Datasets:
ICICLE-AI
/
ResourceEstimation_HLOGenCNN

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model-npz/MobileNet_optsgd_s100_e2_b4_lr001_3323.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
1.15
100
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26
25.35
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100
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
6
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27
25.38
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100
224
224
3
10
sgd
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4
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
5
0.67
100
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29
27.85
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100
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
2,040
432
7
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27
25.5
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100
224
224
3
10
sgd
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4
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
1.04
100
17
29
27.96
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100
224
224
3
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
1.43
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28
25.75
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100
224
224
3
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
10
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100
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30
27.89
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100
224
224
3
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
11
1.63
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28
25.85
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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
1.7
100
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31
27.96
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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
13
1.81
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28
25.56
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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
9
1.59
100
22.41
30
27.81
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100
224
224
3
10
sgd
2
16
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
13
2.04
100
21.96
28
25.78
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100
224
224
3
10
sgd
2
16
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
14
2.18
100
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30
28.07
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100
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
12
1.68
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28
25.82
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100
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
12
1.76
100
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30
27.72
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100
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
9
1.92
100
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27
25.77
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100
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
14
1.54
100
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30
27.82
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100
224
224
3
10
sgd
2
32
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
13
2.3
100
23.52
30
26.22
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100
224
224
3
10
sgd
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32
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
20
2.54
100
24.43
31
28.07
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100
224
224
3
10
sgd
2
32
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
14
2.78
100
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29
26.44
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100
224
224
3
10
sgd
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32
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
21
3
100
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31
28.07
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100
224
224
3
10
sgd
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32
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
14
2.54
100
24.29
29
26.32
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100
224
224
3
10
sgd
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32
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
8
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100
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30
27.97
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100
224
224
3
10
sgd
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64
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
28
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100
31.21
32
27.36
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100
224
224
3
10
sgd
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64
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
34
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29.86
34
28.76
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b64_lr001_2677
100
224
224
3
10
sgd
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64
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
27
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32
27.71
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224
224
3
10
sgd
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64
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
35
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27.28
34
29.14
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100
224
224
3
10
sgd
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64
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
28
5.75
100
31.5
33
28.5
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100
224
224
3
10
sgd
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64
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
38
4
100
24.4
34
29.27
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b1_lr01_8955
100
224
224
3
10
sgd
5
1
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model-npz/MobileNet_optsgd_s100_e5_b1_lr001_3001.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
1.48
100
23.06
29
28.12
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b1_lr01_1468
100
224
224
3
10
sgd
5
1
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model-npz/MobileNet_optsgd_s100_e5_b1_lr001_1208.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
1.24
100
19.47
29
28.15
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b1_lr001_1896
100
224
224
3
10
sgd
5
1
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model-npz/MobileNet_optsgd_s100_e5_b1_lr0001_7701.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
1.53
100
23.5
29
28.16
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b1_lr001_1909
100
224
224
3
10
sgd
5
1
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model-npz/MobileNet_optsgd_s100_e5_b1_lr0001_2902.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
1.35
100
19.91
28
27.53
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b1_lr0001_2184
100
224
224
3
10
sgd
5
1
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model-npz/MobileNet_optsgd_s100_e5_b1_lr00001_2135.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
1.42
100
23.76
29
28.12
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b1_lr0001_5017
100
224
224
3
10
sgd
5
1
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model-npz/MobileNet_optsgd_s100_e5_b1_lr00001_3657.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
1.32
100
20.44
28
27.59
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b2_lr01_2871
100
224
224
3
10
sgd
5
2
0.01
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model-npz/MobileNet_optsgd_s100_e5_b2_lr001_9672.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
1.31
100
21.62
