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logs/melroformer/melroformer_20260406_020622.log
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...tputs/melroformer/best.pt: 6%|β | 559kB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 6%|β | 559kB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 6%|β | 559kB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 6%|β | 559kB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 6%|β | 559kB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 6%|β | 559kB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 6%|β | 559kB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 6%|β | 559kB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 6%|β | 559kB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 6%|β | 559kB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 6%|β | 559kB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 6%|β | 559kB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 12%|ββ | 1.12MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 12%|ββ | 1.12MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 12%|ββ | 1.12MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 12%|ββ | 1.12MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 12%|ββ | 1.12MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 12%|ββ | 1.12MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 12%|ββ | 1.12MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 19%|ββ | 1.68MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 19%|ββ | 1.68MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 19%|ββ | 1.68MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 19%|ββ | 1.68MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 19%|ββ | 1.68MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 19%|ββ | 1.68MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 25%|βββ | 2.24MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 25%|βββ | 2.24MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 25%|βββ | 2.24MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 25%|βββ | 2.24MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 31%|βββ | 2.80MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 31%|βββ | 2.80MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 31%|βββ | 2.80MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 37%|ββββ | 3.36MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 37%|ββββ | 3.36MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 37%|ββββ | 3.36MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 43%|βββββ | 3.92MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 43%|βββββ | 3.92MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 50%|βββββ | 4.48MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 50%|βββββ | 4.48MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 56%|ββββββ | 5.03MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 56%|ββββββ | 5.03MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 62%|βββββββ | 5.59MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 62%|βββββββ | 5.59MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 68%|βββββββ | 6.15MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 74%|ββββββββ | 6.71MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 81%|ββββββββ | 7.27MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 81%|ββββββββ | 7.27MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 87%|βββββββββ | 7.83MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 93%|ββββββββββ| 8.39MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 93%|ββββββββββ| 8.39MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 99%|ββββββββββ| 8.95MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 99%|ββββββββββ| 8.95MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 100%|ββββββββββ| 9.03MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 100%|ββββββββββ| 9.03MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 100%|ββββββββββ| 9.03MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 100%|ββββββββββ| 9.03MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 100%|ββββββββββ| 9.03MB / 9.03MB
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...tputs/melroformer/best.pt: 6%|β | 558kB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 6%|β | 558kB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 6%|β | 558kB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 6%|β | 558kB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 6%|β | 558kB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 6%|β | 558kB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 6%|β | 558kB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 6%|β | 558kB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 12%|ββ | 1.12MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 12%|ββ | 1.12MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 12%|ββ | 1.12MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 12%|ββ | 1.12MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 19%|ββ | 1.67MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 19%|ββ | 1.67MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 19%|ββ | 1.67MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 25%|βββ | 2.23MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 25%|βββ | 2.23MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 25%|βββ | 2.23MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 25%|βββ | 2.23MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 31%|βββ | 2.79MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 31%|βββ | 2.79MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 31%|βββ | 2.79MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 37%|ββββ | 3.35MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 37%|ββββ | 3.35MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 37%|ββββ | 3.35MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 