Datasets:
ICICLE-AI
/
ResourceEstimation_HLOGenCNN

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32
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32
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32
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32
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32
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41.27
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32
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42
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32
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32
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32
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32
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32
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32
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32
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32
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32
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3.91
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model-npz/MobileNet_optsgd_s1000_e5_b32_lr001_2639.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
43
11.51
100
24.43
51
45.58
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b32_lr001_6176
1,000
224
224
3
10
sgd
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32
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3.77
18.92
model-npz/MobileNet_optsgd_s1000_e5_b32_lr0001_8495.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
48
12.44
85
26.34
51
45.28
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b32_lr0001_3820
1,000
224
224
3
10
sgd
5
32
0.0001
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3.83
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model-npz/MobileNet_optsgd_s1000_e5_b32_lr00001_1636.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
43
12.29
94
27.47
52
46.06
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b64_lr01_1359
1,000
224
224
3
10
sgd
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64
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model-npz/MobileNet_optsgd_s1000_e5_b64_lr001_8580.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
48
13.17
100
27.6
51
45.49
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b64_lr001_4013
1,000
224
224
3
10
sgd
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64
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19.67
model-npz/MobileNet_optsgd_s1000_e5_b64_lr0001_7394.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
48
14.96
100
33.37
52
46.55
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b64_lr0001_8458
1,000
224
224
3
10
sgd
5
64
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3.97
19.92
model-npz/MobileNet_optsgd_s1000_e5_b64_lr00001_2322.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
51
13.42
100
29.55
52
46.26
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b1_lr01_2284
1,000
224
224
3
10
sgd
10
1
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18.79
187.91
model-npz/MobileNet_optsgd_s1000_e10_b1_lr001_1943.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
6
3.68
100
20.45
47
37.71
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b1_lr001_3169
1,000
224
224
3
10
sgd
10
1
0.001
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12.2
0.02
19.41
194.12
model-npz/MobileNet_optsgd_s1000_e10_b1_lr0001_7232.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
9
3.62
100
19.71
35
33.69
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b1_lr0001_1875
1,000
224
224
3
10
sgd
10
1
0.0001
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12.2
0.02
19.07
190.74
model-npz/MobileNet_optsgd_s1000_e10_b1_lr00001_3142.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
5
3.62
93
19.95
34
33.22
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b2_lr01_1926
1,000
224
224
3
10
sgd
10
2
0.01
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12.2
0.02
10.1
101.07
model-npz/MobileNet_optsgd_s1000_e10_b2_lr001_2561.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
7
4.79
100
25.75
35
34.11
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b2_lr001_1134
1,000
224
224
3
10
sgd
10
2
0.001
2.15.1
12.2
0.02
10.69
106.92
model-npz/MobileNet_optsgd_s1000_e10_b2_lr0001_7002.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
16
4.65
100
24.68
35
34.8
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b2_lr0001_8266
1,000
224
224
3
10
sgd
10
2
0.0001
2.15.1
12.2
0.02
10.08
100.88
model-npz/MobileNet_optsgd_s1000_e10_b2_lr00001_3100.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
15
4.82
100
26.4
36
34.85
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b4_lr01_4296
1,000
224
224
3
10
sgd
10
4
0.01
2.15.1
12.2
0.02
5.96
59.65
model-npz/MobileNet_optsgd_s1000_e10_b4_lr001_1313.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
16
7.48
100
25.94
41
37.39
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b4_lr001_1994
1,000
224
224
3
10
sgd
10
4
0.001
2.15.1
12.2
0.02
5.78
57.81
model-npz/MobileNet_optsgd_s1000_e10_b4_lr0001_8419.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
12
7.6
100
26.24
43
39.98
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b4_lr0001_3271
1,000
224
224
3
10
sgd
10
4
0.0001
2.15.1
12.2
0.02
5.89
58.95
model-npz/MobileNet_optsgd_s1000_e10_b4_lr00001_3272.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
16
7.6
100
25.74
45
42.23
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b8_lr01_1018
1,000
224
224
3
10
sgd
10
8
0.01
2.15.1
12.2
0.03
3.77
37.76
model-npz/MobileNet_optsgd_s1000_e10_b8_lr001_2631.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
22
11.11
100
28.79
47
43.29
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b8_lr001_2777
1,000
224
224
3
10
sgd
10
8
0.001
2.15.1
12.2
0.03
3.64
36.43
model-npz/MobileNet_optsgd_s1000_e10_b8_lr0001_3203.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
24
11.69
100
31.5
49
44.75
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b8_lr0001_9097
1,000
224
224
3
10
sgd
10
8
0.0001
2.15.1
12.2
0.03
3.75
37.52
model-npz/MobileNet_optsgd_s1000_e10_b8_lr00001_1512.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
24
11.38
100
29.95
50
45.81
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b16_lr01_5592
1,000
224
224
3
10
sgd
10
16
0.01
2.15.1
12.2
0.04
2.85
28.6
model-npz/MobileNet_optsgd_s1000_e10_b16_lr001_3953.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
36
15.59
100
35.13
52
46.76
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b16_lr001_2840
1,000
224
224
3
10
sgd
10
16
0.001
2.15.1
12.2
0.04
2.8
28.06
model-npz/MobileNet_optsgd_s1000_e10_b16_lr0001_2282.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
36
15.33
100
35.61
54
48.2
MobileNet_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b16_lr0001_3837
1,000
224
224
3
10
sgd
10
16
0.0001
2.15.1
12.2
0.05
2.89
28.99
model-npz/MobileNet_optsgd_s1000_e10_b16_lr00001_9729.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
33
15.1
100
34.63
54
49.4