Datasets:
ICICLE-AI
/
ResourceEstimation_HLOGenCNN

Dataset card Data Studio Files
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2,040
432
29
9.57
100
42.3
43
34.6
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b8_lr01_1507
1,000
224
224
3
10
sgd
2
8
0.01
2.15.1
12.2
0.04
4.71
9.45
model-npz/VGG16_optsgd_s1000_e2_b8_lr001_2210.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
36
10.59
100
42.72
45
34.9
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b8_lr001_1142
1,000
224
224
3
10
sgd
2
8
0.001
2.15.1
12.2
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4.75
9.54
model-npz/VGG16_optsgd_s1000_e2_b8_lr0001_3008.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
37
11.43
100
48.2
45
34.87
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b8_lr0001_2523
1,000
224
224
3
10
sgd
2
8
0.0001
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12.2
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4.73
9.48
model-npz/VGG16_optsgd_s1000_e2_b8_lr00001_2272.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
36
10.9
100
42.1
45
35.45
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b16_lr01_1497
1,000
224
224
3
10
sgd
2
16
0.01
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12.2
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5.97
11.97
model-npz/VGG16_optsgd_s1000_e2_b16_lr001_2650.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
40
13.31
100
55.69
47
36.59
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b16_lr001_9932
1,000
224
224
3
10
sgd
2
16
0.001
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11.88
model-npz/VGG16_optsgd_s1000_e2_b16_lr0001_1671.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
40
11.81
100
47.66
47
36.66
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b16_lr0001_4755
1,000
224
224
3
10
sgd
2
16
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model-npz/VGG16_optsgd_s1000_e2_b16_lr00001_2620.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
41
12.06
100
48.26
46
36.6
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b32_lr01_2072
1,000
224
224
3
10
sgd
2
32
0.01
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12.2
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13.6
model-npz/VGG16_optsgd_s1000_e2_b32_lr001_6671.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
43
13.39
100
54.19
48
38.39
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b32_lr001_2399
1,000
224
224
3
10
sgd
2
32
0.001
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12.2
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6.82
13.67
model-npz/VGG16_optsgd_s1000_e2_b32_lr0001_2164.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
41
13.11
100
55.54
48
38.32
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b32_lr0001_2984
1,000
224
224
3
10
sgd
2
32
0.0001
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12.2
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6.74
13.52
model-npz/VGG16_optsgd_s1000_e2_b32_lr00001_4546.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
42
13.28
100
51.22
50
38.75
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b64_lr01_1479
1,000
224
224
3
10
sgd
2
64
0.01
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11.29
22.62
model-npz/VGG16_optsgd_s1000_e2_b64_lr001_1050.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
52
15.69
100
67.83
52
41.89
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b64_lr001_1089
1,000
224
224
3
10
sgd
2
64
0.001
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12.2
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11.28
22.59
model-npz/VGG16_optsgd_s1000_e2_b64_lr0001_2549.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
43
14.45
100
65.51
53
43.4
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b64_lr0001_2737
1,000
224
224
3
10
sgd
2
64
0.0001
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22.69
model-npz/VGG16_optsgd_s1000_e2_b64_lr00001_1738.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
50
16.43
100
70.04
53
43.51
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b1_lr01_8823
1,000
224
224
3
10
sgd
5
1
0.01
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12.2
0.01
6
30.02
model-npz/VGG16_optsgd_s1000_e5_b1_lr001_2710.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
18
12.16
100
64
43
39.68
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b1_lr001_2238
1,000
224
224
3
10
sgd
5
1
0.001
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0.01
6.03
30.19
model-npz/VGG16_optsgd_s1000_e5_b1_lr0001_1707.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
18
12.3
100
64.66
42
38.82
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b1_lr0001_8147
1,000
224
224
3
10
sgd
5
1
0.0001
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12.2
0.01
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29.84
model-npz/VGG16_optsgd_s1000_e5_b1_lr00001_2630.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
18
12.16
100
63.61
42
38.6
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b2_lr01_2446
1,000
224
224
3
10
sgd
5
2
0.01
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21.31
model-npz/VGG16_optsgd_s1000_e5_b2_lr001_1660.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
23
13.78
100
60.29
44
38.78
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b2_lr001_4797
1,000
224
224
3
10
sgd
5
2
0.001
2.15.1
12.2
0.01
4.23
21.15
model-npz/VGG16_optsgd_s1000_e5_b2_lr0001_2823.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
23
13.88
100
61.52
44
39.04
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b2_lr0001_1995
1,000
224
224
3
10
sgd
5
2
0.0001
