/image.jpg --action_path experiments/fast_chunk_ablation_20260528_pose_ui_corrected/controls/example05_pose_ui_corrected --dit_fsdp --t5_fsdp --ulysses_size 4 --frame_num 141 --base_seed 6200 --save_file experiments/fast_chunk_ablation_20260528_pose_ui_corrected/outputs/chunk_size_03/fast_chunk_ablation_example05_chunk03_seed6200.mp4 --prompt 'A first-person cinematic flight through a lush fantasy jungle, blue hands gripping vibrating leather reins in the foreground as an ancient gothic castle grows clearer ahead, with floating islands and distant waterfalls in the background.' --chunk_size 3
2
+ W0529 00:39:59.555000 322327 /lustre/fs11/portfolios/nvr/projects/nvr_elm_llm/users/shyang/miniconda3/envs/lingbot_world_repro/lib/python3.10/site-packages/torch/distributed/run.py:793]
3
+ W0529 00:39:59.555000 322327 /lustre/fs11/portfolios/nvr/projects/nvr_elm_llm/users/shyang/miniconda3/envs/lingbot_world_repro/lib/python3.10/site-packages/torch/distributed/run.py:793] *****************************************
4
+ W0529 00:39:59.555000 322327 /lustre/fs11/portfolios/nvr/projects/nvr_elm_llm/users/shyang/miniconda3/envs/lingbot_world_repro/lib/python3.10/site-packages/torch/distributed/run.py:793] Setting OMP_NUM_THREADS environment variable for each process to be 1 in default, to avoid your system being overloaded, please further tune the variable for optimal performance in your application as needed.
5
+ W0529 00:39:59.555000 322327 /lustre/fs11/portfolios/nvr/projects/nvr_elm_llm/users/shyang/miniconda3/envs/lingbot_world_repro/lib/python3.10/site-packages/torch/distributed/run.py:793] *****************************************
6
+ [2026-05-29 00:40:23,334] INFO: offload_model is not specified, set to False.
7
+ [2026-05-29 00:40:23,372] INFO: Generation job args: Namespace(task='i2v-A14B', size='480*832', frame_num=141, ckpt_dir='models/lingbot-world-base-cam', offload_model=False, ulysses_size=4, t5_fsdp=True, t5_cpu=False, dit_fsdp=True, save_file='experiments/fast_chunk_ablation_20260528_pose_ui_corrected/outputs/chunk_size_03/fast_chunk_ablation_example05_chunk03_seed6200.mp4', prompt='A first-person cinematic flight through a lush fantasy jungle, blue hands gripping vibrating leather reins in the foreground as an ancient gothic castle grows clearer ahead, with floating islands and distant waterfalls in the background.', prompt_b=None, switch_frame=None, prompt_switch_case=None, use_prompt_extend=False, base_seed=6200, image='experiments/fast_chunk_ablation_20260528_pose_ui_corrected/controls/example05_pose_ui_corrected/image.jpg', action_path='experiments/fast_chunk_ablation_20260528_pose_ui_corrected/controls/example05_pose_ui_corrected', sample_shift=10.0, convert_model_dtype=False, local_attn_size=-1, sink_size=0, max_attention_size=None, chunk_size=3, save_dir='output')
8
+ [2026-05-29 00:40:23,373] INFO: Generation model config: {'__name__': 'Config: Wan I2V A14B', 't5_model': 'umt5_xxl', 't5_dtype': torch.bfloat16, 'text_len': 512, 'param_dtype': torch.bfloat16, 'num_train_timesteps': 1000, 'sample_fps': 16, 'sample_neg_prompt': '画面突变,色调艳丽,过曝,静态,细节模糊不清,字幕,风格,作品,画作,画面,静止,整体发灰,最差质量,低质量,JPEG压缩残留,丑陋的,残缺的,多余的手指,画得不好的手部,画得不好的脸部,畸形的,毁容的,形态畸形的肢体,手指融合,静止不动的画面,杂乱的背景,三条腿,背景人很多,倒着走,镜头晃动,画面闪烁,模糊,噪点,水印,签名,文字,变形,扭曲,液化,不合逻辑的结构,卡顿,PPT幻灯片感,过暗,欠曝,低对比度,霓虹灯光感,过度锐化,3D渲染感,人物,行人,游客,身体,皮肤,肢体,面部特征,汽车,电线', 'frame_num': 81, 't5_checkpoint': 'models_t5_umt5-xxl-enc-bf16.pth', 't5_tokenizer': 'google/umt5-xxl', 'vae_checkpoint': 'Wan2.1_VAE.pth', 'vae_stride': (4, 8, 8), 'patch_size': (1, 2, 2), 'dim': 5120, 'ffn_dim': 13824, 'freq_dim': 256, 'num_heads': 40, 'num_layers': 40, 'window_size': (-1, -1), 'qk_norm': True, 'cross_attn_norm': True, 'eps': 1e-06, 'low_noise_checkpoint': 'low_noise_model', 'high_noise_checkpoint': 'high_noise_model', 'fast_noise_checkpoint': 'lingbot_world_fast', 'sample_shift': 10.0, 'sample_steps': 70, 'boundary': 0.947, 'sample_guide_scale': (5.0, 5.0)}
9
+ NCCL version 2.21.5+cuda12.4
10
+ [2026-05-29 00:40:25,074] INFO: Input prompt: A first-person cinematic flight through a lush fantasy jungle, blue hands gripping vibrating leather reins in the foreground as an ancient gothic castle grows clearer ahead, with floating islands and distant waterfalls in the background.
11
+ [2026-05-29 00:40:25,127] INFO: Input image: experiments/fast_chunk_ablation_20260528_pose_ui_corrected/controls/example05_pose_ui_corrected/image.jpg
12
+ [2026-05-29 00:40:25,127] INFO: Creating WanI2VFast pipeline.
13
+ [2026-05-29 00:41:15,567] INFO: loading models/lingbot-world-base-cam/models_t5_umt5-xxl-enc-bf16.pth
14
+ [2026-05-29 00:41:34,050] INFO: loading models/lingbot-world-base-cam/Wan2.1_VAE.pth
15
+ [2026-05-29 00:41:34,740] INFO: Creating WanModelFast from models/lingbot-world-base-cam
16
+
17
+ [2026-05-29 00:47:09,723] INFO: Generating video ...
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+
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+ [2026-05-29 00:48:06,662] INFO: Saving generated video to experiments/fast_chunk_ablation_20260528_pose_ui_corrected/outputs/chunk_size_03/fast_chunk_ablation_example05_chunk03_seed6200.mp4
71
+ [2026-05-29 00:48:09,729] INFO: Finished.
fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/logs/example05_chunk04_seed6200.log ADDED
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1
+ Command: torchrun --nproc_per_node 4 --master_port 37770 generate_fast.py --task i2v-A14B --size '480*832' --ckpt_dir models/lingbot-world-base-cam --image experiments/fast_chunk_ablation_20260528_pose_ui_corrected/controls/example05_pose_ui_corrected/image.jpg --action_path experiments/fast_chunk_ablation_20260528_pose_ui_corrected/controls/example05_pose_ui_corrected --dit_fsdp --t5_fsdp --ulysses_size 4 --frame_num 141 --base_seed 6200 --save_file experiments/fast_chunk_ablation_20260528_pose_ui_corrected/outputs/chunk_size_04/fast_chunk_ablation_example05_chunk04_seed6200.mp4 --prompt 'A first-person cinematic flight through a lush fantasy jungle, blue hands gripping vibrating leather reins in the foreground as an ancient gothic castle grows clearer ahead, with floating islands and distant waterfalls in the background.' --chunk_size 4
2
+ W0529 00:40:27.577000 2268310 /lustre/fs11/portfolios/nvr/projects/nvr_elm_llm/users/shyang/miniconda3/envs/lingbot_world_repro/lib/python3.10/site-packages/torch/distributed/run.py:793]
3
+ W0529 00:40:27.577000 2268310 /lustre/fs11/portfolios/nvr/projects/nvr_elm_llm/users/shyang/miniconda3/envs/lingbot_world_repro/lib/python3.10/site-packages/torch/distributed/run.py:793] *****************************************
4
+ W0529 00:40:27.577000 2268310 /lustre/fs11/portfolios/nvr/projects/nvr_elm_llm/users/shyang/miniconda3/envs/lingbot_world_repro/lib/python3.10/site-packages/torch/distributed/run.py:793] Setting OMP_NUM_THREADS environment variable for each process to be 1 in default, to avoid your system being overloaded, please further tune the variable for optimal performance in your application as needed.
5
+ W0529 00:40:27.577000 2268310 /lustre/fs11/portfolios/nvr/projects/nvr_elm_llm/users/shyang/miniconda3/envs/lingbot_world_repro/lib/python3.10/site-packages/torch/distributed/run.py:793] *****************************************
6
+ [2026-05-29 00:40:39,822] INFO: offload_model is not specified, set to False.
7
+ [2026-05-29 00:40:39,836] INFO: Generation job args: Namespace(task='i2v-A14B', size='480*832', frame_num=141, ckpt_dir='models/lingbot-world-base-cam', offload_model=False, ulysses_size=4, t5_fsdp=True, t5_cpu=False, dit_fsdp=True, save_file='experiments/fast_chunk_ablation_20260528_pose_ui_corrected/outputs/chunk_size_04/fast_chunk_ablation_example05_chunk04_seed6200.mp4', prompt='A first-person cinematic flight through a lush fantasy jungle, blue hands gripping vibrating leather reins in the foreground as an ancient gothic castle grows clearer ahead, with floating islands and distant waterfalls in the background.', prompt_b=None, switch_frame=None, prompt_switch_case=None, use_prompt_extend=False, base_seed=6200, image='experiments/fast_chunk_ablation_20260528_pose_ui_corrected/controls/example05_pose_ui_corrected/image.jpg', action_path='experiments/fast_chunk_ablation_20260528_pose_ui_corrected/controls/example05_pose_ui_corrected', sample_shift=10.0, convert_model_dtype=False, local_attn_size=-1, sink_size=0, max_attention_size=None, chunk_size=4, save_dir='output')
8
+ [2026-05-29 00:40:39,836] INFO: Generation model config: {'__name__': 'Config: Wan I2V A14B', 't5_model': 'umt5_xxl', 't5_dtype': torch.bfloat16, 'text_len': 512, 'param_dtype': torch.bfloat16, 'num_train_timesteps': 1000, 'sample_fps': 16, 'sample_neg_prompt': '画面突变,色调艳丽,过曝,静态,细节模糊不清,字幕,风格,作品,画作,画面,静止,整体发灰,最差质量,低质量,JPEG压缩残留,丑陋的,残缺的,多余的手指,画得不好的手部,画得不好的脸部,畸形的,毁容的,形态畸形的肢体,手指融合,静止不动的画面,杂乱的背景,三条腿,背景人很多,倒着走,镜头晃动,画面闪烁,模糊,噪点,水印,签名,文字,变形,扭曲,液化,不合逻辑的结构,卡顿,PPT幻灯片感,过暗,欠曝,低对比度,霓虹灯光感,过度锐化,3D渲染感,人物,行人,游客,身体,皮肤,肢体,面部特征,汽车,电线', 'frame_num': 81, 't5_checkpoint': 'models_t5_umt5-xxl-enc-bf16.pth', 't5_tokenizer': 'google/umt5-xxl', 'vae_checkpoint': 'Wan2.1_VAE.pth', 'vae_stride': (4, 8, 8), 'patch_size': (1, 2, 2), 'dim': 5120, 'ffn_dim': 13824, 'freq_dim': 256, 'num_heads': 40, 'num_layers': 40, 'window_size': (-1, -1), 'qk_norm': True, 'cross_attn_norm': True, 'eps': 1e-06, 'low_noise_checkpoint': 'low_noise_model', 'high_noise_checkpoint': 'high_noise_model', 'fast_noise_checkpoint': 'lingbot_world_fast', 'sample_shift': 10.0, 'sample_steps': 70, 'boundary': 0.947, 'sample_guide_scale': (5.0, 5.0)}
9
+ NCCL version 2.21.5+cuda12.4
10
+ [2026-05-29 00:40:41,287] INFO: Input prompt: A first-person cinematic flight through a lush fantasy jungle, blue hands gripping vibrating leather reins in the foreground as an ancient gothic castle grows clearer ahead, with floating islands and distant waterfalls in the background.
11
+ [2026-05-29 00:40:41,328] INFO: Input image: experiments/fast_chunk_ablation_20260528_pose_ui_corrected/controls/example05_pose_ui_corrected/image.jpg
12
+ [2026-05-29 00:40:41,328] INFO: Creating WanI2VFast pipeline.
13
+ [2026-05-29 00:41:31,682] INFO: loading models/lingbot-world-base-cam/models_t5_umt5-xxl-enc-bf16.pth
14
+ [2026-05-29 00:41:49,039] INFO: loading models/lingbot-world-base-cam/Wan2.1_VAE.pth
15
+ [2026-05-29 00:41:49,280] INFO: Creating WanModelFast from models/lingbot-world-base-cam
16
+
17
+ [2026-05-29 00:42:28,812] INFO: Generating video ...
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+ [2026-05-29 00:43:20,728] INFO: Saving generated video to experiments/fast_chunk_ablation_20260528_pose_ui_corrected/outputs/chunk_size_04/fast_chunk_ablation_example05_chunk04_seed6200.mp4
59
+ [2026-05-29 00:43:23,220] INFO: Finished.
fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/logs/example05_chunk06_seed6200.log ADDED
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1
+ Command: torchrun --nproc_per_node 4 --master_port 37870 generate_fast.py --task i2v-A14B --size '480*832' --ckpt_dir models/lingbot-world-base-cam --image experiments/fast_chunk_ablation_20260528_pose_ui_corrected/controls/example05_pose_ui_corrected/image.jpg --action_path experiments/fast_chunk_ablation_20260528_pose_ui_corrected/controls/example05_pose_ui_corrected --dit_fsdp --t5_fsdp --ulysses_size 4 --frame_num 141 --base_seed 6200 --save_file experiments/fast_chunk_ablation_20260528_pose_ui_corrected/outputs/chunk_size_06/fast_chunk_ablation_example05_chunk06_seed6200.mp4 --prompt 'A first-person cinematic flight through a lush fantasy jungle, blue hands gripping vibrating leather reins in the foreground as an ancient gothic castle grows clearer ahead, with floating islands and distant waterfalls in the background.' --chunk_size 6
2
+ W0529 00:43:33.644000 2218761 /lustre/fs11/portfolios/nvr/projects/nvr_elm_llm/users/shyang/miniconda3/envs/lingbot_world_repro/lib/python3.10/site-packages/torch/distributed/run.py:793]
3
+ W0529 00:43:33.644000 2218761 /lustre/fs11/portfolios/nvr/projects/nvr_elm_llm/users/shyang/miniconda3/envs/lingbot_world_repro/lib/python3.10/site-packages/torch/distributed/run.py:793] *****************************************
4
+ W0529 00:43:33.644000 2218761 /lustre/fs11/portfolios/nvr/projects/nvr_elm_llm/users/shyang/miniconda3/envs/lingbot_world_repro/lib/python3.10/site-packages/torch/distributed/run.py:793] Setting OMP_NUM_THREADS environment variable for each process to be 1 in default, to avoid your system being overloaded, please further tune the variable for optimal performance in your application as needed.
