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vocal

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logs/vocal_pitch_eval/vocal_pitch_eval_130111_20260418_223100.log ADDED
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1
+ === Vocal pitch eval — Sat Apr 18 22:31:00 HKT 2026 ===
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+ SLURM_JOB_ID=130111 node=gpu-4080-409 gpu=0
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+ /userhome/cs/u3571824/anaconda3/envs/bass/lib/python3.10/site-packages/requests/__init__.py:113: RequestsDependencyWarning: urllib3 (2.6.3) or chardet (7.4.2)/charset_normalizer (3.4.4) doesn't match a supported version!
4
+ warnings.warn(
5
+ 2026-04-18 22:31:02,986 INFO Force-refreshing test.json from HF (bypass stale cache)...
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+ 2026-04-18 22:31:04,021 INFO Manifest lists 82 test tracks
7
+ 2026-04-18 22:36:50,232 INFO MIR-ST500 eval set ready under /userhome/cs/u3571824/fyp/muse/backend/ml_models/dev/vocal/data_eval
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+ 2026-04-18 22:36:50,269 INFO Loaded 82 tracks
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+ 2026-04-18 22:36:50,269 INFO Demucs vocal separation on 82 tracks (cached outputs reused)...
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+ 2026-04-18 22:36:50,272 INFO demucs: separating 82 track(s)...
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+ 2026-04-18 22:36:50,272 INFO batch 1 (10 files)...
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+ 2026-04-18 22:38:57,657 INFO batch 2 (10 files)...
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+ 2026-04-18 22:40:53,241 INFO batch 3 (10 files)...
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+ 2026-04-18 22:42:51,674 INFO batch 4 (10 files)...
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+ 2026-04-18 22:44:47,408 INFO batch 5 (10 files)...
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+ 2026-04-18 22:46:45,133 INFO batch 6 (10 files)...
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+ 2026-04-18 22:48:44,705 INFO batch 7 (10 files)...
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+ 2026-04-18 22:50:43,904 INFO batch 8 (10 files)...
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+ 2026-04-18 22:52:42,335 INFO batch 9 (2 files)...
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+ 2026-04-18 22:53:13,656 INFO RMVPE loaded (device=cuda)
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+ 2026-04-18 22:54:33,294 INFO Saved -> /userhome/cs/u3571824/fyp/muse/backend/ml_models/dev/vocal/rmvpe_rpa_results.json
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+ 2026-04-18 22:54:34,225 INFO Uploaded -> lamooon/vocal:eval/pitch_rpa_rmvpe.json
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+ [1/82] mir_st500_401: RPA=0.659 OA=0.707
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+ [2/82] mir_st500_403: RPA=0.643 OA=0.713
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+ [3/82] mir_st500_404: RPA=0.600 OA=0.634
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+ [4/82] mir_st500_405: RPA=0.683 OA=0.761
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+ [5/82] mir_st500_408: RPA=0.569 OA=0.819
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+ [6/82] mir_st500_409: RPA=0.709 OA=0.693
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+ [7/82] mir_st500_410: RPA=0.750 OA=0.762
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+ [8/82] mir_st500_411: RPA=0.595 OA=0.609
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+ [9/82] mir_st500_412: RPA=0.602 OA=0.639
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+ [10/82] mir_st500_413: RPA=0.660 OA=0.691
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+ [11/82] mir_st500_414: RPA=0.617 OA=0.679
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+ [12/82] mir_st500_415: RPA=0.660 OA=0.731
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+ [13/82] mir_st500_416: RPA=0.608 OA=0.698
