Datasets:
ICICLE-AI
/
ResourceEstimation_HLOGenCNN

Dataset card Data Studio Files
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100
224
224
3
10
sgd
10
32
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44.55
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
51
7.67
91
16.63
47
37.95
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b64_lr01_1796
100
224
224
3
10
sgd
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47.52
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
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80
32
hbm2
1,130
640
54
8.96
97
19.11
48
38.65
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b64_lr001_2215
100
224
224
3
10
sgd
10
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
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80
32
hbm2
1,130
640
59
9.4
98
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49
39.61
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b64_lr0001_1437
100
224
224
3
10
sgd
10
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2.3
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
59
8.65
99
19.63
50
40.18
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b1_lr01_1118
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10
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
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80
32
hbm2
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640
14
3.97
66
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42
37.74
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b1_lr001_2258
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224
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10
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
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80
32
hbm2
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640
15
3.67
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37
34.05
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b1_lr0001_9302
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Nvidia
Tesla V100S-PCIE-32GB
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7
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32
hbm2
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640
12
4.3
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39
35.06
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b2_lr01_4474
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10
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
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32
hbm2
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640
14
3.82
64
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41
37.11
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b2_lr001_6438
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10
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
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80
32
hbm2
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640
14
4.25
67
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41
36.7
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b2_lr0001_1184
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224
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10
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75.92
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
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80
32
hbm2
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640
15
3.85
63
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42
37.93
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b4_lr01_1958
1,000
224
224
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10
sgd
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57.61
57.65
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
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32
hbm2
1,130
640
18
4.32
72
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42
38.41
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b4_lr001_2269
1,000
224
224
3
10
sgd
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55.38
55.41
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
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80
32
hbm2
1,130
640
23
4.44
75
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44
38.41
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b4_lr0001_1476
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224
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10
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Nvidia
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7
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80
32
hbm2
1,130
640
21
4.67
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45
37.66
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b8_lr01_5573
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224
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10
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46.23
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Nvidia
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Tesla
7
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80
32
hbm2
1,130
640
26
5.32
69
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45
37.48
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b8_lr001_2892
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224
224
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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
5.35
79
14.98
45
37.23
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b8_lr0001_3241
1,000
224
224
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10
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46.52
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
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80
32
hbm2
1,130
640
32
5.43
87
15.16
46
37.57
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b16_lr01_1519
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224
224
3
10
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46.22
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
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80
32
hbm2
1,130
640
38
6.42
83
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46
37.53
