Datasets:
ICICLE-AI
/
ResourceEstimation_HLOGenCNN

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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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80
hbm2e
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8
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8
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8
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8
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8
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8
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8
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8
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8
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8
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8
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8
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Nvidia
NVIDIA A100-SXM4-80GB
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8
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34
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NVIDIA A100-SXM4-80GB
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8
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Nvidia
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8
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Nvidia
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8
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Nvidia
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8
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Nvidia
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8
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Nvidia
NVIDIA A100-SXM4-80GB
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8
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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80
hbm2e
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33
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30.33
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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80
hbm2e
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33
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36
30.26
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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80
hbm2e
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32
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37
31.16
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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hbm2e
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36
30.62
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
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hbm2e
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40
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32
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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80
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30.97
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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hbm2e
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41
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38
32.27
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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hbm2e
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Nvidia
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Ampere
8
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41
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Nvidia
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Ampere
8
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Nvidia
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Ampere
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10
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Nvidia
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Ampere
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28.78
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10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
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MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b1_lr0001_2704
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10
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model-npz/MobileNet_optsgd_s1000_e10_b1_lr00001_2543.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
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432
4
3.3
100
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30
28.92
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10
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model-npz/MobileNet_optsgd_s1000_e10_b1_lr00001_1650.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
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432
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29
28.83
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b2_lr01_1253
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
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432
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31
29.94
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model-npz/MobileNet_optsgd_s1000_e10_b2_lr001_3278.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
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432
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31
29.92
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b2_lr001_2745
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10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
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432
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31
30.3
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b2_lr001_6968
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10
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model-npz/MobileNet_optsgd_s1000_e10_b2_lr0001_1573.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
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6
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100
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31
30.26
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b2_lr0001_3074
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10
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model-npz/MobileNet_optsgd_s1000_e10_b2_lr00001_8779.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
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432
5
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32
30.59
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b2_lr0001_2278
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10
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model-npz/MobileNet_optsgd_s1000_e10_b2_lr00001_1348.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
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32
30.42
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b4_lr01_1558
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10
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model-npz/MobileNet_optsgd_s1000_e10_b4_lr001_4289.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
8
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32
30.84
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b4_lr01_3347
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224
3
10
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model-npz/MobileNet_optsgd_s1000_e10_b4_lr001_1085.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
8
4.51
100
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32
30.78
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b4_lr001_2492
1,000
224
224
3
10
sgd
10
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model-npz/MobileNet_optsgd_s1000_e10_b4_lr0001_3122.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
9
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100
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32
30.91
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b4_lr001_1621
1,000
224
224
3
10
sgd
10
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model-npz/MobileNet_optsgd_s1000_e10_b4_lr0001_2423.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
4.41
100
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33
31.01
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b4_lr0001_1387
1,000
224
224
3
10
sgd
10
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31.1
model-npz/MobileNet_optsgd_s1000_e10_b4_lr00001_2835.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
4.68
100
36.18
33
31.13
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b4_lr0001_1701
1,000
224
224
3
10
sgd
10
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30.43
model-npz/MobileNet_optsgd_s1000_e10_b4_lr00001_3014.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
8
4.49
100
35.94
33
31.15
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b8_lr01_1584
1,000
224
224
3
10
sgd
10
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model-npz/MobileNet_optsgd_s1000_e10_b8_lr001_3263.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
14
6.44
100
38.8
34
31.34
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b8_lr01_3239
1,000
224
224
3
10
sgd
10
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model-npz/MobileNet_optsgd_s1000_e10_b8_lr001_1421.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
13
6.02
100
37.52
35
31.3
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b8_lr001_5709
1,000
224
224
3
10
sgd
10
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2
20.05
model-npz/MobileNet_optsgd_s1000_e10_b8_lr0001_3203.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
14
6.21
100
40.33
35
31.88
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b8_lr001_2073
1,000
224
224
3
10
sgd
10
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model-npz/MobileNet_optsgd_s1000_e10_b8_lr0001_2605.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
14
6.63
100
41.29
35
31.8
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b8_lr0001_2290
1,000
224
224
3
10
sgd
10
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model-npz/MobileNet_optsgd_s1000_e10_b8_lr00001_1822.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
14
6.32
100
39.23
36
32.13
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b8_lr0001_2301
1,000
224
224
3
10
sgd
10
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21.22
model-npz/MobileNet_optsgd_s1000_e10_b8_lr00001_1574.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
14
6.37
100
40.02
35
31.9
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b16_lr01_2334
1,000
224
224
3
10
sgd
10
16
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1.86
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model-npz/MobileNet_optsgd_s1000_e10_b16_lr001_1903.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
23
9.46
100
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36
32.22