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+ [14/82] mir_st500_418: RPA=0.745 OA=0.729
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+ [15/82] mir_st500_419: RPA=0.701 OA=0.697
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+ [16/82] mir_st500_420: RPA=0.496 OA=0.651
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+ [17/82] mir_st500_421: RPA=0.642 OA=0.690
40
+ [18/82] mir_st500_422: RPA=0.675 OA=0.691
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+ [19/82] mir_st500_423: RPA=0.649 OA=0.696
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+ [20/82] mir_st500_426: RPA=0.683 OA=0.709
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+ [21/82] mir_st500_427: RPA=0.525 OA=0.605
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+ [22/82] mir_st500_428: RPA=0.619 OA=0.715
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+ [23/82] mir_st500_429: RPA=0.580 OA=0.659
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+ [24/82] mir_st500_430: RPA=0.697 OA=0.726
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+ [25/82] mir_st500_431: RPA=0.595 OA=0.652
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+ [26/82] mir_st500_432: RPA=0.648 OA=0.684
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+ [27/82] mir_st500_434: RPA=0.700 OA=0.708
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+ [28/82] mir_st500_435: RPA=0.568 OA=0.605
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+ [29/82] mir_st500_436: RPA=0.601 OA=0.731
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+ [30/82] mir_st500_438: RPA=0.713 OA=0.709
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+ [31/82] mir_st500_439: RPA=0.553 OA=0.583
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+ [32/82] mir_st500_440: RPA=0.531 OA=0.535
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+ [33/82] mir_st500_441: RPA=0.693 OA=0.741
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+ [34/82] mir_st500_442: RPA=0.650 OA=0.706
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+ [35/82] mir_st500_444: RPA=0.728 OA=0.710
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+ [36/82] mir_st500_447: RPA=0.700 OA=0.683
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+ [37/82] mir_st500_448: RPA=0.708 OA=0.788
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+ [38/82] mir_st500_450: RPA=0.627 OA=0.748
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+ [39/82] mir_st500_451: RPA=0.713 OA=0.722
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+ [40/82] mir_st500_452: RPA=0.642 OA=0.728
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+ [41/82] mir_st500_453: RPA=0.605 OA=0.681
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+ [42/82] mir_st500_454: RPA=0.655 OA=0.671
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+ [43/82] mir_st500_455: RPA=0.506 OA=0.543
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+ [44/82] mir_st500_456: RPA=0.545 OA=0.609
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+ [45/82] mir_st500_457: RPA=0.677 OA=0.680
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+ [46/82] mir_st500_458: RPA=0.668 OA=0.595
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+ [47/82] mir_st500_459: RPA=0.631 OA=0.702
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+ [48/82] mir_st500_460: RPA=0.688 OA=0.725
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+ [49/82] mir_st500_461: RPA=0.692 OA=0.758
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+ [50/82] mir_st500_462: RPA=0.694 OA=0.622
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+ [51/82] mir_st500_463: RPA=0.773 OA=0.825
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+ [52/82] mir_st500_464: RPA=0.643 OA=0.719
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+ [53/82] mir_st500_465: RPA=0.623 OA=0.664
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+ [54/82] mir_st500_466: RPA=0.739 OA=0.756
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+ [55/82] mir_st500_467: RPA=0.625 OA=0.672