5
+ W0529 00:43:33.644000 2218761 /lustre/fs11/portfolios/nvr/projects/nvr_elm_llm/users/shyang/miniconda3/envs/lingbot_world_repro/lib/python3.10/site-packages/torch/distributed/run.py:793] *****************************************
6
+ [2026-05-29 00:43:42,273] INFO: offload_model is not specified, set to False.
7
+ [2026-05-29 00:43:42,287] INFO: Generation job args: Namespace(task='i2v-A14B', size='480*832', frame_num=141, ckpt_dir='models/lingbot-world-base-cam', offload_model=False, ulysses_size=4, t5_fsdp=True, t5_cpu=False, dit_fsdp=True, save_file='experiments/fast_chunk_ablation_20260528_pose_ui_corrected/outputs/chunk_size_06/fast_chunk_ablation_example05_chunk06_seed6200.mp4', prompt='A first-person cinematic flight through a lush fantasy jungle, blue hands gripping vibrating leather reins in the foreground as an ancient gothic castle grows clearer ahead, with floating islands and distant waterfalls in the background.', prompt_b=None, switch_frame=None, prompt_switch_case=None, use_prompt_extend=False, base_seed=6200, image='experiments/fast_chunk_ablation_20260528_pose_ui_corrected/controls/example05_pose_ui_corrected/image.jpg', action_path='experiments/fast_chunk_ablation_20260528_pose_ui_corrected/controls/example05_pose_ui_corrected', sample_shift=10.0, convert_model_dtype=False, local_attn_size=-1, sink_size=0, max_attention_size=None, chunk_size=6, save_dir='output')
8
+ [2026-05-29 00:43:42,287] INFO: Generation model config: {'__name__': 'Config: Wan I2V A14B', 't5_model': 'umt5_xxl', 't5_dtype': torch.bfloat16, 'text_len': 512, 'param_dtype': torch.bfloat16, 'num_train_timesteps': 1000, 'sample_fps': 16, 'sample_neg_prompt': '画面突变,色调艳丽,过曝,静态,细节模糊不清,字幕,风格,作品,画作,画面,静止,整体发灰,最差质量,低质量,JPEG压缩残留,丑陋的,残缺的,多余的手指,画得不好的手部,画得不好的脸部,畸形的,毁容的,形态畸形的肢体,手指融合,静止不动的画面,杂乱的背景,三条腿,背景人很多,倒着走,镜头晃动,画面闪烁,模糊,噪点,水印,签名,文字,变形,扭曲,液化,不合逻辑的结构,卡顿,PPT幻灯片感,过暗,欠曝,低对比度,霓虹灯光感,过度锐化,3D渲染感,人物,行人,游客,身体,皮肤,肢体,面部特征,汽车,电线', 'frame_num': 81, 't5_checkpoint': 'models_t5_umt5-xxl-enc-bf16.pth', 't5_tokenizer': 'google/umt5-xxl', 'vae_checkpoint': 'Wan2.1_VAE.pth', 'vae_stride': (4, 8, 8), 'patch_size': (1, 2, 2), 'dim': 5120, 'ffn_dim': 13824, 'freq_dim': 256, 'num_heads': 40, 'num_layers': 40, 'window_size': (-1, -1), 'qk_norm': True, 'cross_attn_norm': True, 'eps': 1e-06, 'low_noise_checkpoint': 'low_noise_model', 'high_noise_checkpoint': 'high_noise_model', 'fast_noise_checkpoint': 'lingbot_world_fast', 'sample_shift': 10.0, 'sample_steps': 70, 'boundary': 0.947, 'sample_guide_scale': (5.0, 5.0)}
9
+ NCCL version 2.21.5+cuda12.4
10
+ [2026-05-29 00:43:43,740] INFO: Input prompt: A first-person cinematic flight through a lush fantasy jungle, blue hands gripping vibrating leather reins in the foreground as an ancient gothic castle grows clearer ahead, with floating islands and distant waterfalls in the background.
11
+ [2026-05-29 00:43:43,752] INFO: Input image: experiments/fast_chunk_ablation_20260528_pose_ui_corrected/controls/example05_pose_ui_corrected/image.jpg
12
+ [2026-05-29 00:43:43,752] INFO: Creating WanI2VFast pipeline.
13
+ [2026-05-29 00:44:35,454] INFO: loading models/lingbot-world-base-cam/models_t5_umt5-xxl-enc-bf16.pth
14
+ [2026-05-29 00:44:46,120] INFO: loading models/lingbot-world-base-cam/Wan2.1_VAE.pth
15
+ [2026-05-29 00:44:46,370] INFO: Creating WanModelFast from models/lingbot-world-base-cam
16
+
17
+ [2026-05-29 00:45:28,042] INFO: Generating video ...
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+
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+
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+
46
+ [2026-05-29 00:46:18,166] INFO: Saving generated video to experiments/fast_chunk_ablation_20260528_pose_ui_corrected/outputs/chunk_size_06/fast_chunk_ablation_example05_chunk06_seed6200.mp4
47
+ [2026-05-29 00:46:20,558] INFO: Finished.
fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/logs/example05_chunk12_seed6200.log ADDED
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1
+ Command: torchrun --nproc_per_node 4 --master_port 37970 generate_fast.py --task i2v-A14B --size '480*832' --ckpt_dir models/lingbot-world-base-cam --image experiments/fast_chunk_ablation_20260528_pose_ui_corrected/controls/example05_pose_ui_corrected/image.jpg --action_path experiments/fast_chunk_ablation_20260528_pose_ui_corrected/controls/example05_pose_ui_corrected --dit_fsdp --t5_fsdp --ulysses_size 4 --frame_num 141 --base_seed 6200 --save_file experiments/fast_chunk_ablation_20260528_pose_ui_corrected/outputs/chunk_size_12/fast_chunk_ablation_example05_chunk12_seed6200.mp4 --prompt 'A first-person cinematic flight through a lush fantasy jungle, blue hands gripping vibrating leather reins in the foreground as an ancient gothic castle grows clearer ahead, with floating islands and distant waterfalls in the background.' --chunk_size 12
2
+ W0529 00:46:57.517000 2223590 /lustre/fs11/portfolios/nvr/projects/nvr_elm_llm/users/shyang/miniconda3/envs/lingbot_world_repro/lib/python3.10/site-packages/torch/distributed/run.py:793]
3
+ W0529 00:46:57.517000 2223590 /lustre/fs11/portfolios/nvr/projects/nvr_elm_llm/users/shyang/miniconda3/envs/lingbot_world_repro/lib/python3.10/site-packages/torch/distributed/run.py:793] *****************************************
4
+ W0529 00:46:57.517000 2223590 /lustre/fs11/portfolios/nvr/projects/nvr_elm_llm/users/shyang/miniconda3/envs/lingbot_world_repro/lib/python3.10/site-packages/torch/distributed/run.py:793] Setting OMP_NUM_THREADS environment variable for each process to be 1 in default, to avoid your system being overloaded, please further tune the variable for optimal performance in your application as needed.