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b16_lr001_1439
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224
224
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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
6.71
85
15.05
47
37.5
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b16_lr0001_1529
1,000
224
224
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10
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45.25
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
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80
32
hbm2
1,130
640
38
6.57
82
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47
37.83
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b32_lr01_2486
1,000
224
224
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10
sgd
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
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80
32
hbm2
1,130
640
52
7.73
90
17.14
46
37.85
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b32_lr001_3294
1,000
224
224
3
10
sgd
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
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80
32
hbm2
1,130
640
51
7.82
91
16.46
47
37.89
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b32_lr0001_1450
1,000
224
224
3
10
sgd
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44.19
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
52
7.69
92
16.64
46
37.67
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b64_lr01_2436
1,000
224
224
3
10
sgd
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45.96
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
78
10.6
98
21.65
50
38.8
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b64_lr001_2039
1,000
224
224
3
10
sgd
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46.58
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
60
9.69
98
21.04
50
39.52
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b64_lr0001_8960
1,000
224
224
3
10
sgd
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47.02
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
67
9.24
98
19.44
50
40.03
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b1_lr01_1396
1,000
224
224
3
10
sgd
2
1
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189.97
model-npz/ResNet101_optsgd_s1000_e2_b1_lr001_1085.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
14
4.94
46
22.64
42
38.04
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b1_lr001_1046
1,000
224
224
3
10
sgd
2
1
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168.45
model-npz/ResNet101_optsgd_s1000_e2_b1_lr0001_2316.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
14
5.63
60
24.94
42
38.63
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b1_lr0001_2229
1,000
224
224
3
10
sgd
2
1
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90.23
180.49
model-npz/ResNet101_optsgd_s1000_e2_b1_lr00001_2164.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
12
5.22
48
23.06
43
39.86
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b2_lr01_2498
1,000
224
224
3
10
sgd
2
2
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60.11
120.27
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
16
5.06
61
22.99
43
39.96
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b2_lr001_2845
1,000
224
224
3
10
sgd
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2
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107.43
model-npz/ResNet101_optsgd_s1000_e2_b2_lr0001_8433.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
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80
32
hbm2
1,130
640
16
5.56
63
24.77
44
39.62
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b2_lr0001_2956
1,000
224
224
3
10
sgd
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2
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
18
5.06
62
22.93
45
40.42
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b4_lr01_1772
1,000
224
224
3
10
sgd
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4
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38.83
77.69
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
21
6.39
69
21.35
47
40.3
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b4_lr001_1635
1,000
224
224
3
10
sgd
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4
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39
78.05
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
17
6.22
64
20.69
46
40.16
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b4_lr0001_2955
1,000
224
224
3
10
sgd
2
4
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36.43
72.9
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
22
6.73
74
22.54
49
41.05
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b8_lr01_1664
1,000
224
224
3
10
sgd
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56.15
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
31
8.44
83
23.25
51
42.29
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b8_lr001_2782
1,000
224
224
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10
sgd
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56.14
model-npz/ResNet101_optsgd_s1000_e2_b8_lr0001_3268.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
31
7.73
87
21.09
51
41.72
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b8_lr0001_2272
1,000
224
224
3
10
sgd
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model-npz/ResNet101_optsgd_s1000_e2_b8_lr00001_2365.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
30
7.75
83
21.5
51
41.71
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b16_lr01_3150
1,000
224
224
3
10
sgd
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16
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
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80
32
hbm2
1,130
640
42
10.07
83
21.56
51
41.61
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b16_lr001_2926
1,000
224
224
3
10
sgd
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16
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26.63
53.31
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
39
10.18
82
22.43
51
41.48
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b16_lr0001_3218
1,000
224
224
3
10
sgd
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16
