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logs/rmvpe_ft/rmvpe_ft_v4_20260329_231828.log
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outputs/rmvpe_ft_v4/best.pt : 0%| | 98.5kB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 0%| | 98.5kB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 0%| | 98.5kB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 0%| | 98.5kB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 0%| | 98.5kB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 0%| | 98.5kB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 0%| | 98.5kB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 0%| | 98.5kB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 0%| | 657kB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 0%| | 657kB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 0%| | 1.22MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 0%| | 1.22MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 0%| | 1.22MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 0%| | 1.77MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 0%| | 1.77MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 0%| | 1.77MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 1%| | 2.33MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 1%| | 2.33MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 1%| | 2.89MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 1%| | 2.89MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 1%| | 4.01MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 1%| | 4.01MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 1%|▏ | 5.12MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 1%|▏ | 5.12MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 2%|▏ | 5.68MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 2%|▏ | 6.24MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 2%|▏ | 6.24MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 2%|▏ | 6.80MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 2%|▏ | 7.36MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 2%|▏ | 7.36MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 2%|▏ | 7.92MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 2%|▏ | 8.47MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 2%|▏ | 8.47MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 3%|▎ | 10.2MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 3%|▎ | 10.7MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 3%|▎ | 10.7MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 3%|▎ | 11.8MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 3%|▎ | 12.4MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 4%|▍ | 14.1MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 4%|▍ | 14.1MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 4%|▍ | 15.7MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 5%|▍ | 16.9MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 5%|▍ | 17.4MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 5%|▍ | 18.0MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 5%|▌ | 19.6MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 6%|▌ | 21.3MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 6%|▌ | 21.9MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 6%|▋ | 23.6MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 7%|▋ | 24.7MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 7%|▋ | 26.3MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 8%|▊ | 28.0MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 8%|▊ | 28.6MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 9%|▊ | 31.4MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 9%|▉ | 33.6MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 10%|▉ | 35.8MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 10%|█ | 38.6MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 11%|█ | 40.3MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 11%|█▏ | 42.0MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 12%|█▏ | 44.2MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 13%|█▎ | 48.1MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 14%|█▎ | 50.4MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 15%|█▍ | 54.3MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 16%|█▌ | 58.2MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 16%|█▋ | 60.4MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 18%|█▊ | 64.9MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 19%|█▊ | 68.2MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 19%|█▉ | 71.6MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 21%|██ | 76.0MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 21%|██▏ | 78.8MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 23%|██▎ | 83.9MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 24%|██▍ | 89.4MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 26%|██▌ | 94.5MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 27%|██▋ | 98.9MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 29%|██▊ | 106MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 30%|███ | 111MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 31%|███▏ | 116MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 33%|███▎ | 122MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 35%|███▌ | 130MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 37%|███▋ | 136MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 39%|███▉ | 144MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 41%|████ | 151MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 43%|████▎ | 157MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 45%|████▍ | 165MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 47%|████▋ | 173MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 49%|████▉ | 181MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 52%|█████▏ | 191MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 53%|█████▎ | 197MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 56%|█████▋ | 208MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 59%|█████▉ | 217MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 62%|██████▏ | 227MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 64%|██████▍ | 236MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 68%|██████▊ | 249MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 71%|███████ | 260MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 73%|███████▎ | 269MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 76%|███████▌ | 280MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 79%|███████▉ | 291MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 82%|████████▏ | 302MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 84%|████████▎ | 308MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 85%|████████▌ | 314MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 87%|████████▋ | 319MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 88%|████████▊ | 326MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 90%|████████▉ | 330MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 91%|█████████ | 334MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 92%|█████████▏| 338MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 93%|█████████▎| 342MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 93%|█████████▎| 343MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 93%|█████████▎| 343MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 93%|█████████▎| 343MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 94%|█████████▍| 346MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 94%|█████████▍| 347MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 94%|█████████▍| 348MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 94%|█████████▍| 348MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 95%|█████████▍| 348MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 95%|█████████▍| 349MB / 368MB [A[A
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| 1 |
+
=== Fine-tune RMVPE — Sun Mar 29 23:18:28 HKT 2026 ===
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| 2 |
+
|
| 3 |
+
=== Run 1/5 — Sun Mar 29 23:18:28 HKT 2026 ===
|
| 4 |
+
/userhome/cs/u3571824/anaconda3/envs/bass/lib/python3.10/site-packages/resampy/filters.py:50: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
|
| 5 |
+
import pkg_resources
|
| 6 |
+
/userhome/cs/u3571824/fyp/muse/backend/ml_models/dev/vocal/finetune_rmvpe.py:655: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead.
|
| 7 |
+
scaler = GradScaler(enabled=args.fp16 and device.type == 'cuda')
|
| 8 |
+
RMVPE E2E verified at /userhome/cs/u3571824/fyp/muse/backend/ml_models/prod/weights/rmvpe.pt (368MB)
|
| 9 |
+
Loading pretrained RMVPE from /userhome/cs/u3571824/fyp/muse/backend/ml_models/prod/weights/rmvpe.pt
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| 10 |
+
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| 11 |
+
Generating pseudo-labels for 357 tracks...