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+ [56/82] mir_st500_468: RPA=0.607 OA=0.676
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+ [57/82] mir_st500_469: RPA=0.610 OA=0.597
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+ [58/82] mir_st500_470: RPA=0.588 OA=0.838
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+ [59/82] mir_st500_471: RPA=0.625 OA=0.646
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+ [60/82] mir_st500_472: RPA=0.502 OA=0.667
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+ [61/82] mir_st500_473: RPA=0.436 OA=0.571
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+ [62/82] mir_st500_474: RPA=0.586 OA=0.742
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+ [63/82] mir_st500_475: RPA=0.632 OA=0.645
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+ [64/82] mir_st500_476: RPA=0.720 OA=0.766
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+ [65/82] mir_st500_477: RPA=0.671 OA=0.683
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+ [66/82] mir_st500_480: RPA=0.534 OA=0.662
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+ [67/82] mir_st500_481: RPA=0.618 OA=0.678
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+ [68/82] mir_st500_483: RPA=0.645 OA=0.686
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+ [69/82] mir_st500_485: RPA=0.739 OA=0.799
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+ [70/82] mir_st500_486: RPA=0.522 OA=0.620
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+ [71/82] mir_st500_487: RPA=0.608 OA=0.687
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+ [72/82] mir_st500_488: RPA=0.626 OA=0.687
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+ [73/82] mir_st500_489: RPA=0.612 OA=0.688
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+ [74/82] mir_st500_490: RPA=0.472 OA=0.566
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+ [75/82] mir_st500_492: RPA=0.516 OA=0.609
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+ [76/82] mir_st500_493: RPA=0.626 OA=0.596
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+ [77/82] mir_st500_494: RPA=0.680 OA=0.736
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+ [78/82] mir_st500_496: RPA=0.639 OA=0.668
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+ [79/82] mir_st500_497: RPA=0.696 OA=0.745
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+ [80/82] mir_st500_498: RPA=0.626 OA=0.654
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+ [81/82] mir_st500_499: RPA=0.649 OA=0.787
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+ [82/82] mir_st500_500: RPA=0.267 OA=0.381
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+
106
+ === Aggregate (rmvpe) ===
107
+ RPA=0.6287 RCA=0.6307 OA=0.6834 VR=0.9254 VFA=0.2399 (n=82)
108
+ /userhome/cs/u3571824/anaconda3/envs/bass/lib/python3.10/site-packages/requests/__init__.py:113: RequestsDependencyWarning: urllib3 (2.6.3) or chardet (7.4.2)/charset_normalizer (3.4.4) doesn't match a supported version!
109
+ warnings.warn(
110
+ 2026-04-18 22:54:37,084 INFO Force-refreshing test.json from HF (bypass stale cache)...
111
+ 2026-04-18 22:54:38,035 INFO Manifest lists 82 test tracks
112
+ 2026-04-18 22:54:38,061 INFO MIR-ST500 eval set ready under /userhome/cs/u3571824/fyp/muse/backend/ml_models/dev/vocal/data_eval
113
+ 2026-04-18 22:54:38,064 INFO Loaded 82 tracks
114
+ 2026-04-18 22:54:38,064 INFO Demucs vocal separation on 82 tracks (cached outputs reused)...
115
+ 2026-04-18 22:54:38,079 INFO demucs: separating 82 track(s)...
116
+ 2026-04-18 22:54:38,079 INFO batch 1 (10 files)...
117
+ 2026-04-18 22:56:36,041 INFO batch 2 (10 files)...
118
+ 2026-04-18 22:58:35,350 INFO batch 3 (10 files)...
119
+ 2026-04-18 23:00:39,507 INFO batch 4 (10 files)...
120
+ 2026-04-18 23:02:47,392 INFO batch 5 (10 files)...
121
+ 2026-04-18 23:04:51,052 INFO batch 6 (10 files)...
122
+ 2026-04-18 23:06:54,506 INFO batch 7 (10 files)...
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+ 2026-04-18 23:08:57,752 INFO batch 8 (10 files)...
124
+ 2026-04-18 23:11:01,870 INFO batch 9 (2 files)...
