Datasets:
ICICLE-AI
/
ResourceEstimation_HLOGenCNN

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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
12
2.07
100
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31
28.31
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100
224
224
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10
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8
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
12
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100
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31
27.93
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100
224
224
3
10
sgd
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8
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
12
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31
28.64
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100
224
224
3
10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
12
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100
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31
27.83
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10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
12
2.04
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31
28.64
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100
224
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
12
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31
27.86
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224
3
10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
15
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32
28.79
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224
3
10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
12
1.87
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30
27.7
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224
3
10
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16
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
19
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32
28.86
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100
224
224
3
10
sgd
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
21
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32
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224
3
10
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16
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
22
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31
28.79
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224
224
3
10
sgd
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16
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
15
2.48
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31
27.86
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224
224
3
10
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32
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
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80
hbm2e
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432
29
3.5
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28.93
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100
224
224
3
10
sgd
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
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80
hbm2e
2,040
432
14
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31
28.07
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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
22
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32
29.03
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100
224
224
3
10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
24
2.83
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33
28.24
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100
224
224
3
10
sgd
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
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25
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33
29.11
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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
12
2.46
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31
28.29
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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
39
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34
29.45
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224
224
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10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
35
5.57
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34
28.77
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224
224
3
10
sgd
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
30
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35
30.03
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224
224
3
10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
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34
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34
29.03
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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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29
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34
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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
2,040
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36
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35
29.26
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224
224
3
10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
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4
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30
29.15
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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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5
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29
28.49
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224
224
3
10
sgd
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
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80
hbm2e
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4
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29
28.75
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224
224
3
10
sgd
10
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model-npz/MobileNet_optsgd_s100_e10_b1_lr0001_3239.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
3
1.51
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29
28.02
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224
224
3
10
sgd
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
1.66
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29
28.73
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100
224
224
3
10
sgd
10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
1.52
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28
27.74
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100
224
224
3
10
sgd
10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
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30
28.84
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100
224
224
3
10
sgd
10
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model-npz/MobileNet_optsgd_s100_e10_b2_lr001_1235.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
1.41
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30
28.03
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b2_lr001_1288
100
224
224
3
10
sgd
10
2
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
1.64
100
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30
28.76
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b2_lr001_2956
100
224
224
3
10
sgd
10
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model-npz/MobileNet_optsgd_s100_e10_b2_lr0001_5138.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
1.5
100
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30
28.06
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100