5
+ W0529 00:46:57.517000 2223590 /lustre/fs11/portfolios/nvr/projects/nvr_elm_llm/users/shyang/miniconda3/envs/lingbot_world_repro/lib/python3.10/site-packages/torch/distributed/run.py:793] *****************************************
6
+ [2026-05-29 00:47:06,273] INFO: offload_model is not specified, set to False.
7
+ [2026-05-29 00:47:06,288] INFO: Generation job args: Namespace(task='i2v-A14B', size='480*832', frame_num=141, ckpt_dir='models/lingbot-world-base-cam', offload_model=False, ulysses_size=4, t5_fsdp=True, t5_cpu=False, dit_fsdp=True, save_file='experiments/fast_chunk_ablation_20260528_pose_ui_corrected/outputs/chunk_size_12/fast_chunk_ablation_example05_chunk12_seed6200.mp4', prompt='A first-person cinematic flight through a lush fantasy jungle, blue hands gripping vibrating leather reins in the foreground as an ancient gothic castle grows clearer ahead, with floating islands and distant waterfalls in the background.', prompt_b=None, switch_frame=None, prompt_switch_case=None, use_prompt_extend=False, base_seed=6200, image='experiments/fast_chunk_ablation_20260528_pose_ui_corrected/controls/example05_pose_ui_corrected/image.jpg', action_path='experiments/fast_chunk_ablation_20260528_pose_ui_corrected/controls/example05_pose_ui_corrected', sample_shift=10.0, convert_model_dtype=False, local_attn_size=-1, sink_size=0, max_attention_size=None, chunk_size=12, save_dir='output')
8
+ [2026-05-29 00:47:06,288] INFO: Generation model config: {'__name__': 'Config: Wan I2V A14B', 't5_model': 'umt5_xxl', 't5_dtype': torch.bfloat16, 'text_len': 512, 'param_dtype': torch.bfloat16, 'num_train_timesteps': 1000, 'sample_fps': 16, 'sample_neg_prompt': '画面突变,色调艳丽,过曝,静态,细节模糊不清,字幕,风格,作品,画作,画面,静止,整体发灰,最差质量,低质量,JPEG压缩残留,丑陋的,残缺的,多余的手指,画得不好的手部,画得不好的脸部,畸形的,毁容的,形态畸形的肢体,手指融合,静止不动的画面,杂乱的背景,三条腿,背景人很多,倒着走,镜头晃动,画面闪烁,模糊,噪点,水印,签名,文字,变形,扭曲,液化,不合逻辑的结构,卡顿,PPT幻灯片感,过暗,欠曝,低对比度,霓虹灯光感,过度锐化,3D渲染感,人物,行人,游客,身体,皮肤,肢体,面部特征,汽车,电线', 'frame_num': 81, 't5_checkpoint': 'models_t5_umt5-xxl-enc-bf16.pth', 't5_tokenizer': 'google/umt5-xxl', 'vae_checkpoint': 'Wan2.1_VAE.pth', 'vae_stride': (4, 8, 8), 'patch_size': (1, 2, 2), 'dim': 5120, 'ffn_dim': 13824, 'freq_dim': 256, 'num_heads': 40, 'num_layers': 40, 'window_size': (-1, -1), 'qk_norm': True, 'cross_attn_norm': True, 'eps': 1e-06, 'low_noise_checkpoint': 'low_noise_model', 'high_noise_checkpoint': 'high_noise_model', 'fast_noise_checkpoint': 'lingbot_world_fast', 'sample_shift': 10.0, 'sample_steps': 70, 'boundary': 0.947, 'sample_guide_scale': (5.0, 5.0)}
9
+ NCCL version 2.21.5+cuda12.4
10
+ [2026-05-29 00:47:07,897] INFO: Input prompt: A first-person cinematic flight through a lush fantasy jungle, blue hands gripping vibrating leather reins in the foreground as an ancient gothic castle grows clearer ahead, with floating islands and distant waterfalls in the background.
11
+ [2026-05-29 00:47:07,908] INFO: Input image: experiments/fast_chunk_ablation_20260528_pose_ui_corrected/controls/example05_pose_ui_corrected/image.jpg
12
+ [2026-05-29 00:47:07,908] INFO: Creating WanI2VFast pipeline.
13
+ [2026-05-29 00:47:58,351] INFO: loading models/lingbot-world-base-cam/models_t5_umt5-xxl-enc-bf16.pth
14
+ [2026-05-29 00:48:06,754] INFO: loading models/lingbot-world-base-cam/Wan2.1_VAE.pth
15
+ [2026-05-29 00:48:06,959] INFO: Creating WanModelFast from models/lingbot-world-base-cam
16
+
17
+ [2026-05-29 00:48:46,548] INFO: Generating video ...
18
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+
32
+
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+
34
+ [2026-05-29 00:49:35,799] INFO: Saving generated video to experiments/fast_chunk_ablation_20260528_pose_ui_corrected/outputs/chunk_size_12/fast_chunk_ablation_example05_chunk12_seed6200.mp4
35
+ [2026-05-29 00:49:38,199] INFO: Finished.
fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/manifest.json ADDED
@@ -0,0 +1,54 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "description": "Same-prompt LingBot fast inference ablation over latent-frame chunk_size, rerun with pose-derived corrected WASD/IJKL visualization controls.",
3
+ "input_source": "repo_example_05_pose_ui_corrected",
4
+ "image": "experiments/fast_chunk_ablation_20260528_pose_ui_corrected/controls/example05_pose_ui_corrected/image.jpg",
5
+ "action_path": "experiments/fast_chunk_ablation_20260528_pose_ui_corrected/controls/example05_pose_ui_corrected",
6
+ "visualization_control_source": "wasd_action.npy and ijkl_action.npy regenerated from the same poses.npy used for camera conditioning",
7
+ "prompt_en": "A first-person cinematic flight through a lush fantasy jungle, blue hands gripping vibrating leather reins in the foreground as an ancient gothic castle grows clearer ahead, with floating islands and distant waterfalls in the background.",
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+ 革缰绳,前方古老哥特城堡逐渐清晰,背景有漂浮岛屿和远处瀑布。
5
+ A first-person cinematic flight through a lush fantasy jungle, blue hands
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+ gripping vibrating leather reins in the foreground as an ancient gothic castle
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+ grows clearer ahead, with floating islands and distant waterfalls in the
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fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/outputs/chunk_size_06/fast_chunk_ablation_example05_chunk06_seed6200.mp4 ADDED
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fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/outputs/chunk_size_06/fast_chunk_ablation_example05_chunk06_seed6200_subtitled.mp4 ADDED
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+ 革缰绳,前方古老哥特城堡逐渐清晰,背景有漂浮岛屿和远处瀑布。
5
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6
+ gripping vibrating leather reins in the foreground as an ancient gothic castle
7
+ grows clearer ahead, with floating islands and distant waterfalls in the
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fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/outputs/chunk_size_12/fast_chunk_ablation_example05_chunk12_seed6200_subtitled.mp4 ADDED
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+ 革缰绳,前方古老哥特城堡逐渐清晰,背景有漂浮岛屿和远处瀑布。
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+ gripping vibrating leather reins in the foreground as an ancient gothic castle
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+ grows clearer ahead, with floating islands and distant waterfalls in the
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fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/report.md ADDED
@@ -0,0 +1,19 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # LingBot Fast Chunk Size Ablation
2
+
3
+ - Description: Same-prompt LingBot fast inference ablation over latent-frame chunk_size, rerun with pose-derived corrected WASD/IJKL visualization controls.