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+ 2026-04-19 01:26:53,473 INFO Saved -> /userhome/cs/u3571824/fyp/muse/backend/ml_models/dev/vocal/pyin_rpa_results.json
126
+ 2026-04-19 01:26:54,457 INFO Uploaded -> lamooon/vocal:eval/pitch_rpa_pyin.json
127
+ [1/82] mir_st500_401: RPA=0.719 OA=0.535
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+ [2/82] mir_st500_403: RPA=0.690 OA=0.542
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+ [3/82] mir_st500_404: RPA=0.606 OA=0.573
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+ [4/82] mir_st500_405: RPA=0.758 OA=0.586
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+ [5/82] mir_st500_408: RPA=0.624 OA=0.562
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+ [6/82] mir_st500_409: RPA=0.724 OA=0.600
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+ [7/82] mir_st500_410: RPA=0.768 OA=0.576
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+ [8/82] mir_st500_411: RPA=0.664 OA=0.572
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+ [9/82] mir_st500_412: RPA=0.678 OA=0.575
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+ [10/82] mir_st500_413: RPA=0.644 OA=0.600
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+ [11/82] mir_st500_414: RPA=0.686 OA=0.556
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+ [12/82] mir_st500_415: RPA=0.736 OA=0.618
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+ [13/82] mir_st500_416: RPA=0.670 OA=0.578
140
+ [14/82] mir_st500_418: RPA=0.853 OA=0.574
141
+ [15/82] mir_st500_419: RPA=0.753 OA=0.638
142
+ [16/82] mir_st500_420: RPA=0.611 OA=0.493
143
+ [17/82] mir_st500_421: RPA=0.700 OA=0.554
144
+ [18/82] mir_st500_422: RPA=0.668 OA=0.543
145
+ [19/82] mir_st500_423: RPA=0.694 OA=0.570
146
+ [20/82] mir_st500_426: RPA=0.745 OA=0.615
147
+ [21/82] mir_st500_427: RPA=0.611 OA=0.572
148
+ [22/82] mir_st500_428: RPA=0.701 OA=0.592
149
+ [23/82] mir_st500_429: RPA=0.623 OA=0.555
150
+ [24/82] mir_st500_430: RPA=0.744 OA=0.587
151
+ [25/82] mir_st500_431: RPA=0.625 OA=0.523
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+ [26/82] mir_st500_432: RPA=0.736 OA=0.592
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+ [27/82] mir_st500_434: RPA=0.754 OA=0.615
154
+ [28/82] mir_st500_435: RPA=0.518 OA=0.441
155
+ [29/82] mir_st500_436: RPA=0.656 OA=0.508
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+ [30/82] mir_st500_438: RPA=0.711 OA=0.600
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+ [31/82] mir_st500_439: RPA=0.643 OA=0.412
158
+ [32/82] mir_st500_440: RPA=0.577 OA=0.496
159
+ [33/82] mir_st500_441: RPA=0.773 OA=0.659
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+ [34/82] mir_st500_442: RPA=0.710 OA=0.655
161
+ [35/82] mir_st500_444: RPA=0.741 OA=0.605
162
+ [36/82] mir_st500_447: RPA=0.660 OA=0.581
163
+ [37/82] mir_st500_448: RPA=0.747 OA=0.598
164
+ [38/82] mir_st500_450: RPA=0.729 OA=0.593
165
+ [39/82] mir_st500_451: RPA=0.794 OA=0.648
166
+ [40/82] mir_st500_452: RPA=0.692 OA=0.643
167
+ [41/82] mir_st500_453: RPA=0.693 OA=0.546
168
+ [42/82] mir_st500_454: RPA=0.778 OA=0.600
169
+ [43/82] mir_st500_455: RPA=0.574 OA=0.436
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+ [44/82] mir_st500_456: RPA=0.650 OA=0.554
171
+ [45/82] mir_st500_457: RPA=0.709 OA=0.581
172
+ [46/82] mir_st500_458: RPA=0.675 OA=0.501
