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model-npz/ResNet50_optsgd_s100_e1_b64_lr001_2908.npz
Nvidia
Tesla P100-PCIE-16GB
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732.2
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Tesla P100-PCIE-16GB
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6
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16
hbm2
732.2
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37
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ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b1_lr001_2252
100
224
224
3
10
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2
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Nvidia
Tesla P100-PCIE-16GB
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224
224
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model-npz/ResNet50_optsgd_s100_e2_b1_lr00001_3398.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
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16
hbm2
732.2
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15
2.72
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33
31.67
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b2_lr01_2093
100
224
224
3
10
sgd
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2
0.01
2.15.1
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model-npz/ResNet50_optsgd_s100_e2_b2_lr001_2827.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
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16
hbm2
732.2
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2.33
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ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b2_lr001_1124
100
224
224
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10
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2
0.001
2.15.1
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model-npz/ResNet50_optsgd_s100_e2_b2_lr0001_1207.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
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16
hbm2
732.2
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15
2.52
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11
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100
224
224
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0.0001
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model-npz/ResNet50_optsgd_s100_e2_b2_lr00001_1912.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
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16
hbm2
732.2
0
13
2.35
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ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b4_lr01_3240
100
224
224
3
10
sgd
2
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0.01
2.15.1
12.2
0.5
12.53
25.08
model-npz/ResNet50_optsgd_s100_e2_b4_lr001_4474.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
24
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32
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ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b4_lr001_3010
100
224
224
3
10
sgd
2
4
0.001
2.15.1
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model-npz/ResNet50_optsgd_s100_e2_b4_lr0001_1465.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
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16
hbm2
732.2
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2.44
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33
30.25
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b4_lr0001_3369
100
224
224
3
10
sgd
2
4
0.0001
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12.2
0.5
12.66
25.36
model-npz/ResNet50_optsgd_s100_e2_b4_lr00001_2656.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
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2.77
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33
30.34
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b8_lr01_2918
100
224
224
3
10
sgd
2
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model-npz/ResNet50_optsgd_s100_e2_b8_lr001_2449.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
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ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b8_lr001_2166
100
224
224
3
10
sgd
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model-npz/ResNet50_optsgd_s100_e2_b8_lr0001_1822.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
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hbm2
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100
224
224
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10
sgd
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model-npz/ResNet50_optsgd_s100_e2_b8_lr00001_1268.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
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hbm2
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ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b16_lr01_9012
100
224
224
3
10
sgd
2
16
0.01
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12.2
1.92
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26.98
model-npz/ResNet50_optsgd_s100_e2_b16_lr001_3188.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
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hbm2
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3.65
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35
31.39
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b16_lr001_2835
100
224
224
3
10
sgd
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model-npz/ResNet50_optsgd_s100_e2_b16_lr0001_1902.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
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hbm2
732.2
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ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b16_lr0001_1345
100
224
224
3
10
sgd
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0.0001
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model-npz/ResNet50_optsgd_s100_e2_b16_lr00001_1781.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
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ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b32_lr01_2438