4
+ - Prompt: A first-person cinematic flight through a lush fantasy jungle, blue hands gripping vibrating leather reins in the foreground as an ancient gothic castle grows clearer ahead, with floating islands and distant waterfalls in the background.
5
+ - Image: `experiments/fast_chunk_ablation_20260528_pose_ui_corrected/controls/example05_pose_ui_corrected/image.jpg`
6
+ - Camera/action path: `experiments/fast_chunk_ablation_20260528_pose_ui_corrected/controls/example05_pose_ui_corrected`
7
+ - Visualization controls: wasd_action.npy and ijkl_action.npy regenerated from the same poses.npy used for camera conditioning
8
+ - Seed: `6200`
9
+ - Frame num / FPS: `141` / `16`
10
+ - Effective duration: `8.8125` seconds
11
+
12
+ | chunk_size | chunk seconds | status | wall time s | peak single GPU MiB | mean GPU util % | output |
13
+ | ---: | ---: | --- | ---: | ---: | ---: | --- |
14
+ | 1 | 0.25 | ok | 624.4 | 42219 | 12.039 | `experiments/fast_chunk_ablation_20260528_pose_ui_corrected/outputs/chunk_size_01/fast_chunk_ablation_example05_chunk01_seed6200.mp4` |
15
+ | 2 | 0.5 | ok | 584.3 | 42193 | 10.703 | `experiments/fast_chunk_ablation_20260528_pose_ui_corrected/outputs/chunk_size_02/fast_chunk_ablation_example05_chunk02_seed6200.mp4` |
16
+ | 3 | 0.75 | ok | 508.1 | 41379 | 11.483 | `experiments/fast_chunk_ablation_20260528_pose_ui_corrected/outputs/chunk_size_03/fast_chunk_ablation_example05_chunk03_seed6200.mp4` |
17
+ | 4 | 1.0 | ok | 181.0 | 42135 | 32.871 | `experiments/fast_chunk_ablation_20260528_pose_ui_corrected/outputs/chunk_size_04/fast_chunk_ablation_example05_chunk04_seed6200.mp4` |
18
+ | 6 | 1.5 | ok | 171.1 | 42227 | 31.723 | `experiments/fast_chunk_ablation_20260528_pose_ui_corrected/outputs/chunk_size_06/fast_chunk_ablation_example05_chunk06_seed6200.mp4` |
19
+ | 12 | 3.0 | ok | 164.8 | 43305 | 35.14 | `experiments/fast_chunk_ablation_20260528_pose_ui_corrected/outputs/chunk_size_12/fast_chunk_ablation_example05_chunk12_seed6200.mp4` |
fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/run_fast_chunk_ablation_4gpu.sbatch ADDED
@@ -0,0 +1,35 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ #!/bin/bash
2
+ #SBATCH -A nvr_elm_llm
3
+ #SBATCH -p batch_block1,batch_block2,batch_block3,batch_block4
4
+ #SBATCH -t 04:00:00
5
+ #SBATCH -N 1
6
+ #SBATCH --gpus-per-node=4
7
+ #SBATCH -J nvr_elm_llm:fast-chunk-corrected
8
+ #SBATCH --array=0-5%2
9
+ #SBATCH -o experiments/fast_chunk_ablation_20260528_pose_ui_corrected/slurm/%x_%A_%a.out
10
+ #SBATCH -e experiments/fast_chunk_ablation_20260528_pose_ui_corrected/slurm/%x_%A_%a.err
11
+
12
+ set -euo pipefail
13
+
14
+ REPO_ROOT="/lustre/fs11/portfolios/nvr/projects/nvr_elm_llm/users/shyang/lingbot"
15
+ CONDA_SH="/lustre/fsw/portfolios/nvr/users/shyang/miniconda3/etc/profile.d/conda.sh"
16
+ LOCAL_ROOT="${LOCAL_ROOT:-experiments/fast_chunk_ablation_20260528_pose_ui_corrected}"
17
+ NPROC="${NPROC_PER_NODE:-4}"
18
+ MASTER_PORT=$((20000 + (SLURM_ARRAY_JOB_ID % 20000) + SLURM_ARRAY_TASK_ID * 100))
19
+
20
+ cd "${REPO_ROOT}"
21
+ mkdir -p "${LOCAL_ROOT}/slurm"
22
+ source "${CONDA_SH}"
23
+ conda activate lingbot_world_repro
24
+
25
+ python "${LOCAL_ROOT}/run_fast_chunk_case.py" \
26
+ --manifest "${LOCAL_ROOT}/manifest.json" \
27
+ --case-index "${SLURM_ARRAY_TASK_ID}" \
28
+ --output-root "${LOCAL_ROOT}/outputs" \
29
+ --metrics-dir "${LOCAL_ROOT}/metrics" \
30
+ --log-dir "${LOCAL_ROOT}/logs" \
31
+ --ckpt-dir models/lingbot-world-base-cam \
32
+ --nproc-per-node "${NPROC}" \
33
+ --master-port "${MASTER_PORT}" \
34
+ --monitor-interval "${MONITOR_INTERVAL:-1.0}" \
35
+ --resume
fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/run_fast_chunk_case.py ADDED
@@ -0,0 +1,319 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ #!/usr/bin/env python3
2
+ from __future__ import annotations
3
+
4
+ import argparse
5
+ import csv
6
+ import json
7
+ import os
8
+ import shlex
9
+ import subprocess
10
+ import sys
11
+ import threading
12
+ import time
13
+ from pathlib import Path
14
+
15
+
16
+ OOM_MARKERS = [
17
+ "CUDA out of memory",
18
+ "torch.OutOfMemoryError",
19
+ "out of memory",
20
+ "CUBLAS_STATUS_ALLOC_FAILED",
21
+ ]
22
+
23
+
24
+ def load_manifest(path: Path) -> dict:
25
+ return json.loads(path.read_text(encoding="utf-8"))
26
+
27
+
28
+ def query_gpu():
29
+ cmd = [
30
+ "nvidia-smi",
31
+ "--query-gpu=index,utilization.gpu,memory.used",
32
+ "--format=csv,noheader,nounits",
33
+ ]
34
+ try:
35
+ result = subprocess.run(
36
+ cmd,
37
+ check=True,
38
+ text=True,
39
+ stdout=subprocess.PIPE,
40
+ stderr=subprocess.PIPE,
41
+ )
42
+ except (FileNotFoundError, subprocess.CalledProcessError):
43
+ return []
44
+
45
+ rows = []
46
+ for line in result.stdout.splitlines():
47
+ parts = [part.strip() for part in line.split(",")]
48
+ if len(parts) != 3:
49
+ continue
50
+ try:
51
+ rows.append(
52
+ {
53
+ "index": int(parts[0]),
54
+ "utilization_gpu_percent": int(parts[1]),
55
+ "memory_used_mib": int(parts[2]),
56
+ }
57
+ )
58
+ except ValueError:
59
+ continue
60
+ return rows
61
+
62
+
63
+ def monitor_gpu(stop_event: threading.Event, samples: list[dict], interval: float) -> None:
64
+ while not stop_event.is_set():
65
+ readings = query_gpu()
66
+ if readings:
67
+ samples.append({"time": time.time(), "gpus": readings})
68
+ stop_event.wait(interval)
69
+
70
+
71
+ def summarize_gpu(samples: list[dict]) -> dict:
72
+ if not samples:
73
+ return {
74
+ "peak_total_memory_used_mib": None,
75
+ "peak_single_gpu_memory_used_mib": None,
76
+ "peak_by_gpu_mib": {},
77
+ "mean_gpu_utilization_percent": None,