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+ [47/82] mir_st500_459: RPA=0.749 OA=0.562
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+ [48/82] mir_st500_460: RPA=0.758 OA=0.683
175
+ [49/82] mir_st500_461: RPA=0.744 OA=0.619
176
+ [50/82] mir_st500_462: RPA=0.753 OA=0.533
177
+ [51/82] mir_st500_463: RPA=0.823 OA=0.613
178
+ [52/82] mir_st500_464: RPA=0.711 OA=0.544
179
+ [53/82] mir_st500_465: RPA=0.681 OA=0.552
180
+ [54/82] mir_st500_466: RPA=0.791 OA=0.605
181
+ [55/82] mir_st500_467: RPA=0.691 OA=0.543
182
+ [56/82] mir_st500_468: RPA=0.753 OA=0.554
183
+ [57/82] mir_st500_469: RPA=0.675 OA=0.541
184
+ [58/82] mir_st500_470: RPA=0.613 OA=0.479
185
+ [59/82] mir_st500_471: RPA=0.709 OA=0.550
186
+ [60/82] mir_st500_472: RPA=0.565 OA=0.567
187
+ [61/82] mir_st500_473: RPA=0.541 OA=0.475
188
+ [62/82] mir_st500_474: RPA=0.717 OA=0.533
189
+ [63/82] mir_st500_475: RPA=0.707 OA=0.521
190
+ [64/82] mir_st500_476: RPA=0.782 OA=0.650
191
+ [65/82] mir_st500_477: RPA=0.706 OA=0.548
192
+ [66/82] mir_st500_480: RPA=0.591 OA=0.572
193
+ [67/82] mir_st500_481: RPA=0.738 OA=0.581
194
+ [68/82] mir_st500_483: RPA=0.745 OA=0.611
195
+ [69/82] mir_st500_485: RPA=0.807 OA=0.585
196
+ [70/82] mir_st500_486: RPA=0.640 OA=0.522
197
+ [71/82] mir_st500_487: RPA=0.656 OA=0.588
198
+ [72/82] mir_st500_488: RPA=0.709 OA=0.582
199
+ [73/82] mir_st500_489: RPA=0.696 OA=0.621
200
+ [74/82] mir_st500_490: RPA=0.564 OA=0.524
201
+ [75/82] mir_st500_492: RPA=0.492 OA=0.471
202
+ [76/82] mir_st500_493: RPA=0.664 OA=0.539
203
+ [77/82] mir_st500_494: RPA=0.767 OA=0.601
204
+ [78/82] mir_st500_496: RPA=0.710 OA=0.567
205
+ [79/82] mir_st500_497: RPA=0.774 OA=0.527
206
+ [80/82] mir_st500_498: RPA=0.663 OA=0.553
207
+ [81/82] mir_st500_499: RPA=0.686 OA=0.535
208
+ [82/82] mir_st500_500: RPA=0.278 OA=0.299
209
+
210
+ === Aggregate (pyin) ===
211
+ RPA=0.6886 RCA=0.6962 OA=0.5622 VR=0.9471 VFA=0.6226 (n=82)
212
+ wrote /userhome/cs/u3571824/fyp/muse/backend/ml_models/dev/vocal/vocal_pitch_report.md
213
+ /userhome/cs/u3571824/anaconda3/envs/bass/lib/python3.10/site-packages/requests/__init__.py:113: RequestsDependencyWarning: urllib3 (2.6.3) or chardet (7.4.2)/charset_normalizer (3.4.4) doesn't match a supported version!
214
+ warnings.warn(
215
+ No files have been modified since last commit. Skipping to prevent empty commit.
216
+ uploaded: eval/pitch_rpa_rmvpe.json
217
+ /userhome/cs/u3571824/anaconda3/envs/bass/lib/python3.10/site-packages/requests/__init__.py:113: RequestsDependencyWarning: urllib3 (2.6.3) or chardet (7.4.2)/charset_normalizer (3.4.4) doesn't match a supported version!
218
+ warnings.warn(
219
+ No files have been modified since last commit. Skipping to prevent empty commit.
220
+ uploaded: eval/pitch_rpa_pyin.json
221
+ /userhome/cs/u3571824/anaconda3/envs/bass/lib/python3.10/site-packages/requests/__init__.py:113: RequestsDependencyWarning: urllib3 (2.6.3) or chardet (7.4.2)/charset_normalizer (3.4.4) doesn't match a supported version!
222
+ warnings.warn(
223
+ uploaded: eval/vocal_pitch_report.md
224
+ === Done — Sun Apr 19 01:26:57 HKT 2026 ===
225
+ /userhome/cs/u3571824/anaconda3/envs/bass/lib/python3.10/site-packages/requests/__init__.py:113: RequestsDependencyWarning: urllib3 (2.6.3) or chardet (7.4.2)/charset_normalizer (3.4.4) doesn't match a supported version!
226
+ warnings.warn(