Datasets:
ICICLE-AI
/
ResourceEstimation_HLOGenCNN

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model-npz/MobileNetV2_optsgd_s1000_e2_b16_lr0001_3054.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
24
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100
14
38
33.91
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
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80
32
hbm2
1,130
640
25
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100
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39
34.93
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10
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Nvidia
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Tesla
7
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80
32
hbm2
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640
38
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100
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40
35.45
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b32_lr001_1445
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10
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
37
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100
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41
35.88
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b32_lr0001_6518
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
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32
hbm2
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37
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41
35.41
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Tesla
7
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32
hbm2
1,130
640
51
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43
36.38
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b64_lr001_2175
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Nvidia
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Tesla
7
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80
32
hbm2
1,130
640
51
8.02
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44
37.37
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
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80
32
hbm2
1,130
640
50
7.33
100
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44
36.67
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b1_lr01_2609
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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
15
1.81
100
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38
30.94
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10
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model-npz/MobileNetV2_optsgd_s1000_e5_b1_lr0001_1440.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
16
1.81
100
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32
29.6
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10
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model-npz/MobileNetV2_optsgd_s1000_e5_b1_lr00001_9848.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
11
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57
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31
29.28
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224
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10
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model-npz/MobileNetV2_optsgd_s1000_e5_b2_lr001_4427.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
18
2.49
100
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32
30.21
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10
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model-npz/MobileNetV2_optsgd_s1000_e5_b2_lr0001_7521.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
11
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58
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32
30.12
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model-npz/MobileNetV2_optsgd_s1000_e5_b2_lr00001_1549.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
14
2.49
100
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33
30.64
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b4_lr01_2239
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10
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model-npz/MobileNetV2_optsgd_s1000_e5_b4_lr001_1756.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
18
4.03
100
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33
31.31
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224
3
10
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model-npz/MobileNetV2_optsgd_s1000_e5_b4_lr0001_2982.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
15
4.09
100
18.11
33
31.17
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b4_lr0001_2942
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224
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10
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model-npz/MobileNetV2_optsgd_s1000_e5_b4_lr00001_5967.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
14
4.03
49
16.06
34
31.85
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b8_lr01_2226
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10
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model-npz/MobileNetV2_optsgd_s1000_e5_b8_lr001_3274.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
18
5.93
87
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34
31.86
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10
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model-npz/MobileNetV2_optsgd_s1000_e5_b8_lr0001_2956.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
19
6.6
100
18.36
37
33.68
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b8_lr0001_6744
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224
3
10
sgd
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model-npz/MobileNetV2_optsgd_s1000_e5_b8_lr00001_2113.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
16
6.04
100
17.22
37
34.77
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10
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model-npz/MobileNetV2_optsgd_s1000_e5_b16_lr001_8206.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
25
8.45
100
19.9
40
36.4
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b16_lr001_3401
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224
3
10
