Datasets:
ICICLE-AI
/
ResourceEstimation_HLOGenCNN

Dataset card Data Studio Files
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
41
6
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48
38.89
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Nvidia
Tesla V100S-PCIE-32GB
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7
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80
32
hbm2
1,130
640
40
5.64
82
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49
40.04
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Nvidia
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Tesla
7
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32
hbm2
1,130
640
57
7.01
99
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47
38.69
ResNet152_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b32_lr001_1160
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Nvidia
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7
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32
hbm2
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640
54
6.7
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49
39.56
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7
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32
hbm2
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55
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48
38.42
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7
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32
hbm2
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50
39.87
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7
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32
hbm2
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640
59
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51
39.58
ResNet152_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b64_lr0001_1577
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7
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32
hbm2
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640
61
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51
40.24
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Nvidia
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7
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32
hbm2
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640
15
3.9
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43
35.97
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Tesla V100S-PCIE-32GB
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7
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32
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640
16
4.13
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42
38.8
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154.54
309.12
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Nvidia
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7
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32
hbm2
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640
14
3.96
63
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40
36.62
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Nvidia
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7
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32
hbm2
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640
16
4.41
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44
39.2
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Nvidia
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7
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32
hbm2
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640
14
4.45
58
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44
40.45
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Nvidia
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Tesla
7
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80
32
hbm2
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640
16
4.54
62
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46
41.43
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10
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Nvidia
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Tesla
7
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80
32
hbm2
1,130
640
20
5.65
69
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46
40.94
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Nvidia
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Tesla
7
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80
32
hbm2
1,130
640
18
5.59
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47
40.93
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Nvidia
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7
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32
hbm2
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640
17
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64
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48
41.64
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Nvidia
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7
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32
hbm2
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640
26
7.44
74
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51
41.76
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10
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
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32
hbm2
1,130
640
29
7.31
85
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52
41.9
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10
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
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80
32
hbm2
1,130
640
29
7.69
82
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53
42.43
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10
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
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80
32
hbm2
1,130
640
43
10.07
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51
41.71
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10
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
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80
32
hbm2
1,130
640
42
9.09
85
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52
41.47
ResNet152_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b16_lr0001_2779
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10
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
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80
32
hbm2
1,130
640
40
9.79
88
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53
41.89
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10
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
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80
32
hbm2
1,130
640
58
9.96
99
19.61
46
29.6
ResNet152_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b32_lr001_1134
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10
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
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80
32
hbm2
1,130
640
59
10.71
99
20.83
50
36.93
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10
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
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80
32
hbm2
1,130
640
55
10.74
99
20.23
51
38.32
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10
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
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80
32
hbm2
1,130
640
79
12.34
99
22.92
52
39.73
ResNet152_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b64_lr001_2417
1,000
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10
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
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80
32
hbm2
1,130
640
71
12.43
99
23.01
54
41.2
ResNet152_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b64_lr0001_1834
1,000
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10
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
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80
32
hbm2
1,130
640
62
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99
23.31
54
41.77
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10
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
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80
32
hbm2
1,130
640
17
8.08
65
28.01
49
41.72
ResNet152_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b4_lr001_1176
