Datasets:
ICICLE-AI
/
ResourceEstimation_HLOGenCNN

Dataset card Data Studio Files
xet
Community
1
name
stringlengths
63
80
samples
int64
1
1k
input_dim_w
int64
224
600
input_dim_h
int64
224
600
input_dim_c
int64
3
3
output_dim
int64
10
10
optimizer
stringclasses
2 values
epochs
int64
1
10
batch
int64
1
64
learn_rate
float64
0
0.01
tf_version
stringclasses
1 value
cuda_version
float64
12.2
12.2
batch_time
float64
0.01
190
epoch_time
float64
0.5
484
fit_time
float64
4.71
574
npz_path
stringlengths
46
63
gpu_make
stringclasses
1 value
gpu_name
stringclasses
3 values
gpu_arch
stringclasses
2 values
gpu_cc
float64
6
8
gpu_core_count
int64
3.58k
6.91k
gpu_sm_count
int64
56
108
gpu_memory_size
float64
16
80
gpu_memory_type
stringclasses
2 values
gpu_memory_bw
float64
732
2.04k
gpu_tensor_core_count
int64
0
640
max_memory_util
float64
0
86
avg_memory_util
float64
0
37.9
max_gpu_util
float64
0
100
avg_gpu_util
float64
0
83.1
max_gpu_temp
float64
23
69
avg_gpu_temp
float64
22.1
64
VGG19_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b1_lr01_1547
10
224
224
3
10
sgd
5
1
0.01
2.15.1
12.2
0.11
1.07
5.4
model-npz/VGG19_optsgd_s10_e5_b1_lr001_2870.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
6
1.47
100
24.53
32
28.32
VGG19_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b1_lr001_2865
10
224
224
3
10
sgd
5
1
0.001
2.15.1
12.2
0.11
1.13
5.66
model-npz/VGG19_optsgd_s10_e5_b1_lr0001_2917.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
13
2.55
100
30.9
31
27.8
VGG19_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b1_lr0001_2318
10
224
224
3
10
sgd
5
1
0.0001
2.15.1
12.2
0.11
1.12
5.62
model-npz/VGG19_optsgd_s10_e5_b1_lr00001_2598.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
8
1.95
100
24.75
31
27.65
VGG19_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b2_lr01_1189
10
224
224
3
10
sgd
5
2
0.01
2.15.1
12.2
0.22
1.09
5.48
model-npz/VGG19_optsgd_s10_e5_b2_lr001_2695.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
17
3.25
100
33.35
30
27.75
VGG19_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b2_lr001_2155
10
224
224
3
10
sgd
5
2
0.001
2.15.1
12.2
0.22
1.11
5.58
model-npz/VGG19_optsgd_s10_e5_b2_lr0001_3322.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
12
2.76
100
28.95
30
27.24
VGG19_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b2_lr0001_2911
10
224
224
3
10
sgd
5
2
0.0001
2.15.1
12.2
0.22
1.11
5.56
model-npz/VGG19_optsgd_s10_e5_b2_lr00001_1216.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
12
1.95
100
24
31
27.35
VGG19_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b4_lr01_1224
10
224
224
3
10
sgd
5
4
0.01
2.15.1
12.2
0.45
1.34
6.72
model-npz/VGG19_optsgd_s10_e5_b4_lr001_2657.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
23
4.5
100
36.73
33
28.64
VGG19_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b4_lr001_2393
10
224
224
3
10
sgd
5
4
0.001
2.15.1
12.2
0.44
1.33
6.68
model-npz/VGG19_optsgd_s10_e5_b4_lr0001_1102.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
16
3.91
100
33.27
33
28.64
VGG19_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b4_lr0001_2018
10
224
224
3
10
sgd
5
4
0.0001
2.15.1
12.2
0.44
1.31
6.58
model-npz/VGG19_optsgd_s10_e5_b4_lr00001_1218.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
21
3.95
100
34.45
35
28.86
VGG19_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b8_lr01_2251
10
224
224
3
10
sgd
5
8
0.01
2.15.1
12.2
0.72
1.44
7.25
model-npz/VGG19_optsgd_s10_e5_b8_lr001_1612.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
22
4.52
100
35.04
36
29.43
VGG19_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b8_lr001_3106
10
224
224
3
10
sgd
5
8
0.001
2.15.1
12.2
0.72
1.45
7.27
