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logs/vocal_con_eval/vocal_con_eval_20260403_144849.log

@@ -20449,3 +20449,69 @@ Onset checkpoint: /userhome/cs/u3571824/fyp/muse/backend/ml_models/dev/vocal/out
 No files have been modified since last commit. Skipping to prevent empty commit.
 Uploaded: eval/con_eval_baseline.json
 Phase 3 complete
+Uploaded: logs/vocal_con_eval/vocal_con_eval_20260403_144849.log
+
+════════════════════════════════════
+  Phase 4: Onset head eval — RMVPE + VocalOnsetResNet (MIR-ST500) — Fri Apr  3 14:52:01 HKT 2026
+════════════════════════════════════
+2026-04-03 14:52:03,100 INFO MIR-ST500 eval ready
+2026-04-03 14:52:05,296 INFO Loaded onset head from /userhome/cs/u3571824/fyp/muse/backend/ml_models/dev/vocal/outputs/onset_v1/best.pt
+2026-04-03 14:52:05,314 INFO Found 39 MIR-ST500 test tracks
+2026-04-03 14:52:05,314 INFO [1/39] mir_st500_259
+2026-04-03 14:52:06,972 INFO Loading RMVPE from /userhome/cs/u3571824/fyp/muse/backend/ml_models/prod/weights/rmvpe.pt
+2026-04-03 14:52:09,805 INFO [2/39] mir_st500_225
+2026-04-03 14:52:11,425 INFO [3/39] mir_st500_66
+2026-04-03 14:52:12,450 INFO [4/39] mir_st500_324
+2026-04-03 14:52:14,037 INFO [5/39] mir_st500_86
+2026-04-03 14:52:15,442 INFO [6/39] mir_st500_227
+2026-04-03 14:52:16,796 INFO [7/39] mir_st500_12
+2026-04-03 14:52:17,962 INFO [8/39] mir_st500_293
+2026-04-03 14:52:19,457 INFO [9/39] mir_st500_46
+2026-04-03 14:52:21,049 INFO [10/39] mir_st500_382
+2026-04-03 14:52:22,603 INFO [11/39] mir_st500_260
+2026-04-03 14:52:23,873 INFO [12/39] mir_st500_368
+2026-04-03 14:52:25,400 INFO [13/39] mir_st500_89
+2026-04-03 14:52:26,937 INFO [14/39] mir_st500_73
+2026-04-03 14:52:28,709 INFO [15/39] mir_st500_492
+2026-04-03 14:52:30,637 INFO [16/39] mir_st500_25
+2026-04-03 14:52:32,029 INFO [17/39] mir_st500_444
+2026-04-03 14:52:33,609 INFO [18/39] mir_st500_155
+2026-04-03 14:52:35,232 INFO [19/39] mir_st500_466
+2026-04-03 14:52:36,908 INFO [20/39] mir_st500_412
+2026-04-03 14:52:38,522 INFO [21/39] mir_st500_268
+2026-04-03 14:52:39,588 INFO [22/39] mir_st500_26
+2026-04-03 14:52:41,290 INFO [23/39] mir_st500_190
+2026-04-03 14:52:42,582 INFO [24/39] mir_st500_158
+2026-04-03 14:52:44,223 INFO [25/39] mir_st500_159
+2026-04-03 14:52:45,719 INFO [26/39] mir_st500_37
+2026-04-03 14:52:47,264 INFO [27/39] mir_st500_460
+2026-04-03 14:52:49,010 INFO [28/39] mir_st500_188
+2026-04-03 14:52:50,540 INFO [29/39] mir_st500_435
+2026-04-03 14:52:52,051 INFO [30/39] mir_st500_57
+2026-04-03 14:52:53,566 INFO [31/39] mir_st500_195
+2026-04-03 14:52:55,146 INFO [32/39] mir_st500_213
+2026-04-03 14:52:56,634 INFO [33/39] mir_st500_262
+2026-04-03 14:52:58,234 INFO [34/39] mir_st500_275
+2026-04-03 14:52:59,761 INFO [35/39] mir_st500_290
+2026-04-03 14:53:01,290 INFO [36/39] mir_st500_93
+2026-04-03 14:53:02,883 INFO [37/39] mir_st500_154
+2026-04-03 14:53:04,548 INFO [38/39] mir_st500_2
+2026-04-03 14:53:06,039 INFO [39/39] mir_st500_487
+2026-04-03 14:53:07,708 INFO Results saved to con_eval_onset_head.json
+
+======================================================================
+  MIR-ST500 (onset_head) — 39 tracks
+======================================================================
+  System                                       COn    COnP COnPOff
+  ---------------------------------------- ------- ------- -------
+  RMVPE + heuristic (ours)                   0.428   0.257   0.107
+
+  Metric        Precision     Recall         F1
+  ------------ ---------- ---------- ----------
+  COn              0.6140     0.3375     0.4280
+  COnP             0.3622     0.2047     0.2574
+  COnPOff          0.1502     0.0850     0.1070
+Uploaded: eval/con_eval_onset_head.json
+Phase 4 complete
+
+=== ALL PHASES DONE — Fri Apr  3 14:53:09 HKT 2026 ===