100
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Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
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732.2
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ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b32_lr001_6810
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10
sgd
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Nvidia
Tesla P100-PCIE-16GB
Tesla
6
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732.2
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10
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Nvidia
Tesla P100-PCIE-16GB
Tesla
6
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16
hbm2
732.2
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33
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b64_lr01_8131
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3
10
sgd
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64
0.01
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8.43
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33.77
model-npz/ResNet50_optsgd_s100_e2_b64_lr001_2415.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
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53
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100
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40
34.53
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b64_lr001_5407
100
224
224
3
10
sgd
2
64
0.001
2.15.1
12.2
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17.43
34.89
model-npz/ResNet50_optsgd_s100_e2_b64_lr0001_1832.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
65
6.92
100
30.19
42
35.97
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b64_lr0001_1248
100
224
224
3
10
sgd
2
64
0.0001
2.15.1
12.2
8.54
17.1
34.22
model-npz/ResNet50_optsgd_s100_e2_b64_lr00001_3110.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
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5.88
100
27.12
42
36.68
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b1_lr01_6215
100
224
224
3
10
sgd
5
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0.01
2.15.1
12.2
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model-npz/ResNet50_optsgd_s100_e5_b1_lr001_2097.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
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4.53
72
20.8
37
34.94
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b1_lr001_2158
100
224
224
3
10
sgd
5
1
0.001
2.15.1
12.2
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model-npz/ResNet50_optsgd_s100_e5_b1_lr0001_1291.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
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hbm2
732.2
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4.54
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33.08
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b1_lr0001_8463
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224
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10
sgd
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model-npz/ResNet50_optsgd_s100_e5_b1_lr00001_1253.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
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hbm2
732.2
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14
4.54
61
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32.57
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b2_lr01_2645
100
224
224
3
10
sgd
5
2
0.01
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7.52
37.64
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Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
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4.38
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32.22
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b2_lr001_1570
100
224
224
3
10
sgd
5
2
0.001
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7.57
37.9
model-npz/ResNet50_optsgd_s100_e5_b2_lr0001_1017.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
4.4
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34
31.93
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b2_lr0001_1355
100
224
224
3
10
sgd
5
2
0.0001
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7.51
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model-npz/ResNet50_optsgd_s100_e5_b2_lr00001_6191.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
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hbm2
732.2
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34
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100
224
224
3
10
sgd
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model-npz/ResNet50_optsgd_s100_e5_b4_lr001_2125.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
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16
hbm2
732.2
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34
31.82
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b4_lr001_1291
100
224
224
3
10
sgd
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Nvidia
Tesla P100-PCIE-16GB
Tesla
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hbm2
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224
224
3
10
sgd
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Nvidia
Tesla P100-PCIE-16GB
Tesla
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3,584
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hbm2
732.2
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224
224
3
10
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Nvidia
Tesla P100-PCIE-16GB
Tesla
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3,584
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hbm2
732.2
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224
224
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sgd
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Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
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hbm2
732.2
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ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b8_lr0001_2254
100
224
224
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10
