lamooon commited on
Commit
0aada9a
·
verified ·
1 Parent(s): 6e5f277

Upload logs/baselines/baselines_20260407_113601.log with huggingface_hub

Browse files
logs/baselines/baselines_20260407_113601.log ADDED
@@ -0,0 +1,178 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ === Classical Baselines Eval — Tue Apr 7 11:36:01 HKT 2026 ===
2
+ SLURM_JOB_ID=128525 node=gpu-4080-409 gpu=0
3
+
4
+ === Downloading MIR-ST500 eval data ===
5
+ 2026-04-07 11:36:03,596 INFO HTTP Request: GET https://huggingface.co/api/datasets/lamooon/vocal/tree/main?recursive=true&expand=false "HTTP/1.1 200 OK"
6
+ 2026-04-07 11:36:03,660 INFO MIR-ST500 eval ready: 63 tracks in /userhome/cs/u3571824/fyp/muse/backend/ml_models/dev/vocal/data_eval/processed/audio
7
+
8
+ === Verifying Demucs installation ===
9
+ Demucs version: 4.0.1
10
+ PyTorch: 2.10.0+cu128
11
+ CUDA available: True
12
+ GPU: NVIDIA GeForce RTX 4080 SUPER
13
+ Testing Demucs Python API...
14
+ Demucs model loaded: ['drums', 'bass', 'other', 'vocals']
15
+ Sample rate: 44100
16
+ Demucs Python API: OK
17
+
18
+ === Running spectral flux + pYIN baselines ===
19
+ Cached Demucs stems: 63
20
+ Reusing cached stems (skip_separation)
21
+ 2026-04-07 11:36:08,509 INFO Found 63 MIR-ST500 tracks
22
+ 2026-04-07 11:36:08,511 INFO Vocal stems: 63/63 tracks
23
+ 2026-04-07 11:36:08,511 INFO ============================================================
24
+ 2026-04-07 11:36:08,511 INFO Step 2: Spectral Flux onset detection (Bello et al. 2005)
25
+ 2026-04-07 11:36:08,511 INFO ============================================================
26
+ 2026-04-07 11:36:10,321 INFO [1/63] mir_st500_12: onset_f1=0.5073 (P=0.4482 R=0.5845, ref=296 est=386)
27
+ 2026-04-07 11:36:10,579 INFO [2/63] mir_st500_154: onset_f1=0.2560 (P=0.2238 R=0.2991, ref=321 est=429)
28
+ 2026-04-07 11:36:10,837 INFO [3/63] mir_st500_155: onset_f1=0.3687 (P=0.3197 R=0.4355, ref=287 est=391)
29
+ 2026-04-07 11:36:11,090 INFO [4/63] mir_st500_158: onset_f1=0.3641 (P=0.3172 R=0.4272, ref=323 est=435)
30
+ 2026-04-07 11:36:11,333 INFO [5/63] mir_st500_159: onset_f1=0.4379 (P=0.4005 R=0.4829, ref=321 est=387)
31
+ 2026-04-07 11:36:11,562 INFO [6/63] mir_st500_188: onset_f1=0.5052 (P=0.4536 R=0.5700, ref=300 est=377)
32
+ 2026-04-07 11:36:11,767 INFO [7/63] mir_st500_190: onset_f1=0.2975 (P=0.2848 R=0.3113, ref=302 est=330)
33
+ 2026-04-07 11:36:12,014 INFO [8/63] mir_st500_195: onset_f1=0.4590 (P=0.3881 R=0.5617, ref=324 est=469)
34
+ 2026-04-07 11:36:12,240 INFO [9/63] mir_st500_196: onset_f1=0.4706 (P=0.4294 R=0.5205, ref=292 est=354)
