Datasets:
ICICLE-AI
/
ResourceEstimation_HLOGenCNN

Dataset card Data Studio Files
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ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b1_lr01_3394
10
224
224
3
10
sgd
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1
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Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
1.29
71
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31
30.16
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10
224
224
3
10
sgd
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Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
14
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62
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31
30.11
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10
224
224
3
10
sgd
5
1
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Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
1.45
80
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31
30
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b2_lr01_1026
10
224
224
3
10
sgd
5
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Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
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732.2
0
16
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31
29.89
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b2_lr001_3806
10
224
224
3
10
sgd
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Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
1.18
69
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31
29.77
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b2_lr0001_2181
10
224
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10
sgd
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Nvidia
Tesla P100-PCIE-16GB
Tesla
6
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56
16
hbm2
732.2
0
14
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67
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29.88
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Nvidia
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Tesla
6
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16
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732.2
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16
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37
35.81
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10
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Nvidia
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Tesla
6
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16
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14
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72
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36
35.15
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Nvidia
Tesla P100-PCIE-16GB
Tesla
6
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56
16
hbm2
732.2
0
15
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68
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36
34.87
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10
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Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
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81
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38
35.42
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10
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Nvidia
Tesla P100-PCIE-16GB
Tesla
6
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56
16
hbm2
732.2
0
15
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67
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38
35.94
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224
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10
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Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
25
15.54
81
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43
37.98
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224
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10
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Nvidia
Tesla P100-PCIE-16GB
Tesla
6
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16
hbm2
732.2
0
23
15.34
78
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44
40.26
ResNet50_architecture_optadam_s1000_ipd224x224x3_opd10_e10_b8_lr01_1653
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224
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10
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Nvidia
Tesla P100-PCIE-16GB
Tesla
6
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56
16
hbm2
732.2
0
33
19.51
88
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49
42.36
ResNet50_architecture_optadam_s1000_ipd224x224x3_opd10_e10_b8_lr001_7848
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224
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10
adam
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Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
33
19.48
88
53.05
49
43.5
ResNet50_architecture_optadam_s1000_ipd224x224x3_opd10_e10_b8_lr0001_7756
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224
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10
adam
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Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
33
19.91
88
54.08
49
43.69
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10
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109.9
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Nvidia
Tesla P100-PCIE-16GB
Tesla
6
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56
16
hbm2
732.2
0
42
22.51
93
51.27
53
44.53
ResNet50_architecture_optadam_s1000_ipd224x224x3_opd10_e10_b16_lr001_1488
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224
3
10
adam
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Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
41
22.32
95
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51