43%|βββββ | 3.90MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 43%|βββββ | 3.90MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 49%|βββββ | 4.46MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 49%|βββββ | 4.46MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 56%|ββββββ | 5.02MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 56%|ββββββ | 5.02MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 62%|βββββββ | 5.58MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 68%|βββββββ | 6.13MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 68%|βββββββ | 6.13MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 74%|ββββββββ | 6.69MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 80%|ββββββββ | 7.25MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 80%|ββββββββ | 7.25MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 86%|βββββββββ | 7.81MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 86%|βββββββββ | 7.81MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 99%|ββββββββββ| 8.92MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 99%|ββββββββββ| 8.92MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 99%|ββββββββββ| 8.92MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 99%|ββββββββββ| 8.92MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 100%|ββββββββββ| 9.03MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 100%|ββββββββββ| 9.03MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 100%|ββββββββββ| 9.03MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 100%|ββββββββββ| 9.03MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 100%|ββββββββββ| 9.03MB / 9.03MB
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...tputs/melroformer/best.pt: 6%|β | 557kB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 6%|β | 557kB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 6%|β | 557kB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 12%|ββ | 1.11MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 12%|ββ | 1.11MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 12%|ββ | 1.11MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 12%|ββ | 1.11MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 18%|ββ | 1.67MB / 9.03MB [A[A
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...tputs/melroformer/best.pt: 18%|ββ | 1.67MB / 9.03MB [A[A
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| 118 |
...tputs/melroformer/best.pt: 18%|ββ | 1.67MB / 9.03MB [A[A
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| 119 |
...tputs/melroformer/best.pt: 18%|ββ | 1.67MB / 9.03MB [A[A
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| 120 |
...tputs/melroformer/best.pt: 25%|βββ | 2.23MB / 9.03MB [A[A
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| 121 |
...tputs/melroformer/best.pt: 25%|βββ | 2.23MB / 9.03MB [A[A
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| 122 |
...tputs/melroformer/best.pt: 25%|βββ | 2.23MB / 9.03MB [A[A
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| 123 |
...tputs/melroformer/best.pt: 31%|βββ | 2.78MB / 9.03MB [A[A
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| 124 |
...tputs/melroformer/best.pt: 31%|βββ | 2.78MB / 9.03MB [A[A
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| 125 |
...tputs/melroformer/best.pt: 37%|ββββ | 3.34MB / 9.03MB [A[A
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| 126 |
...tputs/melroformer/best.pt: 37%|ββββ | 3.34MB / 9.03MB [A[A
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| 127 |
...tputs/melroformer/best.pt: 37%|ββββ | 3.34MB / 9.03MB [A[A
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| 128 |
...tputs/melroformer/best.pt: 43%|βββββ | 3.90MB / 9.03MB [A[A
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| 129 |
...tputs/melroformer/best.pt: 43%|βββββ | 3.90MB / 9.03MB [A[A
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| 130 |
...tputs/melroformer/best.pt: 49%|βββββ | 4.45MB / 9.03MB [A[A
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| 131 |
...tputs/melroformer/best.pt: 49%|βββββ | 4.45MB / 9.03MB [A[A
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| 132 |
...tputs/melroformer/best.pt: 49%|βββββ | 4.45MB / 9.03MB [A[A
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| 133 |
...tputs/melroformer/best.pt: 55%|ββββββ | 5.01MB / 9.03MB [A[A
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| 134 |
...tputs/melroformer/best.pt: 62%|βββββββ | 5.57MB / 9.03MB [A[A
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| 135 |
...tputs/melroformer/best.pt: 62%|βββββββ | 5.57MB / 9.03MB [A[A
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| 136 |
...tputs/melroformer/best.pt: 68%|βββββββ | 6.12MB / 9.03MB [A[A
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| 137 |
...tputs/melroformer/best.pt: 74%|ββββββββ | 6.68MB / 9.03MB [A[A
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| 138 |
...tputs/melroformer/best.pt: 80%|ββββββββ | 7.24MB / 9.03MB [A[A
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| 139 |
...tputs/melroformer/best.pt: 80%|ββββββββ | 7.24MB / 9.03MB [A[A
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| 140 |
...tputs/melroformer/best.pt: 86%|βββββββββ | 7.79MB / 9.03MB [A[A
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| 141 |
...tputs/melroformer/best.pt: 92%|ββββββββββ| 8.35MB / 9.03MB [A[A
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| 142 |
...tputs/melroformer/best.pt: 99%|ββββββββββ| 8.91MB / 9.03MB [A[A
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| 143 |
...tputs/melroformer/best.pt: 99%|ββββββββββ| 8.91MB / 9.03MB [A[A
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| 144 |
...tputs/melroformer/best.pt: 99%|ββββββββββ| 8.91MB / 9.03MB [A[A
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| 145 |
...tputs/melroformer/best.pt: 99%|ββββββββββ| 8.91MB / 9.03MB [A[A
