Datasets:
ICICLE-AI
/
ResourceEstimation_HLOGenCNN

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Nvidia
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Ampere
8
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80
hbm2e
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3
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8
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8
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Ampere
8
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Nvidia
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Ampere
8
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80
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30
29.36
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
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27.13
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Nvidia
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Ampere
8
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80
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29.2
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Nvidia
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hbm2e
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Nvidia
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Ampere
8
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Ampere
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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80
hbm2e
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27.13
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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80
hbm2e
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29.15
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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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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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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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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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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80
hbm2e
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29
27.13
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Nvidia
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Ampere
8
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80
hbm2e
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29.31
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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80
hbm2e
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28
27.15
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Ampere
8
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80
hbm2e
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30
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
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80
hbm2e
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3
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28
27.24
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
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80
hbm2e
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31
30.09
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
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80
hbm2e
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3
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100
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28
27.19
EfficientNetB0_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b8_lr001_2483
10
224
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10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
3
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100
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30
29.98
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10
224
224
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10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
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80
hbm2e
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4
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28
27.18
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224
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
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80
hbm2e
2,040
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3
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100
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31
29.98
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10
224
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10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
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100
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29
28
EfficientNetB0_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b1_lr01_2080
10
224
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10
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
3
0.27
100
7.64
31
30.2
EfficientNetB0_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b1_lr01_5986
10
224
224
3
10
sgd
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
3
0.29
100
8.28
29
27.86
EfficientNetB0_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b1_lr001_1450
10
224
224
3
10
sgd
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
3
0.3
100
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31
30.18
EfficientNetB0_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b1_lr001_3345
10
224
224
3
10
sgd
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
3
0.32
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29
27.62
EfficientNetB0_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b1_lr0001_1260
10
224
224
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10
sgd
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
3
0.26
100
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31
30.16
EfficientNetB0_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b1_lr0001_1615
10
224
224
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10
sgd
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24.26
model-npz/EfficientNetB0_optsgd_s10_e10_b1_lr00001_9932.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
3
0.3
100
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29
28.02
EfficientNetB0_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b2_lr01_1622
10
224
224
3
10
sgd
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2
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model-npz/EfficientNetB0_optsgd_s10_e10_b2_lr001_1066.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
3
0.24
100
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32
30.15
EfficientNetB0_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b2_lr01_2301
10
224
224
3
10
sgd
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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108
80
hbm2e
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432
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28
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NVIDIA A100-SXM4-80GB
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8
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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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NVIDIA A100-SXM4-80GB
Ampere
8
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80
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NVIDIA A100-SXM4-80GB
Ampere
8
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80
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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80
hbm2e
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224
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
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80
hbm2e
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224
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model-npz/EfficientNetB0_optsgd_s10_e10_b4_lr0001_4855.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
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80
hbm2e
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30
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Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
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80
hbm2e
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32
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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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31
28.22
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224
224
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10
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model-npz/EfficientNetB0_optsgd_s10_e10_b8_lr001_1812.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
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100
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32
31.11
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10
224
224
3
10
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model-npz/EfficientNetB0_optsgd_s10_e10_b8_lr001_5019.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
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0.32
100
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30
28.23
EfficientNetB0_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b8_lr001_8284
10
224
224
3
10
sgd
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model-npz/EfficientNetB0_optsgd_s10_e10_b8_lr0001_1476.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
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100
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33
31.17
EfficientNetB0_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b8_lr001_2498
10
224
224
3
10
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model-npz/EfficientNetB0_optsgd_s10_e10_b8_lr0001_2126.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
4
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100
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30
28.84
EfficientNetB0_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b8_lr0001_4590
10
224
224
3
10
sgd
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model-npz/EfficientNetB0_optsgd_s10_e10_b8_lr00001_2596.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
7
0.45
100
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32
31.18
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10
224
224
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10
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model-npz/EfficientNetB0_optsgd_s10_e10_b8_lr00001_3249.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
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31
29.04
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100
224
224
3
10
sgd
1
1
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24.67
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model-npz/EfficientNetB0_optsgd_s100_e1_b1_lr001_1741.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
3
0.28
100
8.05
33
31.25
EfficientNetB0_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b1_lr01_2590
100
224
224
3
10
sgd
1
1
0.01
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24.56
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model-npz/EfficientNetB0_optsgd_s100_e1_b1_lr001_1962.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
3
0.31
100
8.45
30
29.1
EfficientNetB0_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b1_lr001_1962
100
224
224
3
10
sgd
1
1
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model-npz/EfficientNetB0_optsgd_s100_e1_b1_lr0001_2191.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
3
0.3
100
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33
31.91
EfficientNetB0_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b1_lr001_1693
100
224
224
3
10
sgd
1
1
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model-npz/EfficientNetB0_optsgd_s100_e1_b1_lr0001_2594.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
3
0.3
100
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31
29.21
EfficientNetB0_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b1_lr0001_2461
100
224
224
3
10
sgd
1
1
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model-npz/EfficientNetB0_optsgd_s100_e1_b1_lr00001_1134.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
3
0.3
100
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33
32.09
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100
224
224
3
10
sgd
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1
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model-npz/EfficientNetB0_optsgd_s100_e1_b1_lr00001_1093.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
3
0.33
100
8.74
31
29.25