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+ === Classical Baselines Eval — Tue Apr 7 11:24:06 HKT 2026 ===
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+ SLURM_JOB_ID=128523 node=gpu-4080-409 gpu=0
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+
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+ === Downloading MIR-ST500 eval data ===
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+ 2026-04-07 11:24:08,751 INFO HTTP Request: GET https://huggingface.co/api/datasets/lamooon/vocal/tree/main?recursive=true&expand=false "HTTP/1.1 200 OK"
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+ 2026-04-07 11:24:08,805 INFO MIR-ST500 eval ready: 63 tracks in /userhome/cs/u3571824/fyp/muse/backend/ml_models/dev/vocal/data_eval/processed/audio
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+
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+ === Verifying Demucs installation ===
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+ Demucs version: 4.0.1
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+ PyTorch: 2.10.0+cu128
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+ CUDA available: True
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+ GPU: NVIDIA GeForce RTX 4080 SUPER
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+ Testing Demucs Python API...
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+ Demucs model loaded: ['drums', 'bass', 'other', 'vocals']
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+ Sample rate: 44100
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+ Demucs Python API: OK
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+
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+ === Running spectral flux + pYIN baselines ===
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+ 2026-04-07 11:24:14,923 INFO Found 63 MIR-ST500 tracks
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+ 2026-04-07 11:24:14,923 INFO ============================================================
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+ 2026-04-07 11:24:14,923 INFO Step 1: Demucs vocal separation
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+ 2026-04-07 11:24:14,923 INFO ============================================================
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+ 2026-04-07 11:24:16,080 INFO Separating 63 tracks with Demucs htdemucs (Python API)...
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+ 2026-04-07 11:24:16,499 INFO [1/63] mir_st500_12
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+ 2026-04-07 11:24:20,371 INFO [2/63] mir_st500_154
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+ 2026-04-07 11:24:23,542 INFO [3/63] mir_st500_155
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+ 2026-04-07 11:24:26,919 INFO [4/63] mir_st500_158
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+ 2026-04-07 11:24:30,122 INFO [5/63] mir_st500_159
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+ 2026-04-07 11:24:33,104 INFO [6/63] mir_st500_188
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+ 2026-04-07 11:24:36,145 INFO [7/63] mir_st500_190
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+ 2026-04-07 11:24:39,137 INFO [8/63] mir_st500_195
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+ 2026-04-07 11:24:42,430 INFO [9/63] mir_st500_196
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+ 2026-04-07 11:24:45,628 INFO [10/63] mir_st500_2
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+ 2026-04-07 11:24:48,451 INFO [11/63] mir_st500_209
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+ 2026-04-07 11:24:51,554 INFO [12/63] mir_st500_213