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| 146 |
...tputs/melroformer/best.pt: 100%|ββββββββββ| 9.03MB / 9.03MB [A[A
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| 147 |
...tputs/melroformer/best.pt: 100%|ββββββββββ| 9.03MB / 9.03MB [A[A
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| 148 |
...tputs/melroformer/best.pt: 100%|ββββββββββ| 9.03MB / 9.03MB [A[A
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| 149 |
...tputs/melroformer/best.pt: 100%|ββββββββββ| 9.03MB / 9.03MB
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| 150 |
...tputs/melroformer/best.pt: 6%|β | 557kB / 9.03MB [A[A
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| 151 |
...tputs/melroformer/best.pt: 6%|β | 557kB / 9.03MB [A[A
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| 152 |
...tputs/melroformer/best.pt: 6%|β | 557kB / 9.03MB [A[A
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| 153 |
...tputs/melroformer/best.pt: 6%|β | 557kB / 9.03MB [A[A
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| 154 |
...tputs/melroformer/best.pt: 6%|β | 557kB / 9.03MB [A[A
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| 155 |
...tputs/melroformer/best.pt: 6%|β | 557kB / 9.03MB [A[A
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| 156 |
...tputs/melroformer/best.pt: 6%|β | 557kB / 9.03MB [A[A
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| 157 |
...tputs/melroformer/best.pt: 6%|β | 557kB / 9.03MB [A[A
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| 158 |
...tputs/melroformer/best.pt: 6%|β | 557kB / 9.03MB [A[A
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| 159 |
...tputs/melroformer/best.pt: 6%|β | 557kB / 9.03MB [A[A
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| 160 |
...tputs/melroformer/best.pt: 6%|β | 557kB / 9.03MB [A[A
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| 161 |
...tputs/melroformer/best.pt: 12%|ββ | 1.11MB / 9.03MB [A[A
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| 162 |
...tputs/melroformer/best.pt: 12%|ββ | 1.11MB / 9.03MB [A[A
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| 163 |
...tputs/melroformer/best.pt: 12%|ββ | 1.11MB / 9.03MB [A[A
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| 164 |
...tputs/melroformer/best.pt: 12%|ββ | 1.11MB / 9.03MB [A[A
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| 165 |
...tputs/melroformer/best.pt: 12%|ββ | 1.11MB / 9.03MB [A[A
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| 166 |
...tputs/melroformer/best.pt: 12%|ββ | 1.11MB / 9.03MB [A[A
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| 167 |
...tputs/melroformer/best.pt: 12%|ββ | 1.11MB / 9.03MB [A[A
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| 168 |
...tputs/melroformer/best.pt: 18%|ββ | 1.67MB / 9.03MB [A[A
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| 169 |
...tputs/melroformer/best.pt: 18%|ββ | 1.67MB / 9.03MB [A[A
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| 170 |
...tputs/melroformer/best.pt: 18%|ββ | 1.67MB / 9.03MB [A[A
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| 171 |
...tputs/melroformer/best.pt: 18%|ββ | 1.67MB / 9.03MB [A[A
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| 172 |
...tputs/melroformer/best.pt: 18%|ββ | 1.67MB / 9.03MB [A[A
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| 173 |
...tputs/melroformer/best.pt: 18%|ββ | 1.67MB / 9.03MB [A[A
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| 174 |
...tputs/melroformer/best.pt: 25%|βββ | 2.23MB / 9.03MB [A[A
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| 175 |
...tputs/melroformer/best.pt: 25%|βββ | 2.23MB / 9.03MB [A[A
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| 176 |
...tputs/melroformer/best.pt: 25%|βββ | 2.23MB / 9.03MB [A[A
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| 177 |
...tputs/melroformer/best.pt: 25%|βββ | 2.23MB / 9.03MB [A[A
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| 178 |
...tputs/melroformer/best.pt: 31%|βββ | 2.78MB / 9.03MB [A[A
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| 179 |
...tputs/melroformer/best.pt: 31%|βββ | 2.78MB / 9.03MB [A[A
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| 180 |
...tputs/melroformer/best.pt: 37%|ββββ | 3.34MB / 9.03MB [A[A
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| 181 |
...tputs/melroformer/best.pt: 37%|ββββ | 3.34MB / 9.03MB [A[A
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| 182 |
...tputs/melroformer/best.pt: 37%|ββββ | 3.34MB / 9.03MB [A[A
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| 183 |
...tputs/melroformer/best.pt: 43%|βββββ | 3.90MB / 9.03MB [A[A
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| 184 |
...tputs/melroformer/best.pt: 43%|βββββ | 3.90MB / 9.03MB [A[A
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| 185 |
...tputs/melroformer/best.pt: 49%|βββββ | 4.46MB / 9.03MB [A[A
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| 186 |
...tputs/melroformer/best.pt: 49%|βββββ | 4.46MB / 9.03MB [A[A
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| 187 |
...tputs/melroformer/best.pt: 49%|βββββ | 4.46MB / 9.03MB [A[A
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| 188 |
...tputs/melroformer/best.pt: 55%|ββββββ | 5.01MB / 9.03MB [A[A
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| 189 |
...tputs/melroformer/best.pt: 55%|ββββββ | 5.01MB / 9.03MB [A[A
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| 190 |
...tputs/melroformer/best.pt: 62%|βββββββ | 5.57MB / 9.03MB [A[A
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| 191 |
...tputs/melroformer/best.pt: 68%|βββββββ | 6.13MB / 9.03MB [A[A
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| 192 |
...tputs/melroformer/best.pt: 74%|ββββββββ | 6.68MB / 9.03MB [A[A
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| 193 |
...tputs/melroformer/best.pt: 74%|ββββββββ | 6.68MB / 9.03MB [A[A
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| 194 |
