Datasets:
ICICLE-AI
/
ResourceEstimation_HLOGenCNN

Dataset card Data Studio Files
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12.2
0.48
7.64
38.22
model-npz/InceptionV3_optsgd_s1000_e5_b64_lr0001_1811.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
45
13.92
100
45.29
51
43.09
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e5_b64_lr0001_1362
1,000
299
299
3
10
sgd
5
64
0.0001
2.15.1
12.2
0.47
7.61
38.08
model-npz/InceptionV3_optsgd_s1000_e5_b64_lr00001_2089.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
46
13.81
100
44.89
52
43.05
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e10_b1_lr01_1902
1,000
299
299
3
10
sgd
10
1
0.01
2.15.1
12.2
0.03
28.19
281.96
model-npz/InceptionV3_optsgd_s1000_e10_b1_lr001_2945.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
3.72
100
45.11
42
38.06
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e10_b1_lr001_1034
1,000
299
299
3
10
sgd
10
1
0.001
2.15.1
12.2
0.03
28.09
280.99
model-npz/InceptionV3_optsgd_s1000_e10_b1_lr0001_1483.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
3.73
100
45.08
38
37.16
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e10_b1_lr0001_2507
1,000
299
299
3
10
sgd
10
1
0.0001
2.15.1
12.2
0.03
28.34
283.48
model-npz/InceptionV3_optsgd_s1000_e10_b1_lr00001_1040.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
3.72
100
45.32
38
37.65
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e10_b2_lr01_1583
1,000
299
299
3
10
sgd
10
2
0.01
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12.2
0.03
15.14
151.45
model-npz/InceptionV3_optsgd_s1000_e10_b2_lr001_2624.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
11
4.36
100
48.66
39
37.85
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e10_b2_lr001_1955
1,000
299
299
3
10
sgd
10
2
0.001
2.15.1
12.2
0.03
15.06
150.59
model-npz/InceptionV3_optsgd_s1000_e10_b2_lr0001_2688.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
11
4.43
100
49.33
39
37.77
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e10_b2_lr0001_1452
1,000
299
299
3
10
sgd
10
2
0.0001
2.15.1
12.2
0.03
15.4
154.02
model-npz/InceptionV3_optsgd_s1000_e10_b2_lr00001_4344.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
12
4.36
100
47.36
40
38.47
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e10_b4_lr01_7147
1,000
299
299
3
10
sgd
10
4
0.01
2.15.1
12.2
0.03
8.71
87.13
model-npz/InceptionV3_optsgd_s1000_e10_b4_lr001_1952.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
13
6.22
100
49.14
41
39.03
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e10_b4_lr001_2178
1,000
299
299
3
10
sgd
10
4
0.001
2.15.1
12.2
0.03
8.78
87.85
model-npz/InceptionV3_optsgd_s1000_e10_b4_lr0001_2000.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
16
6.42
100
49.54
41
39.28
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e10_b4_lr0001_7790
1,000
299
299
3
10
sgd
10
4
0.0001
2.15.1
12.2
0.04
9
90.08
model-npz/InceptionV3_optsgd_s1000_e10_b4_lr00001_1669.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
15
6.26
100
49.57
42
39.52
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e10_b8_lr01_8977
1,000
299
299
3
10
sgd
10
8
0.01
2.15.1
12.2
0.05
5.76
57.61
model-npz/InceptionV3_optsgd_s1000_e10_b8_lr001_2773.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
16
9.56
100
50.86
44
40.14
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e10_b8_lr001_3320
1,000
299
299
3
10
sgd
10
8
0.001
2.15.1
12.2
0.04
5.6
55.99
model-npz/InceptionV3_optsgd_s1000_e10_b8_lr0001_1449.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
16
9.57
100
50.75
45
40.98
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e10_b8_lr0001_3159
1,000
299
299
3
10
sgd
10
8
0.0001
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12.2
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5.65
56.58
model-npz/InceptionV3_optsgd_s1000_e10_b8_lr00001_1198.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
16
9.52
100
49.45
46
41.55
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e10_b16_lr01_1673
1,000
299
299
3
10
sgd
10
16
0.01
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12.2
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4.89
48.94
model-npz/InceptionV3_optsgd_s1000_e10_b16_lr001_1143.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
26
13.16
100
50.29
48
41.8
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e10_b16_lr001_1028
1,000
299
299
3
10
sgd
10
16
0.001
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4.97
49.7
model-npz/InceptionV3_optsgd_s1000_e10_b16_lr0001_3376.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