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+ 2026-04-07 11:24:54,819 INFO [13/63] mir_st500_225
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+ 2026-04-07 11:24:58,025 INFO [14/63] mir_st500_227
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+ 2026-04-07 11:25:00,905 INFO [15/63] mir_st500_234
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+ 2026-04-07 11:25:04,110 INFO [16/63] mir_st500_24
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+ 2026-04-07 11:25:06,242 INFO [17/63] mir_st500_25
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+ 2026-04-07 11:25:09,027 INFO [18/63] mir_st500_259
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+ 2026-04-07 11:25:12,138 INFO [19/63] mir_st500_26
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+ 2026-04-07 11:25:15,644 INFO [20/63] mir_st500_260
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+ 2026-04-07 11:25:18,342 INFO [21/63] mir_st500_262
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+ 2026-04-07 11:25:21,367 INFO [22/63] mir_st500_268
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+ 2026-04-07 11:25:23,470 INFO [23/63] mir_st500_273
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+ 2026-04-07 11:25:26,316 INFO [24/63] mir_st500_275
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+ 2026-04-07 11:25:29,536 INFO [25/63] mir_st500_280
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+ 2026-04-07 11:25:32,925 INFO [26/63] mir_st500_29
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+ 2026-04-07 11:25:35,658 INFO [27/63] mir_st500_290
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+ 2026-04-07 11:25:38,800 INFO [28/63] mir_st500_293
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+ 2026-04-07 11:25:41,899 INFO [29/63] mir_st500_301
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+ 2026-04-07 11:25:45,563 INFO [30/63] mir_st500_308
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+ 2026-04-07 11:25:48,261 INFO [31/63] mir_st500_324
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+ 2026-04-07 11:25:51,381 INFO [32/63] mir_st500_330
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+ 2026-04-07 11:25:55,180 INFO [33/63] mir_st500_353
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+ 2026-04-07 11:25:59,065 INFO [34/63] mir_st500_368
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+ 2026-04-07 11:26:02,951 INFO [35/63] mir_st500_37
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+ 2026-04-07 11:26:06,328 INFO [36/63] mir_st500_371
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+ 2026-04-07 11:26:09,428 INFO [37/63] mir_st500_374
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+ 2026-04-07 11:26:12,837 INFO [38/63] mir_st500_380
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+ 2026-04-07 11:26:15,395 INFO [39/63] mir_st500_382
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+ 2026-04-07 11:26:18,659 INFO [40/63] mir_st500_4
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+ 2026-04-07 11:26:21,634 INFO [41/63] mir_st500_412
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+ 2026-04-07 11:26:24,731 INFO [42/63] mir_st500_42
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+ 2026-04-07 11:26:27,587 INFO [43/63] mir_st500_435
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+ 2026-04-07 11:26:30,732 INFO [44/63] mir_st500_44
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+ 2026-04-07 11:26:33,552 INFO [45/63] mir_st500_444
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+ 2026-04-07 11:26:37,032 INFO [46/63] mir_st500_450