...tputs/melroformer/best.pt: 74%|ββββββββ | 6.68MB / 9.03MB [A[A
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| 195 |
...tputs/melroformer/best.pt: 80%|ββββββββ | 7.24MB / 9.03MB [A[A
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| 196 |
...tputs/melroformer/best.pt: 86%|βββββββββ | 7.80MB / 9.03MB [A[A
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| 197 |
...tputs/melroformer/best.pt: 92%|ββββββββββ| 8.35MB / 9.03MB [A[A
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| 198 |
...tputs/melroformer/best.pt: 99%|ββββββββββ| 8.91MB / 9.03MB [A[A
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| 199 |
...tputs/melroformer/best.pt: 99%|ββββββββββ| 8.91MB / 9.03MB [A[A
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| 200 |
...tputs/melroformer/best.pt: 99%|ββββββββββ| 8.91MB / 9.03MB [A[A
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| 201 |
...tputs/melroformer/best.pt: 100%|ββββββββββ| 9.03MB / 9.03MB [A[A
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| 202 |
...tputs/melroformer/best.pt: 100%|ββββββββββ| 9.03MB / 9.03MB [A[A
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| 203 |
...tputs/melroformer/best.pt: 100%|ββββββββββ| 9.03MB / 9.03MB [A[A
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| 204 |
...tputs/melroformer/best.pt: 100%|ββββββββββ| 9.03MB / 9.03MB [A[A
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| 205 |
...tputs/melroformer/best.pt: 100%|ββββββββββ| 9.03MB / 9.03MB
|
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| 206 |
...tputs/melroformer/best.pt: 6%|β | 554kB / 9.03MB [A[A
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| 207 |
...tputs/melroformer/best.pt: 6%|β | 554kB / 9.03MB [A[A
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| 208 |
...tputs/melroformer/best.pt: 6%|β | 554kB / 9.03MB [A[A
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| 209 |
...tputs/melroformer/best.pt: 6%|β | 554kB / 9.03MB [A[A
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| 210 |
...tputs/melroformer/best.pt: 6%|β | 554kB / 9.03MB [A[A
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| 211 |
...tputs/melroformer/best.pt: 6%|β | 554kB / 9.03MB [A[A
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| 212 |
...tputs/melroformer/best.pt: 6%|β | 554kB / 9.03MB [A[A
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| 213 |
...tputs/melroformer/best.pt: 6%|β | 554kB / 9.03MB [A[A
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| 214 |
...tputs/melroformer/best.pt: 6%|β | 554kB / 9.03MB [A[A
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| 215 |
...tputs/melroformer/best.pt: 6%|β | 554kB / 9.03MB [A[A
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| 216 |
...tputs/melroformer/best.pt: 12%|ββ | 1.11MB / 9.03MB [A[A
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| 217 |
...tputs/melroformer/best.pt: 12%|ββ | 1.11MB / 9.03MB [A[A
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| 218 |
...tputs/melroformer/best.pt: 12%|ββ | 1.11MB / 9.03MB [A[A
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| 219 |
...tputs/melroformer/best.pt: 12%|ββ | 1.11MB / 9.03MB [A[A
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| 220 |
...tputs/melroformer/best.pt: 12%|ββ | 1.11MB / 9.03MB [A[A
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| 221 |
...tputs/melroformer/best.pt: 12%|ββ | 1.11MB / 9.03MB [A[A
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| 222 |
...tputs/melroformer/best.pt: 12%|ββ | 1.11MB / 9.03MB [A[A
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| 223 |
...tputs/melroformer/best.pt: 18%|ββ | 1.66MB / 9.03MB [A[A
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| 224 |
...tputs/melroformer/best.pt: 18%|ββ | 1.66MB / 9.03MB [A[A
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| 225 |
...tputs/melroformer/best.pt: 18%|ββ | 1.66MB / 9.03MB [A[A
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| 226 |
...tputs/melroformer/best.pt: 18%|ββ | 1.66MB / 9.03MB [A[A
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| 227 |
...tputs/melroformer/best.pt: 18%|ββ | 1.66MB / 9.03MB [A[A
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| 228 |
...tputs/melroformer/best.pt: 18%|ββ | 1.66MB / 9.03MB [A[A
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| 229 |
...tputs/melroformer/best.pt: 25%|βββ | 2.22MB / 9.03MB [A[A
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| 230 |
...tputs/melroformer/best.pt: 25%|βββ | 2.22MB / 9.03MB [A[A
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| 231 |
...tputs/melroformer/best.pt: 25%|βββ | 2.22MB / 9.03MB [A[A
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| 232 |
...tputs/melroformer/best.pt: 25%|βββ | 2.22MB / 9.03MB [A[A
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| 233 |
...tputs/melroformer/best.pt: 31%|βββ | 2.77MB / 9.03MB [A[A
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| 234 |
...tputs/melroformer/best.pt: 31%|βββ | 2.77MB / 9.03MB [A[A
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| 235 |
...tputs/melroformer/best.pt: 31%|βββ | 2.77MB / 9.03MB [A[A
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| 236 |
...tputs/melroformer/best.pt: 37%|ββββ | 3.33MB / 9.03MB [A[A
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| 237 |
...tputs/melroformer/best.pt: 37%|ββββ | 3.33MB / 9.03MB [A[A
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| 238 |
...tputs/melroformer/best.pt: 37%|ββββ | 3.33MB / 9.03MB [A[A
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| 239 |
...tputs/melroformer/best.pt: 43%|βββββ | 3.88MB / 9.03MB [A[A
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| 240 |
...tputs/melroformer/best.pt: 43%|βββββ | 3.88MB / 9.03MB [A[A
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| 241 |
...tputs/melroformer/best.pt: 49%|βββββ | 4.43MB / 9.03MB [A[A
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| 242 |
