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logs/rmvpe_ft/rmvpe_ft_20260329_182742.log
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| 1 |
+
=== Fine-tune RMVPE — Sun Mar 29 18:27:42 HKT 2026 ===
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| 3 |
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=== Run 1/5 — Sun Mar 29 18:27:42 HKT 2026 ===
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| 4 |
+
/userhome/cs/u3571824/fyp/muse/backend/ml_models/dev/vocal/finetune_rmvpe.py:373: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead.
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+
scaler = GradScaler(enabled=args.fp16 and device.type == 'cuda')
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| 6 |
+
Train: 4259 tracks, Val: 531 tracks
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| 7 |
+
RMVPE E2E verified at /userhome/cs/u3571824/fyp/muse/backend/ml_models/prod/weights/rmvpe.pt (368MB)
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| 8 |
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Loading pretrained RMVPE from /userhome/cs/u3571824/fyp/muse/backend/ml_models/prod/weights/rmvpe.pt
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| 9 |
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RMVPE: 92.0M params
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| 10 |
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| 11 |
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=== Fine-tuning RMVPE: 20 epochs, lr=0.0001 ===
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| 12 |
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/userhome/cs/u3571824/fyp/muse/backend/ml_models/dev/vocal/finetune_rmvpe.py:408: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
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| 13 |
+
with cuda_autocast(enabled=args.fp16 and device.type == 'cuda'):
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| 14 |
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Epoch 1/20 (95s) lr=9.94e-05 | loss=0.1947 | val_RPA=0.4801
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★ New best RPA: 0.4801
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Epoch 2/20 (94s) lr=9.76e-05 | loss=0.1889 | val_RPA=0.5003
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| 17 |
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★ New best RPA: 0.5003
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| 18 |
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Epoch 3/20 (94s) lr=9.46e-05 | loss=0.1884 | val_RPA=0.5209
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| 19 |
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★ New best RPA: 0.5209
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| 20 |
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Epoch 4/20 (94s) lr=9.05e-05 | loss=0.1880 | val_RPA=0.5238
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| 21 |
+
★ New best RPA: 0.5238
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| 22 |
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Epoch 5/20 (93s) lr=8.54e-05 | loss=0.1879 | val_RPA=0.5379
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| 23 |
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★ New best RPA: 0.5379
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| 24 |
+
Epoch 6/20 (93s) lr=7.94e-05 | loss=0.1877 | val_RPA=0.5365
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| 25 |
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Epoch 7/20 (92s) lr=7.27e-05 | loss=0.1878 | val_RPA=0.5358
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| 26 |
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Epoch 8/20 (92s) lr=6.55e-05 | loss=0.1879 | val_RPA=0.5204
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| 27 |
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Epoch 9/20 (92s) lr=5.78e-05 | loss=0.1875 | val_RPA=0.5059
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Epoch 10/20 (91s) lr=5.00e-05 | loss=0.1874 | val_RPA=0.5212
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| 29 |
+
Early stopping at epoch 10
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| 30 |
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| 31 |
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Fine-tuning complete. Best RPA: 0.5379
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| 32 |
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Training finished at Sun Mar 29 18:45:34 HKT 2026
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=== Upload to HuggingFace ===
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Uploading last.pt...
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