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model-npz/MobileNetV2_optsgd_s1000_e5_b16_lr0001_1767.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
24
8.39
100
19.73
41
36.45
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b16_lr0001_1237
1,000
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224
3
10
sgd
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model-npz/MobileNetV2_optsgd_s1000_e5_b16_lr00001_8905.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
24
8.28
70
18.29
41
36.61
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b32_lr01_7937
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224
3
10
sgd
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model-npz/MobileNetV2_optsgd_s1000_e5_b32_lr001_2246.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
41
9.93
100
21.43
43
37
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b32_lr001_2646
1,000
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3
10
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model-npz/MobileNetV2_optsgd_s1000_e5_b32_lr0001_2411.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
37
9.91
67
19.83
43
37.92
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224
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10
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model-npz/MobileNetV2_optsgd_s1000_e5_b32_lr00001_3274.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
39
10.09
100
21.77
44
37.97
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b64_lr01_3419
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224
3
10
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
51
12.64
100
24.94
46
38.96
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b64_lr001_3178
1,000
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224
3
10
sgd
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6
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model-npz/MobileNetV2_optsgd_s1000_e5_b64_lr0001_8089.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
51
10.84
100
20.93
47
39.8
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224
3
10
sgd
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model-npz/MobileNetV2_optsgd_s1000_e5_b64_lr00001_1781.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
61
11.88
83
22.24
47
39.62
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b1_lr01_1547
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224
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10
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10
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model-npz/MobileNetV2_optsgd_s1000_e10_b1_lr001_2568.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
17
1.9
100
13.98
40
30.79
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b1_lr001_2797
1,000
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224
3
10
sgd
10
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model-npz/MobileNetV2_optsgd_s1000_e10_b1_lr0001_2108.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
9
1.9
33
14.17
31
29.12
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b1_lr0001_2704
1,000
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224
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10
sgd
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40.65
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model-npz/MobileNetV2_optsgd_s1000_e10_b1_lr00001_2440.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
16
1.91
55
14.19
32
29.21
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b2_lr01_1539
1,000
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224
3
10
sgd
10
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21.24
212.45
model-npz/MobileNetV2_optsgd_s1000_e10_b2_lr001_2669.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
10
2.69
100
18.34
31
29.72
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b2_lr001_4906
1,000
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224
3
10
sgd
10
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21.2
212.05
model-npz/MobileNetV2_optsgd_s1000_e10_b2_lr0001_2551.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
16
2.74
100
18.64
33
30.28
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b2_lr0001_2983
1,000
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224
3
10
sgd
10
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21.42
214.26
model-npz/MobileNetV2_optsgd_s1000_e10_b2_lr00001_2437.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
16
2.72
100
18.44
32
30.15
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b4_lr01_7166
1,000
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224
3
10
sgd
10
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model-npz/MobileNetV2_optsgd_s1000_e10_b4_lr001_2655.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
17
4.78
100
20.16
33
31.28
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b4_lr001_2995
1,000
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224
3
10
sgd
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model-npz/MobileNetV2_optsgd_s1000_e10_b4_lr0001_1993.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
20
4.69
100
19.43
34
32.04
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b4_lr0001_1062
1,000
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224
3
10
sgd
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model-npz/MobileNetV2_optsgd_s1000_e10_b4_lr00001_6396.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
17
4.75
100
20.24
34
32.16
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b8_lr01_1829
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10
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model-npz/MobileNetV2_optsgd_s1000_e10_b8_lr001_5016.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
21
7.73
57
22.15
36
33.47
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b8_lr001_1549
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224
3
10
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model-npz/MobileNetV2_optsgd_s1000_e10_b8_lr0001_2076.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
21
7.93
100
24.79
35
33.63
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b8_lr0001_1689
1,000
224
224
3
10
sgd
10
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6.95
69.62
model-npz/MobileNetV2_optsgd_s1000_e10_b8_lr00001_1862.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
22
7.77