35
+ 2026-04-07 11:36:12,464 INFO [10/63] mir_st500_2: onset_f1=0.4406 (P=0.4208 R=0.4625, ref=333 est=366)
36
+ 2026-04-07 11:36:12,717 INFO [11/63] mir_st500_209: onset_f1=0.4026 (P=0.4919 R=0.3408, ref=446 est=309)
37
+ 2026-04-07 11:36:12,940 INFO [12/63] mir_st500_213: onset_f1=0.3447 (P=0.2791 R=0.4507, ref=213 est=344)
38
+ 2026-04-07 11:36:13,193 INFO [13/63] mir_st500_225: onset_f1=0.4870 (P=0.5072 R=0.4682, ref=299 est=276)
39
+ 2026-04-07 11:36:13,407 INFO [14/63] mir_st500_227: onset_f1=0.3879 (P=0.3224 R=0.4868, ref=304 est=459)
40
+ 2026-04-07 11:36:13,655 INFO [15/63] mir_st500_234: onset_f1=0.4275 (P=0.3413 R=0.5719, ref=299 est=501)
41
+ 2026-04-07 11:36:13,818 INFO [16/63] mir_st500_24: onset_f1=0.6068 (P=0.6474 R=0.5710, ref=373 est=329)
42
+ 2026-04-07 11:36:14,037 INFO [17/63] mir_st500_25: onset_f1=0.4478 (P=0.3323 R=0.6863, ref=306 est=632)
43
+ 2026-04-07 11:36:14,259 INFO [18/63] mir_st500_259: onset_f1=0.4514 (P=0.4869 R=0.4207, ref=309 est=267)
44
+ 2026-04-07 11:36:14,524 INFO [19/63] mir_st500_26: onset_f1=0.5204 (P=0.5276 R=0.5134, ref=409 est=398)
45
+ 2026-04-07 11:36:14,710 INFO [20/63] mir_st500_260: onset_f1=0.4563 (P=0.3761 R=0.5799, ref=288 est=444)
46
+ 2026-04-07 11:36:14,950 INFO [21/63] mir_st500_262: onset_f1=0.6245 (P=0.5917 R=0.6613, ref=493 est=551)
47
+ 2026-04-07 11:36:15,112 INFO [22/63] mir_st500_268: onset_f1=0.4864 (P=0.5174 R=0.4589, ref=292 est=259)
48
+ 2026-04-07 11:36:15,331 INFO [23/63] mir_st500_273: onset_f1=0.5129 (P=0.4591 R=0.5809, ref=377 est=477)
49
+ 2026-04-07 11:36:15,564 INFO [24/63] mir_st500_275: onset_f1=0.4156 (P=0.3840 R=0.4529, ref=446 est=526)
50
+ 2026-04-07 11:36:15,788 INFO [25/63] mir_st500_280: onset_f1=0.5670 (P=0.5462 R=0.5894, ref=341 est=368)
51
+ 2026-04-07 11:36:15,992 INFO [26/63] mir_st500_29: onset_f1=0.3593 (P=0.3706 R=0.3487, ref=152 est=143)
52
+ 2026-04-07 11:36:16,231 INFO [27/63] mir_st500_290: onset_f1=0.6352 (P=0.6238 R=0.6469, ref=405 est=420)
53
+ 2026-04-07 11:36:16,464 INFO [28/63] mir_st500_293: onset_f1=0.3713 (P=0.3149 R=0.4522, ref=429 est=616)
54
+ 2026-04-07 11:36:16,751 INFO [29/63] mir_st500_301: onset_f1=0.4667 (P=0.4024 R=0.5556, ref=423 est=584)
55
+ 2026-04-07 11:36:16,945 INFO [30/63] mir_st500_308: onset_f1=0.4953 (P=0.5137 R=0.4781, ref=274 est=255)
56
+ 2026-04-07 11:36:17,199 INFO [31/63] mir_st500_324: onset_f1=0.5000 (P=0.4909 R=0.5094, ref=265 est=275)
57
+ 2026-04-07 11:36:17,480 INFO [32/63] mir_st500_330: onset_f1=0.3079 (P=0.2662 R=0.3650, ref=326 est=447)
58