...tputs/melroformer/best.pt: 49%|βββββ | 4.43MB / 9.03MB [A[A
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| 243 |
...tputs/melroformer/best.pt: 49%|βββββ | 4.43MB / 9.03MB [A[A
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| 244 |
...tputs/melroformer/best.pt: 55%|ββββββ | 4.99MB / 9.03MB [A[A
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| 245 |
...tputs/melroformer/best.pt: 55%|ββββββ | 4.99MB / 9.03MB [A[A
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| 246 |
...tputs/melroformer/best.pt: 61%|βββββββ | 5.54MB / 9.03MB [A[A
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| 247 |
...tputs/melroformer/best.pt: 67%|βββββββ | 6.10MB / 9.03MB [A[A
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| 248 |
...tputs/melroformer/best.pt: 74%|ββββββββ | 6.65MB / 9.03MB [A[A
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| 249 |
...tputs/melroformer/best.pt: 74%|ββββββββ | 6.65MB / 9.03MB [A[A
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| 250 |
...tputs/melroformer/best.pt: 74%|ββββββββ | 6.65MB / 9.03MB [A[A
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| 251 |
...tputs/melroformer/best.pt: 80%|ββββββββ | 7.21MB / 9.03MB [A[A
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| 252 |
...tputs/melroformer/best.pt: 86%|βββββββββ | 7.76MB / 9.03MB [A[A
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| 253 |
...tputs/melroformer/best.pt: 92%|ββββββββββ| 8.31MB / 9.03MB [A[A
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| 254 |
...tputs/melroformer/best.pt: 98%|ββββββββββ| 8.87MB / 9.03MB [A[A
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| 255 |
...tputs/melroformer/best.pt: 98%|ββββββββββ| 8.87MB / 9.03MB [A[A
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| 256 |
...tputs/melroformer/best.pt: 98%|ββββββββββ| 8.87MB / 9.03MB [A[A
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| 257 |
...tputs/melroformer/best.pt: 98%|ββββββββββ| 8.87MB / 9.03MB [A[A
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| 258 |
...tputs/melroformer/best.pt: 98%|ββββββββββ| 8.87MB / 9.03MB [A[A
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| 259 |
...tputs/melroformer/best.pt: 100%|ββββββββββ| 9.03MB / 9.03MB [A[A
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| 260 |
...tputs/melroformer/best.pt: 100%|βββββββββοΏ½οΏ½| 9.03MB / 9.03MB [A[A
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| 261 |
...tputs/melroformer/best.pt: 100%|ββββββββββ| 9.03MB / 9.03MB [A[A
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| 262 |
...tputs/melroformer/best.pt: 100%|ββββββββββ| 9.03MB / 9.03MB [A[A
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| 263 |
...tputs/melroformer/best.pt: 100%|ββββββββββ| 9.03MB / 9.03MB
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| 264 |
...tputs/melroformer/best.pt: 6%|β | 553kB / 9.03MB [A[A
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| 265 |
...tputs/melroformer/best.pt: 6%|β | 553kB / 9.03MB [A[A
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| 266 |
...tputs/melroformer/best.pt: 6%|β | 553kB / 9.03MB [A[A
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| 267 |
...tputs/melroformer/best.pt: 6%|β | 553kB / 9.03MB [A[A
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| 268 |
...tputs/melroformer/best.pt: 6%|β | 553kB / 9.03MB [A[A
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| 269 |
...tputs/melroformer/best.pt: 6%|β | 553kB / 9.03MB [A[A
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| 270 |
...tputs/melroformer/best.pt: 6%|β | 553kB / 9.03MB [A[A
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| 271 |
...tputs/melroformer/best.pt: 6%|β | 553kB / 9.03MB [A[A
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| 272 |
...tputs/melroformer/best.pt: 6%|β | 553kB / 9.03MB [A[A
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| 273 |
...tputs/melroformer/best.pt: 6%|β | 553kB / 9.03MB [A[A
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| 274 |
...tputs/melroformer/best.pt: 6%|β | 553kB / 9.03MB [A[A
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| 275 |
...tputs/melroformer/best.pt: 12%|ββ | 1.11MB / 9.03MB [A[A
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| 276 |
...tputs/melroformer/best.pt: 12%|ββ | 1.11MB / 9.03MB [A[A
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| 277 |
...tputs/melroformer/best.pt: 12%|ββ | 1.11MB / 9.03MB [A[A
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| 278 |
...tputs/melroformer/best.pt: 12%|ββ | 1.11MB / 9.03MB [A[A
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| 279 |
...tputs/melroformer/best.pt: 12%|ββ | 1.11MB / 9.03MB [A[A
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| 280 |
...tputs/melroformer/best.pt: 12%|ββ | 1.11MB / 9.03MB [A[A
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| 281 |
...tputs/melroformer/best.pt: 18%|ββ | 1.66MB / 9.03MB [A[A
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| 282 |
...tputs/melroformer/best.pt: 18%|ββ | 1.66MB / 9.03MB [A[A
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| 283 |
...tputs/melroformer/best.pt: 18%|ββ | 1.66MB / 9.03MB [A[A
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| 284 |
...tputs/melroformer/best.pt: 18%|ββ | 1.66MB / 9.03MB [A[A
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| 285 |
...tputs/melroformer/best.pt: 18%|ββ | 1.66MB / 9.03MB [A[A
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| 286 |
...tputs/melroformer/best.pt: 24%|βββ | 2.21MB / 9.03MB [A[A
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| 287 |
...tputs/melroformer/best.pt: 24%|βββ | 2.21MB / 9.03MB [A[A
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| 288 |
...tputs/melroformer/best.pt: 24%|βββ | 2.21MB / 9.03MB [A[A
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| 289 |
...tputs/melroformer/best.pt: 24%|βββ | 2.21MB / 9.03MB [A[A
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| 290 |
