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  1. logs/full_eval/full_eval_20260404_160729.log +101 -0
logs/full_eval/full_eval_20260404_160729.log CHANGED
@@ -180,3 +180,104 @@ Uploaded: logs/full_eval/full_eval_20260404_160729.log
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  COnPOff 0.2220 0.2387 0.2289
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  No files have been modified since last commit. Skipping to prevent empty commit.
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  Uploaded: eval/con_eval_v5_full.json
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  COnPOff 0.2220 0.2387 0.2289
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  No files have been modified since last commit. Skipping to prevent empty commit.
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  Uploaded: eval/con_eval_v5_full.json
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+ Uploaded: logs/full_eval/full_eval_20260404_160729.log
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+
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+ === Eval: v6 (MERT layers 1-4) ===
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+ 2026-04-04 16:11:01,717 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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+ 2026-04-04 16:11:01,748 INFO MIR-ST500 eval ready: 63 tracks in data_eval/processed/audio
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+ 2026-04-04 16:11:03,898 INFO Loaded onset_v6 (MERT+BiGRU) from /userhome/cs/u3571824/fyp/muse/backend/ml_models/dev/vocal/outputs/onset_v6/best.pt
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+ 2026-04-04 16:11:03,901 INFO Using directory scan: 63 tracks (manifest had 39)
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+ 2026-04-04 16:11:03,901 INFO Found 63 MIR-ST500 test tracks
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+ 2026-04-04 16:11:03,901 INFO [1/63] mir_st500_12
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+ 2026-04-04 16:11:18,814 INFO HTTP Request: HEAD https://huggingface.co/m-a-p/MERT-v1-95M/resolve/main/config.json "HTTP/1.1 307 Temporary Redirect"
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+ 2026-04-04 16:11:18,820 INFO HTTP Request: HEAD https://huggingface.co/api/resolve-cache/models/m-a-p/MERT-v1-95M/12af15fef9d0ac838c3f475bfbbf26d2060dd4f5/config.json "HTTP/1.1 200 OK"
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+ 2026-04-04 16:11:19,056 INFO HTTP Request: HEAD https://huggingface.co/m-a-p/MERT-v1-95M/resolve/main/configuration_MERT.py "HTTP/1.1 307 Temporary Redirect"
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+ 2026-04-04 16:11:19,063 INFO HTTP Request: HEAD https://huggingface.co/api/resolve-cache/models/m-a-p/MERT-v1-95M/12af15fef9d0ac838c3f475bfbbf26d2060dd4f5/configuration_MERT.py "HTTP/1.1 200 OK"
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+ 2026-04-04 16:11:19,310 INFO HTTP Request: HEAD https://huggingface.co/m-a-p/MERT-v1-95M/resolve/main/modeling_MERT.py "HTTP/1.1 307 Temporary Redirect"
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+ 2026-04-04 16:11:19,317 INFO HTTP Request: HEAD https://huggingface.co/api/resolve-cache/models/m-a-p/MERT-v1-95M/12af15fef9d0ac838c3f475bfbbf26d2060dd4f5/modeling_MERT.py "HTTP/1.1 200 OK"
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+ 2026-04-04 16:11:20,094 INFO HTTP Request: HEAD https://huggingface.co/m-a-p/MERT-v1-95M/resolve/main/model.safetensors "HTTP/1.1 404 Not Found"
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+ Loading MERT-v1-95M (frozen)...
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+ WARNING: feature_extractor_cqt requires the libray 'nnAudio'
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+
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+ 2026-04-04 16:11:20,622 INFO HTTP Request: HEAD https://huggingface.co/m-a-p/MERT-v1-95M/resolve/main/processor_config.json "HTTP/1.1 404 Not Found"
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+ 2026-04-04 16:11:20,847 INFO HTTP Request: HEAD https://huggingface.co/m-a-p/MERT-v1-95M/resolve/main/preprocessor_config.json "HTTP/1.1 307 Temporary Redirect"
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+ 2026-04-04 16:11:20,854 INFO HTTP Request: HEAD https://huggingface.co/api/resolve-cache/models/m-a-p/MERT-v1-95M/12af15fef9d0ac838c3f475bfbbf26d2060dd4f5/preprocessor_config.json "HTTP/1.1 200 OK"
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+ 2026-04-04 16:11:23,322 INFO Loading RMVPE from /userhome/cs/u3571824/fyp/muse/backend/ml_models/prod/weights/rmvpe.pt
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+ 2026-04-04 16:11:24,474 INFO [2/63] mir_st500_154
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+ 2026-04-04 16:11:25,648 INFO [3/63] mir_st500_155
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+ 2026-04-04 16:11:26,817 INFO [4/63] mir_st500_158
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+ 2026-04-04 16:11:28,001 INFO [5/63] mir_st500_159
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+ 2026-04-04 16:11:29,106 INFO [6/63] mir_st500_188
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+ 2026-04-04 16:11:30,211 INFO [7/63] mir_st500_190
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+ 2026-04-04 16:11:31,145 INFO [8/63] mir_st500_195
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+ 2026-04-04 16:11:32,277 INFO [9/63] mir_st500_196
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+ 2026-04-04 16:11:33,336 INFO [10/63] mir_st500_2
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+ 2026-04-04 16:11:34,368 INFO [11/63] mir_st500_209
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+ 2026-04-04 16:11:35,570 INFO [12/63] mir_st500_213
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+ 2026-04-04 16:11:36,650 INFO [13/63] mir_st500_225
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+ 2026-04-04 16:11:37,870 INFO [14/63] mir_st500_227
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+ 2026-04-04 16:11:38,890 INFO [15/63] mir_st500_234
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+ 2026-04-04 16:11:40,044 INFO [16/63] mir_st500_24
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+ 2026-04-04 16:11:40,835 INFO [17/63] mir_st500_25
