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Explore training efficiency methods and configurations for cheaper, better or faster models.

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Baseline
ResNet-50, 16-bit (A100)
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Methods
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Top-1 accuracy
Time
Cost

Training efficiency frontier

Top-1 accuracy

74%76%78%80%$50$100$150$200Baseline

Cost

Frontier

Selected

Baseline

74%76%78%80%40m 14s2h 47m4h 53m7h 00mBaseline

Time

Top-1 accuracy

74%76%78%80%$50$100$150$200Baseline

Cost

Top-1 accuracy

Frontier

Selected

Baseline

Methods
Cost
$37.73
Top-1 accuracy
77.23%
Time
1h 09m
Methods
  • Blurpool
  • Channels Last
  • Label Smoothing
  • Mixup
  • Progressive Resizing
  • Sharpness-Aware Minimization
  • Scale Schedule(0.443)
Cost
$49.48
Top-1 accuracy
78.10%
Time
1h 30m
Methods
  • Blurpool
  • Channels Last
  • Label Smoothing
  • Mixup
  • Progressive Resizing
  • Sharpness-Aware Minimization
  • Scale Schedule(0.5)
Cost
$56.00
Top-1 accuracy
78.56%
Time
1h 42m
Methods
  • Blurpool
  • Channels Last
  • Label Smoothing
  • Mixup
  • Progressive Resizing
  • Sharpness-Aware Minimization
  • Scale Schedule(0.67)
Cost
$74.78
Top-1 accuracy
79.33%
Time
2h 16m
Methods
  • Blurpool
  • Channels Last
  • Label Smoothing
  • Mixup
  • Progressive Resizing
  • Sharpness-Aware Minimization
  • Scale Schedule(0.8)
Cost
$91.35
Top-1 accuracy
79.70%
Time
2h 47m
Methods
  • Blurpool
  • Channels Last
  • Label Smoothing
  • Mixup
  • Progressive Resizing
  • Sharpness-Aware Minimization
  • Scale Schedule(1)
Cost
$114.25
Top-1 accuracy
80.04%
Time
3h 29m
Methods
  • Blurpool
  • Channels Last
  • Label Smoothing
  • Mixup
  • Progressive Resizing
  • Sharpness-Aware Minimization
  • Scale Schedule(1.5)
Cost
$169.76
Top-1 accuracy
80.59%
Time
5h 10m
Methods
  • Blurpool
  • Channels Last
  • Label Smoothing
  • Mixup
  • Progressive Resizing
  • Sharpness-Aware Minimization
  • Scale Schedule(2)
Cost
$229.75
Top-1 accuracy
80.61%
Time
7h 00m
Methods
  • Blurpool
  • Channels Last
  • Label Smoothing
  • Mixup
  • Progressive Resizing
  • Sharpness-Aware Minimization
  • Scale Schedule(0.34)
Cost
$28.80
Top-1 accuracy
75.76%
Time
3h 40m
Methods
  • Blurpool
  • Channels Last
  • Label Smoothing
  • Mixup
  • Progressive Resizing
  • Sharpness-Aware Minimization
  • Scale Schedule(0.25)
Cost
$27.32
Top-1 accuracy
75.20%
Time
50m 01s
Methods
  • Blurpool
  • Channels Last
  • Label Smoothing
  • Mixup
  • Scale Schedule(0.25)
Cost
$22.80
Top-1 accuracy
74.02%
Time
41m 44s
Methods
  • Blurpool
  • Channels Last
  • Label Smoothing
  • Mixup
  • Progressive Resizing
  • Sharpness-Aware Minimization
  • Scale Schedule(0.25)
Cost
$20.38
Top-1 accuracy
73.83%
Time
5h 17m

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