Upload logs/rmvpe_ft/rmvpe_ft_v3_20260329_222405.log with huggingface_hub

logs/rmvpe_ft/rmvpe_ft_v3_20260329_222405.log

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+=== Fine-tune RMVPE — Sun Mar 29 22:24:05 HKT 2026 ===
+
+=== Run 1/5 — Sun Mar 29 22:24:05 HKT 2026 ===
+/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.
+  import pkg_resources
+/userhome/cs/u3571824/fyp/muse/backend/ml_models/dev/vocal/finetune_rmvpe.py:557: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead.
+  scaler = GradScaler(enabled=args.fp16 and device.type == 'cuda')
+Datasets: ['mir_st500', 'medleydb']
+Train: 318 tracks, Val: 39 tracks
+Smoke test: audio=torch.Size([40960]), label=torch.Size([257, 360]), label_max=0.9686, label_sum=625.3
+RMVPE E2E verified at /userhome/cs/u3571824/fyp/muse/backend/ml_models/prod/weights/rmvpe.pt (368MB)
+Loading pretrained RMVPE from /userhome/cs/u3571824/fyp/muse/backend/ml_models/prod/weights/rmvpe.pt
+RMVPE: 92.0M params
+Frozen 230/417 parameter groups (encoder + intermediate)
+
+=== Fine-tuning RMVPE: 30 epochs, lr=5e-05 ===
+/userhome/cs/u3571824/fyp/muse/backend/ml_models/dev/vocal/finetune_rmvpe.py:586: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with cuda_autocast(enabled=args.fp16 and device.type == 'cuda'):
+Epoch 1/30 (6s) lr_head=4.99e-05 lr_enc=9.97e-07 | loss=0.1911 | val_RPA=0.5991
+  ★ New best RPA: 0.5991
+Epoch 2/30 (5s) lr_head=4.95e-05 lr_enc=9.89e-07 | loss=0.1896 | val_RPA=0.5957
+Epoch 3/30 (5s) lr_head=4.88e-05 lr_enc=9.76e-07 | loss=0.1896 | val_RPA=0.5966
+Epoch 4/30 (5s) lr_head=4.78e-05 lr_enc=9.57e-07 | loss=0.1888 | val_RPA=0.5932
+Epoch 5/30 (5s) lr_head=4.67e-05 lr_enc=9.33e-07 | loss=0.1890 | val_RPA=0.5900
+Epoch 6/30 (5s) lr_head=4.52e-05 lr_enc=9.05e-07 | loss=0.1885 | val_RPA=0.5929
+Epoch 7/30 (5s) lr_head=4.36e-05 lr_enc=8.72e-07 | loss=0.1866 | val_RPA=0.5996
+  ★ New best RPA: 0.5996
+Epoch 8/30 (5s) lr_head=4.17e-05 lr_enc=8.35e-07 | loss=0.1874 | val_RPA=0.5992
+Epoch 9/30 (5s) lr_head=3.97e-05 lr_enc=7.94e-07 | loss=0.1869 | val_RPA=0.5967
+Epoch 10/30 (5s) lr_head=3.75e-05 lr_enc=7.50e-07 | loss=0.1858 | val_RPA=0.6113
+  ★ New best RPA: 0.6113
+Epoch 11/30 (5s) lr_head=3.52e-05 lr_enc=7.03e-07 | loss=0.1851 | val_RPA=0.6185
+  ★ New best RPA: 0.6185
+Epoch 12/30 (5s) lr_head=3.27e-05 lr_enc=6.55e-07 | loss=0.1854 | val_RPA=0.6253
+  ★ New best RPA: 0.6253
+Epoch 13/30 (5s) lr_head=3.02e-05 lr_enc=6.04e-07 | loss=0.1850 | val_RPA=0.6220
+Epoch 14/30 (5s) lr_head=2.76e-05 lr_enc=5.52e-07 | loss=0.1849 | val_RPA=0.6218
+Epoch 15/30 (5s) lr_head=2.50e-05 lr_enc=5.00e-07 | loss=0.1853 | val_RPA=0.6181
+Epoch 16/30 (5s) lr_head=2.24e-05 lr_enc=4.48e-07 | loss=0.1851 | val_RPA=0.6149
+Epoch 17/30 (5s) lr_head=1.98e-05 lr_enc=3.96e-07 | loss=0.1840 | val_RPA=0.6157
+Epoch 18/30 (5s) lr_head=1.73e-05 lr_enc=3.45e-07 | loss=0.1848 | val_RPA=0.6157
+Epoch 19/30 (5s) lr_head=1.48e-05 lr_enc=2.97e-07 | loss=0.1851 | val_RPA=0.6157
+Epoch 20/30 (5s) lr_head=1.25e-05 lr_enc=2.50e-07 | loss=0.1844 | val_RPA=0.6211
+  Early stopping at epoch 20
+
+Fine-tuning complete. Best RPA: 0.6253
+Training finished at Sun Mar 29 22:26:35 HKT 2026
+
+=== Upload to HuggingFace ===
+Uploading best.pt...
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+  Done: checkpoints/rmvpe_ft_v3/best.pt
+Uploading training_log.jsonl...
+  Done: checkpoints/rmvpe_ft_v3/training_log.jsonl
+Uploading last.pt...
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