+ 2026-04-07 11:36:17,764 INFO [33/63] mir_st500_353: onset_f1=0.4031 (P=0.3576 R=0.4618, ref=340 est=439)
59
+ 2026-04-07 11:36:17,999 INFO [34/63] mir_st500_368: onset_f1=0.4380 (P=0.4183 R=0.4595, ref=457 est=502)
60
+ 2026-04-07 11:36:18,257 INFO [35/63] mir_st500_37: onset_f1=0.3636 (P=0.3764 R=0.3517, ref=489 est=457)
61
+ 2026-04-07 11:36:18,501 INFO [36/63] mir_st500_371: onset_f1=0.4588 (P=0.4084 R=0.5235, ref=298 est=382)
62
+ 2026-04-07 11:36:18,764 INFO [37/63] mir_st500_374: onset_f1=0.4310 (P=0.4153 R=0.4480, ref=279 est=301)
63
+ 2026-04-07 11:36:18,951 INFO [38/63] mir_st500_380: onset_f1=0.5306 (P=0.4522 R=0.6420, ref=324 est=460)
64
+ 2026-04-07 11:36:19,200 INFO [39/63] mir_st500_382: onset_f1=0.4646 (P=0.4405 R=0.4915, ref=354 est=395)
65
+ 2026-04-07 11:36:19,426 INFO [40/63] mir_st500_4: onset_f1=0.3774 (P=0.2881 R=0.5469, ref=384 est=729)
66
+ 2026-04-07 11:36:19,680 INFO [41/63] mir_st500_412: onset_f1=0.5005 (P=0.4328 R=0.5931, ref=467 est=640)
67
+ 2026-04-07 11:36:19,860 INFO [42/63] mir_st500_42: onset_f1=0.4206 (P=0.3310 R=0.5766, ref=248 est=432)
68
+ 2026-04-07 11:36:20,107 INFO [43/63] mir_st500_435: onset_f1=0.4593 (P=0.5714 R=0.3840, ref=375 est=252)
69
+ 2026-04-07 11:36:20,321 INFO [44/63] mir_st500_44: onset_f1=0.6037 (P=0.5579 R=0.6578, ref=564 est=665)
70
+ 2026-04-07 11:36:20,563 INFO [45/63] mir_st500_444: onset_f1=0.4470 (P=0.4193 R=0.4787, ref=282 est=322)
71
+ 2026-04-07 11:36:20,788 INFO [46/63] mir_st500_450: onset_f1=0.5136 (P=0.4624 R=0.5775, ref=213 est=266)
72
+ 2026-04-07 11:36:21,042 INFO [47/63] mir_st500_46: onset_f1=0.4360 (P=0.4318 R=0.4403, ref=352 est=359)
73
+ 2026-04-07 11:36:21,306 INFO [48/63] mir_st500_460: onset_f1=0.4820 (P=0.5447 R=0.4323, ref=465 est=369)
74
+ 2026-04-07 11:36:21,501 INFO [49/63] mir_st500_464: onset_f1=0.2807 (P=0.3060 R=0.2593, ref=216 est=183)
75
+ 2026-04-07 11:36:21,763 INFO [50/63] mir_st500_466: onset_f1=0.4907 (P=0.4920 R=0.4894, ref=378 est=376)
76
+ 2026-04-07 11:36:21,965 INFO [51/63] mir_st500_483: onset_f1=0.4624 (P=0.5168 R=0.4184, ref=294 est=238)
77
+ 2026-04-07 11:36:22,223 INFO [52/63] mir_st500_487: onset_f1=0.3683 (P=0.3388 R=0.4034, ref=357 est=425)
78
+ 2026-04-07 11:36:22,510 INFO [53/63] mir_st500_492: onset_f1=0.3539 (P=0.3699 R=0.3392, ref=457 est=419)
79
+ 2026-04-07 11:36:22,740 INFO [54/63] mir_st500_497: onset_f1=0.4882 (P=0.4453 R=0.5403, ref=211 est=256)
80
+ 2026-04-07 11:36:22,965 INFO [55/63] mir_st500_52: onset_f1=0.5160 (P=0.4947 R=0.5394, ref=343 est=374)
81