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+ 2026-04-07 11:26:40,431 INFO [47/63] mir_st500_46
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+ 2026-04-07 11:26:43,849 INFO [48/63] mir_st500_460
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+ 2026-04-07 11:26:47,346 INFO [49/63] mir_st500_464
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+ 2026-04-07 11:26:50,109 INFO [50/63] mir_st500_466
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+ 2026-04-07 11:26:53,801 INFO [51/63] mir_st500_483
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+ 2026-04-07 11:26:56,523 INFO [52/63] mir_st500_487
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+ 2026-04-07 11:26:59,982 INFO [53/63] mir_st500_492
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+ 2026-04-07 11:27:04,144 INFO [54/63] mir_st500_497
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+ 2026-04-07 11:27:07,279 INFO [55/63] mir_st500_52
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+ 2026-04-07 11:27:10,600 INFO [56/63] mir_st500_57
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+ 2026-04-07 11:27:13,625 INFO [57/63] mir_st500_65
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+ 2026-04-07 11:27:16,473 INFO [58/63] mir_st500_66
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+ 2026-04-07 11:27:18,771 INFO [59/63] mir_st500_73
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+ 2026-04-07 11:27:22,245 INFO [60/63] mir_st500_86
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+ 2026-04-07 11:27:25,233 INFO [61/63] mir_st500_88
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+ 2026-04-07 11:27:28,116 INFO [62/63] mir_st500_89
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+ 2026-04-07 11:27:31,608 INFO [63/63] mir_st500_93
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+ 2026-04-07 11:27:35,227 INFO Vocal stems: 63/63 tracks
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+ 2026-04-07 11:27:35,227 INFO ============================================================
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+ 2026-04-07 11:27:35,227 INFO Step 2: Spectral Flux onset detection (Bello et al. 2005)
90
+ 2026-04-07 11:27:35,227 INFO ============================================================
91
+ 2026-04-07 11:27:35,536 INFO [1/63] mir_st500_12: onset_f1=0.5073 (P=0.4482 R=0.5845, ref=296 est=386)
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+ 2026-04-07 11:27:35,914 INFO [2/63] mir_st500_154: onset_f1=0.2560 (P=0.2238 R=0.2991, ref=321 est=429)
93
+ 2026-04-07 11:27:36,211 INFO [3/63] mir_st500_155: onset_f1=0.3687 (P=0.3197 R=0.4355, ref=287 est=391)
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+ 2026-04-07 11:27:36,549 INFO [4/63] mir_st500_158: onset_f1=0.3641 (P=0.3172 R=0.4272, ref=323 est=435)
95
+ 2026-04-07 11:27:36,848 INFO [5/63] mir_st500_159: onset_f1=0.4379 (P=0.4005 R=0.4829, ref=321 est=387)
96
+ 2026-04-07 11:27:37,145 INFO [6/63] mir_st500_188: onset_f1=0.5052 (P=0.4536 R=0.5700, ref=300 est=377)
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+ 2026-04-07 11:27:37,393 INFO [7/63] mir_st500_190: onset_f1=0.2975 (P=0.2848 R=0.3113, ref=302 est=330)
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+ 2026-04-07 11:27:37,713 INFO [8/63] mir_st500_195: onset_f1=0.4590 (P=0.3881 R=0.5617, ref=324 est=469)
99
+ 2026-04-07 11:27:38,012 INFO [9/63] mir_st500_196: onset_f1=0.4706 (P=0.4294 R=0.5205, ref=292 est=354)
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+ 2026-04-07 11:27:38,268 INFO [10/63] mir_st500_2: onset_f1=0.4406 (P=0.4208 R=0.4625, ref=333 est=366)