...tputs/melroformer/best.pt: 31%|βββ | 2.76MB / 9.03MB [A[A
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| 291 |
...tputs/melroformer/best.pt: 31%|βββ | 2.76MB / 9.03MB [A[A
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| 292 |
...tputs/melroformer/best.pt: 31%|βββ | 2.76MB / 9.03MB [A[A
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| 293 |
...tputs/melroformer/best.pt: 31%|βββ | 2.76MB / 9.03MB [A[A
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| 294 |
...tputs/melroformer/best.pt: 37%|ββββ | 3.32MB / 9.03MB [A[A
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| 295 |
...tputs/melroformer/best.pt: 37%|ββββ | 3.32MB / 9.03MB [A[A
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| 296 |
...tputs/melroformer/best.pt: 37%|ββββ | 3.32MB / 9.03MB [A[A
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| 297 |
...tputs/melroformer/best.pt: 43%|βββββ | 3.87MB / 9.03MB [A[A
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| 298 |
...tputs/melroformer/best.pt: 43%|βββββ | 3.87MB / 9.03MB [A[A
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| 299 |
...tputs/melroformer/best.pt: 49%|βββββ | 4.42MB / 9.03MB [A[A
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| 300 |
...tputs/melroformer/best.pt: 49%|βββββ | 4.42MB / 9.03MB [A[A
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| 301 |
...tputs/melroformer/best.pt: 49%|βββββ | 4.42MB / 9.03MB [A[A
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| 302 |
...tputs/melroformer/best.pt: 55%|ββββββ | 4.98MB / 9.03MB [A[A
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| 303 |
...tputs/melroformer/best.pt: 61%|ββββββ | 5.53MB / 9.03MB [A[A
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| 304 |
...tputs/melroformer/best.pt: 61%|ββββββ | 5.53MB / 9.03MB [A[A
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| 305 |
...tputs/melroformer/best.pt: 67%|βββββββ | 6.08MB / 9.03MB [A[A
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| 306 |
...tputs/melroformer/best.pt: 67%|βββββββ | 6.08MB / 9.03MB [A[A
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| 307 |
...tputs/melroformer/best.pt: 73%|ββββββββ | 6.64MB / 9.03MB [A[A
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| 308 |
...tputs/melroformer/best.pt: 80%|ββββββββ | 7.19MB / 9.03MB [A[A
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| 309 |
...tputs/melroformer/best.pt: 86%|βββββββββ | 7.74MB / 9.03MB [A[A
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| 310 |
...tputs/melroformer/best.pt: 92%|ββββββββββ| 8.29MB / 9.03MB [A[A
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| 311 |
...tputs/melroformer/best.pt: 98%|ββββββββββ| 8.85MB / 9.03MB [A[A
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| 312 |
...tputs/melroformer/best.pt: 98%|ββββββββββ| 8.85MB / 9.03MB [A[A
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| 313 |
...tputs/melroformer/best.pt: 98%|ββββββββββ| 8.85MB / 9.03MB [A[A
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| 314 |
...tputs/melroformer/best.pt: 98%|ββββββββββ| 8.85MB / 9.03MB [A[A
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| 315 |
...tputs/melroformer/best.pt: 98%|ββββββββββ| 8.85MB / 9.03MB [A[A
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| 316 |
...tputs/melroformer/best.pt: 98%|ββββββββββ| 8.85MB / 9.03MB [A[A
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| 317 |
...tputs/melroformer/best.pt: 98%|ββββββββββ| 8.85MB / 9.03MB [A[A
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| 318 |
...tputs/melroformer/best.pt: 100%|ββββββββββ| 9.03MB / 9.03MB [A[A
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| 319 |
...tputs/melroformer/best.pt: 100%|ββββββββββ| 9.03MB / 9.03MB [A[A
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| 320 |
...tputs/melroformer/best.pt: 100%|ββββββββββ| 9.03MB / 9.03MB [A[A
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| 321 |
...tputs/melroformer/best.pt: 100%|ββββββββββ| 9.03MB / 9.03MB
|
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| 322 |
...tputs/melroformer/best.pt: 6%|β | 553kB / 9.03MB [A[A
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| 323 |
...tputs/melroformer/best.pt: 6%|β | 553kB / 9.03MB [A[A
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| 324 |
...tputs/melroformer/best.pt: 6%|β | 553kB / 9.03MB [A[A
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| 325 |
...tputs/melroformer/best.pt: 6%|β | 553kB / 9.03MB [A[A
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| 326 |
...tputs/melroformer/best.pt: 6%|β | 553kB / 9.03MB [A[A
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| 327 |
...tputs/melroformer/best.pt: 6%|β | 553kB / 9.03MB [A[A
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| 328 |
...tputs/melroformer/best.pt: 6%|β | 553kB / 9.03MB [A[A
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| 329 |
...tputs/melroformer/best.pt: 6%|β | 553kB / 9.03MB [A[A
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| 330 |
...tputs/melroformer/best.pt: 6%|β | 553kB / 9.03MB [A[A
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| 331 |
...tputs/melroformer/best.pt: 6%|β | 553kB / 9.03MB [A[A
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| 332 |
...tputs/melroformer/best.pt: 6%|β | 553kB / 9.03MB [A[A
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| 333 |
...tputs/melroformer/best.pt: 12%|ββ | 1.11MB / 9.03MB [A[A
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| 334 |
...tputs/melroformer/best.pt: 12%|ββ | 1.11MB / 9.03MB [A[A
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| 335 |
...tputs/melroformer/best.pt: 12%|ββ | 1.11MB / 9.03MB [A[A
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| 336 |
...tputs/melroformer/best.pt: 12%|ββ | 1.11MB / 9.03MB [A[A
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| 337 |
...tputs/melroformer/best.pt: 12%|ββ | 1.11MB / 9.03MB [A[A