78
+ "mean_nonzero_gpu_count": None,
79
+ }
80
+
81
+ peak_total = 0
82
+ peak_single = 0
83
+ peak_by_gpu: dict[str, int] = {}
84
+ util_values = []
85
+ nonzero_counts = []
86
+ for sample in samples:
87
+ total = 0
88
+ nonzero = 0
89
+ for gpu in sample["gpus"]:
90
+ idx = str(gpu["index"])
91
+ used = gpu["memory_used_mib"]
92
+ util = gpu["utilization_gpu_percent"]
93
+ total += used
94
+ peak_single = max(peak_single, used)
95
+ peak_by_gpu[idx] = max(peak_by_gpu.get(idx, 0), used)
96
+ util_values.append(util)
97
+ if util > 0:
98
+ nonzero += 1
99
+ nonzero_counts.append(nonzero)
100
+ peak_total = max(peak_total, total)
101
+ return {
102
+ "peak_total_memory_used_mib": peak_total,
103
+ "peak_single_gpu_memory_used_mib": peak_single,
104
+ "peak_by_gpu_mib": peak_by_gpu,
105
+ "mean_gpu_utilization_percent": round(sum(util_values) / len(util_values), 3)
106
+ if util_values
107
+ else None,
108
+ "mean_nonzero_gpu_count": round(sum(nonzero_counts) / len(nonzero_counts), 3)
109
+ if nonzero_counts
110
+ else None,
111
+ }
112
+
113
+
114
+ def detect_oom(log_file: Path) -> bool:
115
+ if not log_file.exists():
116
+ return False
117
+ text = log_file.read_text(encoding="utf-8", errors="ignore")
118
+ return any(marker in text for marker in OOM_MARKERS)
119
+
120
+
121
+ def build_command(args: argparse.Namespace, manifest: dict, case: dict, output_file: Path) -> list[str]:
122
+ return [
123
+ "torchrun",
124
+ "--nproc_per_node",
125
+ str(args.nproc_per_node),
126
+ "--master_port",
127
+ str(args.master_port),
128
+ "generate_fast.py",
129
+ "--task",
130
+ "i2v-A14B",
131
+ "--size",
132
+ manifest["size"],
133
+ "--ckpt_dir",
134
+ args.ckpt_dir,
135
+ "--image",
136
+ manifest["image"],
137
+ "--action_path",
138
+ manifest["action_path"],
139
+ "--dit_fsdp",
140
+ "--t5_fsdp",
141
+ "--ulysses_size",
142
+ str(args.nproc_per_node),
143
+ "--frame_num",
144
+ str(manifest["frame_num"]),
145
+ "--base_seed",
146
+ str(manifest["seed"]),
147
+ "--save_file",
148
+ str(output_file),
149
+ "--prompt",
150
+ manifest["prompt_en"],
151
+ "--chunk_size",
152
+ str(case["chunk_size"]),
153
+ ]
154
+
155
+
156
+ def write_summary_csv(path: Path, rows: list[dict]) -> None:
157
+ if not rows:
158
+ return
159
+ path.parent.mkdir(parents=True, exist_ok=True)
160
+ fieldnames = list(rows[0].keys())
161
+ with path.open("w", encoding="utf-8", newline="") as handle:
162
+ writer = csv.DictWriter(handle, fieldnames=fieldnames)
163
+ writer.writeheader()
164
+ writer.writerows(rows)
165
+
166
+
167
+ def main() -> int:
168
+ parser = argparse.ArgumentParser()
169
+ parser.add_argument("--manifest", type=Path, default=Path("experiments/fast_chunk_ablation_20260528_pose_ui_corrected/manifest.json"))
170
+ parser.add_argument("--case-index", type=int, default=None)
171
+ parser.add_argument("--case-id", default=None)
172
+ parser.add_argument("--ckpt-dir", default="models/lingbot-world-base-cam")
173
+ parser.add_argument("--output-root", type=Path, default=Path("experiments/fast_chunk_ablation_20260528_pose_ui_corrected/outputs"))
174
+ parser.add_argument("--metrics-dir", type=Path, default=Path("experiments/fast_chunk_ablation_20260528_pose_ui_corrected/metrics"))
175
+ parser.add_argument("--log-dir", type=Path, default=Path("experiments/fast_chunk_ablation_20260528_pose_ui_corrected/logs"))
176
+ parser.add_argument("--nproc-per-node", type=int, default=4)
177
+ parser.add_argument("--master-port", type=int, default=None)
178
+ parser.add_argument("--monitor-interval", type=float, default=1.0)
179
+ parser.add_argument("--resume", action="store_true", default=False)
180
+ args = parser.parse_args()
181
+
182
+ if args.master_port is None:
183
+ job_id = int(os.environ.get("SLURM_JOB_ID", os.getpid()))
184
+ task_id = int(os.environ.get("SLURM_ARRAY_TASK_ID", "0"))
185
+ args.master_port = 17000 + ((job_id * 97 + task_id * 7919 + os.getpid()) % 45000)
186
+
187
+ manifest = load_manifest(args.manifest)
188
+ cases = manifest["cases"]
189
+ if args.case_index is not None:
190
+ case = cases[args.case_index]
191
+ else:
192
+ matches = [item for item in cases if item["case_id"] == args.case_id]
193
+ if len(matches) != 1:
194
+ raise SystemExit(f"Expected one matching case, found {len(matches)}")
195
+ case = matches[0]
196
+
197
+ output_dir = args.output_root / f"chunk_size_{case['chunk_size']:02d}"
198
+ output_dir.mkdir(parents=True, exist_ok=True)
199
+ args.metrics_dir.mkdir(parents=True, exist_ok=True)
200
+ args.log_dir.mkdir(parents=True, exist_ok=True)
201
+ output_file = output_dir / f"fast_chunk_ablation_{case['case_id']}.mp4"
202
+ metrics_file = args.metrics_dir / f"{case['case_id']}.json"
203
+ log_file = args.log_dir / f"{case['case_id']}.log"
204
+
205
+ if args.resume and metrics_file.exists() and output_file.exists():
206
+ old = json.loads(metrics_file.read_text(encoding="utf-8"))
207
+ if old.get("status") == "ok" and old.get("output_exists"):
208
+ print(f"Case already completed: {output_file}")
209
+ return 0
210
+
211
+ cmd = build_command(args, manifest, case, output_file)
212
+ env = os.environ.copy()
213
+ env.setdefault("PYTHONUNBUFFERED", "1")
214
+ env.setdefault("TOKENIZERS_PARALLELISM", "false")
215
+ env.setdefault("NCCL_DEBUG", "WARN")
216
+
217
+ samples: list[dict] = []
218
+ stop_event = threading.Event()
219
+ monitor = threading.Thread(
220
+ target=monitor_gpu,
221
+ args=(stop_event, samples, args.monitor_interval),
222
+ daemon=True,
223
+ )
224
+
225
+ start = time.time()
226
+ monitor.start()
227
+ with log_file.open("w", encoding="utf-8") as log:
