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logs/vocal_onset_exp/vocal_onset_exp_20260404_021015.log CHANGED
@@ -428,3 +428,133 @@ Traceback (most recent call last):
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  raise RuntimeError("Pin memory thread exited unexpectedly")
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  RuntimeError: Pin memory thread exited unexpectedly
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  Phase 5 complete β€” /userhome/cs/u3571824/fyp/muse/backend/ml_models/dev/vocal/outputs/onset_v4/best.pt
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  .../outputs/onset_v3/best.pt: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 416kB / 416kB 
 
 
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  .../outputs/onset_v3/best.pt: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 416kB / 416kB 
 
 
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  .../outputs/onset_v3/best.pt: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 416kB / 416kB 
 
 
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  .../outputs/onset_v3/best.pt: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 416kB / 416kB 
 
 
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  .../outputs/onset_v3/best.pt: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 416kB / 416kB 
 
 
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  .../outputs/onset_v3/best.pt: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 416kB / 416kB 
 
 
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  .../outputs/onset_v3/best.pt: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 416kB / 416kB 
 
 
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  .../outputs/onset_v3/best.pt: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 416kB / 416kB 
 
 
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  .../outputs/onset_v3/best.pt: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 416kB / 416kB
 
 
 
 
 
 
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  .../outputs/onset_v4/best.pt: 91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 560kB / 617kB 
 
 
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  .../outputs/onset_v4/best.pt: 91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 560kB / 617kB 
 
 
 
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  .../outputs/onset_v4/best.pt: 91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 560kB / 617kB 
 
 
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  .../outputs/onset_v4/best.pt: 91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 560kB / 617kB 
 
 
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  .../outputs/onset_v4/best.pt: 91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 560kB / 617kB 
 
 
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  .../outputs/onset_v4/best.pt: 91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 560kB / 617kB 
 
 
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  .../outputs/onset_v4/best.pt: 91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 560kB / 617kB 
 
 
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  .../outputs/onset_v4/best.pt: 91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 560kB / 617kB 
 
 
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  .../outputs/onset_v4/best.pt: 91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 560kB / 617kB 
 
 
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  .../outputs/onset_v4/best.pt: 91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 560kB / 617kB 
 
 
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  .../outputs/onset_v4/best.pt: 91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 560kB / 617kB 
 
 
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  .../outputs/onset_v4/best.pt: 91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 560kB / 617kB 
 
 
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  .../outputs/onset_v4/best.pt: 91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 560kB / 617kB 
 
 
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  .../outputs/onset_v4/best.pt: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 617kB / 617kB 
 
 
 
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  .../outputs/onset_v4/best.pt: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 617kB / 617kB 
 
 
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  .../outputs/onset_v4/best.pt: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 617kB / 617kB 
 
 
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  .../outputs/onset_v4/best.pt: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 617kB / 617kB 
 
 
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  .../outputs/onset_v4/best.pt: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 617kB / 617kB
 