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| 338 |
...tputs/melroformer/best.pt: 12%|ββ | 1.11MB / 9.03MB [A[A
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| 339 |
...tputs/melroformer/best.pt: 12%|ββ | 1.11MB / 9.03MB [A[A
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| 340 |
...tputs/melroformer/best.pt: 18%|ββ | 1.66MB / 9.03MB [A[A
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| 341 |
...tputs/melroformer/best.pt: 18%|ββ | 1.66MB / 9.03MB [A[A
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| 342 |
...tputs/melroformer/best.pt: 18%|ββ | 1.66MB / 9.03MB [A[A
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| 343 |
...tputs/melroformer/best.pt: 18%|ββ | 1.66MB / 9.03MB [A[A
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| 344 |
...tputs/melroformer/best.pt: 18%|ββ | 1.66MB / 9.03MB [A[A
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| 345 |
...tputs/melroformer/best.pt: 24%|βββ | 2.21MB / 9.03MB [A[A
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| 346 |
...tputs/melroformer/best.pt: 24%|βββ | 2.21MB / 9.03MB [A[A
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| 347 |
...tputs/melroformer/best.pt: 24%|βββ | 2.21MB / 9.03MB [A[A
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| 348 |
...tputs/melroformer/best.pt: 24%|βββ | 2.21MB / 9.03MB [A[A
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| 349 |
...tputs/melroformer/best.pt: 31%|βββ | 2.77MB / 9.03MB [A[A
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| 350 |
...tputs/melroformer/best.pt: 31%|βββ | 2.77MB / 9.03MB [A[A
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| 351 |
...tputs/melroformer/best.pt: 31%|βββ | 2.77MB / 9.03MB [A[A
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| 352 |
...tputs/melroformer/best.pt: 31%|βββ | 2.77MB / 9.03MB [A[A
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| 353 |
...tputs/melroformer/best.pt: 37%|ββββ | 3.32MB / 9.03MB [A[A
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| 354 |
...tputs/melroformer/best.pt: 37%|ββββ | 3.32MB / 9.03MB [A[A
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| 355 |
...tputs/melroformer/best.pt: 37%|ββββ | 3.32MB / 9.03MB [A[A
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| 356 |
...tputs/melroformer/best.pt: 43%|βββββ | 3.87MB / 9.03MB [A[A
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| 357 |
...tputs/melroformer/best.pt: 43%|βββββ | 3.87MB / 9.03MB [A[A
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| 358 |
...tputs/melroformer/best.pt: 49%|βββββ | 4.43MB / 9.03MB [A[A
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| 359 |
...tputs/melroformer/best.pt: 49%|βββββ | 4.43MB / 9.03MB [A[A
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| 1 |
+
=== Mel-RoFormer Transcriber β Mon Apr 6 02:06:22 HKT 2026 ===
|
| 2 |
+
SLURM_JOB_ID=128429 node=gpu-4080-410 gpu=0
|
| 3 |
+
=== Disk before ===
|
| 4 |
+
Filesystem Size Used Avail Use% Mounted on
|
| 5 |
+
10.21.7.193:/dpool/userhome/cs/u3571824 400G 362G 39G 91% /userhome/cs/u3571824
|
| 6 |
+
Cleaned stale caches + previous melroformer outputs
|
| 7 |
+
|
| 8 |
+
=== Phase 1: Train Mel-RoFormer Transcriber ===
|
| 9 |
+
Device: cuda
|
| 10 |
+
Mel-RoFormer Transcriber (inspired by ISMIR 2024)
|
| 11 |
+
Backbone: community MelBandRoformer (384d, 12 layers, 60 bands)
|
| 12 |
+
Heads: onset MLP + frame MLP, 60 pitches (MIDI 36-95)
|
| 13 |
+
Target FPS: 50.0
|
| 14 |
+
Loading MelBandRoformer backbone...
|
| 15 |
+
Downloading community separation weights from HuggingFace...
|
| 16 |
+
Saved to /userhome/cs/u3571824/fyp/muse/backend/ml_models/dev/vocal/weights/MelBandRoformer.ckpt
|
| 17 |
+
Checkpoint has 6 transformer layers (indices 0-5)
|
| 18 |
+
Checkpoint keys: 684, Model keys: 684
|
| 19 |
+
Weights loaded successfully (strict=True)
|
| 20 |
+
Backbone loaded: 228.2M params (frozen)
|
| 21 |
+
Transcription heads: 2.257M trainable params
|
| 22 |
+
Train: 318 Val: 39
|
| 23 |
+
TranscriptionDataset: 318 tracks (train)
|
| 24 |
+
TranscriptionDataset: 39 tracks (val)
|
| 25 |
+
/userhome/cs/u3571824/fyp/muse/backend/ml_models/dev/vocal/train_melroformer.py:632: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead.
|
| 26 |
+
scaler = GradScaler(enabled=(args.fp16 and device == 'cuda'))
|
| 27 |
+
|
| 28 |
+
=== Training Mel-RoFormer Transcriber: 50 epochs ===
|
| 29 |
+
/userhome/cs/u3571824/fyp/muse/backend/ml_models/dev/vocal/train_melroformer.py:652: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
|
| 30 |
+
with cuda_autocast(enabled=scaler.is_enabled()):
|
| 31 |
+
[diag] onset max=0.0001 mean=0.000001 frame_nonpitch_avg=0.9283
|
| 32 |
+
Ep 1/50 (127s) lr=9.99e-04 | train_loss=1.7387 val_loss=0.4526 | val_COn=0.0000
|
| 33 |
+
Uploaded: logs/melroformer/training_log.jsonl
|
| 34 |
+
[diag] onset max=0.0001 mean=0.000000 frame_nonpitch_avg=0.9881
|
| 35 |
+
Ep 2/50 (121s) lr=9.96e-04 | train_loss=1.1526 val_loss=0.3670 | val_COn=0.0000
|
| 36 |
+
Uploaded: logs/melroformer/training_log.jsonl
|
| 37 |
+
[diag] onset max=0.0000 mean=0.000000 frame_nonpitch_avg=0.9994
|
| 38 |
+
Ep 3/50 (121s) lr=9.91e-04 | train_loss=1.0794 val_loss=0.3058 | val_COn=0.0143
|
| 39 |
+
Uploaded: logs/melroformer/training_log.jsonl
|
| 40 |
+
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+
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+
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* New best COn: 0.1147
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[diag] onset max=0.0003 mean=0.000001 frame_nonpitch_avg=0.9927
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Ep 6/50 (120s) lr=9.65e-04 | train_loss=0.9959 val_loss=0.4260 | val_COn=0.1216
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* New best COn: 0.2250
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[diag] onset max=0.0010 mean=0.000030 frame_nonpitch_avg=0.9789