+ 2026-04-07 11:36:23,193 INFO [56/63] mir_st500_57: onset_f1=0.4946 (P=0.4876 R=0.5018, ref=275 est=283)
82
+ 2026-04-07 11:36:23,368 INFO [57/63] mir_st500_65: onset_f1=0.4300 (P=0.4109 R=0.4511, ref=235 est=258)
83
+ 2026-04-07 11:36:23,533 INFO [58/63] mir_st500_66: onset_f1=0.3657 (P=0.4793 R=0.2956, ref=274 est=169)
84
+ 2026-04-07 11:36:23,792 INFO [59/63] mir_st500_73: onset_f1=0.4141 (P=0.3644 R=0.4795, ref=342 est=450)
85
+ 2026-04-07 11:36:24,010 INFO [60/63] mir_st500_86: onset_f1=0.4949 (P=0.4475 R=0.5537, ref=354 est=438)
86
+ 2026-04-07 11:36:24,251 INFO [61/63] mir_st500_88: onset_f1=0.5369 (P=0.4720 R=0.6224, ref=392 est=517)
87
+ 2026-04-07 11:36:24,489 INFO [62/63] mir_st500_89: onset_f1=0.4925 (P=0.4239 R=0.5875, ref=417 est=578)
88
+ 2026-04-07 11:36:24,729 INFO [63/63] mir_st500_93: onset_f1=0.5706 (P=0.5147 R=0.6400, ref=300 est=373)
89
+ 2026-04-07 11:36:24,729 INFO ============================================================
90
+ 2026-04-07 11:36:24,729 INFO Step 3: pYIN pitch tracking (Mauch & Dixon 2014)
91
+ 2026-04-07 11:36:24,729 INFO ============================================================
92
+ 2026-04-07 11:37:17,704 INFO [1/63] mir_st500_12: RPA=0.6488 RCA=0.6541 OA=0.5999
93
+ 2026-04-07 11:38:32,872 INFO [2/63] mir_st500_154: RPA=0.5799 RCA=0.6031 OA=0.5638
94
+ 2026-04-07 11:39:46,071 INFO [3/63] mir_st500_155: RPA=0.7307 RCA=0.7313 OA=0.6359
95
+ 2026-04-07 11:40:58,068 INFO [4/63] mir_st500_158: RPA=0.6838 RCA=0.6865 OA=0.5862
96
+ 2026-04-07 11:42:06,057 INFO [5/63] mir_st500_159: RPA=0.6105 RCA=0.6781 OA=0.5287
97
+ 2026-04-07 11:43:12,821 INFO [6/63] mir_st500_188: RPA=0.6738 RCA=0.6767 OA=0.5643
98
+ 2026-04-07 11:44:10,359 INFO [7/63] mir_st500_190: RPA=0.5588 RCA=0.5596 OA=0.4969
99
+ 2026-04-07 11:45:20,056 INFO [8/63] mir_st500_195: RPA=0.7592 RCA=0.7603 OA=0.6432
100
+ 2026-04-07 11:46:25,335 INFO [9/63] mir_st500_196: RPA=0.6601 RCA=0.6848 OA=0.5243
101
+ 2026-04-07 11:47:28,738 INFO [10/63] mir_st500_2: RPA=0.7287 RCA=0.7353 OA=0.6063
102
+ 2026-04-07 11:48:41,518 INFO [11/63] mir_st500_209: RPA=0.6572 RCA=0.6621 OA=0.5982
103
+ 2026-04-07 11:49:47,183 INFO [12/63] mir_st500_213: RPA=0.8203 RCA=0.8269 OA=0.5013
104
+ 2026-04-07 11:51:00,372 INFO [13/63] mir_st500_225: RPA=0.7101 RCA=0.7101 OA=0.5586
105
+ 2026-04-07 11:52:02,217 INFO [14/63] mir_st500_227: RPA=0.7615 RCA=0.7615 OA=0.6361
106
+ 2026-04-07 11:53:14,464 INFO [15/63] mir_st500_234: RPA=0.6573 RCA=0.6812 OA=0.5857
107
+ 2026-04-07 11:54:01,110 INFO [16/63] mir_st500_24: RPA=0.7496 RCA=0.7496 OA=0.5614
108
+ 2026-04-07 11:55:01,649 INFO [17/63] mir_st500_25: RPA=0.6276 RCA=0.6438 OA=0.5320