101
+ 2026-04-07 11:27:38,597 INFO [11/63] mir_st500_209: onset_f1=0.4026 (P=0.4919 R=0.3408, ref=446 est=309)
102
+ 2026-04-07 11:27:38,837 INFO [12/63] mir_st500_213: onset_f1=0.3447 (P=0.2791 R=0.4507, ref=213 est=344)
103
+ 2026-04-07 11:27:39,182 INFO [13/63] mir_st500_225: onset_f1=0.4870 (P=0.5072 R=0.4682, ref=299 est=276)
104
+ 2026-04-07 11:27:39,478 INFO [14/63] mir_st500_227: onset_f1=0.3879 (P=0.3224 R=0.4868, ref=304 est=459)
105
+ 2026-04-07 11:27:39,828 INFO [15/63] mir_st500_234: onset_f1=0.4275 (P=0.3413 R=0.5719, ref=299 est=501)
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+ 2026-04-07 11:27:40,057 INFO [16/63] mir_st500_24: onset_f1=0.6068 (P=0.6474 R=0.5710, ref=373 est=329)
107
+ 2026-04-07 11:27:40,323 INFO [17/63] mir_st500_25: onset_f1=0.4478 (P=0.3323 R=0.6863, ref=306 est=632)
108
+ 2026-04-07 11:27:40,606 INFO [18/63] mir_st500_259: onset_f1=0.4514 (P=0.4869 R=0.4207, ref=309 est=267)
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+ 2026-04-07 11:27:40,922 INFO [19/63] mir_st500_26: onset_f1=0.5204 (P=0.5276 R=0.5134, ref=409 est=398)
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+ 2026-04-07 11:27:41,243 INFO [20/63] mir_st500_260: onset_f1=0.4563 (P=0.3761 R=0.5799, ref=288 est=444)
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+ 2026-04-07 11:27:41,567 INFO [21/63] mir_st500_262: onset_f1=0.6245 (P=0.5917 R=0.6613, ref=493 est=551)
112
+ 2026-04-07 11:27:41,754 INFO [22/63] mir_st500_268: onset_f1=0.4864 (P=0.5174 R=0.4589, ref=292 est=259)
113
+ 2026-04-07 11:27:42,041 INFO [23/63] mir_st500_273: onset_f1=0.5129 (P=0.4591 R=0.5809, ref=377 est=477)
114
+ 2026-04-07 11:27:42,330 INFO [24/63] mir_st500_275: onset_f1=0.4156 (P=0.3840 R=0.4529, ref=446 est=526)
115
+ 2026-04-07 11:27:42,635 INFO [25/63] mir_st500_280: onset_f1=0.5670 (P=0.5462 R=0.5894, ref=341 est=368)
116
+ 2026-04-07 11:27:42,886 INFO [26/63] mir_st500_29: onset_f1=0.3593 (P=0.3706 R=0.3487, ref=152 est=143)
117
+ 2026-04-07 11:27:43,177 INFO [27/63] mir_st500_290: onset_f1=0.6352 (P=0.6238 R=0.6469, ref=405 est=420)
118
+ 2026-04-07 11:27:43,461 INFO [28/63] mir_st500_293: onset_f1=0.3713 (P=0.3149 R=0.4522, ref=429 est=616)
119
+ 2026-04-07 11:27:43,952 INFO [29/63] mir_st500_301: onset_f1=0.4667 (P=0.4024 R=0.5556, ref=423 est=584)
120
+ 2026-04-07 11:27:44,283 INFO [30/63] mir_st500_308: onset_f1=0.4953 (P=0.5137 R=0.4781, ref=274 est=255)
121
+ 2026-04-07 11:27:44,710 INFO [31/63] mir_st500_324: onset_f1=0.5000 (P=0.4909 R=0.5094, ref=265 est=275)
122
+ 2026-04-07 11:27:45,187 INFO [32/63] mir_st500_330: onset_f1=0.3079 (P=0.2662 R=0.3650, ref=326 est=447)
123
+ 2026-04-07 11:27:45,673 INFO [33/63] mir_st500_353: onset_f1=0.4031 (P=0.3576 R=0.4618, ref=340 est=439)
124
+ 2026-04-07 11:27:45,978 INFO [34/63] mir_st500_368: onset_f1=0.4380 (P=0.4183 R=0.4595, ref=457 est=502)
125
+ 2026-04-07 11:27:46,277 INFO [35/63] mir_st500_37: onset_f1=0.3636 (P=0.3764 R=0.3517, ref=489 est=457)
126
+ 2026-04-07 11:27:46,607 INFO [36/63] mir_st500_371: onset_f1=0.4588 (P=0.4084 R=0.5235, ref=298 est=382)
127
+ 2026-04-07 11:27:46,905 INFO [37/63] mir_st500_374: onset_f1=0.4310 (P=0.4153 R=0.4480, ref=279 est=301)
128
+ 2026-04-07 11:27:47,117 INFO [38/63] mir_st500_380: onset_f1=0.5306 (P=0.4522 R=0.6420, ref=324 est=460)
129
+ 2026-04-07 11:27:47,382 INFO [39/63] mir_st500_382: onset_f1=0.4646 (P=0.4405 R=0.4915, ref=354 est=395)
130
+ 2026-04-07 11:27:47,680 INFO [40/63] mir_st500_4: onset_f1=0.3774 (P=0.2881 R=0.5469, ref=384 est=729)
131
+ 2026-04-07 11:27:47,999 INFO [41/63] mir_st500_412: onset_f1=0.5005 (P=0.4328 R=0.5931, ref=467 est=640)