model-npz/VGG19_optsgd_s10_e5_b8_lr0001_7890.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
14
3.54
100
31.46
34
29.33
VGG19_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b8_lr0001_7465
10
224
224
3
10
sgd
5
8
0.0001
2.15.1
12.2
0.72
1.45
7.28
model-npz/VGG19_optsgd_s10_e5_b8_lr00001_2133.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
14
4.27
100
37.55
36
29.86
VGG19_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b1_lr01_2254
10
224
224
3
10
sgd
10
1
0.01
2.15.1
12.2
0.06
0.58
5.83
model-npz/VGG19_optsgd_s10_e10_b1_lr001_1783.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
14
2.1
100
26.33
33
28.52
VGG19_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b1_lr001_2075
10
224
224
3
10
sgd
10
1
0.001
2.15.1
12.2
0.06
0.58
5.82
model-npz/VGG19_optsgd_s10_e10_b1_lr0001_5880.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
17
2.29
100
23.95
34
28.14
VGG19_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b1_lr0001_1662
10
224
224
3
10
sgd
10
1
0.0001
2.15.1
12.2
0.06
0.61
6.1
model-npz/VGG19_optsgd_s10_e10_b1_lr00001_1553.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
16
2.95
100
30.9
33
28
VGG19_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b2_lr01_2833
10
224
224
3
10
sgd
10
2
0.01
2.15.1
12.2
0.11
0.56
5.65
model-npz/VGG19_optsgd_s10_e10_b2_lr001_2314.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
20
2.82
100
27.5
34
28.09
VGG19_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b2_lr001_2070
10
224
224
3
10
sgd
10
2
0.001
2.15.1
12.2
0.11
0.57
5.71
model-npz/VGG19_optsgd_s10_e10_b2_lr0001_5562.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
8
1.86
100
26.14
31
27.9
VGG19_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b2_lr0001_2115
10
224
224
3
10
sgd
10
2
0.0001
2.15.1
12.2
0.11
0.56
5.67
model-npz/VGG19_optsgd_s10_e10_b2_lr00001_1673.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
14
1.67
100
22.86
31
27.57
VGG19_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b4_lr01_6670
10
224
224
3
10
sgd
10
4
0.01
2.15.1
12.2
0.23
0.7
7.05
model-npz/VGG19_optsgd_s10_e10_b4_lr001_3117.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
22
4.26
100
36.04
36
28.57
VGG19_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b4_lr001_1917
10
224
224
3
10
sgd
10
4
0.001
2.15.1
12.2
0.23
0.68
6.87
model-npz/VGG19_optsgd_s10_e10_b4_lr0001_3269.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
24
4.26
100
35.52
36
28.83
VGG19_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b4_lr0001_9533
10
224
224
3
10
sgd
10
4
0.0001
2.15.1
12.2
0.23
0.68
6.86
model-npz/VGG19_optsgd_s10_e10_b4_lr00001_1509.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
22
4.21
100
33.21
36
29.04
VGG19_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b8_lr01_2023
10
224
224
3
10
sgd
10
8
0.01
2.15.1
12.2
0.36
0.72
7.28
model-npz/VGG19_optsgd_s10_e10_b8_lr001_1293.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
27
4.04
100
32.79
35
29.46
VGG19_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b8_lr001_1150
10
224
224
3
10
sgd
10
8
0.001
2.15.1
12.2
0.36
0.73
7.3
model-npz/VGG19_optsgd_s10_e10_b8_lr0001_3076.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
22
5.43
100
36.3
36
29.83
VGG19_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b8_lr0001_3084
10
224
224
3
10
sgd
10
8
0.0001
2.15.1
12.2
0.37
0.74
7.39
model-npz/VGG19_optsgd_s10_e10_b8_lr00001_1709.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
25
3.54
100
29.67
37
29.71
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b1_lr01_1243
100
224
224
3
10
sgd
1
1
0.01
2.15.1
12.2
0.06
5.9
5.93
model-npz/VGG19_optsgd_s100_e1_b1_lr001_1421.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
17
3.24
100
32.24
