Datasets:
ICICLE-AI
/
ResourceEstimation_HLOGenCNN

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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
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33
29.66
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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80
hbm2e
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432
13
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36
31.98
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224
224
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10
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NVIDIA A100-SXM4-80GB
Ampere
8
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80
hbm2e
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13
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34
29.54
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224
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10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
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13
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36
32.08
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224
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10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
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432
13
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34
29.33
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224
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10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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80
hbm2e
2,040
432
13
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36
31.95
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10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
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80
hbm2e
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34
29.2
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224
224
3
10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
25
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37
31.86
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224
224
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10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
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80
hbm2e
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432
26
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35
29.59
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224
224
3
10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
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80
hbm2e
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432
24
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37
32.11
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224
224
3
10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
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80
hbm2e
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25
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35
29.58
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224
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10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
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80
hbm2e
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432
25
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37
32.03
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224
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10
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Nvidia
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Ampere
8
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80
hbm2e
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25
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29.55
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224
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10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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80
hbm2e
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32
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10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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224
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10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
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80
hbm2e
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39
32.1
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224
224
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10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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36
29.54
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224
224
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10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
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432
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38
32.16
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224
224
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10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
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80
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33
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29.54
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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42
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37
29.58
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10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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39
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10
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Nvidia
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Ampere
8
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Nvidia
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Ampere
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80
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41
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32.35
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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80
hbm2e
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37
29.51
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Nvidia
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Ampere
8
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Nvidia
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Ampere
8
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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80
hbm2e
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31
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80
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34
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Ampere
8
6,912
108
80
hbm2e
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432
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31
29.72
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Nvidia
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Ampere
8
6,912
108
80
hbm2e
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432
3
0.86
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34
32.56
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Nvidia
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Ampere
8
6,912
108
80
hbm2e
2,040
432
3
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31
29.63
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
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432
3
0.9
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34
32.58
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10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
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80
hbm2e
2,040
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31
29.49
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
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432
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34
32.42
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
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432
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31
29.31
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
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80
hbm2e
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35
32.08
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
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432
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1.16
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32
28.97
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
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432
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1.17
100
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35
31.72
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sgd
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Nvidia
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Ampere
8
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108
80
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432
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32
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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80
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35
31.71
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Nvidia
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Ampere
8
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80
hbm2e
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432
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Nvidia
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Ampere
8
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80
hbm2e
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31.57
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Ampere
8
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80
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EfficientNetB0_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b8_lr001_5389
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Ampere
8
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80
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36
31.58
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Ampere
8
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80
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34
28.87
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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80
hbm2e
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432
15
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34
28.86
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10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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80
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100
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29.2
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10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
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432
25
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100
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35
29.34
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10
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model-npz/EfficientNetB0_optsgd_s1000_e1_b16_lr00001_3108.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
24
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35
29.25
EfficientNetB0_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b32_lr01_9371
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10
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model-npz/EfficientNetB0_optsgd_s1000_e1_b32_lr001_2243.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
37
2.84
100
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36
29.26
EfficientNetB0_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b32_lr001_3081
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10
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model-npz/EfficientNetB0_optsgd_s1000_e1_b32_lr0001_1481.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
36
2.53
100
11.2
37
29.58
EfficientNetB0_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b32_lr0001_9811
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224
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10
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model-npz/EfficientNetB0_optsgd_s1000_e1_b32_lr00001_2890.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
36
2.32
100
10.11
36
29.53
EfficientNetB0_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b64_lr01_9368
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10
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model-npz/EfficientNetB0_optsgd_s1000_e1_b64_lr001_1567.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
47
2.59
100
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37
29.59
EfficientNetB0_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b64_lr001_3076
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224
3
10
sgd
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model-npz/EfficientNetB0_optsgd_s1000_e1_b64_lr0001_1723.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
48
3.07
100
12.64
38
29.59
EfficientNetB0_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b64_lr0001_2887
1,000
224
224
3
10
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model-npz/EfficientNetB0_optsgd_s1000_e1_b64_lr00001_1633.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
45
2.75
100
11.03
38
29.47
EfficientNetB0_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b1_lr01_2490
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224
224
3
10
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1
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model-npz/EfficientNetB0_optsgd_s1000_e2_b1_lr001_1865.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
3
1.26
100
26.46
31
29.69
EfficientNetB0_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b1_lr001_2196
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224
224
3
10
sgd
2
1
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32.7
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model-npz/EfficientNetB0_optsgd_s1000_e2_b1_lr0001_3102.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
3
1.24
100
26.18
31
30.11
EfficientNetB0_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b1_lr0001_1943
1,000
224
224
3
10
sgd
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1
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model-npz/EfficientNetB0_optsgd_s1000_e2_b1_lr00001_4985.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
3
1.25
100
26.9
31
30.15
EfficientNetB0_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b2_lr01_2362
1,000
224
224
3
10
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2
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model-npz/EfficientNetB0_optsgd_s1000_e2_b2_lr001_3242.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
3
1.36
100
25.82
32
30
EfficientNetB0_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b2_lr001_2172
1,000
224
224
3
10
sgd
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2
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22.04
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model-npz/EfficientNetB0_optsgd_s1000_e2_b2_lr0001_1345.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
3
1.39
100
26.54
32
30.1
EfficientNetB0_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b2_lr0001_6562
1,000
224
224
3
10
sgd
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2
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model-npz/EfficientNetB0_optsgd_s1000_e2_b2_lr00001_1953.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
3
1.34
100
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32
30.07