sgd
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Nvidia
Tesla P100-PCIE-16GB
Tesla
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Nvidia
Tesla P100-PCIE-16GB
Tesla
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sgd
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Nvidia
Tesla P100-PCIE-16GB
Tesla
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12.2
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28.62
model-npz/ResNet50_optsgd_s100_e5_b16_lr00001_3327.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
42
5.87
93
18.8
38
33.54
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b32_lr01_1926
100
224
224
3
10
sgd
5
32
0.01
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12.2
1.51
6.04
30.25
model-npz/ResNet50_optsgd_s100_e5_b32_lr001_3183.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
48
6.28
100
20.01
38
33.84
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b32_lr001_3996
100
224
224
3
10
sgd
5
32
0.001
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12.2
1.49
5.98
29.93
model-npz/ResNet50_optsgd_s100_e5_b32_lr0001_2249.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
47
6.14
94
20.43
39
34.54
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b32_lr0001_3954
100
224
224
3
10
sgd
5
32
0.0001
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12.2
1.46
5.87
29.37
model-npz/ResNet50_optsgd_s100_e5_b32_lr00001_2204.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
48
6.75
100
20.67
39
34.36
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b64_lr01_6884
100
224
224
3
10
sgd
5
64
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12.2
3.58
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35.93
model-npz/ResNet50_optsgd_s100_e5_b64_lr001_9692.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
50
8.21
100
33.88
42
35.86
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b64_lr001_2230
100
224
224
3
10
sgd
5
64
0.001
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12.2
3.55
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35.61
model-npz/ResNet50_optsgd_s100_e5_b64_lr0001_2125.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
49
6.46
100
29.75
43
37.39
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b64_lr0001_2618
100
224
224
3
10
sgd
5
64
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12.2
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36.03
model-npz/ResNet50_optsgd_s100_e5_b64_lr00001_2313.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
53
8.25
100
32.31
43
38.25
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b1_lr01_7561
100
224
224
3
10
sgd
10
1
0.01
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12.2
0.08
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82.03
model-npz/ResNet50_optsgd_s100_e10_b1_lr001_1226.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
13
5.93
55
26.86
39
36.16
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b1_lr001_1312
100
224
224
3
10
sgd
10
1
0.001
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12.2
0.08
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82.34
model-npz/ResNet50_optsgd_s100_e10_b1_lr0001_2891.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
5.84
67
26.5
35
34.34
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b1_lr0001_1650
100
224
224
3
10
sgd
10
1
0.0001
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12.2
0.08
8.13
81.39
model-npz/ResNet50_optsgd_s100_e10_b1_lr00001_1974.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
14
6.02
61
27.56
36
34.06
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b2_lr01_1810
100
224
224
3
10
sgd
10
2
0.01
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12.2
0.1
5.29
53.01
model-npz/ResNet50_optsgd_s100_e10_b2_lr001_2272.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
6.29
68
25.19
36
33.88
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b2_lr001_7988
100
224
224
3
10
sgd
10
2
0.001
2.15.1
12.2
0.1
5.13
51.37
model-npz/ResNet50_optsgd_s100_e10_b2_lr0001_1007.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
14
6.3
73
25.23
36
33.92
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b2_lr0001_2419
100
224
224
3
10
sgd
10
2
0.0001
2.15.1
12.2
0.1
5.23
52.39
model-npz/ResNet50_optsgd_s100_e10_b2_lr00001_4527.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
6.5
69
26.35
37
34.18
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b4_lr01_2412
100
224
224
3
10
sgd
10
4
0.01
2.15.1
12.2
0.14
3.6
36.04
model-npz/ResNet50_optsgd_s100_e10_b4_lr001_1189.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
27
6.96
86
23.12
38
34.22
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b4_lr001_2322
100
224
224
3
10
sgd
10
4
0.001
2.15.1
12.2
0.15
3.74
37.45
model-npz/ResNet50_optsgd_s100_e10_b4_lr0001_5025.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
23
7.09
79
23.99
38
34.43
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b4_lr0001_1231
100
224
224
3
10
sgd
10
4
0.0001
2.15.1
12.2
0.14
3.54
35.5
model-npz/ResNet50_optsgd_s100_e10_b4_lr00001_1712.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
26
7.17
86
23.75
38
34.59
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b8_lr01_1859
100
224
224
3
10
sgd
10
8
0.01
2.15.1
12.2
0.26
3.4
34.02
model-npz/ResNet50_optsgd_s100_e10_b8_lr001_6837.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
31
7.46
87
23.64
38
34.61
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b8_lr001_1596
100
224
224
3
10
sgd
10
8
0.001
2.15.1
12.2
0.26
3.4
34.06
model-npz/ResNet50_optsgd_s100_e10_b8_lr0001_7415.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
32
7.46
88
22.02
39
34.8
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b8_lr0001_5427
100
224
224
3
10
sgd
10
8
0.0001
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12.2
0.26
3.38
33.81
model-npz/ResNet50_optsgd_s100_e10_b8_lr00001_1108.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
31
7.5
91
23.18
40
35.29
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b16_lr01_1990
100
224
224
3
10
sgd
10
16
0.01
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12.2