132
+ 2026-04-07 11:27:48,241 INFO [42/63] mir_st500_42: onset_f1=0.4206 (P=0.3310 R=0.5766, ref=248 est=432)
133
+ 2026-04-07 11:27:48,604 INFO [43/63] mir_st500_435: onset_f1=0.4593 (P=0.5714 R=0.3840, ref=375 est=252)
134
+ 2026-04-07 11:27:48,899 INFO [44/63] mir_st500_44: onset_f1=0.6037 (P=0.5579 R=0.6578, ref=564 est=665)
135
+ 2026-04-07 11:27:49,241 INFO [45/63] mir_st500_444: onset_f1=0.4470 (P=0.4193 R=0.4787, ref=282 est=322)
136
+ 2026-04-07 11:27:49,542 INFO [46/63] mir_st500_450: onset_f1=0.5136 (P=0.4624 R=0.5775, ref=213 est=266)
137
+ 2026-04-07 11:27:49,857 INFO [47/63] mir_st500_46: onset_f1=0.4360 (P=0.4318 R=0.4403, ref=352 est=359)
138
+ 2026-04-07 11:27:50,154 INFO [48/63] mir_st500_460: onset_f1=0.4820 (P=0.5447 R=0.4323, ref=465 est=369)
139
+ 2026-04-07 11:27:50,404 INFO [49/63] mir_st500_464: onset_f1=0.2807 (P=0.3060 R=0.2593, ref=216 est=183)
140
+ 2026-04-07 11:27:50,716 INFO [50/63] mir_st500_466: onset_f1=0.4907 (P=0.4920 R=0.4894, ref=378 est=376)
141
+ 2026-04-07 11:27:50,944 INFO [51/63] mir_st500_483: onset_f1=0.4624 (P=0.5168 R=0.4184, ref=294 est=238)
142
+ 2026-04-07 11:27:51,302 INFO [52/63] mir_st500_487: onset_f1=0.3683 (P=0.3388 R=0.4034, ref=357 est=425)
143
+ 2026-04-07 11:27:51,615 INFO [53/63] mir_st500_492: onset_f1=0.3539 (P=0.3699 R=0.3392, ref=457 est=419)
144
+ 2026-04-07 11:27:51,877 INFO [54/63] mir_st500_497: onset_f1=0.4882 (P=0.4453 R=0.5403, ref=211 est=256)
145
+ 2026-04-07 11:27:52,128 INFO [55/63] mir_st500_52: onset_f1=0.5160 (P=0.4947 R=0.5394, ref=343 est=374)
146
+ 2026-04-07 11:27:52,392 INFO [56/63] mir_st500_57: onset_f1=0.4946 (P=0.4876 R=0.5018, ref=275 est=283)
147
+ 2026-04-07 11:27:52,594 INFO [57/63] mir_st500_65: onset_f1=0.4300 (P=0.4109 R=0.4511, ref=235 est=258)
148
+ 2026-04-07 11:27:52,803 INFO [58/63] mir_st500_66: onset_f1=0.3657 (P=0.4793 R=0.2956, ref=274 est=169)
149
+ 2026-04-07 11:27:53,072 INFO [59/63] mir_st500_73: onset_f1=0.4141 (P=0.3644 R=0.4795, ref=342 est=450)
150
+ 2026-04-07 11:27:53,312 INFO [60/63] mir_st500_86: onset_f1=0.4949 (P=0.4475 R=0.5537, ref=354 est=438)
151
+ 2026-04-07 11:27:53,571 INFO [61/63] mir_st500_88: onset_f1=0.5369 (P=0.4720 R=0.6224, ref=392 est=517)
152
+ 2026-04-07 11:27:53,844 INFO [62/63] mir_st500_89: onset_f1=0.4925 (P=0.4239 R=0.5875, ref=417 est=578)
153
+ 2026-04-07 11:27:54,113 INFO [63/63] mir_st500_93: onset_f1=0.5706 (P=0.5147 R=0.6400, ref=300 est=373)
154
+ 2026-04-07 11:27:54,113 INFO ============================================================
155
+ 2026-04-07 11:27:54,113 INFO Step 3: pYIN pitch tracking (Mauch & Dixon 2014)
156
+ 2026-04-07 11:27:54,113 INFO ============================================================
157
+ Traceback (most recent call last):
158
+ File "/userhome/cs/u3571824/fyp/muse/backend/ml_models/dev/vocal/eval_classical_baselines.py", line 423, in <module>
159
+ main()
160
+ File "/userhome/cs/u3571824/fyp/muse/backend/ml_models/dev/vocal/eval_classical_baselines.py", line 376, in main
161
+ metrics = compute_pyin_rpa(track['vocal_stem'], ref_notes)
162
+ File "/userhome/cs/u3571824/fyp/muse/backend/ml_models/dev/vocal/eval_classical_baselines.py", line 262, in compute_pyin_rpa
163
+ rpa = mir_eval.melody.raw_pitch_accuracy(
164
+ TypeError: raw_pitch_accuracy() missing 2 required positional arguments: 'est_voicing' and 'est_cent'
165
+ ERROR: No results file produced
166
+ Filesystem Size Used Avail Use% Mounted on
167
+ 10.21.7.193:/dpool/userhome/cs/u3571824 400G 358G 43G 90% /userhome/cs/u3571824
168
+
169
+ === ALL DONE — Tue Apr 7 11:28:49 HKT 2026 ===