Datasets:
ICICLE-AI
/
ResourceEstimation_HLOGenCNN

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model-npz/MobileNet_optsgd_s100_e1_b1_lr001_1536.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
3
0.7
100
14.74
28
27.67
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100
224
224
3
10
sgd
1
1
0.001
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model-npz/MobileNet_optsgd_s100_e1_b1_lr0001_2557.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
0.89
100
19.33
26
25.37
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100
224
224
3
10
sgd
1
1
0.001
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9.21
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
0.93
100
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28
27.52
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100
224
224
3
10
sgd
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1
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model-npz/MobileNet_optsgd_s100_e1_b1_lr00001_8344.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
5
0.89
100
17.22
26
25.3
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100
224
224
3
10
sgd
1
1
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
3
0.96
100
19.5
28
27.61
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100
224
224
3
10
sgd
1
2
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
5
0.7
100
15.52
26
25.67
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b2_lr01_1071
100
224
224
3
10
sgd
1
2
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
0.96
100
16.22
28
27.56
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b2_lr001_1453
100
224
224
3
10
sgd
1
2
0.001
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8.63
8.65
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
3
0.89
100
19
27
25.7
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b2_lr001_4394
100
224
224
3
10
sgd
1
2
0.001
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
0.93
100
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28
27.63
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b2_lr0001_5765
100
224
224
3
10
sgd
1
2
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
0.81
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26
25.46
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100
224
224
3
10
sgd
1
2
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
0.79
100
14.79
29
27.61
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100
224
224
3
10
sgd
1
4
0.01
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8.49
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
1.15
100
20.77
26
25.42
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100
224
224
3
10
sgd
1
4
0.01
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8.69
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
1
100
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29
27.78
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b4_lr001_1728
100
224
224
3
10
sgd
1
4
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
0.73
100
14.08
26
25.35
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b4_lr001_1519
100
224
224
3
10
sgd
1
4
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8.97
9
model-npz/MobileNet_optsgd_s100_e1_b4_lr0001_2406.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
1.11
100
19.63
29
28
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b4_lr0001_5989
100
224
224
3
10
sgd
1
4
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8.47
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
1
100
17.93
25
24.96
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b4_lr0001_2333
100
224
224
3
10
sgd
1
4
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
8
1.15
100
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29
27.96
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100
224
224
3
10
sgd
1
8
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
11
1.53
100
17.6
27
25.13
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100
224
224
3
10
sgd
1
8
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
10
1.18
100
16.32
30
27.82
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b8_lr001_9172
100
224
224
3
10
sgd
1
8
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
10
1.41
100
18.41
27
25.59
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100
224
224
3
10
sgd
1
8
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
9
1.41
100
21.3
30
28.15
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b8_lr0001_1913
100
224
224
3
10
sgd
1
8
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8.95
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model-npz/MobileNet_optsgd_s100_e1_b8_lr00001_1809.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
10
1.81
100
19.63
27
25.37
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100
224
224
3
10
sgd
1
8
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
1.3
100
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30
28.15
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100
224
224
3
10
sgd
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16
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
10
1.89
100
19.22
27
25.67
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100
224
224
3
10
sgd
1
16
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
16
2.18
100
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30
28.54
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100
224
224
3
10
sgd
1
16
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
8
1.81
100
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27
25.63
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b16_lr001_2713
100
224
224
3
10
sgd
1
16
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
16
2
100
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30
28.55
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b16_lr0001_2245
100
224
224
3
10
sgd
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16
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model-npz/MobileNet_optsgd_s100_e1_b16_lr00001_3049.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
14
2.31
100
24.35
27
25.65
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b16_lr0001_2541
100
224
224
3
10
sgd
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16
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
14
2.32
100
23.39
31
28.57
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b32_lr01_2271
100
224
224
3
10
sgd
1
32
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model-npz/MobileNet_optsgd_s100_e1_b32_lr001_2140.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
17
2.93
100
25.59
27
25.59
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b32_lr01_2022
100
224
224
3
10
sgd
1
32
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model-npz/MobileNet_optsgd_s100_e1_b32_lr001_3086.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
15
2.78
100
26.37
31
28.74
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b32_lr001_2484
100
224
224
3
10
sgd
1
32
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9.49
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model-npz/MobileNet_optsgd_s100_e1_b32_lr0001_1413.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
15
2.61
100
20.75
27
25.57
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b32_lr001_2176
100
224
224
3
10
sgd
1
32
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10.38
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model-npz/MobileNet_optsgd_s100_e1_b32_lr0001_9906.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
20
2.83
100
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31
28.83
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b32_lr0001_5617
100
224
224
3
10
sgd
1
32
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model-npz/MobileNet_optsgd_s100_e1_b32_lr00001_2261.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
21
2.17
100
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28
25.9
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b32_lr0001_3217
100
224
224
3
10
sgd
1
32
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model-npz/MobileNet_optsgd_s100_e1_b32_lr00001_1705.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
