Datasets:
ICICLE-AI
/
ResourceEstimation_HLOGenCNN

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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
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432
5
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100
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28
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10
224
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
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432
4
0.67
100
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26
25.59
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10
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
3
0.7
100
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28
27.41
MobileNet_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b1_lr0001_9745
10
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
3
0.73
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26
25.46
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10
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10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
0.92
100
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28
27.5
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
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432
4
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100
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26
25.42
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10
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
5
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26
25.72
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10
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
7
0.93
100
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28
27.44
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10
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
3
1
100
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26
26
MobileNet_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b2_lr0001_1621
10
224
224
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10
sgd
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
0.81
100
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28
27.31
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10
224
224
3
10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
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432
8
1.25
100
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28
26.18
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10
224
224
3
10
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5
4
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
9
1.56
100
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29
27.56
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10
224
224
3
10
sgd
5
4
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
1.42
100
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27
26.08
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10
224
224
3
10
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4
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
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432
8
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100
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29
27.7
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10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
9
1.5
100
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27
25.92
MobileNet_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b4_lr0001_1327
10
224
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10
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model-npz/MobileNet_optsgd_s10_e5_b4_lr00001_3347.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
1.19
100
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29
27.59
MobileNet_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b8_lr01_1243
10
224
224
3
10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
9
1.62
100
22.38
27
26.15
MobileNet_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b8_lr01_3030
10
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
10
1.54
100
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29
27.64
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10
224
224
3
10
sgd
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
1.46
100
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27
26.12
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10
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
9
1.44
100
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29
27.85
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10
224
224
3
10
sgd
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
9
1.48
100
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27
26.04
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10
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
10
1.59
100
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29
27.78
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10
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
6
1
100
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26
25.85
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10
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
4
0.96
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28
27.92
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10
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
6
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26
25.96
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224
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10
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model-npz/MobileNet_optsgd_s10_e10_b1_lr0001_5691.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
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28
27.86
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model-npz/MobileNet_optsgd_s10_e10_b1_lr00001_1289.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
1
100
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26
25.81
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10
224
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
5
1
100
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28
27.46
MobileNet_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b2_lr01_1676
10
224
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10
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model-npz/MobileNet_optsgd_s10_e10_b2_lr001_1322.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
3
0.6
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26
25.72
MobileNet_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b2_lr01_1359
10
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
6
0.85
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28
27.44
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10
224
224
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10
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model-npz/MobileNet_optsgd_s10_e10_b2_lr0001_1316.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
0.96
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26
25.46
MobileNet_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b2_lr001_1428
10
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10
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model-npz/MobileNet_optsgd_s10_e10_b2_lr0001_7108.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
0.96
100
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28
27.41
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10
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10
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model-npz/MobileNet_optsgd_s10_e10_b2_lr00001_3219.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
0.74
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27
25.63
MobileNet_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b2_lr0001_1690
10
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10
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10
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model-npz/MobileNet_optsgd_s10_e10_b2_lr00001_9166.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
0.89
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29
27.54
MobileNet_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b4_lr01_2792
10
224
224