228
+ log.write("Command: " + " ".join(shlex.quote(part) for part in cmd) + "\n")
229
+ log.flush()
230
+ proc = subprocess.run(
231
+ cmd,
232
+ cwd=Path.cwd(),
233
+ env=env,
234
+ stdout=log,
235
+ stderr=subprocess.STDOUT,
236
+ text=True,
237
+ )
238
+ stop_event.set()
239
+ monitor.join(timeout=5)
240
+ end = time.time()
241
+
242
+ output_exists = output_file.exists()
243
+ status = "ok" if proc.returncode == 0 and output_exists else "failed"
244
+ if status == "failed" and detect_oom(log_file):
245
+ status = "oom"
246
+ summary = {
247
+ "case_id": case["case_id"],
248
+ "chunk_size": case["chunk_size"],
249
+ "chunk_frame_span": case["chunk_frame_span"],
250
+ "chunk_seconds": case["chunk_seconds"],
251
+ "frame_num": manifest["frame_num"],
252
+ "fps": manifest["fps"],
253
+ "effective_duration_seconds": manifest["effective_duration_seconds"],
254
+ "seed": manifest["seed"],
255
+ "status": status,
256
+ "returncode": proc.returncode,
257
+ "wall_time_seconds": round(end - start, 3),
258
+ "output_file": str(output_file),
259
+ "output_exists": output_exists,
260
+ "output_size_bytes": output_file.stat().st_size if output_exists else 0,
261
+ "log_file": str(log_file),
262
+ "metrics_file": str(metrics_file),
263
+ "nproc_per_node": args.nproc_per_node,
264
+ }
265
+ metrics = {
266
+ "case": case,
267
+ "manifest_settings": {
268
+ key: manifest[key]
269
+ for key in [
270
+ "image",
271
+ "action_path",
272
+ "prompt_en",
273
+ "prompt_zh",
274
+ "fps",
275
+ "frame_num",
276
+ "effective_duration_seconds",
277
+ "seed",
278
+ "size",
279
+ ]
280
+ },
281
+ "command": cmd,
282
+ "status": status,
283
+ "returncode": proc.returncode,
284
+ "start_time_unix": start,
285
+ "end_time_unix": end,
286
+ "wall_time_seconds": end - start,
287
+ "output_file": str(output_file),
288
+ "output_exists": output_exists,
289
+ "output_size_bytes": output_file.stat().st_size if output_exists else 0,
290
+ "summary": summary,
291
+ "gpu": summarize_gpu(samples),
292
+ "gpu_sample_count": len(samples),
293
+ }
294
+ metrics_file.write_text(json.dumps(metrics, indent=2, ensure_ascii=False) + "\n", encoding="utf-8")
295
+
296
+ rows = []
297
+ for path in sorted(args.metrics_dir.glob("*.json")):
298
+ try:
299
+ data = json.loads(path.read_text(encoding="utf-8"))
300
+ except Exception:
301
+ continue
302
+ row = dict(data.get("summary", {}))
303
+ gpu = data.get("gpu", {})
304
+ row["peak_single_gpu_memory_used_mib"] = gpu.get("peak_single_gpu_memory_used_mib")
305
+ row["peak_total_memory_used_mib"] = gpu.get("peak_total_memory_used_mib")
306
+ row["mean_gpu_utilization_percent"] = gpu.get("mean_gpu_utilization_percent")
307
+ row["mean_nonzero_gpu_count"] = gpu.get("mean_nonzero_gpu_count")
308
+ rows.append(row)
309
+ write_summary_csv(args.manifest.parent / "run_manifest.csv", rows)
310
+
311
+ if status != "ok":
312
+ print(f"Case {status}; see {log_file}", file=sys.stderr)
313
+ return proc.returncode if proc.returncode != 0 else 1
314
+ print(f"Case completed: {output_file}")
315
+ return 0
316
+
317
+
318
+ if __name__ == "__main__":
319
+ raise SystemExit(main())
fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/run_manifest.csv ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ case_id,chunk_size,chunk_frame_span,chunk_seconds,frame_num,fps,effective_duration_seconds,seed,status,returncode,wall_time_seconds,peak_single_gpu_memory_used_mib,peak_total_memory_used_mib,mean_gpu_utilization_percent,mean_nonzero_gpu_count,output_file,output_size_bytes,nproc_per_node
2
+ example05_chunk01_seed6200,1,4,0.25,141,16,8.8125,6200,ok,0,624.449,42219,142748,12.039,0.573,experiments/fast_chunk_ablation_20260528_pose_ui_corrected/outputs/chunk_size_01/fast_chunk_ablation_example05_chunk01_seed6200.mp4,12847550,4
3
+ example05_chunk02_seed6200,2,8,0.5,141,16,8.8125,6200,ok,0,584.266,42193,142030,10.703,0.5,experiments/fast_chunk_ablation_20260528_pose_ui_corrected/outputs/chunk_size_02/fast_chunk_ablation_example05_chunk02_seed6200.mp4,12951727,4
4
+ example05_chunk03_seed6200,3,12,0.75,141,16,8.8125,6200,ok,0,508.122,41379,143140,11.483,0.555,experiments/fast_chunk_ablation_20260528_pose_ui_corrected/outputs/chunk_size_03/fast_chunk_ablation_example05_chunk03_seed6200.mp4,14601355,4
5
+ example05_chunk04_seed6200,4,16,1.0,141,16,8.8125,6200,ok,0,181.017,42135,144042,32.871,1.465,experiments/fast_chunk_ablation_20260528_pose_ui_corrected/outputs/chunk_size_04/fast_chunk_ablation_example05_chunk04_seed6200.mp4,15540042,4
6
+ example05_chunk06_seed6200,6,24,1.5,141,16,8.8125,6200,ok,0,171.114,42227,145994,31.723,1.523,experiments/fast_chunk_ablation_20260528_pose_ui_corrected/outputs/chunk_size_06/fast_chunk_ablation_example05_chunk06_seed6200.mp4,12878559,4
7
+ example05_chunk12_seed6200,12,48,3.0,141,16,8.8125,6200,ok,0,164.83,43305,152560,35.14,1.566,experiments/fast_chunk_ablation_20260528_pose_ui_corrected/outputs/chunk_size_12/fast_chunk_ablation_example05_chunk12_seed6200.mp4,13584138,4
fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/run_manifest.json ADDED
@@ -0,0 +1,140 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [
2
+ {
3
+ "case_id": "example05_chunk01_seed6200",
4
+ "chunk_size": 1,
5
+ "chunk_frame_span": 4,
6
+ "chunk_seconds": 0.25,
7
+ "frame_num": 141,
8
+ "fps": 16,
9
+ "effective_duration_seconds": 8.8125,
10
+ "seed": 6200,
11
+ "status": "ok",
12
+ "returncode": 0,
13
+ "wall_time_seconds": 624.449,
14
+ "output_file": "experiments/fast_chunk_ablation_20260528_pose_ui_corrected/outputs/chunk_size_01/fast_chunk_ablation_example05_chunk01_seed6200.mp4",