109
+ 2026-04-07 11:56:05,435 INFO [18/63] mir_st500_259: RPA=0.6924 RCA=0.7089 OA=0.5167
110
+ 2026-04-07 11:57:23,379 INFO [19/63] mir_st500_26: RPA=0.6718 RCA=0.6882 OA=0.6103
111
+ 2026-04-07 11:58:19,068 INFO [20/63] mir_st500_260: RPA=0.7569 RCA=0.7572 OA=0.7206
112
+ 2026-04-07 11:59:25,424 INFO [21/63] mir_st500_262: RPA=0.6637 RCA=0.6650 OA=0.5820
113
+ 2026-04-07 12:00:12,389 INFO [22/63] mir_st500_268: RPA=0.7396 RCA=0.7430 OA=0.6460
114
+ 2026-04-07 12:01:12,946 INFO [23/63] mir_st500_273: RPA=0.7387 RCA=0.7387 OA=0.6753
115
+ 2026-04-07 12:02:18,336 INFO [24/63] mir_st500_275: RPA=0.6687 RCA=0.6687 OA=0.6108
116
+ 2026-04-07 12:03:23,497 INFO [25/63] mir_st500_280: RPA=0.7533 RCA=0.7607 OA=0.5959
117
+ 2026-04-07 12:04:20,033 INFO [26/63] mir_st500_29: RPA=0.8161 RCA=0.8218 OA=0.5979
118
+ 2026-04-07 12:05:27,743 INFO [27/63] mir_st500_290: RPA=0.7931 RCA=0.7951 OA=0.6214
119
+ 2026-04-07 12:06:36,004 INFO [28/63] mir_st500_293: RPA=0.6567 RCA=0.6605 OA=0.5962
120
+ 2026-04-07 12:07:57,621 INFO [29/63] mir_st500_301: RPA=0.6502 RCA=0.6502 OA=0.5488
121
+ 2026-04-07 12:08:54,917 INFO [30/63] mir_st500_308: RPA=0.7554 RCA=0.7574 OA=0.5492
122
+ 2026-04-07 12:10:05,440 INFO [31/63] mir_st500_324: RPA=0.4652 RCA=0.4652 OA=0.3920
123
+ 2026-04-07 12:11:28,892 INFO [32/63] mir_st500_330: RPA=0.6840 RCA=0.7156 OA=0.5721
124
+ 2026-04-07 12:12:53,741 INFO [33/63] mir_st500_353: RPA=0.7672 RCA=0.7672 OA=0.6103
125
+ 2026-04-07 12:14:03,478 INFO [34/63] mir_st500_368: RPA=0.7784 RCA=0.7784 OA=0.6323
126
+ 2026-04-07 12:15:11,314 INFO [35/63] mir_st500_37: RPA=0.6157 RCA=0.6161 OA=0.5648
127
+ 2026-04-07 12:16:20,170 INFO [36/63] mir_st500_371: RPA=0.6601 RCA=0.6601 OA=0.5479
128
+ 2026-04-07 12:17:37,178 INFO [37/63] mir_st500_374: RPA=0.7519 RCA=0.7544 OA=0.4934
129
+ 2026-04-07 12:18:33,433 INFO [38/63] mir_st500_380: RPA=0.7412 RCA=0.7412 OA=0.6125
130
+ 2026-04-07 12:19:41,611 INFO [39/63] mir_st500_382: RPA=0.7009 RCA=0.7048 OA=0.5672
131
+ 2026-04-07 12:20:48,250 INFO [40/63] mir_st500_4: RPA=0.7313 RCA=0.7313 OA=0.6694
132
+ 2026-04-07 12:21:57,993 INFO [41/63] mir_st500_412: RPA=0.6814 RCA=0.6815 OA=0.5747
133
+ 2026-04-07 12:22:50,323 INFO [42/63] mir_st500_42: RPA=0.6834 RCA=0.6834 OA=0.6153
134
+ 2026-04-07 12:23:58,500 INFO [43/63] mir_st500_435: RPA=0.5086 RCA=0.5391 OA=0.4586
135
+ 2026-04-07 12:25:00,257 INFO [44/63] mir_st500_44: RPA=0.6829 RCA=0.7030 OA=0.6195
136
+ 2026-04-07 12:26:09,141 INFO [45/63] mir_st500_444: RPA=0.7470 RCA=0.7709 OA=0.6237
