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logs/onset_v1/onset_v1_20260326_232737.log

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+=== Onset v1: VocalOnsetResNet IOB2 — Thu Mar 26 23:27:37 HKT 2026 ===
+
+=== Phase 1: Training (seed=42) ===
+
+=== Run 1/20 — Thu Mar 26 23:27:37 HKT 2026 ===
+/userhome/cs/u3571824/fyp/muse/backend/ml_models/dev/vocal/train_onset.py:518: 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')
+Device: cuda
+Config: epochs=40, batch=16, lr=0.0003, B-weight=15.0, segment=5.0s
+Train: 4259 tracks, Val: 531 tracks
+VocalOnsetResNet: 0.71M params
+
+=== Training: 40 epochs ===
+/userhome/cs/u3571824/fyp/muse/backend/ml_models/dev/vocal/train_onset.py:284: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with autocast(device_type=device.type, enabled=args.fp16 and device.type == 'cuda'):
+Traceback (most recent call last):
+  File "/userhome/cs/u3571824/fyp/muse/backend/ml_models/dev/vocal/train_onset.py", line 583, in <module>
+    main()
+  File "/userhome/cs/u3571824/fyp/muse/backend/ml_models/dev/vocal/train_onset.py", line 529, in main
+    train_metrics = train_epoch(model, train_loader, optimizer, scheduler, scaler, device, args)
+  File "/userhome/cs/u3571824/fyp/muse/backend/ml_models/dev/vocal/train_onset.py", line 284, in train_epoch
+    with autocast(device_type=device.type, enabled=args.fp16 and device.type == 'cuda'):
+  File "/userhome/cs/u3571824/anaconda3/envs/bass/lib/python3.10/site-packages/typing_extensions.py", line 2962, in __new__
+    return original_new(cls, *args, **kwargs)
+TypeError: autocast.__new__() got an unexpected keyword argument 'device_type'
+FATAL ERROR — stopping.
+WARNING: No checkpoint produced.