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(234 total runs)
Dataset
Baseline
ResNet-50, 16-bit Optimized (AWS A100)
Model

COMPARE

Recipe

COMPARE

Cloud

COMPARE

Hardware

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Methods
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Top-1 accuracy
Time
Cost

Training efficiency frontier

Top-1 accuracy

74%76%78%80%$100$200$300$400Baseline

Cost

  • Frontier

  • Selected

  • Baseline

74%76%78%80%14m 47s5h 21m10h 28m15h 34mBaseline

Time

Top-1 accuracy

74%76%78%80%$100$200$300$400Baseline

Cost

Top-1 accuracy

  • Frontier

  • Selected

  • Baseline

Recipe
  • MosaicML Mild
Methods
9 Methods
Cost
$11.04
Top-1 accuracy
76.64%
Time
27m 09s
  • Model
    • ResNet-50
  • Cloud
    • Oracle Cloud Infrastructure
  • Instance
    • BM.GPU4.8
  • Scale Schedule Ratio
    • 0.36
Recipe
  • MosaicML Mild
Methods
9 Methods
Cost
$12.42
Top-1 accuracy
76.99%
Time
30m 33s
  • Model
    • ResNet-50
  • Cloud
    • Oracle Cloud Infrastructure
  • Instance
    • BM.GPU4.8
  • Scale Schedule Ratio
    • 0.40
Recipe
  • MosaicML Mild
Methods
9 Methods
Cost
$15.53
Top-1 accuracy
77.51%
Time
38m 11s
  • Model
    • ResNet-50
  • Cloud
    • Oracle Cloud Infrastructure
  • Instance
    • BM.GPU4.8
  • Scale Schedule Ratio
    • 0.50
Recipe
  • MosaicML Mild
Methods
9 Methods
Cost
$23.12
Top-1 accuracy
78.13%
Time
56m 51s
  • Model
    • ResNet-50
  • Cloud
    • Oracle Cloud Infrastructure
  • Instance
    • BM.GPU4.8
  • Scale Schedule Ratio
    • 0.75
Recipe
  • MosaicML Medium
Methods
11 Methods
Cost
$25.34
Top-1 accuracy
78.40%
Time
1h 02m
  • Model
    • ResNet-50
  • Cloud
    • Oracle Cloud Infrastructure
  • Instance
    • BM.GPU4.8
  • Scale Schedule Ratio
    • 0.75
Recipe
  • MosaicML Medium
Methods
11 Methods
Cost
$34.05
Top-1 accuracy
78.95%
Time
1h 23m
  • Model
    • ResNet-50
  • Cloud
    • Oracle Cloud Infrastructure
  • Instance
    • BM.GPU4.8
  • Scale Schedule Ratio
    • 1.00
Recipe
  • MosaicML Medium
Methods
11 Methods
Cost
$51.07
Top-1 accuracy
79.38%
Time
2h 05m
  • Model
    • ResNet-50
  • Cloud
    • Oracle Cloud Infrastructure
  • Instance
    • BM.GPU4.8
  • Scale Schedule Ratio
    • 1.50
Recipe
  • MosaicML Medium
Methods
11 Methods
Cost
$68.09
Top-1 accuracy
79.50%
Time
2h 47m
  • Model
    • ResNet-50
  • Cloud
    • Oracle Cloud Infrastructure
  • Instance
    • BM.GPU4.8
  • Scale Schedule Ratio
    • 2.00
Recipe
  • MosaicML Medium
Methods
11 Methods
Cost
$90.03
Top-1 accuracy
79.51%
Time
3h 41m
  • Model
    • ResNet-50
  • Cloud
    • Oracle Cloud Infrastructure
  • Instance
    • BM.GPU4.8
  • Scale Schedule Ratio
    • 2.65
Recipe
  • MosaicML Hot
Methods
13 Methods
Cost
$101.36
Top-1 accuracy
79.65%
Time
4h 09m
  • Model
    • ResNet-50
  • Cloud
    • Oracle Cloud Infrastructure
  • Instance
    • BM.GPU4.8
  • Scale Schedule Ratio
    • 2.00
Recipe
  • MosaicML Hot
Methods
13 Methods
Cost
$111.49
Top-1 accuracy
79.86%
Time
4h 34m
  • Model
    • ResNet-50
  • Cloud
    • Oracle Cloud Infrastructure
  • Instance
    • BM.GPU4.8
  • Scale Schedule Ratio
    • 2.20
Recipe
  • MosaicML Hot
Methods
13 Methods
Cost
$152.04
Top-1 accuracy
80.31%
Time
6h 13m
  • Model
    • ResNet-50
  • Cloud
    • Oracle Cloud Infrastructure
  • Instance
    • BM.GPU4.8
  • Scale Schedule Ratio
    • 3.00
Recipe
  • MosaicML Hot
Methods
13 Methods
Cost
$202.71
Top-1 accuracy
80.56%
Time
8h 18m
  • Model
    • ResNet-50
  • Cloud
    • Oracle Cloud Infrastructure
  • Instance
    • BM.GPU4.8
  • Scale Schedule Ratio
    • 4.00
Recipe
  • MosaicML Hot
Methods
13 Methods
Cost
$253.39
Top-1 accuracy
80.78%
Time
10h 23m
  • Model
    • ResNet-50
  • Cloud
    • Oracle Cloud Infrastructure
  • Instance
    • BM.GPU4.8
  • Scale Schedule Ratio
    • 5.00
Recipe
  • MosaicML Hot
Methods
13 Methods
Cost
$380.09
Top-1 accuracy
80.98%
Time
15h 34m
  • Model
    • ResNet-50
  • Cloud
    • Oracle Cloud Infrastructure
  • Instance
    • BM.GPU4.8
  • Scale Schedule Ratio
    • 7.50
Recipe
  • MosaicML Mild
Methods
9 Methods
Cost
$9.66
Top-1 accuracy
76.19%
Time
23m 45s
  • Model
    • ResNet-50
  • Cloud
    • Oracle Cloud Infrastructure
  • Instance
    • BM.GPU4.8
  • Scale Schedule Ratio
    • 0.32
Recipe
  • MosaicML Mild
Methods
9 Methods
Cost
$7.59
Top-1 accuracy
75.17%
Time
18m 40s
  • Model
    • ResNet-50
  • Cloud
    • Oracle Cloud Infrastructure
  • Instance
    • BM.GPU4.8
  • Scale Schedule Ratio
    • 0.25

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