45.05
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224
224
3
10
adam
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Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
42
22.69
93
52.2
54
45.58
ResNet50_architecture_optadam_s1000_ipd224x224x3_opd10_e10_b32_lr01_4394
1,000
224
224
3
10
adam
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101.16
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Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
48
23.35
100
49.53
55
46.81
ResNet50_architecture_optadam_s1000_ipd224x224x3_opd10_e10_b32_lr001_1975
1,000
224
224
3
10
adam
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Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
49
23.85
97
49.85
52
46.29
ResNet50_architecture_optadam_s1000_ipd224x224x3_opd10_e10_b32_lr0001_8737
1,000
224
224
3
10
adam
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Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
48
23.86
100
50.98
55
46.04
ResNet50_architecture_optadam_s1000_ipd224x224x3_opd10_e10_b64_lr01_2364
1,000
224
224
3
10
adam
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101.69
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Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
57
24.42
100
52.38
56
47.75
ResNet50_architecture_optadam_s1000_ipd224x224x3_opd10_e10_b64_lr001_2653
1,000
224
224
3
10
adam
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Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
56
23.99
100
51.52
57
48.41
ResNet50_architecture_optadam_s1000_ipd224x224x3_opd10_e10_b64_lr0001_3116
1,000
224
224
3
10
adam
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Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
66
24.47
100
52.79
57
48.39
ResNet50_architecture_optsgd_s1_ipd224x224x3_opd10_e1_b1_lr01_2684
1
224
224
3
10
sgd
1
1
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Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
14
0.64
72
3.02
52
46.59
ResNet50_architecture_optsgd_s1_ipd224x224x3_opd10_e1_b1_lr001_1774
1
224
224
3
10
sgd
1
1
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21.63
model-npz/ResNet50_optsgd_s1_e1_b1_lr0001_2198.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
0.68
77
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43
40.25
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10
224
224
3
10
sgd
5
4
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25.49
model-npz/ResNet50_optsgd_s10_e5_b4_lr001_2939.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
1.48
81
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38
36.5
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b4_lr001_9336
10
224
224
3
10
sgd
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4
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24.9
model-npz/ResNet50_optsgd_s10_e5_b4_lr0001_1039.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
1.84
82
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36
34.3
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b8_lr01_1634
10
224
224
3
10
sgd
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8
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Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
23
2.56
100
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33
31.23
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b8_lr001_3308
10
224
224
3
10
sgd
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8
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Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
23
1.89
86
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33
30.8
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b8_lr0001_3019
10
224
224
3
10
sgd
5
8
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model-npz/ResNet50_optsgd_s10_e5_b8_lr00001_3075.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
21
1.84
81
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33
30.3
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b1_lr01_2027
10
224
224
3
10
sgd
10
1
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28.57
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Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
1.79
68
8.37
31
30.03
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b1_lr001_2063
10
224
224
3
10
sgd
10
1
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28.77
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Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
1.96
71
8.86
31
29.41
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b1_lr0001_6764
10
224
224
3
10
sgd
10
1
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12.2
0.28
2.78
27.86
model-npz/ResNet50_optsgd_s10_e10_b1_lr00001_1124.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
14
1.87
63
8.68
30
29.22
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b2_lr01_9423
10
224
224
3
10
sgd
10
2
0.01
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12.2
0.48
2.44
24.45
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Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
1.68
80
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31
29.15
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b2_lr001_7630
10
224
224
3
10
sgd
10
2
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0.5
2.51
25.12
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Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
1.6
74
6.97
31
29.13
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b2_lr0001_2493
10
224
224
3
10
sgd
10
2
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12.2
0.49
2.49
24.92
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Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
1.44
80
6.21
30
29.05
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b4_lr01_5930
10
224
224
3
10
sgd
10
4
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12.2
0.88
2.64
26.49
model-npz/ResNet50_optsgd_s10_e10_b4_lr001_4482.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