137
+ 2026-04-07 12:27:15,923 INFO [46/63] mir_st500_450: RPA=0.7114 RCA=0.7115 OA=0.5923
138
+ 2026-04-07 12:28:25,996 INFO [47/63] mir_st500_46: RPA=0.6583 RCA=0.6671 OA=0.5745
139
+ 2026-04-07 12:29:41,108 INFO [48/63] mir_st500_460: RPA=0.7516 RCA=0.7516 OA=0.6830
140
+ 2026-04-07 12:30:38,865 INFO [49/63] mir_st500_464: RPA=0.7068 RCA=0.7083 OA=0.5616
141
+ 2026-04-07 12:31:51,324 INFO [50/63] mir_st500_466: RPA=0.7977 RCA=0.7977 OA=0.6365
142
+ 2026-04-07 12:32:48,550 INFO [51/63] mir_st500_483: RPA=0.7475 RCA=0.7477 OA=0.6357
143
+ 2026-04-07 12:34:00,998 INFO [52/63] mir_st500_487: RPA=0.6447 RCA=0.6658 OA=0.5836
144
+ 2026-04-07 12:35:21,787 INFO [53/63] mir_st500_492: RPA=0.4670 RCA=0.4847 OA=0.4821
145
+ 2026-04-07 12:36:28,169 INFO [54/63] mir_st500_497: RPA=0.7684 RCA=0.7685 OA=0.4977
146
+ 2026-04-07 12:37:29,408 INFO [55/63] mir_st500_52: RPA=0.7342 RCA=0.7342 OA=0.5883
147
+ 2026-04-07 12:38:32,888 INFO [56/63] mir_st500_57: RPA=0.6836 RCA=0.6977 OA=0.5344
148
+ 2026-04-07 12:39:22,808 INFO [57/63] mir_st500_65: RPA=0.7847 RCA=0.7847 OA=0.6321
149
+ 2026-04-07 12:40:08,268 INFO [58/63] mir_st500_66: RPA=0.7397 RCA=0.7397 OA=0.6079
150
+ 2026-04-07 12:41:20,813 INFO [59/63] mir_st500_73: RPA=0.6351 RCA=0.6865 OA=0.5477
151
+ 2026-04-07 12:42:22,112 INFO [60/63] mir_st500_86: RPA=0.6941 RCA=0.6941 OA=0.5982
152
+ 2026-04-07 12:43:27,107 INFO [61/63] mir_st500_88: RPA=0.6785 RCA=0.7013 OA=0.5499
153
+ 2026-04-07 12:44:33,541 INFO [62/63] mir_st500_89: RPA=0.7079 RCA=0.7079 OA=0.7140
154
+ 2026-04-07 12:45:41,288 INFO [63/63] mir_st500_93: RPA=0.7633 RCA=0.7633 OA=0.5498
155
+
156
+ ======================================================================
157
+ CLASSICAL BASELINES — MIR-ST500 (Demucs-separated vocals)
158
+ ======================================================================
159
+
160
+ Spectral Flux (Bello et al. 2005)
161
+ Onset F1 = 0.4519 +/- 0.0795
162
+ Precision = 0.4278
163
+ Recall = 0.4925
164
+
165
+ pYIN (Mauch & Dixon 2014)
166
+ RPA = 0.6960 +/- 0.0735
167
+ RCA = 0.7039
168
+ OA = 0.5828
169
+ Voicing Recall = 0.9432
170
+ Voicing FA = 0.5661
171
+ ======================================================================
172
+ 2026-04-07 12:45:41,293 INFO Results saved to classical_baseline_results.json
173
+ Uploaded: eval/classical_baseline_results.json
174
+ Results uploaded to HF
175
+ Filesystem Size Used Avail Use% Mounted on
176
+ 10.21.7.193:/dpool/userhome/cs/u3571824 400G 359G 42G 90% /userhome/cs/u3571824
177
+
178
+ === ALL DONE — Tue Apr 7 12:45:43 HKT 2026 ===