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51.75
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Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
41
9.62
84
21.38
52
41.66
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1,000
224
224
3
10
sgd
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0.76
24.5
49.04
model-npz/ResNet101_optsgd_s1000_e2_b32_lr001_9296.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
55
11.69
92
23.5
51
41.6
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b32_lr001_1843
1,000
224
224
3
10
sgd
2
32
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24.62
49.28
model-npz/ResNet101_optsgd_s1000_e2_b32_lr0001_2542.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
59
11.24
92
22.46
52
41.13
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b32_lr0001_1272
1,000
224
224
3
10
sgd
2
32
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12.2
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24.99
50.02
model-npz/ResNet101_optsgd_s1000_e2_b32_lr00001_1597.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
52
11.56
91
22.43
51
40.94
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b64_lr01_2257
1,000
224
224
3
10
sgd
2
64
0.01
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12.2
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25.56
51.15
model-npz/ResNet101_optsgd_s1000_e2_b64_lr001_3529.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
58
13.23
99
26.12
52
41.56
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b64_lr001_2947
1,000
224
224
3
10
sgd
2
64
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26.08
52.21
model-npz/ResNet101_optsgd_s1000_e2_b64_lr0001_3336.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
68
13.01
98
25.17
53
42.24
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b64_lr0001_8932
1,000
224
224
3
10
sgd
2
64
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25.77
51.61
model-npz/ResNet101_optsgd_s1000_e2_b64_lr00001_3199.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
61
13.53
99
27.34
53
42.63
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b1_lr01_5267
1,000
224
224
3
10
sgd
5
1
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77.24
386.27
model-npz/ResNet101_optsgd_s1000_e5_b1_lr001_2576.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
15
6.16
60
27.13
45
41.24
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b1_lr001_9532
1,000
224
224
3
10
sgd
5
1
0.001
2.15.1
12.2
0.09
96.11
480.61
model-npz/ResNet101_optsgd_s1000_e5_b1_lr0001_2792.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
14
4.88
58
25.88
40
34.01
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b1_lr0001_2064
1,000
224
224
3
10
sgd
5
1
0.0001
2.15.1
12.2
0.07
67.96
339.86
model-npz/ResNet101_optsgd_s1000_e5_b1_lr00001_1623.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
13
7.02
65
30.59
44
40.15
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b2_lr01_3325
1,000
224
224
3
10
sgd
5
2
0.01
2.15.1
12.2
0.08
43.58
217.96
model-npz/ResNet101_optsgd_s1000_e5_b2_lr001_2574.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
17
7.09
65
31.81
47
42.12
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b2_lr001_2657
1,000
224
224
3
10
sgd
5
2
0.001
2.15.1
12.2
0.09
44.59
223.02
model-npz/ResNet101_optsgd_s1000_e5_b2_lr0001_7232.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
16
6.84
64
30.86
46
43.38
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b2_lr0001_1083
1,000
224
224
3
10
sgd
5
2
0.0001
2.15.1
12.2
0.08
39.83
199.19
model-npz/ResNet101_optsgd_s1000_e5_b2_lr00001_5390.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
15
7.8
66
34.76
49
44.09
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b4_lr01_1153
1,000
224
224
3
10
sgd
5
4
0.01
2.15.1
12.2
0.11
28.23
141.18
model-npz/ResNet101_optsgd_s1000_e5_b4_lr001_1430.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
23
8.94
75
29.56
50
44.66
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b4_lr001_7627
1,000
224
224
3
10
sgd
5
4
0.001
2.15.1
12.2
0.11
27.37
136.93
model-npz/ResNet101_optsgd_s1000_e5_b4_lr0001_2127.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
24
9.21
76
30.27
52
45.1
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b4_lr0001_3397
1,000
224
224
3
10
sgd
5
4
0.0001
2.15.1
12.2
0.09
24.08
120.44
model-npz/ResNet101_optsgd_s1000_e5_b4_lr00001_3087.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
23
10.46
76
34.82
56
47
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b8_lr01_1384
1,000
224
224
3
10
sgd
5
8
0.01
2.15.1
12.2
0.13
16.35
81.78
model-npz/ResNet101_optsgd_s1000_e5_b8_lr001_4537.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
32
13.8
86
37.39
57
48.28
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b8_lr001_5147
1,000
224
224
3
10
sgd
5
8
0.001
2.15.1
12.2
0.13
17.13
85.73
model-npz/ResNet101_optsgd_s1000_e5_b8_lr0001_3179.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
32
13.2
87
36.07
58
48.35
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b8_lr0001_2582
1,000
224
224
3
10
sgd
5
8
0.0001
2.15.1
12.2
0.14
17.2
86.06
model-npz/ResNet101_optsgd_s1000_e5_b8_lr00001_3123.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
31
13.32
86
36.64
60
49.35
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b16_lr01_5157
1,000
224
224
3
10
sgd
5
16
0.01
2.15.1
12.2
0.23
14.61
73.09
model-npz/ResNet101_optsgd_s1000_e5_b16_lr001_1194.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
42
16.66
87
35.28
57
48.5
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b16_lr001_1694
1,000
224
224
3
10
sgd
5
16
0.001
2.15.1
12.2
0.23
14.81
74.1
model-npz/ResNet101_optsgd_s1000_e5_b16_lr0001_3534.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
40
16.59
87
35.44
58
48.15
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b16_lr0001_2102
1,000
224
224
3
10
sgd
5
16
0.0001
2.15.1
12.2
0.23
14.76
73.89
model-npz/ResNet101_optsgd_s1000_e5_b16_lr00001_1587.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
42
16.73
88
35.29
59
48.27
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b32_lr01_2550
1,000
224
224
3
10
sgd
5
32
0.01
2.15.1
12.2
0.41
13.13
65.7
model-npz/ResNet101_optsgd_s1000_e5_b32_lr001_3320.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
59
19.51
92
35.97
57
47.57