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12.2
0.01
4.22
21.14
model-npz/VGG16_optsgd_s1000_e5_b2_lr00001_7201.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
23
14.16
100
62
45
39.24
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b4_lr01_6505
1,000
224
224
3
10
sgd
5
4
0.01
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12.2
0.01
3.38
16.93
model-npz/VGG16_optsgd_s1000_e5_b4_lr001_1530.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
30
15.64
100
56.05
47
39.55
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b4_lr001_2313
1,000
224
224
3
10
sgd
5
4
0.001
2.15.1
12.2
0.01
3.38
16.91
model-npz/VGG16_optsgd_s1000_e5_b4_lr0001_1127.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
30
15.09
100
55.18
47
39.2
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b4_lr0001_2445
1,000
224
224
3
10
sgd
5
4
0.0001
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12.2
0.01
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17.19
model-npz/VGG16_optsgd_s1000_e5_b4_lr00001_2952.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
30
15.42
100
54.63
47
39.28
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b8_lr01_1414
1,000
224
224
3
10
sgd
5
8
0.01
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12.2
0.02
3.03
15.2
model-npz/VGG16_optsgd_s1000_e5_b8_lr001_1711.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
37
18.28
100
59.56
49
40
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b8_lr001_3130
1,000
224
224
3
10
sgd
5
8
0.001
2.15.1
12.2
0.02
3.04
15.23
model-npz/VGG16_optsgd_s1000_e5_b8_lr0001_2010.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
37
17.43
100
56.27
49
39.77
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b8_lr0001_1195
1,000
224
224
3
10
sgd
5
8
0.0001
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12.2
0.02
3.02
15.16
model-npz/VGG16_optsgd_s1000_e5_b8_lr00001_2677.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
37
17.74
100
56.72
49
40.23
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b16_lr01_1999
1,000
224
224
3
10
sgd
5
16
0.01
2.15.1
12.2
0.05
3.38
16.9
model-npz/VGG16_optsgd_s1000_e5_b16_lr001_5350.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
41
19.21
100
61.9
51
41.38
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b16_lr001_1109
1,000
224
224
3
10
sgd
5
16
0.001
2.15.1
12.2
0.05
3.38
16.93
model-npz/VGG16_optsgd_s1000_e5_b16_lr0001_1192.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
41
18.21
100
57
51
41.28
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b16_lr0001_2791
1,000
224
224
3
10
sgd
5
16
0.0001
2.15.1
12.2
0.05
3.39
16.99
model-npz/VGG16_optsgd_s1000_e5_b16_lr00001_2457.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
40
17.55
100
55.98
51
41.5
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b32_lr01_1808
1,000
224
224
3
10
sgd
5
32
0.01
2.15.1
12.2
0.11
3.6
18.07
model-npz/VGG16_optsgd_s1000_e5_b32_lr001_8416.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
42
19.61
100
62.93
53
42.86
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b32_lr001_1185
1,000
224
224
3
10
sgd
5
32
0.001
2.15.1
12.2
0.11
3.64
18.22
model-npz/VGG16_optsgd_s1000_e5_b32_lr0001_8004.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
43
18.96
100
61.44
53
43.07
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b32_lr0001_2281
1,000
224
224
3
10
sgd
5
32
0.0001
2.15.1
12.2
0.11
3.66
18.32
model-npz/VGG16_optsgd_s1000_e5_b32_lr00001_1743.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
43
18.64
100
61.98
53
43.05
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b64_lr01_3147
1,000
224
224
3
10
sgd
5
64
0.01
2.15.1
12.2
0.34
5.43
27.16
model-npz/VGG16_optsgd_s1000_e5_b64_lr001_6969.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
44
19.2
100
74.31
55
45.54
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b64_lr001_2746
1,000
224
224
3
10
sgd
5
64
0.001
2.15.1
12.2
0.34
5.43
27.18
model-npz/VGG16_optsgd_s1000_e5_b64_lr0001_2635.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
45
19.1
100
73.1
55
45.87
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b64_lr0001_2014
1,000
224
224
3
10
sgd
5
64
0.0001
2.15.1
12.2
0.34
5.45
27.26
model-npz/VGG16_optsgd_s1000_e5_b64_lr00001_6298.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
46
20.31
100
70.46
56
46.34
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b1_lr01_1938
1,000
224
224
3
10
sgd
10
1
0.01
2.15.1
12.2
0.01
5.62
56.25
model-npz/VGG16_optsgd_s1000_e10_b1_lr001_2473.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
17
14.2
100
71.11
44
41.9
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b1_lr001_1668
1,000
224
224
3
10
sgd
10
1
0.001
2.15.1
12.2
0.01
5.58
55.82
model-npz/VGG16_optsgd_s1000_e10_b1_lr0001_4710.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
18
14.48
100
71.23
44
40.99
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b1_lr0001_2783
1,000
224
224
3
10
sgd
10
1
0.0001
2.15.1
12.2
0.01
5.72
57.25
model-npz/VGG16_optsgd_s1000_e10_b1_lr00001_1411.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
18
13.97
100
69.29
43
40.66
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b2_lr01_2417
1,000
224
224
3
10
sgd
10
2
0.01
2.15.1
12.2
0.01
3.72
37.2
model-npz/VGG16_optsgd_s1000_e10_b2_lr001_8119.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
23
16.95
100
68.46
46
41.59
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b2_lr001_9508
1,000
224
224
3
10
sgd
10
2
0.001
2.15.1
12.2
0.01
3.76
37.64
model-npz/VGG16_optsgd_s1000_e10_b2_lr0001_1640.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
22
16.86
100
69.53
46
42.31
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b2_lr0001_1466