26
13.14
100
50.53
49
42.54
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e10_b16_lr0001_2736
1,000
299
299
3
10
sgd
10
16
0.0001
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48.73
model-npz/InceptionV3_optsgd_s1000_e10_b16_lr00001_2092.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
26
13.1
100
50.89
49
42.91
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e10_b32_lr01_1247
1,000
299
299
3
10
sgd
10
32
0.01
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4.53
45.37
model-npz/InceptionV3_optsgd_s1000_e10_b32_lr001_3334.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
37
16.01
100
50.53
50
43.22
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e10_b32_lr001_2507
1,000
299
299
3
10
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10
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model-npz/InceptionV3_optsgd_s1000_e10_b32_lr0001_9054.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
38
16.52
100
51.41
52
44.19
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e10_b32_lr0001_1853
1,000
299
299
3
10
sgd
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32
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
38
16.51
100
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52
44.2
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1,000
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299
3
10
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64
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model-npz/InceptionV3_optsgd_s1000_e10_b64_lr001_1320.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
45
18.01
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53.89
54
45.91
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e10_b64_lr001_3326
1,000
299
299
3
10
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64
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4.69
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
46
18.38
100
53.38
55
46.38
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1,000
299
299
3
10
sgd
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64
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model-npz/InceptionV3_optsgd_s1000_e10_b64_lr00001_1840.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
46
18.42
100
52.67
55
46.25
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1
224
224
3
10
adam
1
1
0.01
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model-npz/DenseNet121_optadam_s1_e1_b1_lr001_3079.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
0.45
53
3.94
30
28.08
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1
224
224
3
10
adam
1
1
0.001
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52.93
model-npz/DenseNet121_optadam_s1_e1_b1_lr0001_7925.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
0.51
100
5.1
29
27.69
DenseNet121_architecture_optadam_s1_ipd224x224x3_opd10_e1_b1_lr0001_3015
1
224
224
3
10
adam
1
1
0.0001
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52.43
model-npz/DenseNet121_optadam_s1_e1_b1_lr00001_3335.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
0.54
100
6.07
29
27.2
DenseNet121_architecture_optadam_s1_ipd224x224x3_opd10_e2_b1_lr01_1442
1
224
224
3
10
adam
2
1
0.01
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52.38
model-npz/DenseNet121_optadam_s1_e2_b1_lr001_1031.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
0.55
100
5.41
29
27.1
DenseNet121_architecture_optadam_s1_ipd224x224x3_opd10_e2_b1_lr001_1406
1
224
224
3
10
adam
2
1
0.001
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model-npz/DenseNet121_optadam_s1_e2_b1_lr0001_6243.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
0.52
100
5.3
29
27.08
DenseNet121_architecture_optadam_s1_ipd224x224x3_opd10_e2_b1_lr0001_1888
1
224
224
3
10
adam
2
1
0.0001
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12.2
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model-npz/DenseNet121_optadam_s1_e2_b1_lr00001_3046.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
0.46
100
5.54
29
27
DenseNet121_architecture_optadam_s1_ipd224x224x3_opd10_e5_b1_lr01_2261
1
224
224
3
10
adam
5
1
0.01
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model-npz/DenseNet121_optadam_s1_e5_b1_lr001_2575.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
0.48
100
4.72
29
26.73
DenseNet121_architecture_optadam_s1_ipd224x224x3_opd10_e5_b1_lr001_2274
1
224
224
3
10
adam
5
1
0.001
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52.68
