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PAVG
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[driver] ===== round 0: seed=42 prompt='a red ball rolling on a flat table' =====

Loading pipeline components...:   0%|          | 0/5 [00:00<?, ?it/s]
Loading pipeline components...:  40%|โ–ˆโ–ˆโ–ˆโ–ˆ      | 2/5 [00:01<00:02,  1.28it/s]The config attributes {'clip_output': False} were passed to AutoencoderKLWan, but are not expected and will be ignored. Please verify your config.json configuration file.

Loading pipeline components...:  60%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ    | 3/5 [00:01<00:01,  1.80it/s]

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Loading checkpoint shards:  60%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ    | 3/5 [00:00<00:00,  4.39it/s]

Loading checkpoint shards:  80%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ  | 4/5 [00:00<00:00,  4.46it/s]
Loading checkpoint shards: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 5/5 [00:00<00:00,  5.37it/s]

Loading pipeline components...:  80%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ  | 4/5 [00:02<00:00,  1.38it/s]

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Loading pipeline components...: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 5/5 [00:02<00:00,  1.91it/s]
Loading pipeline components...: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 5/5 [00:02<00:00,  1.69it/s]
โœ… Wan2.2-TI2V-5B ๆจกๅž‹ๅŠ ่ฝฝๅฎŒๆˆ
๐Ÿ“ ็”Ÿๆˆๆ็คบ่ฏ: a red ball rolling on a flat table

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100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 50/50 [03:55<00:00,  4.70s/it]
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
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Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
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Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
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Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
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Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
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Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
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Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
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Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
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Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
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Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.
โœ… ่ง†้ข‘ๅทฒไฟๅญ˜: /root/PhysGenLoop-/outputs/wan-71077cad56b8/wan-71077cad56b8-v01.mp4
GEN_OK wan-71077cad56b8
[driver] ็”ŸๆˆๅฎŒๆˆ: wan-71077cad56b8 -> /root/PhysGenLoop-/outputs/wan-71077cad56b8/wan-71077cad56b8-v01.mp4
[driver] ๅฏๅŠจ vLLM (Qwen3-VL-8B-Instruct) ไพ› SAM2+VLM ๆฃ€ๆต‹ไฝฟ็”จ...
[driver] vLLM ๅทฒๅฐฑ็ปช

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frame loading (JPEG):  22%|โ–ˆโ–ˆโ–       | 18/81 [00:00<00:01, 39.65it/s]
frame loading (JPEG):  28%|โ–ˆโ–ˆโ–Š       | 23/81 [00:00<00:01, 40.19it/s]
frame loading (JPEG):  35%|โ–ˆโ–ˆโ–ˆโ–      | 28/81 [00:00<00:01, 40.36it/s]
frame loading (JPEG):  41%|โ–ˆโ–ˆโ–ˆโ–ˆ      | 33/81 [00:00<00:01, 40.32it/s]
frame loading (JPEG):  47%|โ–ˆโ–ˆโ–ˆโ–ˆโ–‹     | 38/81 [00:00<00:01, 40.49it/s]
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frame loading (JPEG):  72%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–  | 58/81 [00:01<00:00, 38.22it/s]
frame loading (JPEG):  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 62/81 [00:01<00:00, 38.03it/s]
frame loading (JPEG):  83%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž | 67/81 [00:01<00:00, 38.93it/s]
frame loading (JPEG):  89%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰ | 72/81 [00:01<00:00, 39.56it/s]
frame loading (JPEG):  95%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ| 77/81 [00:01<00:00, 40.00it/s]
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/root/PhysGenLoop-/models/sam2-src/sam2/sam2_video_predictor.py:786: UserWarning: cannot import name '_C' from 'sam2' (/root/PhysGenLoop-/models/sam2-src/sam2/__init__.py)

Skipping the post-processing step due to the error above. You can still use SAM 2 and it's OK to ignore the error above, although some post-processing functionality may be limited (which doesn't affect the results in most cases; see https://github.com/facebookresearch/sam2/blob/main/INSTALL.md).
  pred_masks_gpu = fill_holes_in_mask_scores(

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EVAL_OK wan-71077cad56b8 decision= physical score= 1.0
[driver] ่ฏ„ไผฐๅฎŒๆˆ: decision=physical score=1.000 backend=sam2+vlm repair_action=reject
[driver] stop_reason=accepted
[driver]   round 0: {'round_index': 0, 'candidate_id': 'wan-71077cad56b8', 'video_path': '/root/PhysGenLoop-/outputs/wan-71077cad56b8/wan-71077cad56b8-v01.mp4', 'detector_backend': 'sam2+vlm', 'decision_report': 'physical', 'physics_score': 1.0, 'repair_action': 'reject', 'repair_confidence': 0.9571710647470242}