 
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  raise RuntimeError("Pin memory thread exited unexpectedly")
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  RuntimeError: Pin memory thread exited unexpectedly
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  Phase 5 complete β€” /userhome/cs/u3571824/fyp/muse/backend/ml_models/dev/vocal/outputs/onset_v4/best.pt
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+ Uploaded: logs/vocal_onset_exp/vocal_onset_exp_20260404_021015.log
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+
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+ ===============================================
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+ Phase 6: COn eval β€” onset_v4 (MIR-ST500) -- Sat Apr 4 04:40:47 HKT 2026
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+ ===============================================
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+ 2026-04-04 04:40:48,761 INFO MIR-ST500 eval ready
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+ 2026-04-04 04:40:50,311 INFO Loaded onset_v4 from /userhome/cs/u3571824/fyp/muse/backend/ml_models/dev/vocal/outputs/onset_v4/best.pt
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+ 2026-04-04 04:40:50,328 INFO Found 39 MIR-ST500 test tracks
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+ 2026-04-04 04:40:50,328 INFO [1/39] mir_st500_259
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+ 2026-04-04 04:40:51,897 INFO Loading RMVPE from /userhome/cs/u3571824/fyp/muse/backend/ml_models/prod/weights/rmvpe.pt
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+ 2026-04-04 04:40:54,170 INFO [2/39] mir_st500_225
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+ 2026-04-04 04:40:55,595 INFO [3/39] mir_st500_66
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+ 2026-04-04 04:40:56,550 INFO [4/39] mir_st500_324
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+ 2026-04-04 04:40:57,981 INFO [5/39] mir_st500_86
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+ 2026-04-04 04:40:59,592 INFO [6/39] mir_st500_227
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+ 2026-04-04 04:41:00,802 INFO [7/39] mir_st500_12
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+ 2026-04-04 04:41:01,846 INFO [8/39] mir_st500_293
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+ 2026-04-04 04:41:03,160 INFO [9/39] mir_st500_46
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+ 2026-04-04 04:41:04,562 INFO [10/39] mir_st500_382
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+ 2026-04-04 04:41:05,860 INFO [11/39] mir_st500_260
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+ 2026-04-04 04:41:06,938 INFO [12/39] mir_st500_368
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+ 2026-04-04 04:41:08,275 INFO [13/39] mir_st500_89
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+ 2026-04-04 04:41:09,677 INFO [14/39] mir_st500_73
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+ 2026-04-04 04:41:11,091 INFO [15/39] mir_st500_492
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+ 2026-04-04 04:41:12,687 INFO [16/39] mir_st500_25
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+ 2026-04-04 04:41:13,916 INFO [17/39] mir_st500_444
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+ 2026-04-04 04:41:15,224 INFO [18/39] mir_st500_155
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+ 2026-04-04 04:41:16,532 INFO [19/39] mir_st500_466
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+ 2026-04-04 04:41:17,903 INFO [20/39] mir_st500_412
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+ 2026-04-04 04:41:19,235 INFO [21/39] mir_st500_268
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+ 2026-04-04 04:41:20,113 INFO [22/39] mir_st500_26
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+ 2026-04-04 04:41:21,532 INFO [23/39] mir_st500_190
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+ 2026-04-04 04:41:22,652 INFO [24/39] mir_st500_158
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+ 2026-04-04 04:41:23,999 INFO [25/39] mir_st500_159
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+ 2026-04-04 04:41:25,715 INFO [26/39] mir_st500_37
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+ 2026-04-04 04:41:26,949 INFO [27/39] mir_st500_460
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+ 2026-04-04 04:41:28,316 INFO [28/39] mir_st500_188
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+ 2026-04-04 04:41:29,515 INFO [29/39] mir_st500_435
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+ 2026-04-04 04:41:30,731 INFO [30/39] mir_st500_57
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+ 2026-04-04 04:41:31,887 INFO [31/39] mir_st500_195
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+ 2026-04-04 04:41:33,167 INFO [32/39] mir_st500_213
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+ 2026-04-04 04:41:34,323 INFO [33/39] mir_st500_262
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+ 2026-04-04 04:41:35,535 INFO [34/39] mir_st500_275
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+ 2026-04-04 04:41:36,744 INFO [35/39] mir_st500_290
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+ 2026-04-04 04:41:37,940 INFO [36/39] mir_st500_93
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+ 2026-04-04 04:41:39,166 INFO [37/39] mir_st500_154
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+ 2026-04-04 04:41:40,489 INFO [38/39] mir_st500_2
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+ 2026-04-04 04:41:41,670 INFO [39/39] mir_st500_487
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+ 2026-04-04 04:41:42,983 INFO Results saved to con_eval_v4_onset.json
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+
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+ ======================================================================
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+ MIR-ST500 (onset_v4) β€” 39 tracks
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+ ======================================================================
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+ System COn COnP COnPOff
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+ ---------------------------------------- ------- ------- -------
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+ RMVPE + heuristic (ours) 0.465 0.311 0.168
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+
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+ Metric Precision Recall F1
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+ ------------ ---------- ---------- ----------
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+ COn 0.5006 0.4469 0.4650
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+ COnP 0.3346 0.2992 0.3113
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+ COnPOff 0.1784 0.1622 0.1676
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+ Uploaded: eval/con_eval_v4_onset.json
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+
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+ ===============================================
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+ Phase 7: Final checkpoint upload -- Sat Apr 4 04:41:45 HKT 2026
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+ ===============================================
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+
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+ Uploaded: checkpoints/onset_v4/best.pt