34
28.29
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b1_lr001_1122
100
224
224
3
10
sgd
1
1
0.001
2.15.1
12.2
0.06
5.67
5.69
model-npz/VGG19_optsgd_s100_e1_b1_lr0001_1232.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
18
2.77
100
30
34
28.14
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b1_lr0001_2330
100
224
224
3
10
sgd
1
1
0.0001
2.15.1
12.2
0.06
5.81
5.84
model-npz/VGG19_optsgd_s100_e1_b1_lr00001_1716.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
17
2.14
100
27.48
34
27.95
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b2_lr01_2759
100
224
224
3
10
sgd
1
2
0.01
2.15.1
12.2
0.11
5.47
5.49
model-npz/VGG19_optsgd_s100_e1_b2_lr001_2238.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
22
3.65
100
33.25
35
28.45
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b2_lr001_1463
100
224
224
3
10
sgd
1
2
0.001
2.15.1
12.2
0.11
5.72
5.74
model-npz/VGG19_optsgd_s100_e1_b2_lr0001_3001.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
22
3.43
100
31.81
35
27.95
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b2_lr0001_2381
100
224
224
3
10
sgd
1
2
0.0001
2.15.1
12.2
0.11
5.7
5.72
model-npz/VGG19_optsgd_s100_e1_b2_lr00001_1515.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
20
2.19
100
25.67
30
27.57
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b4_lr01_6690
100
224
224
3
10
sgd
1
4
0.01
2.15.1
12.2
0.23
5.72
5.77
model-npz/VGG19_optsgd_s100_e1_b4_lr001_2816.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
22
2.1
100
22.67
31
27.76
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b4_lr001_1249
100
224
224
3
10
sgd
1
4
0.001
2.15.1
12.2
0.24
6
6.04
model-npz/VGG19_optsgd_s100_e1_b4_lr0001_6651.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
13
2.55
100
27.14
32
27.86
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b4_lr0001_2198
100
224
224
3
10
sgd
1
4
0.0001
2.15.1
12.2
0.23
5.73
5.75
model-npz/VGG19_optsgd_s100_e1_b4_lr00001_3027.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
25
4.05
100
35.43
36
28.24
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b8_lr01_4569
100
224
224
3
10
sgd
1
8
0.01
2.15.1
12.2
0.59
7.63
7.65
model-npz/VGG19_optsgd_s100_e1_b8_lr001_6947.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
31
4.67
100
33.04
36
29.5
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b8_lr001_1984
100
224
224
3
10
sgd
1
8
0.001
2.15.1
12.2
0.59
7.65
7.67
model-npz/VGG19_optsgd_s100_e1_b8_lr0001_1561.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
19
5.17
100
40.29
36
29.62
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b8_lr0001_1369
100
224
224
3
10
sgd
1
8
0.0001
2.15.1
12.2
0.58
7.53
7.57
model-npz/VGG19_optsgd_s100_e1_b8_lr00001_1903.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
24
5.88
100
39.25
36
29.79
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b16_lr01_1130
100
224
224
3
10
sgd
1
16
0.01
2.15.1
12.2
1.26
8.85
8.87
model-npz/VGG19_optsgd_s100_e1_b16_lr001_2827.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
26
5.81
100
39.15
37
30.77
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b16_lr001_2615
100
224
224
3
10
sgd
1
16
0.001
2.15.1
12.2
1.22
8.55
8.58
model-npz/VGG19_optsgd_s100_e1_b16_lr0001_1396.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
25
7.38
100
46.04
40
31.77
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b16_lr0001_2592
100
224
224
3
10
sgd
1
16
0.0001
2.15.1
12.2
1.2
8.41
8.45
model-npz/VGG19_optsgd_s100_e1_b16_lr00001_1505.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
28
6.48
100
41.28
39
31.96
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b32_lr01_1248
100
224
224
3
10
sgd
1
32
0.01
2.15.1
12.2
2.62
10.48
10.5