15
2.29
100
24.29
31
28.75
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b64_lr01_4372
100
224
224
3
10
sgd
1
64
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model-npz/MobileNet_optsgd_s100_e1_b64_lr001_1016.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
29
5.76
100
27.59
31
26.38
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b64_lr01_1856
100
224
224
3
10
sgd
1
64
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model-npz/MobileNet_optsgd_s100_e1_b64_lr001_2002.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
32
4.97
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28.79
34
29.48
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b64_lr001_1447
100
224
224
3
10
sgd
1
64
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model-npz/MobileNet_optsgd_s100_e1_b64_lr0001_1220.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
33
5.41
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29.48
31
26.48
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b64_lr001_2450
100
224
224
3
10
sgd
1
64
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12.27
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model-npz/MobileNet_optsgd_s100_e1_b64_lr0001_2734.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
25
3.38
100
23.03
35
29.41
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b64_lr0001_3142
100
224
224
3
10
sgd
1
64
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model-npz/MobileNet_optsgd_s100_e1_b64_lr00001_2375.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
29
3.34
100
21.62
31
26.59
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b64_lr0001_2772
100
224
224
3
10
sgd
1
64
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model-npz/MobileNet_optsgd_s100_e1_b64_lr00001_2191.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
31
4.83
100
28.72
35
29.62
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b1_lr01_2895
100
224
224
3
10
sgd
2
1
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5
10.02
model-npz/MobileNet_optsgd_s100_e2_b1_lr001_2003.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
0.9
100
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26.13
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100
224
224
3
10
sgd
2
1
0.01
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10
model-npz/MobileNet_optsgd_s100_e2_b1_lr001_8232.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
3
1
100
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30
28.69
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224
224
3
10
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2
1
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model-npz/MobileNet_optsgd_s100_e2_b1_lr0001_1186.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
1.17
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26
25.48
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100
224
224
3
10
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2
1
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
3
1.04
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29
28.46
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224
224
3
10
sgd
2
1
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model-npz/MobileNet_optsgd_s100_e2_b1_lr00001_3349.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
5
1.14
100
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26
25.43
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100
224
224
3
10
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1
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
0.97
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29
28.1
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224
224
3
10
sgd
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2
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model-npz/MobileNet_optsgd_s100_e2_b2_lr001_2915.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
0.85
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27
25.46
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100
224
224
3
10
sgd
2
2
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model-npz/MobileNet_optsgd_s100_e2_b2_lr001_1108.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
1
100
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29
28
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b2_lr001_9797
100
224
224
3
10
sgd
2
2
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model-npz/MobileNet_optsgd_s100_e2_b2_lr0001_1784.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
1.04
100
20.36
26
25.46
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b2_lr001_1176
100
224
224
3
10
sgd
2
2
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model-npz/MobileNet_optsgd_s100_e2_b2_lr0001_2737.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
0.79
100
17.28
29
27.9
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b2_lr0001_7038
100
224
224
3
10
sgd
2
2
0.0001
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4.53
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model-npz/MobileNet_optsgd_s100_e2_b2_lr00001_1694.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
1.07
100
19.04
27
25.48
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b4_lr01_2278
100
224
224
3
10
sgd
2
4
0.01
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model-npz/MobileNet_optsgd_s100_e2_b2_lr00001_8057.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
5
0.96
100
16.61
29
28.04
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b4_lr01_2278
100
224
224
3
10
sgd
2
4
0.01
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model-npz/MobileNet_optsgd_s100_e2_b4_lr001_3323.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
1.15
100
19.15
26
25.35
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b4_lr01_1148
100
224
224
3
10
sgd
2
4
0.01
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4.58
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model-npz/MobileNet_optsgd_s100_e2_b4_lr0001_1890.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
1.19
100
17.92
27
25.38
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b4_lr01_1148
100
224
224
3
10
sgd
2
4
0.01
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4.58
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model-npz/MobileNet_optsgd_s100_e2_b4_lr001_1181.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
5
0.67
100
13.85
29
27.85
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b4_lr0001_1076
100
224
224
3
10
sgd
2
4
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4.37
8.76
model-npz/MobileNet_optsgd_s100_e2_b4_lr00001_1447.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
1.31
100
18.42
27
25.5
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b4_lr0001_1076
100
224
224
3
10
sgd
2
4
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4.37
8.76
model-npz/MobileNet_optsgd_s100_e2_b4_lr00001_1286.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
1.04
100
17
29
27.96
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b8_lr01_9587
100
224
224
3
10
sgd
2
8
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model-npz/MobileNet_optsgd_s100_e2_b8_lr001_2154.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
12
1.43
100
18.86
28
25.75
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b8_lr01_9587
100
224
224
3
10
sgd
2
8
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model-npz/MobileNet_optsgd_s100_e2_b8_lr001_2757.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
10
1.79
100
22.04
30
27.89
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b8_lr001_1914
100
224
224
3
10
sgd
2
8
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4.66
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model-npz/MobileNet_optsgd_s100_e2_b8_lr0001_7717.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
11
1.63
100
21.96
28
25.85
MobileNet_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b8_lr001_1914
100
224
224
3
10
sgd
2
8
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model-npz/MobileNet_optsgd_s100_e2_b8_lr0001_2374.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
12
1.7
100
22.04
31
27.96