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| 12 |
+
Pseudo-labels: 357 new, 0 cached in outputs/rmvpe_ft_v4/pseudo_labels
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| 13 |
+
Pseudo-label generation took 207s
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| 14 |
+
Datasets: ['mir_st500', 'medleydb']
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| 15 |
+
Train: 318 tracks, Val: 39 tracks
|
| 16 |
+
Smoke test: audio=torch.Size([40960]), label=torch.Size([257, 360]), label_max=0.9229, label_sum=535.0
|
| 17 |
+
RMVPE: 92.0M params
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| 18 |
+
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| 19 |
+
=== Fine-tuning RMVPE: 30 epochs, lr=5e-05 ===
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| 20 |
+
/userhome/cs/u3571824/fyp/muse/backend/ml_models/dev/vocal/finetune_rmvpe.py:684: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
|
| 21 |
+
with cuda_autocast(enabled=args.fp16 and device.type == 'cuda'):
|
| 22 |
+
Epoch 1/30 (7s) lr_head=4.99e-05 lr_enc=9.97e-07 | loss=0.1830 | val_RPA=0.8813
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| 23 |
+
★ New best RPA: 0.8813
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| 24 |
+
Epoch 2/30 (6s) lr_head=4.95e-05 lr_enc=9.89e-07 | loss=0.1830 | val_RPA=0.8490
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| 25 |
+
Epoch 3/30 (6s) lr_head=4.88e-05 lr_enc=9.76e-07 | loss=0.1824 | val_RPA=0.8226
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| 26 |
+
Epoch 4/30 (6s) lr_head=4.78e-05 lr_enc=9.57e-07 | loss=0.1826 | val_RPA=0.7747
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| 27 |
+
Epoch 5/30 (6s) lr_head=4.67e-05 lr_enc=9.33e-07 | loss=0.1827 | val_RPA=0.7454
|
| 28 |
+
Epoch 6/30 (6s) lr_head=4.52e-05 lr_enc=9.05e-07 | loss=0.1825 | val_RPA=0.7222
|
| 29 |
+
Epoch 7/30 (6s) lr_head=4.36e-05 lr_enc=8.72e-07 | loss=0.1823 | val_RPA=0.6943
|
| 30 |
+
Epoch 8/30 (6s) lr_head=4.17e-05 lr_enc=8.35e-07 | loss=0.1821 | val_RPA=0.6731
|
| 31 |
+
Epoch 9/30 (6s) lr_head=3.97e-05 lr_enc=7.94e-07 | loss=0.1819 | val_RPA=0.6590
|
| 32 |
+
Early stopping at epoch 9
|
| 33 |
+
|
| 34 |
+
Fine-tuning complete. Best RPA: 0.8813
|
| 35 |
+
Training finished at Sun Mar 29 23:23:18 HKT 2026
|
| 36 |
+
|
| 37 |
+
=== Upload to HuggingFace ===
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| 38 |
+
Uploading best.pt...
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outputs/rmvpe_ft_v4/best.pt : 2%|▏ | 6.24MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 3%|▎ | 10.7MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 4%|▍ | 14.1MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 5%|▍ | 18.0MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 7%|▋ | 24.7MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 7%|▋ | 26.3MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 8%|▊ | 28.0MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 8%|▊ | 28.6MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 9%|▊ | 31.4MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 9%|▉ | 33.6MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 10%|▉ | 35.8MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 10%|█ | 38.6MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 11%|█ | 40.3MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 11%|█▏ | 42.0MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 12%|█▏ | 44.2MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 13%|█▎ | 48.1MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 14%|█▎ | 50.4MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 15%|█▍ | 54.3MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 16%|█▌ | 58.2MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 16%|█▋ | 60.4MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 18%|█▊ | 64.9MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 19%|█▊ | 68.2MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 19%|█▉ | 71.6MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 21%|██ | 76.0MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 21%|██▏ | 78.8MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 23%|██▎ | 83.9MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 24%|██▍ | 89.4MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 26%|██▌ | 94.5MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 27%|██▋ | 98.9MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 29%|██▊ | 106MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 31%|███▏ | 116MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 33%|███▎ | 122MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 39%|███▉ | 144MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 41%|████ | 151MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 47%|████▋ | 173MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 49%|████▉ | 181MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 52%|█████▏ | 191MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 64%|██████▍ | 236MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 68%|██████▊ | 249MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 76%|███████▌ | 280MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 79%|███████▉ | 291MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 82%|████████▏ | 302MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 84%|████████▎ | 308MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 87%|████████▋ | 319MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 88%|████████▊ | 326MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 90%|████████▉ | 330MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 91%|█████████ | 334MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 92%|█████████▏| 338MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 93%|█████████▎| 342MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 93%|█████████▎| 343MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 93%|█████████▎| 343MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 93%|█████████▎| 343MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 93%|█████████▎| 344MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 94%|█████████▍| 346MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 94%|█████████▍| 347MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 94%|█████████▍| 348MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 95%|█████████▍| 348MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 95%|█████████▍| 349MB / 368MB [A[A
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outputs/rmvpe_ft_v4/best.pt : 96%|█████████▌| 353MB / 368MB [A[A
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