model-npz/VGG19_optsgd_s100_e1_b32_lr001_1852.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
31
8.66
100
50.21
41
33.24
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b32_lr001_2458
100
224
224
3
10
sgd
1
32
0.001
2.15.1
12.2
2.62
10.5
10.54
model-npz/VGG19_optsgd_s100_e1_b32_lr0001_3567.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
25
6.48
100
42.48
43
33.86
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b32_lr0001_1506
100
224
224
3
10
sgd
1
32
0.0001
2.15.1
12.2
2.58
10.34
10.37
model-npz/VGG19_optsgd_s100_e1_b32_lr00001_8677.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
24
8
100
46.77
43
34.2
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b64_lr01_1632
100
224
224
3
10
sgd
1
64
0.01
2.15.1
12.2
9.64
19.29
19.31
model-npz/VGG19_optsgd_s100_e1_b64_lr001_2549.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
40
11.96
100
69.4
47
38.71
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b64_lr001_6370
100
224
224
3
10
sgd
1
64
0.001
2.15.1
12.2
9.63
19.26
19.29
model-npz/VGG19_optsgd_s100_e1_b64_lr0001_1348.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
37
12.26
100
63.65
49
40.46
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b64_lr0001_3128
100
224
224
3
10
sgd
1
64
0.0001
2.15.1
12.2
9.65
19.3
19.33
model-npz/VGG19_optsgd_s100_e1_b64_lr00001_7238.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
45
11.33
100
66.3
49
40.93
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b1_lr01_1331
100
224
224
3
10
sgd
2
1
0.01
2.15.1
12.2
0.03
3.24
6.51
model-npz/VGG19_optsgd_s100_e2_b1_lr001_2649.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
17
4.14
100
37.14
39
33.64
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b1_lr001_2815
100
224
224
3
10
sgd
2
1
0.001
2.15.1
12.2
0.03
3.17
6.37
model-npz/VGG19_optsgd_s100_e2_b1_lr0001_6398.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
17
3.36
100
29.27
38
32
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b1_lr0001_2570
100
224
224
3
10
sgd
2
1
0.0001
2.15.1
12.2
0.03
3.24
6.51
model-npz/VGG19_optsgd_s100_e2_b1_lr00001_1527.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
18
3.14
100
28.05
38
31.05
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b2_lr01_2043
100
224
224
3
10
sgd
2
2
0.01
2.15.1
12.2
0.06
3.04
6.1
model-npz/VGG19_optsgd_s100_e2_b2_lr001_3064.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
22
4
100
33.55
37
30.23
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b2_lr001_1084
100
224
224
3
10
sgd
2
2
0.001
2.15.1
12.2
0.06
2.99
6.01
model-npz/VGG19_optsgd_s100_e2_b2_lr0001_2078.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
21
2.57
100
26.05
37
29.76
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b2_lr0001_3069
100
224
224
3
10
sgd
2
2
0.0001
2.15.1
12.2
0.06
3.13
6.29
model-npz/VGG19_optsgd_s100_e2_b2_lr00001_5341.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
20
2.86
100
29
36
30.1
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b4_lr01_1870
100
224
224
3
10
sgd
2
4
0.01
2.15.1
12.2
0.12
3.13
6.29
model-npz/VGG19_optsgd_s100_e2_b4_lr001_1629.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
9
1.95
100
25.32
36
29.27
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b4_lr001_2894
100
224
224
3
10
sgd
2
4
0.001
2.15.1
12.2
0.12
3.05
6.14
model-npz/VGG19_optsgd_s100_e2_b4_lr0001_1132.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
28
3.71
100
31.33
33
29.57
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b4_lr0001_3251
100
224
224
3
10
sgd
2
4
0.0001
2.15.1
12.2
0.12
3.02
6.07
model-npz/VGG19_optsgd_s100_e2_b4_lr00001_3299.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
28
3.9
100
34.43
36
28.86
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b8_lr01_2495