15
+ "output_exists": true,
16
+ "output_size_bytes": 12847550,
17
+ "log_file": "experiments/fast_chunk_ablation_20260528_pose_ui_corrected/logs/example05_chunk01_seed6200.log",
18
+ "metrics_file": "experiments/fast_chunk_ablation_20260528_pose_ui_corrected/metrics/example05_chunk01_seed6200.json",
19
+ "nproc_per_node": 4,
20
+ "peak_single_gpu_memory_used_mib": 42219,
21
+ "peak_total_memory_used_mib": 142748,
22
+ "mean_gpu_utilization_percent": 12.039,
23
+ "mean_nonzero_gpu_count": 0.573
24
+ },
25
+ {
26
+ "case_id": "example05_chunk02_seed6200",
27
+ "chunk_size": 2,
28
+ "chunk_frame_span": 8,
29
+ "chunk_seconds": 0.5,
30
+ "frame_num": 141,
31
+ "fps": 16,
32
+ "effective_duration_seconds": 8.8125,
33
+ "seed": 6200,
34
+ "status": "ok",
35
+ "returncode": 0,
36
+ "wall_time_seconds": 584.266,
37
+ "output_file": "experiments/fast_chunk_ablation_20260528_pose_ui_corrected/outputs/chunk_size_02/fast_chunk_ablation_example05_chunk02_seed6200.mp4",
38
+ "output_exists": true,
39
+ "output_size_bytes": 12951727,
40
+ "log_file": "experiments/fast_chunk_ablation_20260528_pose_ui_corrected/logs/example05_chunk02_seed6200.log",
41
+ "metrics_file": "experiments/fast_chunk_ablation_20260528_pose_ui_corrected/metrics/example05_chunk02_seed6200.json",
42
+ "nproc_per_node": 4,
43
+ "peak_single_gpu_memory_used_mib": 42193,
44
+ "peak_total_memory_used_mib": 142030,
45
+ "mean_gpu_utilization_percent": 10.703,
46
+ "mean_nonzero_gpu_count": 0.5
47
+ },
48
+ {
49
+ "case_id": "example05_chunk03_seed6200",
50
+ "chunk_size": 3,
51
+ "chunk_frame_span": 12,
52
+ "chunk_seconds": 0.75,
53
+ "frame_num": 141,
54
+ "fps": 16,
55
+ "effective_duration_seconds": 8.8125,
56
+ "seed": 6200,
57
+ "status": "ok",
58
+ "returncode": 0,
59
+ "wall_time_seconds": 508.122,
60
+ "output_file": "experiments/fast_chunk_ablation_20260528_pose_ui_corrected/outputs/chunk_size_03/fast_chunk_ablation_example05_chunk03_seed6200.mp4",
61
+ "output_exists": true,
62
+ "output_size_bytes": 14601355,
63
+ "log_file": "experiments/fast_chunk_ablation_20260528_pose_ui_corrected/logs/example05_chunk03_seed6200.log",
64
+ "metrics_file": "experiments/fast_chunk_ablation_20260528_pose_ui_corrected/metrics/example05_chunk03_seed6200.json",
65
+ "nproc_per_node": 4,
66
+ "peak_single_gpu_memory_used_mib": 41379,
67
+ "peak_total_memory_used_mib": 143140,
68
+ "mean_gpu_utilization_percent": 11.483,
69
+ "mean_nonzero_gpu_count": 0.555
70
+ },
71
+ {
72
+ "case_id": "example05_chunk04_seed6200",
73
+ "chunk_size": 4,
74
+ "chunk_frame_span": 16,
75
+ "chunk_seconds": 1.0,
76
+ "frame_num": 141,
77
+ "fps": 16,
78
+ "effective_duration_seconds": 8.8125,
79
+ "seed": 6200,
80
+ "status": "ok",
81
+ "returncode": 0,
82
+ "wall_time_seconds": 181.017,
83
+ "output_file": "experiments/fast_chunk_ablation_20260528_pose_ui_corrected/outputs/chunk_size_04/fast_chunk_ablation_example05_chunk04_seed6200.mp4",
84
+ "output_exists": true,
85
+ "output_size_bytes": 15540042,
86
+ "log_file": "experiments/fast_chunk_ablation_20260528_pose_ui_corrected/logs/example05_chunk04_seed6200.log",
87
+ "metrics_file": "experiments/fast_chunk_ablation_20260528_pose_ui_corrected/metrics/example05_chunk04_seed6200.json",
88
+ "nproc_per_node": 4,
89
+ "peak_single_gpu_memory_used_mib": 42135,
90
+ "peak_total_memory_used_mib": 144042,
91
+ "mean_gpu_utilization_percent": 32.871,
92
+ "mean_nonzero_gpu_count": 1.465
93
+ },
94
+ {
95
+ "case_id": "example05_chunk06_seed6200",
96
+ "chunk_size": 6,
97
+ "chunk_frame_span": 24,
98
+ "chunk_seconds": 1.5,
99
+ "frame_num": 141,
100
+ "fps": 16,
101
+ "effective_duration_seconds": 8.8125,
102
+ "seed": 6200,
103
+ "status": "ok",
104
+ "returncode": 0,
105
+ "wall_time_seconds": 171.114,
106
+ "output_file": "experiments/fast_chunk_ablation_20260528_pose_ui_corrected/outputs/chunk_size_06/fast_chunk_ablation_example05_chunk06_seed6200.mp4",
107
+ "output_exists": true,
108
+ "output_size_bytes": 12878559,
109
+ "log_file": "experiments/fast_chunk_ablation_20260528_pose_ui_corrected/logs/example05_chunk06_seed6200.log",
110
+ "metrics_file": "experiments/fast_chunk_ablation_20260528_pose_ui_corrected/metrics/example05_chunk06_seed6200.json",
111
+ "nproc_per_node": 4,
112
+ "peak_single_gpu_memory_used_mib": 42227,
113
+ "peak_total_memory_used_mib": 145994,
114
+ "mean_gpu_utilization_percent": 31.723,
115
+ "mean_nonzero_gpu_count": 1.523
116
+ },
117
+ {
118
+ "case_id": "example05_chunk12_seed6200",
119
+ "chunk_size": 12,
120
+ "chunk_frame_span": 48,
121
+ "chunk_seconds": 3.0,
122
+ "frame_num": 141,
123
+ "fps": 16,
124
+ "effective_duration_seconds": 8.8125,
125
+ "seed": 6200,
126
+ "status": "ok",
127
+ "returncode": 0,
128
+ "wall_time_seconds": 164.83,
129
+ "output_file": "experiments/fast_chunk_ablation_20260528_pose_ui_corrected/outputs/chunk_size_12/fast_chunk_ablation_example05_chunk12_seed6200.mp4",
130
+ "output_exists": true,
131
+ "output_size_bytes": 13584138,
132
+ "log_file": "experiments/fast_chunk_ablation_20260528_pose_ui_corrected/logs/example05_chunk12_seed6200.log",
133
+ "metrics_file": "experiments/fast_chunk_ablation_20260528_pose_ui_corrected/metrics/example05_chunk12_seed6200.json",
134
+ "nproc_per_node": 4,
135
+ "peak_single_gpu_memory_used_mib": 43305,
136
+ "peak_total_memory_used_mib": 152560,
137
+ "mean_gpu_utilization_percent": 35.14,
138
+ "mean_nonzero_gpu_count": 1.566
139
+ }
140
+ ]
fast-inference/chunk-size-ablation/2026-05-28_same_prompt_pose_ui_corrected/20260529_005115/slurm/nvr_elm_llm:fast-chunk-corrected_9937470_0.err ADDED
File without changes