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10
sgd
10
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model-npz/MobileNet_optsgd_s10_e10_b4_lr001_2361.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
1.25
100
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27
25.57
MobileNet_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b4_lr01_3137
10
224
224
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10
sgd
10
4
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model-npz/MobileNet_optsgd_s10_e10_b4_lr001_2014.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
1.29
100
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29
27.68
MobileNet_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b4_lr001_1444
10
224
224
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10
sgd
10
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model-npz/MobileNet_optsgd_s10_e10_b4_lr0001_1585.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
9
1.37
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28
26.04
MobileNet_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b4_lr001_1944
10
224
224
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10
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model-npz/MobileNet_optsgd_s10_e10_b4_lr0001_2109.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
1.32
100
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30
27.75
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10
224
224
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10
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model-npz/MobileNet_optsgd_s10_e10_b4_lr00001_1484.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
1.34
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27
26
MobileNet_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b4_lr0001_3196
10
224
224
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10
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model-npz/MobileNet_optsgd_s10_e10_b4_lr00001_1491.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
9
1.37
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30
27.7
MobileNet_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b8_lr01_2605
10
224
224
3
10
sgd
10
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model-npz/MobileNet_optsgd_s10_e10_b8_lr001_3391.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
10
1.48
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27
25.96
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10
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224
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10
sgd
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model-npz/MobileNet_optsgd_s10_e10_b8_lr001_1372.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
1.1
100
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29
27.72
MobileNet_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b8_lr001_1829
10
224
224
3
10
sgd
10
8
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model-npz/MobileNet_optsgd_s10_e10_b8_lr0001_8084.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
9
1.59
100
22.63
27
25.78
MobileNet_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b8_lr001_1373
10
224
224
3
10
sgd
10
8
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0.94
9.45
model-npz/MobileNet_optsgd_s10_e10_b8_lr0001_2696.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
9
1.14
100
16.25
29
27.68
MobileNet_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b8_lr0001_2871
10
224
224
3
10
sgd
10
8
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model-npz/MobileNet_optsgd_s10_e10_b8_lr00001_1737.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
9
1.3
100
17.89
28
25.7
MobileNet_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b8_lr0001_2538
10
224
224
3
10
sgd
10
8
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model-npz/MobileNet_optsgd_s10_e10_b8_lr00001_2580.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
10
1.71
100
22.32
29
27.86
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b1_lr01_2216
100
224
224
3
10
sgd
1
1
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9.01
9.03
model-npz/MobileNet_optsgd_s100_e1_b1_lr001_2917.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
0.78
100
16.15
26
25.41
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b1_lr01_2805
100
224
224
3
10
sgd
1
1
0.01
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model-npz/MobileNet_optsgd_s100_e1_b1_lr001_1536.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
3
0.7
100
14.74
28
27.67
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b1_lr001_2264
100
224
224
3
10
sgd
1
1
0.001
2.15.1
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9.02
9.07
model-npz/MobileNet_optsgd_s100_e1_b1_lr0001_2557.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
0.89
100
19.33
26
25.37
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b1_lr001_1619
100
224
224
3
10
sgd
1
1
0.001
2.15.1
12.2
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9.21
9.23
model-npz/MobileNet_optsgd_s100_e1_b1_lr0001_1211.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
0.93
100
18.62
28
27.52
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b1_lr0001_2244
100
224
224
3
10
sgd
1
1
0.0001
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8.95
8.97
model-npz/MobileNet_optsgd_s100_e1_b1_lr00001_8344.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
5
0.89
100
17.22
26
25.3
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b1_lr0001_1032
100
224
224
3
10
sgd
1
1
0.0001
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12.2
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9.14
9.17
model-npz/MobileNet_optsgd_s100_e1_b1_lr00001_9261.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
3
0.96
100
19.5
28
27.61
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b2_lr01_2333
100
224
224
3
10
sgd
1
2
0.01
2.15.1
12.2
0.18
9.05
9.07
model-npz/MobileNet_optsgd_s100_e1_b2_lr001_3067.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
5
0.7
100
15.52
26
25.67
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b2_lr01_1071
100
224
224
3
10
sgd
1
2
0.01
2.15.1
12.2
0.18
8.98
9.01
model-npz/MobileNet_optsgd_s100_e1_b2_lr001_1292.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
0.96
100
16.22
28
27.56
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b2_lr001_1453
100
224
224
3
10
sgd
1
2
0.001
2.15.1
12.2
0.17
8.63
8.65
model-npz/MobileNet_optsgd_s100_e1_b2_lr0001_3112.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
3
0.89
100
19
27
25.7
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b2_lr001_4394
100
224
224
3
10
sgd
1
2
0.001
2.15.1
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8.74
8.76
model-npz/MobileNet_optsgd_s100_e1_b2_lr0001_2214.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
0.93
100
18.93
28
27.63
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b2_lr0001_5765
100
224
224
3
10
sgd
1
2
0.0001
2.15.1
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0.17
8.71
8.74
model-npz/MobileNet_optsgd_s100_e1_b2_lr00001_3323.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
0.81
100
16.27
26
25.46
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b2_lr0001_2456
100
224
224
3
10
sgd
1
2
0.0001
2.15.1
12.2
0.18
8.9
8.94
model-npz/MobileNet_optsgd_s100_e1_b2_lr00001_8457.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
0.79
100
14.79
29
27.61
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b4_lr01_1139
100
224
224
3
10
sgd
1
4
0.01
2.15.1
12.2
0.34
8.49
8.51
model-npz/MobileNet_optsgd_s100_e1_b4_lr001_9522.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
1.15
100
20.77
26
25.42
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b4_lr01_1337
100
224
224
3
10
sgd
1
4
0.01
2.15.1
12.2
0.35
8.69
8.72
model-npz/MobileNet_optsgd_s100_e1_b4_lr001_2041.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
1
100
18.78
29
27.78
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b4_lr001_1728
100
224
224
3
10
sgd
1
4
0.001
2.15.1
12.2
0.34
8.4
8.43
model-npz/MobileNet_optsgd_s100_e1_b4_lr0001_2496.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
0.73
100
14.08
26
25.35
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b4_lr001_1519
100
224
224
3
10
sgd
1
4
0.001
2.15.1
12.2
0.36
8.97
9
model-npz/MobileNet_optsgd_s100_e1_b4_lr0001_2406.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
1.11
100
19.63
29
28