model-npz/DenseNet121_optadam_s1_e5_b1_lr0001_1489.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
0.5
100
4.83
29
26.99
DenseNet121_architecture_optadam_s1_ipd224x224x3_opd10_e5_b1_lr0001_2923
1
224
224
3
10
adam
5
1
0.0001
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10.54
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model-npz/DenseNet121_optadam_s1_e5_b1_lr00001_8121.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
0.54
100
5.6
29
27.04
DenseNet121_architecture_optadam_s1_ipd224x224x3_opd10_e10_b1_lr01_3130
1
224
224
3
10
adam
10
1
0.01
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12.2
5.33
5.33
53.37
model-npz/DenseNet121_optadam_s1_e10_b1_lr001_1136.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
0.52
100
5.99
29
27.04
DenseNet121_architecture_optadam_s1_ipd224x224x3_opd10_e10_b1_lr001_3375
1
224
224
3
10
adam
10
1
0.001
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12.2
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5.27
52.79
model-npz/DenseNet121_optadam_s1_e10_b1_lr0001_3976.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
0.47
100
5.44
29
27.07
DenseNet121_architecture_optadam_s1_ipd224x224x3_opd10_e10_b1_lr0001_2259
1
224
224
3
10
adam
10
1
0.0001
2.15.1
12.2
5.31
5.31
53.17
model-npz/DenseNet121_optadam_s1_e10_b1_lr00001_9539.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
0.48
100
4.92
29
27.08
DenseNet121_architecture_optadam_s10_ipd224x224x3_opd10_e1_b1_lr01_2861
10
224
224
3
10
adam
1
1
0.01
2.15.1
12.2
5.29
52.94
52.96
model-npz/DenseNet121_optadam_s10_e1_b1_lr001_3236.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
0.48
100
5.06
29
27.11
DenseNet121_architecture_optadam_s10_ipd224x224x3_opd10_e1_b1_lr001_7533
10
224
224
3
10
adam
1
1
0.001
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12.2
5.25
52.49
52.51
model-npz/DenseNet121_optadam_s10_e1_b1_lr0001_3396.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
0.49
100
5.35
29
27.12
DenseNet121_architecture_optadam_s10_ipd224x224x3_opd10_e1_b1_lr0001_7759
10
224
224
3
10
adam
1
1
0.0001
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5.36
53.6
53.63
model-npz/DenseNet121_optadam_s10_e1_b1_lr00001_1587.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
0.47
100
5.14
29
27.09
DenseNet121_architecture_optadam_s10_ipd224x224x3_opd10_e1_b2_lr01_6212
10
224
224
3
10
adam
1
2
0.01
2.15.1
12.2
10.64
53.22
53.24
model-npz/DenseNet121_optadam_s10_e1_b2_lr001_2962.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
0.62
100
5.96
29
27.11
DenseNet121_architecture_optadam_s10_ipd224x224x3_opd10_e1_b2_lr001_4779
10
224
224
3
10
adam
1
2
0.001
2.15.1
12.2
10.62
53.1
53.12
model-npz/DenseNet121_optadam_s10_e1_b2_lr0001_3025.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
8
0.65
100
6.88
29
27.1
DenseNet121_architecture_optadam_s10_ipd224x224x3_opd10_e1_b2_lr0001_1366
10
224
224
3
10
adam
1
2
0.0001
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12.2
10.5
52.53
52.55
model-npz/DenseNet121_optadam_s10_e1_b2_lr00001_2816.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
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
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Ampere
8
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80
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Nvidia
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Ampere
8
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80
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
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80
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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80
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11
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Nvidia
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Ampere
8
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80
hbm2e
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27.02
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
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80
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26.51
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Nvidia
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Ampere
8
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80
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Nvidia
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Ampere
8
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80
hbm2e
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