Datasets:
ICICLE-AI
/
ResourceEstimation_HLOGenCNN

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Ampere
8
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80
hbm2e
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432
30
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8
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28
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8
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8
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28
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8
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27
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8
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8
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31
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8
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36
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29.42
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NVIDIA A100-SXM4-80GB
Ampere
8
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36
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NVIDIA A100-SXM4-80GB
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8
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35
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10
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8
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10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
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hbm2e
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37
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NVIDIA A100-SXM4-80GB
Ampere
8
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80
hbm2e
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30
29.14
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NVIDIA A100-SXM4-80GB
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8
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28.63
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Nvidia
NVIDIA A100-SXM4-80GB
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8
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hbm2e
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6
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29
28.63
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Nvidia
NVIDIA A100-SXM4-80GB
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8
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Nvidia
NVIDIA A100-SXM4-80GB
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8
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28.6
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
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28.31
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
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80
hbm2e
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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80
hbm2e
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7
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30
28.49
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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80
hbm2e
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31
28.8
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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80
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28.47
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Nvidia
NVIDIA A100-SXM4-80GB
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80
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31
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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80
hbm2e
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28.44
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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31
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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hbm2e
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28.41
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
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hbm2e
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
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80
hbm2e
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6
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31
28.42
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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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6
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31
28.61
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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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31
28.42
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10
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Nvidia
NVIDIA A100-SXM4-80GB
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32
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
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6,912
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80
hbm2e
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28.45
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
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80
hbm2e
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11
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31
28.52
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
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80
hbm2e
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12
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31
28.43
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10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
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hbm2e
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
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hbm2e
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
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6,912
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hbm2e
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Nvidia
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Ampere
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
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28.9
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Nvidia
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
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hbm2e
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33
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
23
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100
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33
28.8
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10
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model-npz/MobileNet_optsgd_s1000_e1_b32_lr001_3311.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
32
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100
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33
28.9
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b32_lr01_1874
1,000
224
224
3
10
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32
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model-npz/MobileNet_optsgd_s1000_e1_b32_lr001_1232.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
32
2.94
100
22.77
34
28.9
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b32_lr001_1571
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224
224
3
10
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32
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model-npz/MobileNet_optsgd_s1000_e1_b32_lr0001_2757.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
33
3.63
100
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34
29
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b32_lr001_1158
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224
224
3
10
sgd
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32
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model-npz/MobileNet_optsgd_s1000_e1_b32_lr0001_2983.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
30
3.75
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33
28.91
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b32_lr0001_3399
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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
33
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33
29.14
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b32_lr0001_9899
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224
3
10
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model-npz/MobileNet_optsgd_s1000_e1_b32_lr00001_2563.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
31
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100
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33
28.81
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b64_lr01_1169
1,000
224
224
3
10
sgd
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model-npz/MobileNet_optsgd_s1000_e1_b64_lr001_2319.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
41
6.03
100
31.03
35
29.7
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b64_lr01_1830
1,000
224
224
3
10
sgd
1
64
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model-npz/MobileNet_optsgd_s1000_e1_b64_lr001_1973.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
40
4.03
100
23.44
36
29.44
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b64_lr001_2075
1,000
224
224
3
10
sgd
1
64
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model-npz/MobileNet_optsgd_s1000_e1_b64_lr0001_2060.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
41
4.52
100
28.13
35
29.94
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b64_lr001_1482
1,000
224
224
3
10
sgd
1
64
0.001
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12.2
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10.93
10.95
model-npz/MobileNet_optsgd_s1000_e1_b64_lr0001_2777.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
40
5.68
100
27.97
36
29.81
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b64_lr0001_2016
1,000
224
224
3
10
sgd
1
64
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model-npz/MobileNet_optsgd_s1000_e1_b64_lr00001_1735.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
37
5.81
100
25.66
35
29.94
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b64_lr0001_1019
1,000
224
224
3
10
sgd
1
64
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11.05
11.08
model-npz/MobileNet_optsgd_s1000_e1_b64_lr00001_2044.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
40
5.75
100
27.81
36
29.88
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b1_lr01_6484
1,000
224
224
3
10
sgd
2
1
0.01
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12.2
0.01
12.46
24.94
model-npz/MobileNet_optsgd_s1000_e2_b1_lr001_9327.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
5
2.35
100
27.75
30
28.84
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b1_lr01_2953
1,000
224
224
3
10
sgd
2
1
0.01
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12.2
0.01
12.6
25.23
model-npz/MobileNet_optsgd_s1000_e2_b1_lr001_3028.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
2.32
100
29.37
30
29.07
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b1_lr001_2167
1,000
224
224
3
10
sgd
2
1
0.001
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12.4
24.82
model-npz/MobileNet_optsgd_s1000_e2_b1_lr0001_1241.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
2.48
100
28.8
29
28.73
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b1_lr001_2680
1,000
224
224
3
10
sgd
2
1
0.001
2.15.1
12.2
0.01
12.79
25.63
model-npz/MobileNet_optsgd_s1000_e2_b1_lr0001_1728.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
2.12
100
29.03
29
28.67
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b1_lr0001_2755
1,000
224
224
3
10
sgd
2
1
0.0001
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12.2
0.01
12.56
25.16
model-npz/MobileNet_optsgd_s1000_e2_b1_lr00001_1671.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
2.36
100
29.48
29
28.72
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b1_lr0001_1520
1,000
224
224
3
10
sgd
2
1
0.0001
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12.2
0.01
12.76
25.55
model-npz/MobileNet_optsgd_s1000_e2_b1_lr00001_1057.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
1.95
100
28.17
29
28.45
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b2_lr01_3205
1,000
224
224
3
10
sgd
2
2
0.01
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12.2
0.02
8.21
16.46
model-npz/MobileNet_optsgd_s1000_e2_b2_lr001_6460.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
5
2.12
100
27.24
31
28.9
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b2_lr01_9243
1,000
224
224
3
10
sgd
2
2
0.01
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8.6
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model-npz/MobileNet_optsgd_s1000_e2_b2_lr001_2358.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
2
100
26.59
30
28.7