30
28.17
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b2_lr01_2879
100
224
224
3
10
sgd
5
2
0.01
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2.13
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model-npz/MobileNet_optsgd_s100_e5_b2_lr001_2379.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
1.14
100
19.9
29
27.79
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b2_lr001_2913
100
224
224
3
10
sgd
5
2
0.001
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model-npz/MobileNet_optsgd_s100_e5_b2_lr0001_2146.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
1.2
100
21.4
30
28.2
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b2_lr001_2714
100
224
224
3
10
sgd
5
2
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model-npz/MobileNet_optsgd_s100_e5_b2_lr0001_2435.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
1.19
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30
27.74
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b2_lr0001_2360
100
224
224
3
10
sgd
5
2
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model-npz/MobileNet_optsgd_s100_e5_b2_lr00001_2515.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
5
1.17
100
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30
28.17
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b2_lr0001_1642
100
224
224
3
10
sgd
5
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model-npz/MobileNet_optsgd_s100_e5_b2_lr00001_1809.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
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100
18.07
30
27.86
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b4_lr01_1794
100
224
224
3
10
sgd
5
4
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model-npz/MobileNet_optsgd_s100_e5_b4_lr001_1278.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
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432
6
1.19
100
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30
27.89
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100
224
224
3
10
sgd
5
4
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model-npz/MobileNet_optsgd_s100_e5_b4_lr001_8258.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
8
1.57
100
22.46
30
28
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b4_lr001_2123
100
224
224
3
10
sgd
5
4
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model-npz/MobileNet_optsgd_s100_e5_b4_lr0001_1746.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
1.26
100
20.67
30
28.11
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b4_lr001_9218
100
224
224
3
10
sgd
5
4
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model-npz/MobileNet_optsgd_s100_e5_b4_lr0001_9854.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
1.46
100
18.75
30
27.93
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b4_lr0001_1521
100
224
224
3
10
sgd
5
4
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model-npz/MobileNet_optsgd_s100_e5_b4_lr00001_1211.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
28.11
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b4_lr0001_2192
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224
224
3
10
sgd
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4
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model-npz/MobileNet_optsgd_s100_e5_b4_lr00001_3204.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
9
1.68
100
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30
27.93
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224
224
3
10
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8
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model-npz/MobileNet_optsgd_s100_e5_b8_lr001_3302.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
12
2.07
100
23.24
31
28.31
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b8_lr01_1053
100
224
224
3
10
sgd
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8
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model-npz/MobileNet_optsgd_s100_e5_b8_lr001_2463.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
12
1.79
100
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31
27.93
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b8_lr001_1905
100
224
224
3
10
sgd
5
8
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1.94
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model-npz/MobileNet_optsgd_s100_e5_b8_lr0001_3136.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
12
2.14
100
21.04
31
28.64
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b8_lr001_2840
100
224
224
3
10
sgd
5
8
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1.96
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model-npz/MobileNet_optsgd_s100_e5_b8_lr0001_1375.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
12
2.14
100
23.24
31
27.83
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b8_lr0001_3294
100
224
224
3
10
sgd
5
8
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1.9
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model-npz/MobileNet_optsgd_s100_e5_b8_lr00001_2303.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
12
2.04
100
20.75
31
28.64
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b8_lr0001_2607
100
224
224
3
10
sgd
5
8
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1.93
9.69
model-npz/MobileNet_optsgd_s100_e5_b8_lr00001_2677.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
12
2.11
100
20.82
31
27.86
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b16_lr01_2728
100
224
224
3
10
sgd
5
16
0.01
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1.94
9.73
model-npz/MobileNet_optsgd_s100_e5_b16_lr001_2809.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
15
2.25
100
19.82
32
28.79
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b16_lr01_7623
100
224
224
3
10
sgd
5
16
0.01
2.15.1
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0.28
1.96
9.82
model-npz/MobileNet_optsgd_s100_e5_b16_lr001_2363.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
12
1.87
100
21.1
30
27.7
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b16_lr001_2517
100
224
224
3
10
sgd
5
16
0.001
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1.94
9.73
model-npz/MobileNet_optsgd_s100_e5_b16_lr0001_1592.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
19
2.79
100
23.64
32
28.86
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b16_lr001_8975
100
224
224
3
10
sgd
5
16
0.001
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0.28
1.98
9.91
model-npz/MobileNet_optsgd_s100_e5_b16_lr0001_7310.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
21
2.39
100
22.64
32
27.89
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b16_lr0001_8605
100
224
224
3
10
sgd
5
16
0.0001
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0.28
1.94
9.75
model-npz/MobileNet_optsgd_s100_e5_b16_lr00001_6983.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
22
2.29
100
23.29
31
28.79
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b16_lr0001_1909
100
224
224
3
10
sgd
5
16
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1.99
10
model-npz/MobileNet_optsgd_s100_e5_b16_lr00001_2120.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
15
2.48
100
23.9
31
27.86
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b32_lr01_8950
100
224
224
3
10
sgd
5
32
0.01
2.15.1
12.2
0.48
1.93
9.67
model-npz/MobileNet_optsgd_s100_e5_b32_lr001_1947.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
29
3.5
100
23.07
32
28.93
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b32_lr01_6925
100
224
224
3
10
sgd
5
32
0.01
2.15.1
12.2
0.49
1.98
9.92
model-npz/MobileNet_optsgd_s100_e5_b32_lr001_2194.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
14
2.32
100
20.29
31
28.07
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b32_lr001_2243
100
224
224
3
10
sgd
5
32
0.001
2.15.1
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0.48
1.93
9.68
model-npz/MobileNet_optsgd_s100_e5_b32_lr0001_9043.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
22
2.24
100
20.03
32
29.03