Datasets:
ICICLE-AI
/
ResourceEstimation_HLOGenCNN

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Nvidia
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8
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80
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37
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8
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8
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8
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8
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31
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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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24
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33
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Nvidia
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Ampere
8
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hbm2e
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34
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Nvidia
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Ampere
8
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33
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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
42
4.09
100
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35
27.93
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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
43
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100
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36
27.84
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224
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10
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32
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
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432
43
3.86
100
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36
27.94
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1,000
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10
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64
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
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432
54
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36
28.5
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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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52
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36
28.78
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b64_lr0001_2428
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224
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10
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Nvidia
NVIDIA A100-SXM4-80GB
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8
6,912
108
80
hbm2e
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432
53
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37
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224
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10
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Nvidia
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Ampere
8
6,912
108
80
hbm2e
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432
6
2.48
100
30.42
30
28.78
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b1_lr001_9044
1,000
224
224
3
10
sgd
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1
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
2.43
100
31.24
30
28.6
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b1_lr0001_3159
1,000
224
224
3
10
sgd
2
1
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model-npz/ResNet101_optsgd_s1000_e2_b1_lr00001_3060.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
2.38
100
29.95
30
28.77
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b2_lr01_5853
1,000
224
224
3
10
sgd
2
2
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36.39
72.82
model-npz/ResNet101_optsgd_s1000_e2_b2_lr001_1600.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
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2.54
100
27.24
30
28.47
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b2_lr001_1409
1,000
224
224
3
10
sgd
2
2
0.001
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model-npz/ResNet101_optsgd_s1000_e2_b2_lr0001_2916.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
2.55
100
27.67
30
28.58
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b2_lr0001_3922
1,000
224
224
3
10
sgd
2
2
0.0001
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model-npz/ResNet101_optsgd_s1000_e2_b2_lr00001_2538.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
2.58
100
28.13
31
28.89
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b4_lr01_1313
1,000
224
224
3
10
sgd
2
4
0.01
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12.2
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26.33
52.69
model-npz/ResNet101_optsgd_s1000_e2_b4_lr001_2143.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
9
2.54
100
23.16
31
28.66
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b4_lr001_2533
1,000
224
224
3
10
sgd
2
4
0.001
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12.2
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25.61
51.24
model-npz/ResNet101_optsgd_s1000_e2_b4_lr0001_7790.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
10
2.87
100
23.86
31
28.6
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b4_lr0001_2149
1,000
224
224
3
10
sgd
2
4
0.0001
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12.2
0.1
25.65
51.32
model-npz/ResNet101_optsgd_s1000_e2_b4_lr00001_1013.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
10
2.54
100
23.14
32
28.79
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b8_lr01_1413
1,000
224
224
3
10
sgd
2
8
0.01
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12.2
0.17
20.78
41.59
model-npz/ResNet101_optsgd_s1000_e2_b8_lr001_1760.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
14
3.29
100
19.11
33
28.48
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b8_lr001_2010
1,000
224
224
3
10
sgd
2
8
0.001
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model-npz/ResNet101_optsgd_s1000_e2_b8_lr0001_3214.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
13
3.33
100
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33
28.7
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b8_lr0001_1253
1,000
224
224
3
10
sgd
2
8
0.0001
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20.37
40.78
model-npz/ResNet101_optsgd_s1000_e2_b8_lr00001_3297.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
13
3.36
100
20.46
33
28.67
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b16_lr01_3130
1,000
224
224
3
10
sgd
2
16
0.01
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12.2
0.31
19.52
39.07
model-npz/ResNet101_optsgd_s1000_e2_b16_lr001_1578.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
25
4.47
100
18.84
34
28.63
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b16_lr001_2132
1,000
224
224
3
10
sgd
2
16
0.001
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0.31
19.69
39.41
model-npz/ResNet101_optsgd_s1000_e2_b16_lr0001_2523.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
25
4.62
100
19.28
35
28.66
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b16_lr0001_4525
1,000
224
224
3
10
sgd
2
16
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39.69
model-npz/ResNet101_optsgd_s1000_e2_b16_lr00001_2948.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
25
4.78
100
19.57
35
28.73