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logs/rpa_eval/rpa_eval_20260323_141020.log
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=== RPA Evaluation — Mon Mar 23 14:10:20 HKT 2026 ===
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Checkpoint: outputs/e4/best.pt
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Using device: cuda
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Loading model...
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WARNING: feature_extractor_cqt requires the libray 'nnAudio'
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Loaded checkpoint: outputs/e4/best.pt
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[test] Loaded 583 entries
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Test set: 583 entries
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Running inference...
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/userhome/cs/u3571824/fyp/muse/backend/ml_models/dev/vocal/eval_rpa.py:245: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
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with autocast(enabled=args.fp16):
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Traceback (most recent call last):
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File "/userhome/cs/u3571824/fyp/muse/backend/ml_models/dev/vocal/eval_rpa.py", line 556, in <module>
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main()
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File "/userhome/cs/u3571824/fyp/muse/backend/ml_models/dev/vocal/eval_rpa.py", line 287, in main
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onset_out, pitch_out = chunked_inference(audio, target_frames)
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File "/userhome/cs/u3571824/fyp/muse/backend/ml_models/dev/vocal/eval_rpa.py", line 246, in chunked_inference
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outputs = model(chunk, target_frames=chunk_target)
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File "/userhome/cs/u3571824/anaconda3/envs/bass/lib/python3.10/site-packages/torch/nn/modules/module.py", line 1776, in _wrapped_call_impl
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return self._call_impl(*args, **kwargs)
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File "/userhome/cs/u3571824/anaconda3/envs/bass/lib/python3.10/site-packages/torch/nn/modules/module.py", line 1787, in _call_impl
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return forward_call(*args, **kwargs)
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File "/userhome/cs/u3571824/fyp/muse/backend/ml_models/dev/vocal/src/model.py", line 230, in forward
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x, skip = down(x)
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File "/userhome/cs/u3571824/anaconda3/envs/bass/lib/python3.10/site-packages/torch/nn/modules/module.py", line 1776, in _wrapped_call_impl
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return self._call_impl(*args, **kwargs)
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File "/userhome/cs/u3571824/anaconda3/envs/bass/lib/python3.10/site-packages/torch/nn/modules/module.py", line 1787, in _call_impl
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return forward_call(*args, **kwargs)
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File "/userhome/cs/u3571824/fyp/muse/backend/ml_models/dev/vocal/src/model.py", line 96, in forward
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down = self.downsample(feat)
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File "/userhome/cs/u3571824/anaconda3/envs/bass/lib/python3.10/site-packages/torch/nn/modules/module.py", line 1776, in _wrapped_call_impl
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return self._call_impl(*args, **kwargs)
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File "/userhome/cs/u3571824/anaconda3/envs/bass/lib/python3.10/site-packages/torch/nn/modules/module.py", line 1787, in _call_impl
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return forward_call(*args, **kwargs)
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File "/userhome/cs/u3571824/anaconda3/envs/bass/lib/python3.10/site-packages/torch/nn/modules/conv.py", line 375, in forward
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return self._conv_forward(input, self.weight, self.bias)
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File "/userhome/cs/u3571824/anaconda3/envs/bass/lib/python3.10/site-packages/torch/nn/modules/conv.py", line 370, in _conv_forward
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return F.conv1d(
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RuntimeError: Calculated padded input size per channel: (1). Kernel size: (2). Kernel size can't be greater than actual input size
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=== RPA Evaluation CRASHED (exit 1) — Mon Mar 23 14:10:50 HKT 2026 ===
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