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logs/full_eval/full_eval_20260404_160729.log

@@ -281,3 +281,90 @@ MERT loaded (94M params, frozen)
   COnP             0.5411     0.4699     0.5011
   COnPOff          0.2763     0.2391     0.2554
 Uploaded: eval/con_eval_v6_full.json
+Uploaded: logs/full_eval/full_eval_20260404_160729.log
+
+=== Eval: lstm (8D BiGRU) ===
+2026-04-04 16:12:38,821 INFO HTTP Request: GET https://huggingface.co/api/datasets/lamooon/vocal/tree/main?recursive=true&expand=false "HTTP/1.1 200 OK"
+2026-04-04 16:12:38,847 INFO MIR-ST500 eval ready: 63 tracks in data_eval/processed/audio
+2026-04-04 16:12:40,792 INFO Loaded onset_lstm from /userhome/cs/u3571824/fyp/muse/backend/ml_models/dev/vocal/outputs/onset_lstm/best.pt
+2026-04-04 16:12:40,796 INFO Using directory scan: 63 tracks (manifest had 39)
+2026-04-04 16:12:40,797 INFO Found 63 MIR-ST500 test tracks
+2026-04-04 16:12:40,797 INFO [1/63] mir_st500_12
+2026-04-04 16:12:42,528 INFO Loading RMVPE from /userhome/cs/u3571824/fyp/muse/backend/ml_models/prod/weights/rmvpe.pt
+2026-04-04 16:12:43,967 INFO [2/63] mir_st500_154
+2026-04-04 16:12:44,773 INFO [3/63] mir_st500_155
+2026-04-04 16:12:45,583 INFO [4/63] mir_st500_158
+2026-04-04 16:12:46,406 INFO [5/63] mir_st500_159
+2026-04-04 16:12:47,171 INFO [6/63] mir_st500_188
+2026-04-04 16:12:47,934 INFO [7/63] mir_st500_190
+2026-04-04 16:12:48,591 INFO [8/63] mir_st500_195
+2026-04-04 16:12:49,380 INFO [9/63] mir_st500_196
+2026-04-04 16:12:50,133 INFO [10/63] mir_st500_2
+2026-04-04 16:12:50,860 INFO [11/63] mir_st500_209
+2026-04-04 16:12:51,686 INFO [12/63] mir_st500_213
+2026-04-04 16:12:52,423 INFO [13/63] mir_st500_225
+2026-04-04 16:12:53,249 INFO [14/63] mir_st500_227
+2026-04-04 16:12:53,954 INFO [15/63] mir_st500_234
+2026-04-04 16:12:54,738 INFO [16/63] mir_st500_24
+2026-04-04 16:12:55,277 INFO [17/63] mir_st500_25
+2026-04-04 16:12:55,958 INFO [18/63] mir_st500_259
+2026-04-04 16:12:56,676 INFO [19/63] mir_st500_26
+2026-04-04 16:12:57,545 INFO [20/63] mir_st500_260
+2026-04-04 16:12:58,163 INFO [21/63] mir_st500_262
+2026-04-04 16:12:58,925 INFO [22/63] mir_st500_268
+2026-04-04 16:12:59,459 INFO [23/63] mir_st500_273
+2026-04-04 16:13:00,156 INFO [24/63] mir_st500_275
+2026-04-04 16:13:00,903 INFO [25/63] mir_st500_280
+2026-04-04 16:13:01,642 INFO [26/63] mir_st500_29
+2026-04-04 16:13:02,275 INFO [27/63] mir_st500_290
+2026-04-04 16:13:03,062 INFO [28/63] mir_st500_293
+2026-04-04 16:13:03,851 INFO [29/63] mir_st500_301
+2026-04-04 16:13:04,785 INFO [30/63] mir_st500_308
+2026-04-04 16:13:05,428 INFO [31/63] mir_st500_324
+2026-04-04 16:13:06,239 INFO [32/63] mir_st500_330
+2026-04-04 16:13:07,169 INFO [33/63] mir_st500_353
+2026-04-04 16:13:08,123 INFO [34/63] mir_st500_368
+2026-04-04 16:13:08,919 INFO [35/63] mir_st500_37
+2026-04-04 16:13:09,694 INFO [36/63] mir_st500_371
+2026-04-04 16:13:10,483 INFO [37/63] mir_st500_374
+2026-04-04 16:13:11,349 INFO [38/63] mir_st500_380
+2026-04-04 16:13:11,981 INFO [39/63] mir_st500_382
+2026-04-04 16:13:12,752 INFO [40/63] mir_st500_4
+2026-04-04 16:13:13,487 INFO [41/63] mir_st500_412
+2026-04-04 16:13:14,289 INFO [42/63] mir_st500_42
+2026-04-04 16:13:14,869 INFO [43/63] mir_st500_435
+2026-04-04 16:13:15,642 INFO [44/63] mir_st500_44
+2026-04-04 16:13:16,334 INFO [45/63] mir_st500_444
+2026-04-04 16:13:17,097 INFO [46/63] mir_st500_450
+2026-04-04 16:13:17,829 INFO [47/63] mir_st500_46
+2026-04-04 16:13:18,641 INFO [48/63] mir_st500_460
+2026-04-04 16:13:19,529 INFO [49/63] mir_st500_464
+2026-04-04 16:13:20,185 INFO [50/63] mir_st500_466
+2026-04-04 16:13:21,030 INFO [51/63] mir_st500_483
+2026-04-04 16:13:21,712 INFO [52/63] mir_st500_487
+2026-04-04 16:13:22,527 INFO [53/63] mir_st500_492
+2026-04-04 16:13:23,473 INFO [54/63] mir_st500_497
+2026-04-04 16:13:24,243 INFO [55/63] mir_st500_52
+2026-04-04 16:13:24,955 INFO [56/63] mir_st500_57
+2026-04-04 16:13:25,683 INFO [57/63] mir_st500_65
+2026-04-04 16:13:26,265 INFO [58/63] mir_st500_66
+2026-04-04 16:13:26,793 INFO [59/63] mir_st500_73
+2026-04-04 16:13:27,640 INFO [60/63] mir_st500_86
+2026-04-04 16:13:28,372 INFO [61/63] mir_st500_88
+2026-04-04 16:13:29,140 INFO [62/63] mir_st500_89
+2026-04-04 16:13:29,926 INFO [63/63] mir_st500_93
+2026-04-04 16:13:30,723 INFO Results saved to con_eval_lstm_full.json
+
+======================================================================
+  MIR-ST500 (onset_lstm) — 63 tracks
+======================================================================
+  System                                       COn    COnP COnPOff
+  ---------------------------------------- ------- ------- -------
+  RMVPE + heuristic (ours)                   0.433   0.314   0.160
+
+  Metric        Precision     Recall         F1
+  ------------ ---------- ---------- ----------
+  COn              0.3708     0.5257     0.4326
+  COnP             0.2691     0.3801     0.3135
+  COnPOff          0.1372     0.1944     0.1601
+Uploaded: eval/con_eval_lstm_full.json