Datasets:
ICICLE-AI
/
ResourceEstimation_HLOGenCNN

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8
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80
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8
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80
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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
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Nvidia
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Nvidia
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39
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Nvidia
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8
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8
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30
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8
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8
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31.28
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Nvidia
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Ampere
8
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80
hbm2e
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33
31.98
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8
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33
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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80
hbm2e
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33
31.99
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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80
hbm2e
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6
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34
32.1
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Nvidia
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Ampere
8
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80
hbm2e
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432
9
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35
32.24
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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80
hbm2e
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35
32.48
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
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80
hbm2e
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35
32.52
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
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80
hbm2e
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37
32.59
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
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432
17
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37
33.12
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Nvidia
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Ampere
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hbm2e
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33.24
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Nvidia
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38
33.43
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Nvidia
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Ampere
8
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80
hbm2e
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27
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38
33.37
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Nvidia
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Ampere
8
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hbm2e
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27
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33.2
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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hbm2e
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39
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40
33.85
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model-npz/MobileNetV2_optsgd_s1000_e5_b64_lr0001_1038.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
38
8.41
100
29.24
40
34.02
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b64_lr0001_2978
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224
224
3
10
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model-npz/MobileNetV2_optsgd_s1000_e5_b64_lr00001_9828.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
39
8.09
100
27.81
41
34.26
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b1_lr01_1939
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224
224
3
10
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model-npz/MobileNetV2_optsgd_s1000_e10_b1_lr001_2421.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
1.84
100
33.18
34
31.78
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b1_lr001_3377
1,000
224
224
3
10
sgd
10
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model-npz/MobileNetV2_optsgd_s1000_e10_b1_lr0001_2858.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
1.83
100
33.5
32
30.97
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b1_lr0001_5496
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224
224
3
10
sgd
10
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17.76
177.59
model-npz/MobileNetV2_optsgd_s1000_e10_b1_lr00001_1497.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
1.83
100
33.27
31
30.01
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b2_lr01_2813
1,000
224
224
3
10
sgd
10
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model-npz/MobileNetV2_optsgd_s1000_e10_b2_lr001_3384.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
2.46
100
33.77
32
31.36
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b2_lr001_2250
1,000
224
224
3
10
sgd
10
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0.001
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model-npz/MobileNetV2_optsgd_s1000_e10_b2_lr0001_1624.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
5
2.48
100
33.27
32
31.45
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b2_lr0001_1210
1,000
224
224
3
10
sgd
10
2
0.0001
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9.74
97.39
model-npz/MobileNetV2_optsgd_s1000_e10_b2_lr00001_2899.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
2.49
100
33.35
33
31.86
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b4_lr01_1366
1,000
224
224
3
10
sgd
10
4
0.01
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58.24
model-npz/MobileNetV2_optsgd_s1000_e10_b4_lr001_2742.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
8
3.49
100
33.81
33
32.1
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b4_lr001_9622
1,000
224
224
3
10
sgd
10
4
0.001
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5.77
57.74
model-npz/MobileNetV2_optsgd_s1000_e10_b4_lr0001_1822.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
3.51
100
34.61
34
32.55
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b4_lr0001_2055
1,000
224
224
3
10
sgd
10
4
0.0001
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0.02
5.72
57.28
model-npz/MobileNetV2_optsgd_s1000_e10_b4_lr00001_2467.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
8
3.47
100
35.13
35
33.18
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b8_lr01_1957
1,000
224
224
3
10
sgd
10
8
0.01
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3.89
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model-npz/MobileNetV2_optsgd_s1000_e10_b8_lr001_2546.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
10
4.82
100
34.51
36
33.27
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b8_lr001_2789
1,000
224
224
3
10
sgd
10
8
0.001
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0.03
3.83
38.34
model-npz/MobileNetV2_optsgd_s1000_e10_b8_lr0001_2493.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
10
5.13
100
35.88
36
33.8
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b8_lr0001_3129
1,000
224
224
3
10
sgd
10
8
0.0001
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12.2
0.03
3.86
38.61
model-npz/MobileNetV2_optsgd_s1000_e10_b8_lr00001_1993.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
10
4.96
100
34.38
36
33.83
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b16_lr01_6869
1,000
224
224
3
10
sgd
10
16
0.01
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3.28
32.85
model-npz/MobileNetV2_optsgd_s1000_e10_b16_lr001_2401.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
17
6.99
100
35.3
37
34.11
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b16_lr001_2717
1,000
224
224
3
10
sgd
10
16
0.001
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12.2
0.05
3.21
32.18
model-npz/MobileNetV2_optsgd_s1000_e10_b16_lr0001_1251.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
17
7.11
100
36.34
38
34.47
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b16_lr0001_2807
1,000
224
224
3
10
sgd
10
16
0.0001
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0.05
3.17
31.69
model-npz/MobileNetV2_optsgd_s1000_e10_b16_lr00001_1672.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
18
7.62
100
36.68
39
35.17
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b32_lr01_2209
1,000
224
224
3
10
sgd
10
32
0.01
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12.2
0.09
2.75
27.56
model-npz/MobileNetV2_optsgd_s1000_e10_b32_lr001_1239.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
27
9.56
100
35.28
40
35.25
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b32_lr001_2848
1,000
224
224
3
10
sgd
10
32
0.001
2.15.1
12.2
0.09
2.92
29.2
model-npz/MobileNetV2_optsgd_s1000_e10_b32_lr0001_5656.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
28
9.68
100
35.75
40
35.25
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b32_lr0001_3155
1,000
224
224
3
10
sgd
10
32
0.0001
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0.09
2.77
27.75
model-npz/MobileNetV2_optsgd_s1000_e10_b32_lr00001_2288.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
27
9.03
100
34.17
40
35.43
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b64_lr01_2651
1,000
224
224
3
10
sgd
10
64
0.01
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0.17
2.65
26.55
model-npz/MobileNetV2_optsgd_s1000_e10_b64_lr001_2164.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
37
11.21
100
36.15
42
35.89
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b64_lr001_6409
1,000
224
224
3
10
sgd
10
64
0.001
2.15.1
12.2
0.16
2.63
26.29
model-npz/MobileNetV2_optsgd_s1000_e10_b64_lr0001_3028.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
38
12.52
100
38.55
42
35.74
MobileNetV2_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b64_lr0001_2262
1,000
224
224
3
10
sgd
10
64
0.0001
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0.17
2.66
26.67
model-npz/MobileNetV2_optsgd_s1000_e10_b64_lr00001_9990.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
39
11.69
100
37.1
42
35.69