100
224
224
3
10
sgd
2
8
0.01
2.15.1
12.2
0.3
3.88
7.81
model-npz/VGG19_optsgd_s100_e2_b8_lr001_4005.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
18
4.96
100
37.76
37
30.16
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b8_lr001_1750
100
224
224
3
10
sgd
2
8
0.001
2.15.1
12.2
0.29
3.82
7.67
model-npz/VGG19_optsgd_s100_e2_b8_lr0001_5474.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
29
6.21
100
41.29
38
30.96
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b8_lr0001_2657
100
224
224
3
10
sgd
2
8
0.0001
2.15.1
12.2
0.3
3.95
7.94
model-npz/VGG19_optsgd_s100_e2_b8_lr00001_1833.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
28
5.48
100
33.52
37
30.8
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b16_lr01_2736
100
224
224
3
10
sgd
2
16
0.01
2.15.1
12.2
0.62
4.33
8.69
model-npz/VGG19_optsgd_s100_e2_b16_lr001_4303.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
28
6.58
100
41.81
39
32.08
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b16_lr001_1655
100
224
224
3
10
sgd
2
16
0.001
2.15.1
12.2
0.62
4.34
8.7
model-npz/VGG19_optsgd_s100_e2_b16_lr0001_3192.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
31
6.27
100
39.92
40
31.88
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b16_lr0001_1000
100
224
224
3
10
sgd
2
16
0.0001
2.15.1
12.2
0.62
4.38
8.78
model-npz/VGG19_optsgd_s100_e2_b16_lr00001_7885.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
31
7.07
100
42.15
41
32.22
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b32_lr01_3100
100
224
224
3
10
sgd
2
32
0.01
2.15.1
12.2
1.31
5.24
10.52
model-npz/VGG19_optsgd_s100_e2_b32_lr001_1206.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
30
9.93
100
55.48
41
33.79
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b32_lr001_2577
100
224
224
3
10
sgd
2
32
0.001
2.15.1
12.2
1.32
5.28
10.59
model-npz/VGG19_optsgd_s100_e2_b32_lr0001_1943.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
30
9.1
100
48.72
44
34.52
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b32_lr0001_2729
100
224
224
3
10
sgd
2
32
0.0001
2.15.1
12.2
1.31
5.23
10.5
model-npz/VGG19_optsgd_s100_e2_b32_lr00001_1664.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
29
9.59
100
51.45
44
35.03
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b64_lr01_9135
100
224
224
3
10
sgd
2
64
0.01
2.15.1
12.2
4.86
9.72
19.49
model-npz/VGG19_optsgd_s100_e2_b64_lr001_1758.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
45
12.28
100
68.39
48
39.59
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b64_lr001_3146
100
224
224
3
10
sgd
2
64
0.001
2.15.1
12.2
4.86
9.72
19.48
model-npz/VGG19_optsgd_s100_e2_b64_lr0001_2320.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
46
12.6
100
67.82
49
41.04
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b64_lr0001_1487
100
224
224
3
10
sgd
2
64
0.0001
2.15.1
12.2
4.83
9.67
19.38
model-npz/VGG19_optsgd_s100_e2_b64_lr00001_1899.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
43
13.67
100
70.71
50
41.98
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b1_lr01_2932
100
224
224
3
10
sgd
5
1
0.01
2.15.1
12.2
0.02
1.63
8.2
model-npz/VGG19_optsgd_s100_e5_b1_lr001_1403.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
18
5
100
39.2
41
34.96
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b1_lr001_1237
100
224
224
3
10
sgd
5
1
0.001
2.15.1
12.2
0.02
1.65
8.33
model-npz/VGG19_optsgd_s100_e5_b1_lr0001_2203.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
18
5.92
100
41.52
40
33.68
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b1_lr0001_2880
100
224
224
3
10
sgd
5
1
0.0001
2.15.1
12.2
0.02
1.65
8.28