1.86
81
8.5
31
29.2
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b4_lr001_2717
10
224
224
3
10
sgd
10
4
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12.2
0.88
2.65
26.52
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Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
2.06
83
9.01
31
28.94
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b4_lr0001_2093
10
224
224
3
10
sgd
10
4
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0.84
2.54
25.5
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Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
2.36
87
11.06
31
28.95
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b8_lr01_2731
10
224
224
3
10
sgd
10
8
0.01
2.15.1
12.2
1.29
2.58
25.87
model-npz/ResNet50_optsgd_s10_e10_b8_lr001_1710.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
21
2.02
86
8.8
32
29.27
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b8_lr001_5640
10
224
224
3
10
sgd
10
8
0.001
2.15.1
12.2
1.29
2.58
25.87
model-npz/ResNet50_optsgd_s10_e10_b8_lr0001_5246.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
23
2.32
79
9.09
32
29.45
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b8_lr0001_1900
10
224
224
3
10
sgd
10
8
0.0001
2.15.1
12.2
1.29
2.59
25.93
model-npz/ResNet50_optsgd_s10_e10_b8_lr00001_1500.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
25
2.31
81
8.91
32
29.36
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b1_lr01_3341
100
224
224
3
10
sgd
1
1
0.01
2.15.1
12.2
0.28
28.35
28.38
model-npz/ResNet50_optsgd_s100_e1_b1_lr001_2708.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
1.79
79
8.6
30
29.16
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b1_lr001_6166
100
224
224
3
10
sgd
1
1
0.001
2.15.1
12.2
0.29
29.35
29.38
model-npz/ResNet50_optsgd_s100_e1_b1_lr0001_2136.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
1.99
80
9.47
30
29.07
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b1_lr0001_6846
100
224
224
3
10
sgd
1
1
0.0001
2.15.1
12.2
0.27
27.59
27.61
model-npz/ResNet50_optsgd_s100_e1_b1_lr00001_6729.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
1.68
68
7.83
30
28.68
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b2_lr01_1958
100
224
224
3
10
sgd
1
2
0.01
2.15.1
12.2
0.49
24.76
24.79
model-npz/ResNet50_optsgd_s100_e1_b2_lr001_2153.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
14
1.77
69
8.03
30
28.69
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b2_lr001_3353
100
224
224
3
10
sgd
1
2
0.001
2.15.1
12.2
0.51
25.67
25.7
model-npz/ResNet50_optsgd_s100_e1_b2_lr0001_1374.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
1.42
80
6.03
30
28.69
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b2_lr0001_1050
100
224
224
3
10
sgd
1
2
0.0001
2.15.1
12.2
0.51
25.84
25.86
model-npz/ResNet50_optsgd_s100_e1_b2_lr00001_5695.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
1.77
64
7.68
30
28.55
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b4_lr01_1782
100
224
224
3
10
sgd
1
4
0.01
2.15.1
12.2
0.93
23.4
23.42
model-npz/ResNet50_optsgd_s100_e1_b4_lr001_9521.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
20
1.63
67
7.43
30
28.5
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b4_lr001_2750
100
224
224
3
10
sgd
1
4
0.001
2.15.1
12.2
0.95
23.8
23.82
model-npz/ResNet50_optsgd_s100_e1_b4_lr0001_1612.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
19
1.34
74
5.68
31
28.68
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b4_lr0001_1652
100
224
224
3
10
sgd
1
4
0.0001
2.15.1
12.2
0.97
24.25
24.27
model-npz/ResNet50_optsgd_s100_e1_b4_lr00001_3087.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
19
1.84
71
7.69
31
28.66
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b8_lr01_2384
100
224
224
3
10
sgd
1
8
0.01
2.15.1
12.2
1.97
25.65
25.67
model-npz/ResNet50_optsgd_s100_e1_b8_lr001_7342.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
28
2.6
89
9.37
32
28.85
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b8_lr001_3314
100
224
224
3
10
sgd
1
8
0.001
2.15.1
12.2
1.95
25.35
25.38
model-npz/ResNet50_optsgd_s100_e1_b8_lr0001_1491.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
29
2.15
87
9.08
33
29.3
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b8_lr0001_8469
100
224
224
3
10
sgd
1
8
0.0001
2.15.1
12.2
1.95
25.36
25.39
model-npz/ResNet50_optsgd_s100_e1_b8_lr00001_1668.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
28
2.38
87
9.74
33
29.66
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b16_lr01_1217
100
224
224
3
10
sgd
1
16
0.01
2.15.1
12.2
3.74
26.23
26.26
model-npz/ResNet50_optsgd_s100_e1_b16_lr001_1030.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
38
3.3
87
12.64
33
30.09
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b16_lr001_1321
100
224
224
3
10
sgd
1
16
0.001
2.15.1
12.2
3.81
26.74
26.76
model-npz/ResNet50_optsgd_s100_e1_b16_lr0001_2004.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
39
2.76
89
12.77
33
30.15
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b16_lr0001_6513
100
224
224
3
10
sgd
1
16
0.0001
2.15.1
12.2
3.7
25.91
25.93
model-npz/ResNet50_optsgd_s100_e1_b16_lr00001_1727.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
33
2.7
92
9.65
33
30.04
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b32_lr01_7337
100
224
224
3
10
sgd
1
32
0.01
2.15.1
12.2
6.67
26.73
26.76
model-npz/ResNet50_optsgd_s100_e1_b32_lr001_2894.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
31
3.21
88
13.17
34
30.51
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b32_lr001_2052
100
224
224
3
10
sgd
1
32
0.001
2.15.1
12.2
6.85
27.42
27.45
model-npz/ResNet50_optsgd_s100_e1_b32_lr0001_1779.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
52
3.23
100
15.62
35
31.39
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b32_lr0001_5780
100
224
224
3
10
sgd
1
32
0.0001
2.15.1
12.2
7.07
28.29
28.32
model-npz/ResNet50_optsgd_s100_e1_b32_lr00001_1971.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
31
2.94
99
14.28
35
31.87