1,000
224
224
3
10
sgd
10
2
0.0001
2.15.1
12.2
0.01
3.81
38.13
model-npz/VGG16_optsgd_s1000_e10_b2_lr00001_1706.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
23
16.76
100
67.88
46
42.05
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b4_lr01_1454
1,000
224
224
3
10
sgd
10
4
0.01
2.15.1
12.2
0.01
2.88
28.8
model-npz/VGG16_optsgd_s1000_e10_b4_lr001_1913.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
30
20.57
100
69.46
49
43.24
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b4_lr001_1138
1,000
224
224
3
10
sgd
10
4
0.001
2.15.1
12.2
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
30
20.14
100
67.88
49
43.48
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b4_lr0001_6318
1,000
224
224
3
10
sgd
10
4
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model-npz/VGG16_optsgd_s1000_e10_b4_lr00001_2724.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
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432
30
20.59
100
70.27
49
43.86
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b8_lr01_2287
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224
224
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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
37
23.16
100
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52
44.75
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b8_lr001_2229
1,000
224
224
3
10
sgd
10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
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432
36
22.93
100
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51
44.72
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224
224
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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
37
23
100
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52
44.79
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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
41
23.7
100
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54
45.81
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1,000
224
224
3
10
sgd
10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
41
23.1
100
65.02
54
45.83
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b16_lr0001_1858
1,000
224
224
3
10
sgd
10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
41
23.5
100
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54
45.88
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1,000
224
224
3
10
sgd
10
32
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
44
24.78
100
71.02
56
46.58
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1,000
224
224
3
10
sgd
10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
43
24.27
100
67.83
56
47.12
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b32_lr0001_3232
1,000
224
224
3
10
sgd
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
43
24.08
100
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56
46.9
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1,000
224
224
3
10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
45
23.36
100
76.28
57
48.57
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1,000
224
224
3
10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
47
22.95
100
74.71
57
48.75
VGG16_architecture_optsgd_s1000_ipd224x224x3_opd10_e10_b64_lr0001_6940
1,000
224
224
3
10
sgd
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model-npz/VGG16_optsgd_s1000_e10_b64_lr00001_7742.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
46
23.49
100
75.7
59
49.54
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224
224
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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
5
0.16
36
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27
26.5
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1
224
224
3
10
adam
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1
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
5
0.23
38
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27
26.08
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1
224
224
3
10
adam
1
1
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
0.21
29
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27
26.04
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1
224
224
3
10
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1
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model-npz/ResNet101_optadam_s1_e2_b1_lr001_6150.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
0.24
53
1.84
27
26.02
ResNet101_architecture_optadam_s1_ipd224x224x3_opd10_e2_b1_lr001_1681
1
224
224
3
10
adam
2
1
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model-npz/ResNet101_optadam_s1_e2_b1_lr0001_1862.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
0.16
59
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28
26.03
ResNet101_architecture_optadam_s1_ipd224x224x3_opd10_e2_b1_lr0001_8673
1
224
224
3
10
adam
2
1
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48.92
model-npz/ResNet101_optadam_s1_e2_b1_lr00001_1379.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
0.12
100
1.97
27
26.05
ResNet101_architecture_optadam_s1_ipd224x224x3_opd10_e5_b1_lr01_2288
1
224
224
3
10
adam
5
1
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9.93
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49.69
model-npz/ResNet101_optadam_s1_e5_b1_lr001_1013.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
0.14
53
1.59
28
26.05
ResNet101_architecture_optadam_s1_ipd224x224x3_opd10_e5_b1_lr001_3188
1
224
224
3
10
adam
5
1
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
0.2
100
2.54
27
26.03