224
224
3
10
sgd
10
2
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model-npz/MobileNet_optsgd_s100_e10_b2_lr00001_7014.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
1.58
100
24.27
30
28.82
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b2_lr0001_3343
100
224
224
3
10
sgd
10
2
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model-npz/MobileNet_optsgd_s100_e10_b2_lr00001_3145.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
5
1.6
100
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30
28.17
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b4_lr01_2978
100
224
224
3
10
sgd
10
4
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model-npz/MobileNet_optsgd_s100_e10_b4_lr001_3156.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
8
1.81
100
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31
28.65
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b4_lr01_6325
100
224
224
3
10
sgd
10
4
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model-npz/MobileNet_optsgd_s100_e10_b4_lr001_2022.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
1.73
100
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31
28.23
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b4_lr001_1555
100
224
224
3
10
sgd
10
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model-npz/MobileNet_optsgd_s100_e10_b4_lr0001_1601.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
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100
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31
28.83
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b4_lr001_1730
100
224
224
3
10
sgd
10
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model-npz/MobileNet_optsgd_s100_e10_b4_lr0001_3099.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
1.8
100
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31
28.33
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b4_lr0001_3724
100
224
224
3
10
sgd
10
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model-npz/MobileNet_optsgd_s100_e10_b4_lr00001_3186.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
1.6
100
19.67
31
28.6
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b4_lr0001_1335
100
224
224
3
10
sgd
10
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model-npz/MobileNet_optsgd_s100_e10_b4_lr00001_3038.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
8
1.97
100
23.73
31
28.43
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b8_lr01_1187
100
224
224
3
10
sgd
10
8
0.01
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model-npz/MobileNet_optsgd_s100_e10_b8_lr001_2115.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
12
2.03
100
22.63
32
28.83
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b8_lr01_7514
100
224
224
3
10
sgd
10
8
0.01
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12.2
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10.52
model-npz/MobileNet_optsgd_s100_e10_b8_lr001_2802.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
12
2.26
100
23.16
32
28.45
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100
224
224
3
10
sgd
10
8
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model-npz/MobileNet_optsgd_s100_e10_b8_lr0001_5446.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
12
2.42
100
23.97
32
28.77
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b8_lr001_7804
100
224
224
3
10
sgd
10
8
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model-npz/MobileNet_optsgd_s100_e10_b8_lr0001_3360.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
13
2.5
100
25.13
32
28.53
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b8_lr0001_2001
100
224
224
3
10
sgd
10
8
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model-npz/MobileNet_optsgd_s100_e10_b8_lr00001_2441.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
12
2.21
100
21.79
32
28.83
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b16_lr01_2358
100
224
224
3
10
sgd
10
16
0.01
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model-npz/MobileNet_optsgd_s100_e10_b8_lr00001_2093.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
12
2.63
100
25.37
32
28.57
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b16_lr01_2358
100
224
224
3
10
sgd
10
16
0.01
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model-npz/MobileNet_optsgd_s100_e10_b16_lr001_3137.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
21
3.43
100
27.14
32
28.93
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b16_lr01_3035
100
224
224
3
10
sgd
10
16
0.01
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1.03
10.31
model-npz/MobileNet_optsgd_s100_e10_b16_lr0001_1658.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
21
3.18
100
24.93
33
28.96
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b16_lr01_3035
100
224
224
3
10
sgd
10
16
0.01
2.15.1
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1.03
10.31
model-npz/MobileNet_optsgd_s100_e10_b16_lr001_2578.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
21
2.5
100
23.73
33
28.5
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b16_lr0001_2265
100
224
224
3
10
sgd
10
16
0.0001
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12.2
0.15
1.03
10.31
model-npz/MobileNet_optsgd_s100_e10_b16_lr00001_2301.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
22
2.97
100
24.77
33
28.93
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b16_lr0001_1368
100
224
224
3
10
sgd
10
16
0.0001
2.15.1
12.2
0.15
1.06
10.59
model-npz/MobileNet_optsgd_s100_e10_b16_lr00001_1450.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
21
2.39
100
19.26
33
28.55
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b32_lr01_4779
100
224
224
3
10
sgd
10
32
0.01
2.15.1
12.2
0.25
1.01
10.14
model-npz/MobileNet_optsgd_s100_e10_b32_lr001_2238.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
30
2.86
100
23.69
33
28.86
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b32_lr01_3212
100
224
224
3
10
sgd
10
32
0.01
2.15.1
12.2
0.26
1.05
10.53
model-npz/MobileNet_optsgd_s100_e10_b32_lr001_1152.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
28
2.73
100
23.77
34
28.87
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b32_lr001_9830
100
224
224
3
10
sgd
10
32
0.001
2.15.1
12.2
0.25
1
10
model-npz/MobileNet_optsgd_s100_e10_b32_lr0001_1955.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
29
3.14
100
25.31
34
29.1
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b32_lr001_4161
100
224
224
3
10
sgd
10
32
0.001
2.15.1
12.2
0.25
1.01
10.16
model-npz/MobileNet_optsgd_s100_e10_b32_lr0001_2598.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
28
3.41
100
25.34
34
28.72
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b32_lr0001_1206
100
224
224
3
10
sgd
10
32
0.0001
2.15.1
12.2
0.25
1
10.01
model-npz/MobileNet_optsgd_s100_e10_b32_lr00001_4916.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
27
4.1
100
27.21
34
29.1
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b32_lr0001_2970
100
224
224
3
10
sgd
10
32
0.0001
2.15.1
12.2
0.26
1.03
10.32
model-npz/MobileNet_optsgd_s100_e10_b32_lr00001_9564.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
30
2.6
100
23.3
33
28.63
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b64_lr01_2171
100
224
224
3
10
sgd
10
64
0.01
2.15.1
12.2
0.54
1.08
10.83
model-npz/MobileNet_optsgd_s100_e10_b64_lr001_3168.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
31
5.39
100
26.03
34
29.58
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b64_lr01_2708
100
224
224
3
10
sgd
10
64
0.01
2.15.1
12.2
0.53
1.07
10.75
model-npz/MobileNet_optsgd_s100_e10_b64_lr001_1758.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
36
4.87
100
24.45
35
29.42
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b64_lr001_2829
100
224
224
3
10
sgd
10
64
0.001
2.15.1
12.2
0.54
1.08
10.86
model-npz/MobileNet_optsgd_s100_e10_b64_lr0001_3392.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
36
5.63
100
29.1
36
30.07