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+ 2026-04-04 16:11:41,839 INFO [18/63] mir_st500_259
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+ 2026-04-04 16:11:42,898 INFO [19/63] mir_st500_26
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+ 2026-04-04 16:11:44,180 INFO [20/63] mir_st500_260
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+ 2026-04-04 16:11:45,083 INFO [21/63] mir_st500_262
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+ 2026-04-04 16:11:46,197 INFO [22/63] mir_st500_268
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+ 2026-04-04 16:11:46,985 INFO [23/63] mir_st500_273
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+ 2026-04-04 16:11:48,000 INFO [24/63] mir_st500_275
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+ 2026-04-04 16:11:49,105 INFO [25/63] mir_st500_280
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+ 2026-04-04 16:11:50,186 INFO [26/63] mir_st500_29
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+ 2026-04-04 16:11:51,117 INFO [27/63] mir_st500_290
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+ 2026-04-04 16:11:52,246 INFO [28/63] mir_st500_293
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+ 2026-04-04 16:11:53,373 INFO [29/63] mir_st500_301
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+ 2026-04-04 16:11:54,718 INFO [30/63] mir_st500_308
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+ 2026-04-04 16:11:55,677 INFO [31/63] mir_st500_324
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+ 2026-04-04 16:11:56,860 INFO [32/63] mir_st500_330
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+ 2026-04-04 16:11:58,217 INFO [33/63] mir_st500_353
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+ 2026-04-04 16:11:59,599 INFO [34/63] mir_st500_368
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+ 2026-04-04 16:12:00,746 INFO [35/63] mir_st500_37
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+ 2026-04-04 16:12:01,882 INFO [36/63] mir_st500_371
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+ 2026-04-04 16:12:03,043 INFO [37/63] mir_st500_374
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+ 2026-04-04 16:12:04,310 INFO [38/63] mir_st500_380
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+ 2026-04-04 16:12:05,224 INFO [39/63] mir_st500_382
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+ 2026-04-04 16:12:06,366 INFO [40/63] mir_st500_4
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+ 2026-04-04 16:12:07,454 INFO [41/63] mir_st500_412
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+ 2026-04-04 16:12:08,641 INFO [42/63] mir_st500_42
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+ 2026-04-04 16:12:09,500 INFO [43/63] mir_st500_435
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+ 2026-04-04 16:12:10,630 INFO [44/63] mir_st500_44
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+ 2026-04-04 16:12:11,629 INFO [45/63] mir_st500_444
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+ 2026-04-04 16:12:12,778 INFO [46/63] mir_st500_450
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+ 2026-04-04 16:12:13,876 INFO [47/63] mir_st500_46
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+ 2026-04-04 16:12:15,062 INFO [48/63] mir_st500_460
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+ 2026-04-04 16:12:16,323 INFO [49/63] mir_st500_464
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+ 2026-04-04 16:12:17,284 INFO [50/63] mir_st500_466
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+ 2026-04-04 16:12:18,532 INFO [51/63] mir_st500_483
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+ 2026-04-04 16:12:19,521 INFO [52/63] mir_st500_487
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+ 2026-04-04 16:12:20,712 INFO [53/63] mir_st500_492
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+ 2026-04-04 16:12:22,095 INFO [54/63] mir_st500_497
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+ 2026-04-04 16:12:23,226 INFO [55/63] mir_st500_52
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+ 2026-04-04 16:12:24,275 INFO [56/63] mir_st500_57
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+ 2026-04-04 16:12:25,366 INFO [57/63] mir_st500_65
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+ 2026-04-04 16:12:26,214 INFO [58/63] mir_st500_66
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+ 2026-04-04 16:12:26,988 INFO [59/63] mir_st500_73
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+ 2026-04-04 16:12:28,232 INFO [60/63] mir_st500_86
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+ 2026-04-04 16:12:29,300 INFO [61/63] mir_st500_88
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+ 2026-04-04 16:12:30,422 INFO [62/63] mir_st500_89
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+ 2026-04-04 16:12:31,561 INFO [63/63] mir_st500_93
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+ 2026-04-04 16:12:32,731 INFO Results saved to con_eval_v6_full.json
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+ MERT loaded (94M params, frozen)
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+
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+ ======================================================================
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+ MIR-ST500 — 63 tracks
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+ ======================================================================
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+ System COn COnP COnPOff
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+ ---------------------------------------- ------- ------- -------
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+ RMVPE + heuristic (ours) 0.662 0.501 0.255
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+
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+ Metric Precision Recall F1
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+ ------------ ---------- ---------- ----------
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+ COn 0.7176 0.6197 0.6623
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+ COnP 0.5411 0.4699 0.5011
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+ COnPOff 0.2763 0.2391 0.2554
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+ Uploaded: eval/con_eval_v6_full.json