100
21.85
37
34.85
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b16_lr01_1235
1,000
224
224
3
10
sgd
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model-npz/MobileNetV2_optsgd_s1000_e10_b16_lr001_2260.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
24
11.73
81
25.49
42
36.95
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b16_lr001_4956
1,000
224
224
3
10
sgd
10
16
0.001
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4.83
48.39
model-npz/MobileNetV2_optsgd_s1000_e10_b16_lr0001_1794.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
27
12.07
64
26.1
43
38.93
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b16_lr0001_1506
1,000
224
224
3
10
sgd
10
16
0.0001
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49.31
model-npz/MobileNetV2_optsgd_s1000_e10_b16_lr00001_1371.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
25
11.34
100
24.9
43
39.42
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b32_lr01_1726
1,000
224
224
3
10
sgd
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32
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model-npz/MobileNetV2_optsgd_s1000_e10_b32_lr001_1056.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
40
14.5
100
28.45
46
40.1
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b32_lr001_5019
1,000
224
224
3
10
sgd
10
32
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model-npz/MobileNetV2_optsgd_s1000_e10_b32_lr0001_2335.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
40
14.04
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26.1
47
40.64
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b32_lr0001_5774
1,000
224
224
3
10
sgd
10
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model-npz/MobileNetV2_optsgd_s1000_e10_b32_lr00001_1616.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
45
15.24
100
28.57
47
41.12
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b64_lr01_1787
1,000
224
224
3
10
sgd
10
64
0.01
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3.55
35.56
model-npz/MobileNetV2_optsgd_s1000_e10_b64_lr001_2163.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
53
17.71
100
32.47
51
42.19
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b64_lr001_2998
1,000
224
224
3
10
sgd
10
64
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model-npz/MobileNetV2_optsgd_s1000_e10_b64_lr0001_8907.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
54
17.4
100
31.49
51
43.33
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b64_lr0001_2460
1,000
224
224
3
10
sgd
10
64
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3.59
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model-npz/MobileNetV2_optsgd_s1000_e10_b64_lr00001_2343.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
62
17.09
100
30.93
51
43.62
DenseNet201_architecture_optadam_s1_ipd224x224x3_opd10_e1_b1_lr01_3386
1
224
224
3
10
adam
1
1
0.01
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126.47
126.51
model-npz/DenseNet201_optadam_s1_e1_b1_lr001_2238.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
16
0.69
61
2.51
30
27.07
DenseNet201_architecture_optadam_s1_ipd224x224x3_opd10_e1_b1_lr001_4179
1
224
224
3
10
adam
1
1
0.001
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123.93
123.96
model-npz/DenseNet201_optadam_s1_e1_b1_lr0001_2687.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
16
0.62
59
2.25
31
28.05
DenseNet201_architecture_optadam_s1_ipd224x224x3_opd10_e1_b1_lr0001_3265
1
224
224
3
10
adam
1
1
0.0001
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123.32
123.35
123.4
model-npz/DenseNet201_optadam_s1_e1_b1_lr00001_7947.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
15
0.67
61
2.41
31
28.2
DenseNet201_architecture_optadam_s1_ipd224x224x3_opd10_e2_b1_lr01_1517
1
224
224
3
10
adam
2
1
0.01
2.15.1
12.2
62.55
62.57
125.19
model-npz/DenseNet201_optadam_s1_e2_b1_lr001_9106.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
16
0.71
60
2.6
31
28.12
DenseNet201_architecture_optadam_s1_ipd224x224x3_opd10_e2_b1_lr001_7256
1
224
224
3
10
adam
2
1
0.001
2.15.1
12.2
62.42
62.45
124.93
model-npz/DenseNet201_optadam_s1_e2_b1_lr0001_3188.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
17
0.75
58
2.57
31
28.18
DenseNet201_architecture_optadam_s1_ipd224x224x3_opd10_e2_b1_lr0001_1722
1
224
224
3
10
adam
2
1
0.0001
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12.2
62.66
62.68
125.41
model-npz/DenseNet201_optadam_s1_e2_b1_lr00001_7958.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
17
0.85
62
2.88
32
30.26
DenseNet201_architecture_optadam_s1_ipd224x224x3_opd10_e5_b1_lr01_2243
1
224
224
3
10
adam
5
1
0.01
2.15.1
12.2
25.25
25.27
126.42
model-npz/DenseNet201_optadam_s1_e5_b1_lr001_3277.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
16
0.74
60
2.65
32
28.81
DenseNet201_architecture_optadam_s1_ipd224x224x3_opd10_e5_b1_lr001_1885
1
224
224
3
10
adam
5
1
0.001
2.15.1
12.2
25.34
25.35
126.82
model-npz/DenseNet201_optadam_s1_e5_b1_lr0001_2661.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
15
0.92
61
3.25
32
30.34
DenseNet201_architecture_optadam_s1_ipd224x224x3_opd10_e5_b1_lr0001_1595
1
224
224
3
10
adam
5
1
0.0001
2.15.1
12.2
25.16
25.17
125.93
model-npz/DenseNet201_optadam_s1_e5_b1_lr00001_9075.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
16
0.65
56
2.41
31
28.81
DenseNet201_architecture_optadam_s1_ipd224x224x3_opd10_e10_b1_lr01_2671
1
224
224
3
10
adam
10
1
0.01
2.15.1
12.2
12.51
12.53
125.36
model-npz/DenseNet201_optadam_s1_e10_b1_lr001_3106.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
17
0.74
59
2.76
31
28.26
DenseNet201_architecture_optadam_s1_ipd224x224x3_opd10_e10_b1_lr001_1734
1
224
224
3
10
adam
10
1
0.001
2.15.1
12.2
12.61
12.62
126.3
model-npz/DenseNet201_optadam_s1_e10_b1_lr0001_1855.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
16
0.77
63
2.76
32
30.25
DenseNet201_architecture_optadam_s1_ipd224x224x3_opd10_e10_b1_lr0001_9599
1
224
224
3
10
adam
10
1
0.0001
2.15.1
12.2
12.61
12.63
126.35
model-npz/DenseNet201_optadam_s1_e10_b1_lr00001_2323.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
17
0.75
61
2.81
33
30.69
DenseNet201_architecture_optadam_s10_ipd224x224x3_opd10_e1_b1_lr01_2114
10
224
224
3
10
adam
1
1
0.01
2.15.1
12.2
12.57
125.78
125.82
model-npz/DenseNet201_optadam_s10_e1_b1_lr001_3306.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
16
0.76
58
2.84
32
28.92