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10
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
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80
32
hbm2
1,130
640
19
8.03
67
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51
43.94
ResNet152_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b4_lr0001_1486
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10
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
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80
32
hbm2
1,130
640
21
8.02
74
27.88
52
45.19
ResNet152_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b8_lr01_2575
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10
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
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80
32
hbm2
1,130
640
30
11.97
88
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57
46.83
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10
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
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80
32
hbm2
1,130
640
30
11.83
86
34.07
58
47.56
ResNet152_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b8_lr0001_2261
1,000
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10
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
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80
32
hbm2
1,130
640
31
11.84
90
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60
48.41
ResNet152_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b16_lr01_2284
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10
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
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80
32
hbm2
1,130
640
42
16.37
88
35.62
57
47.2
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1,000
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10
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
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80
32
hbm2
1,130
640
42
16.09
88
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59
46.63
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10
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
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80
32
hbm2
1,130
640
42
16.51
89
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60
47.24
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
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80
32
hbm2
1,130
640
57
19.1
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58
46.6
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10
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
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80
32
hbm2
1,130
640
53
19.32
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59
46.47
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19.09
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model-npz/ResNet152_optsgd_s1000_e5_b32_lr00001_3397.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
63
19.23
99
36.14
60
46.44
ResNet152_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b64_lr01_2263
1,000
224
224
3
10
sgd
5
64
0.01
2.15.1
12.2
1.19
19.07
95.43
model-npz/ResNet152_optsgd_s1000_e5_b64_lr001_3356.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
62
19.74
99
37.11
59
46.8
ResNet152_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b64_lr001_2176
1,000
224
224
3
10
sgd
5
64
0.001
2.15.1
12.2
1.19
19.07
95.4
model-npz/ResNet152_optsgd_s1000_e5_b64_lr0001_3119.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
60
20.07
99
37.51
60
46.58
ResNet152_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b64_lr0001_1629
1,000
224
224
3
10
sgd
5
64
0.0001
2.15.1
12.2
1.19
19.05
95.29
model-npz/ResNet152_optsgd_s1000_e5_b64_lr00001_1646.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
72
19.95
99
36.19
60
46.63
MobileNet_architecture_optadam_s1_ipd224x224x3_opd10_e1_b1_lr01_1221
1
224
224
3
10
adam
1
1
0.01
2.15.1
12.2
17.7
17.7
17.77
model-npz/MobileNet_optadam_s1_e1_b1_lr001_3216.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
2
0.13
15
0.92
27
25.9
MobileNet_architecture_optadam_s1_ipd224x224x3_opd10_e1_b1_lr001_5945
1
224
224
3
10
adam
1
1
0.001
2.15.1
12.2
13.06
13.07
13.12
model-npz/MobileNet_optadam_s1_e1_b1_lr0001_8983.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
3
0.43
100
10.16
28
26.97
MobileNet_architecture_optadam_s1_ipd224x224x3_opd10_e1_b1_lr0001_5166
1
224
224
3
10
adam
1
1
0.0001
2.15.1
12.2
12.84
12.84
12.86
model-npz/MobileNet_optadam_s1_e1_b1_lr00001_1307.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
5
0.44
100
10.22
28
27.22
MobileNet_architecture_optadam_s1_ipd224x224x3_opd10_e2_b1_lr01_2650
1
224
224
3
10
adam
2
1
0.01
2.15.1
12.2
6.53
6.54
13.1
model-npz/MobileNet_optadam_s1_e2_b1_lr001_2623.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
3
0.47
100
9.92
29
27.72
MobileNet_architecture_optadam_s1_ipd224x224x3_opd10_e2_b1_lr001_3585
1
224
224
3
10
adam
2
1
0.001
2.15.1
12.2
6.44
6.44
12.94
model-npz/MobileNet_optadam_s1_e2_b1_lr0001_1479.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
3
0.51
100
10.69
29
28
MobileNet_architecture_optadam_s1_ipd224x224x3_opd10_e2_b1_lr0001_2885
1
224
224
3
10
adam
2
1
0.0001
2.15.1
12.2
6.63
6.64
13.3
model-npz/MobileNet_optadam_s1_e2_b1_lr00001_3324.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
5
0.61
100
11.42
28
27.94
MobileNet_architecture_optadam_s1_ipd224x224x3_opd10_e5_b1_lr01_3327
1
224
224
3
10
adam
5
1
0.01
2.15.1
12.2
2.79
2.79
14.02
model-npz/MobileNet_optadam_s1_e5_b1_lr001_2484.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
0.64
100
13.61
28
27.97
MobileNet_architecture_optadam_s1_ipd224x224x3_opd10_e5_b1_lr001_3208
1
224
224
3
10
adam
5
1
0.001
2.15.1
12.2
2.55
2.55
12.8
model-npz/MobileNet_optadam_s1_e5_b1_lr0001_2542.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
0.74
100
14.46
28
27.97
MobileNet_architecture_optadam_s1_ipd224x224x3_opd10_e5_b1_lr0001_2699
1
224
224
3
10
adam
5
1
0.0001
2.15.1
12.2
2.51
2.52
12.61
model-npz/MobileNet_optadam_s1_e5_b1_lr00001_2521.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
0.59
100
11.88
28
27.94
MobileNet_architecture_optadam_s1_ipd224x224x3_opd10_e10_b1_lr01_6026
1
224
224
3
10
adam
10
1
0.01
2.15.1
12.2
1.26
1.26
12.63
model-npz/MobileNet_optadam_s1_e10_b1_lr001_2494.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
0.64
100
13.73
28
28
MobileNet_architecture_optadam_s1_ipd224x224x3_opd10_e10_b1_lr001_2138
1
224
224
3
10
adam
10
1
0.001
2.15.1
12.2
1.27
1.27
12.7
model-npz/MobileNet_optadam_s1_e10_b1_lr0001_3336.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
0.85
100
15.85
28
27.97
MobileNet_architecture_optadam_s1_ipd224x224x3_opd10_e10_b1_lr0001_6689
1
224
224
3
10
adam
10
1
0.0001
2.15.1
12.2
1.26
1.26
12.62
model-npz/MobileNet_optadam_s1_e10_b1_lr00001_1741.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
3
0.57
100
13.74
28
28
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e1_b1_lr01_9678
10
224
224
3
10
adam
1
1
0.01
2.15.1
12.2
1.27
12.71
12.76
model-npz/MobileNet_optadam_s10_e1_b1_lr001_5455.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
3
0.5
100
13.32
29
28
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e1_b1_lr001_2900
10
224
224
3
10
adam
1
1
0.001
2.15.1
12.2
1.25
12.48
12.5
model-npz/MobileNet_optadam_s10_e1_b1_lr0001_2406.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
0.58
100
14.48
28
28
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e1_b1_lr0001_3021
10
224
224
3
10
adam
1
1
0.0001
2.15.1
12.2
1.26
12.62
12.65
model-npz/MobileNet_optadam_s10_e1_b1_lr00001_6195.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
3
0.56
100
13.71
29
28.03
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e1_b2_lr01_2774
10
224
224
3
10
adam
1
2
0.01
2.15.1
12.2
2.53
12.63
12.66
model-npz/MobileNet_optadam_s10_e1_b2_lr001_1772.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
0.66
100
12.4
28
27.97
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e1_b2_lr001_1936
10
224
224
3
10
adam
1
2
0.001
2.15.1
12.2
2.55
12.75
12.79
model-npz/MobileNet_optadam_s10_e1_b2_lr0001_1311.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
5
0.65
100
11.59
28
27.94
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e1_b2_lr0001_2032
10
224
224
3
10
adam
1
2
0.0001
2.15.1
12.2
2.57
12.85
12.87
model-npz/MobileNet_optadam_s10_e1_b2_lr00001_2619.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
0.76
100
15.09
28
27.97