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Ep 23/50 (123s) lr=5.67e-04 | train_loss=0.7043 val_loss=0.2608 | val_COn=0.1766
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Uploaded: logs/melroformer/training_log.jsonl
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[diag] onset max=0.0004 mean=0.000004 frame_nonpitch_avg=0.9965
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Ep 24/50 (120s) lr=5.36e-04 | train_loss=0.7464 val_loss=0.2664 | val_COn=0.1362
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Uploaded: logs/melroformer/training_log.jsonl
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[diag] onset max=0.0003 mean=0.000004 frame_nonpitch_avg=0.9819
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Ep 25/50 (121s) lr=5.05e-04 | train_loss=0.7473 val_loss=0.3201 | val_COn=0.1676
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Uploaded: logs/melroformer/training_log.jsonl
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[diag] onset max=0.0001 mean=0.000004 frame_nonpitch_avg=0.9964
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Ep 26/50 (121s) lr=4.74e-04 | train_loss=0.7303 val_loss=0.2669 | val_COn=0.1289
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[diag] onset max=0.0001 mean=0.000002 frame_nonpitch_avg=0.9923
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Ep 27/50 (122s) lr=4.43e-04 | train_loss=0.7294 val_loss=0.3032 | val_COn=0.1527
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[diag] onset max=0.0002 mean=0.000004 frame_nonpitch_avg=0.9974
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Ep 28/50 (123s) lr=4.12e-04 | train_loss=0.7572 val_loss=0.2228 | val_COn=0.1676
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[diag] onset max=0.0002 mean=0.000004 frame_nonpitch_avg=0.9930
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Ep 29/50 (121s) lr=3.82e-04 | train_loss=0.6699 val_loss=0.2507 | val_COn=0.1520
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[diag] onset max=0.0008 mean=0.000005 frame_nonpitch_avg=0.9919
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Ep 30/50 (122s) lr=3.52e-04 | train_loss=0.6408 val_loss=0.2719 | val_COn=0.1491
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[diag] onset max=0.0007 mean=0.000012 frame_nonpitch_avg=0.9891
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Ep 31/50 (121s) lr=3.23e-04 | train_loss=0.7238 val_loss=0.2661 | val_COn=0.1246
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[diag] onset max=0.0017 mean=0.000030 frame_nonpitch_avg=0.9710
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Ep 32/50 (122s) lr=2.94e-04 | train_loss=0.7088 val_loss=0.3128 | val_COn=0.2499
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* New best COn: 0.2499
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[diag] onset max=0.0005 mean=0.000007 frame_nonpitch_avg=0.9942
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Ep 33/50 (124s) lr=2.67e-04 | train_loss=0.6437 val_loss=0.2600 | val_COn=0.1311
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Uploaded: logs/melroformer/training_log.jsonl
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[diag] onset max=0.0005 mean=0.000015 frame_nonpitch_avg=0.9907
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Ep 34/50 (123s) lr=2.40e-04 | train_loss=0.6863 val_loss=0.2523 | val_COn=0.1457
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[diag] onset max=0.0008 mean=0.000018 frame_nonpitch_avg=0.9784
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Ep 35/50 (121s) lr=2.14e-04 | train_loss=0.6759 val_loss=0.2726 | val_COn=0.1591
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[diag] onset max=0.0004 mean=0.000007 frame_nonpitch_avg=0.9851
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Ep 36/50 (123s) lr=1.89e-04 | train_loss=0.6331 val_loss=0.3020 | val_COn=0.2460
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[diag] onset max=0.0002 mean=0.000003 frame_nonpitch_avg=0.9951
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Ep 37/50 (122s) lr=1.66e-04 | train_loss=0.5977 val_loss=0.2424 | val_COn=0.1862
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[diag] onset max=0.0009 mean=0.000011 frame_nonpitch_avg=0.9856
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Ep 38/50 (122s) lr=1.44e-04 | train_loss=0.7089 val_loss=0.2725 | val_COn=0.1551
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[diag] onset max=0.0003 mean=0.000003 frame_nonpitch_avg=0.9951
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Ep 39/50 (122s) lr=1.24e-04 | train_loss=0.6567 val_loss=0.2410 | val_COn=0.1940
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[diag] onset max=0.0003 mean=0.000006 frame_nonpitch_avg=0.9930
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Ep 40/50 (121s) lr=1.05e-04 | train_loss=0.6755 val_loss=0.2492 | val_COn=0.1809
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[diag] onset max=0.0006 mean=0.000014 frame_nonpitch_avg=0.9865
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Ep 41/50 (122s) lr=8.71e-05 | train_loss=0.6423 val_loss=0.2735 | val_COn=0.1793
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[diag] onset max=0.0003 mean=0.000006 frame_nonpitch_avg=0.9915
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Ep 42/50 (124s) lr=7.12e-05 | train_loss=0.6478 val_loss=0.2578 | val_COn=0.1551
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Uploaded: logs/melroformer/training_log.jsonl
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Early stopping at epoch 42
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Done. Best val COn=0.2499 β /userhome/cs/u3571824/fyp/muse/backend/ml_models/dev/vocal/outputs/melroformer/best.pt
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Phase 1 complete: /userhome/cs/u3571824/fyp/muse/backend/ml_models/dev/vocal/outputs/melroformer/best.pt
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