0.47
3.33
33.34
model-npz/ResNet50_optsgd_s100_e10_b16_lr001_1044.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
41
8.01
93
23.25
39
35.59
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b16_lr001_7456
100
224
224
3
10
sgd
10
16
0.001
2.15.1
12.2
0.47
3.31
33.2
model-npz/ResNet50_optsgd_s100_e10_b16_lr0001_2901.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
41
8.31
93
23.99
40
35.56
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b16_lr0001_1510
100
224
224
3
10
sgd
10
16
0.0001
2.15.1
12.2
0.47
3.3
33.02
model-npz/ResNet50_optsgd_s100_e10_b16_lr00001_3102.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
42
7.63
92
22.39
41
35.7
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b32_lr01_3380
100
224
224
3
10
sgd
10
32
0.01
2.15.1
12.2
0.8
3.23
32.36
model-npz/ResNet50_optsgd_s100_e10_b32_lr001_1959.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
47
8.74
100
25.07
41
36.29
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b32_lr001_2143
100
224
224
3
10
sgd
10
32
0.001
2.15.1
12.2
0.82
3.29
32.94
model-npz/ResNet50_optsgd_s100_e10_b32_lr0001_3310.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
48
8.12
99
23.09
42
36.85
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b32_lr0001_1821
100
224
224
3
10
sgd
10
32
0.0001
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12.2
0.82
3.29
32.99
model-npz/ResNet50_optsgd_s100_e10_b32_lr00001_2924.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
49
8.55
94
27.08
41
36.83
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b64_lr01_9635
100
224
224
3
10
sgd
10
64
0.01
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12.2
1.9
3.81
38.12
model-npz/ResNet50_optsgd_s100_e10_b64_lr001_2924.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
65
10.66
100
34.44
44
38.03
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b64_lr001_1594
100
224
224
3
10
sgd
10
64
0.001
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12.2
1.9
3.81
38.16
model-npz/ResNet50_optsgd_s100_e10_b64_lr0001_1081.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
60
10.38
100
35.22
45
39.62
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b64_lr0001_2282
100
224
224
3
10
sgd
10
64
0.0001
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12.2
1.91
3.82
38.27
model-npz/ResNet50_optsgd_s100_e10_b64_lr00001_2477.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
52
9.34
100
34.96
46
40.26
ResNet50_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b1_lr01_2277
1,000
224
224
3
10
sgd
1
1
0.01
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12.2
0.08
80.26
80.29
model-npz/ResNet50_optsgd_s1000_e1_b1_lr001_2918.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
13
5.89
56
27.01
41
37.31
ResNet50_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b1_lr001_1036
1,000
224
224
3
10
sgd
1
1
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82.02
82.04
model-npz/ResNet50_optsgd_s1000_e1_b1_lr0001_2629.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
5.6
74
25.63
36
34.74
ResNet50_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b1_lr0001_2952
1,000
224
224
3
10
sgd
1
1
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80.94
80.96
model-npz/ResNet50_optsgd_s1000_e1_b1_lr00001_1575.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
5.8
67
26.78
36
34.24
ResNet50_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b2_lr01_6339
1,000
224
224
3
10
sgd
1
2
0.01
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51.8
51.83
model-npz/ResNet50_optsgd_s1000_e1_b2_lr001_7510.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
6.32
78
25.59
36
34.03
ResNet50_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b2_lr001_1969
1,000
224
224
3
10
sgd
1
2
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0.1
48.59
48.61
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Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
6.7
68
27.18
36
33.94
ResNet50_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b2_lr0001_8971
1,000
224
224
3
10
sgd
1
2
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12.2
0.1
52.86
52.9
model-npz/ResNet50_optsgd_s1000_e1_b2_lr00001_3071.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
5.99
75
24.48
37
34.21
ResNet50_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b4_lr01_2327
1,000
224
224
3
10
sgd
1
4
0.01
2.15.1
12.2
0.15
38.9
38.93
model-npz/ResNet50_optsgd_s1000_e1_b4_lr001_5495.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
21
6.22
75
20.68
37
34.1
ResNet50_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b4_lr001_2934
1,000
224
224
3
10
sgd
1
4
0.001
2.15.1
12.2
0.15
37.8
37.83
model-npz/ResNet50_optsgd_s1000_e1_b4_lr0001_3020.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
22
6.48
75
22.03
37
34.04
ResNet50_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b4_lr0001_2749
1,000
224
224
3
10
sgd
1
4
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2.15.1
12.2
0.15
38.32
38.34
model-npz/ResNet50_optsgd_s1000_e1_b4_lr00001_1072.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
20
6.53
76
22.05
37
34.29
ResNet50_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b8_lr01_2732
1,000
224
224
3
10
sgd
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8
0.01
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0.25
31.49
31.52
model-npz/ResNet50_optsgd_s1000_e1_b8_lr001_2867.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
33
7.03
90
20.17
38
34.24
ResNet50_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b8_lr001_9547
1,000
224
224
3
10
sgd
1
8
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0.26
32.29
32.32
model-npz/ResNet50_optsgd_s1000_e1_b8_lr0001_1844.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
33
6.77
90
19.86
39
34.25
ResNet50_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b8_lr0001_1624
1,000
224
224
3
10
sgd
1
8
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12.2
0.25
31.22
31.24
model-npz/ResNet50_optsgd_s1000_e1_b8_lr00001_3184.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
32
7.54
90
22.23
39
34.49
ResNet50_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b16_lr01_2980
1,000
224
224
3
10
sgd
1
16
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2.15.1
12.2
0.51
32.5
32.53
model-npz/ResNet50_optsgd_s1000_e1_b16_lr001_3370.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
42
8.86
95
24.51
39
34.83
ResNet50_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b16_lr001_3347
1,000
224
224
3
10
sgd
1
16
0.001
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12.2
0.52
32.85
32.88
model-npz/ResNet50_optsgd_s1000_e1_b16_lr0001_2102.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
41
8.27
94
23.48
40
35.16
ResNet50_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b16_lr0001_3233
1,000
224
224
3
10
sgd
1
16
0.0001
2.15.1
12.2
0.52
33.11
33.13
model-npz/ResNet50_optsgd_s1000_e1_b16_lr00001_2718.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
42
8.38
97
23.96
40
35.49
ResNet50_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b32_lr01_8246
1,000
224
224
3
10
sgd
1
32
0.01
2.15.1
12.2
1.01
32.43
32.46
model-npz/ResNet50_optsgd_s1000_e1_b32_lr001_1578.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
48
8.95
95
27.2
40
36.09
ResNet50_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b32_lr001_1375
1,000
224
224
3
10
sgd
1
32
0.001
2.15.1
12.2
1.01
32.25
32.27
model-npz/ResNet50_optsgd_s1000_e1_b32_lr0001_1422.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
48
8.61
100
24.61
42
36.67
ResNet50_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b32_lr0001_1145
1,000
224
224
3
10
sgd
1
32
0.0001
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12.2
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32.25
32.27
model-npz/ResNet50_optsgd_s1000_e1_b32_lr00001_1802.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
47
8.28
100
24.09
42
36.93
ResNet50_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b64_lr01_3061
1,000
224
224
3
10
sgd
1
64
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2.42
38.8
38.83
model-npz/ResNet50_optsgd_s1000_e1_b64_lr001_1382.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
55
10.27
100
34.23
43
38.11
ResNet50_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b64_lr001_2505
1,000
224
224
3
10
sgd
1
64
0.001
2.15.1
12.2
2.45
39.18
39.22
model-npz/ResNet50_optsgd_s1000_e1_b64_lr0001_8761.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
54
8.87
100
31.09
45
39.01
ResNet50_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b64_lr0001_2930
1,000
224
224
3
10
sgd
1
64
0.0001
2.15.1
12.2
2.46
39.45
39.48
model-npz/ResNet50_optsgd_s1000_e1_b64_lr00001_9784.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
53
9.35
100
34.05
45
39.69
ResNet50_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b1_lr01_4870
1,000
224
224
3
10
sgd
2
1
0.01
2.15.1
12.2
0.07
71.93
143.88
model-npz/ResNet50_optsgd_s1000_e2_b1_lr001_1299.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
6.84
77
31.35
40
37.12
ResNet50_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b1_lr001_9437
1,000
224
224
3
10
sgd
2
1
0.001
2.15.1
12.2
0.07
71.82
143.67
model-npz/ResNet50_optsgd_s1000_e2_b1_lr0001_1958.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
14
6.76
72
30.86
37
35.44
ResNet50_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b1_lr0001_2221
1,000
224
224
3
10
sgd
2
1
0.0001
2.15.1
12.2
0.07
70.28
140.59
model-npz/ResNet50_optsgd_s1000_e2_b1_lr00001_7023.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
6.92
77
31.69
37
35.32
ResNet50_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b2_lr01_3061
1,000
224
224
3
10
sgd
2
2
0.01
2.15.1
12.2
0.08
40.97
81.97
model-npz/ResNet50_optsgd_s1000_e2_b2_lr001_2212.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
8.09
78
32.07
38
35.52
ResNet50_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b2_lr001_3788
1,000
224
224
3
10
sgd
2
2
0.001
2.15.1
12.2
0.08
40.73
81.49
model-npz/ResNet50_optsgd_s1000_e2_b2_lr0001_3134.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
8.12
69
32.49
38
36.06
ResNet50_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b2_lr0001_2377
1,000
224
224
3
10
sgd
2
2
0.0001
2.15.1
12.2
0.08
40.39
80.81
model-npz/ResNet50_optsgd_s1000_e2_b2_lr00001_2959.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
8.03
72
31.83
39
36.43
ResNet50_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b4_lr01_2242
1,000
224
224
3
10
sgd
2
4
0.01
2.15.1
12.2
0.11
27.22
54.47
model-npz/ResNet50_optsgd_s1000_e2_b4_lr001_1025.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
20
9.54
69
31.21
40
36.71
ResNet50_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b4_lr001_1920
1,000
224
224
3
10
sgd
2
4
0.001
2.15.1
12.2
0.11
27.39
54.82
model-npz/ResNet50_optsgd_s1000_e2_b4_lr0001_2203.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
21
9.57
72
31.52
40
36.89
ResNet50_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b4_lr0001_1134
1,000
224
224
3
10
sgd
2
4
0.0001
2.15.1
12.2
0.11
27.01
54.05
model-npz/ResNet50_optsgd_s1000_e2_b4_lr00001_9621.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
22
9.52
74
31.71
41
37.15
ResNet50_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b8_lr01_5887
1,000
224
224
3
10
sgd
2
8
0.01
2.15.1
12.2
0.16
19.75
39.54
model-npz/ResNet50_optsgd_s1000_e2_b8_lr001_1767.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
33
11.72
90
31.88
42
37.3
ResNet50_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b8_lr001_2833
1,000
224
224
3
10
sgd
2
8
0.001
2.15.1
12.2
0.16
19.85
39.73
model-npz/ResNet50_optsgd_s1000_e2_b8_lr0001_1634.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
33
11.24
89
32.12
42
37.6
ResNet50_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b8_lr0001_1212
1,000
224
224
3
10
sgd
2
8
0.0001
2.15.1
12.2
0.16
19.85
39.73
model-npz/ResNet50_optsgd_s1000_e2_b8_lr00001_3341.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
33
11.29
90
32
43
37.98
ResNet50_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b16_lr01_3327
1,000
224
224
3
10
sgd
2
16
0.01
2.15.1
12.2
0.31
19.54
39.12
model-npz/ResNet50_optsgd_s1000_e2_b16_lr001_2301.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
42
12.01
95
31.67
43
38.68