model-npz/VGG19_optsgd_s100_e5_b1_lr00001_2931.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
17
5.68
100
41.96
39
32.56
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b2_lr01_6081
100
224
224
3
10
sgd
5
2
0.01
2.15.1
12.2
0.03
1.45
7.29
model-npz/VGG19_optsgd_s100_e5_b2_lr001_2374.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
22
5.48
100
37.09
40
32.17
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b2_lr001_1016
100
224
224
3
10
sgd
5
2
0.001
2.15.1
12.2
0.03
1.47
7.36
model-npz/VGG19_optsgd_s100_e5_b2_lr0001_1610.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
22
5.22
100
38.7
40
31.65
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b2_lr0001_2955
100
224
224
3
10
sgd
5
2
0.0001
2.15.1
12.2
0.03
1.43
7.18
model-npz/VGG19_optsgd_s100_e5_b2_lr00001_6452.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
22
5.39
100
38.43
39
31
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b4_lr01_7690
100
224
224
3
10
sgd
5
4
0.01
2.15.1
12.2
0.06
1.4
7.07
model-npz/VGG19_optsgd_s100_e5_b4_lr001_2742.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
28
4.96
100
33.43
40
31.09
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b4_lr001_2283
100
224
224
3
10
sgd
5
4
0.001
2.15.1
12.2
0.06
1.39
7
model-npz/VGG19_optsgd_s100_e5_b4_lr0001_1479.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
28
5.3
100
32.74
39
30.78
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b4_lr0001_2839
100
224
224
3
10
sgd
5
4
0.0001
2.15.1
12.2
0.05
1.36
6.8
model-npz/VGG19_optsgd_s100_e5_b4_lr00001_3224.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
28
4.64
100
32.59
40
30.68
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b8_lr01_6526
100
224
224
3
10
sgd
5
8
0.01
2.15.1
12.2
0.13
1.73
8.69
model-npz/VGG19_optsgd_s100_e5_b8_lr001_6078.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
33
7.24
100
42.36
40
32.04
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b8_lr001_1527
100
224
224
3
10
sgd
5
8
0.001
2.15.1
12.2
0.13
1.73
8.69
model-npz/VGG19_optsgd_s100_e5_b8_lr0001_2046.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
31
5.58
100
37.08
41
31.69
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b8_lr0001_5858
100
224
224
3
10
sgd
5
8
0.0001
2.15.1
12.2
0.13
1.73
8.7
model-npz/VGG19_optsgd_s100_e5_b8_lr00001_1483.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
30
7.54
100
44
40
32.31
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b16_lr01_1129
100
224
224
3
10
sgd
5
16
0.01
2.15.1
12.2
0.26
1.83
9.18
model-npz/VGG19_optsgd_s100_e5_b16_lr001_9104.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
37
8.11
100
44.04
42
33.11
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b16_lr001_2018
100
224
224
3
10
sgd
5
16
0.001
2.15.1
12.2
0.27
1.86
9.33
model-npz/VGG19_optsgd_s100_e5_b16_lr0001_3327.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
37
8.63
100
43.52
42
33.22
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b16_lr0001_1742
100
224
224
3
10
sgd
5
16
0.0001
2.15.1
12.2
0.27
1.88
9.44
model-npz/VGG19_optsgd_s100_e5_b16_lr00001_9062.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
36
8.33
100
46.85
43
33.7
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b32_lr01_2267
100
224
224
3
10
sgd
5
32
0.01
2.15.1
12.2
0.55
2.21
11.09
model-npz/VGG19_optsgd_s100_e5_b32_lr001_8823.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
37
9.68
100
54.03
46
35.1
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b32_lr001_1254
100
224
224
3
10
sgd
5
32
0.001
2.15.1
12.2
0.56
2.23
11.18
model-npz/VGG19_optsgd_s100_e5_b32_lr0001_5368.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
40
9.57
100
51.33
46
35.97
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b32_lr0001_2803
100
224
224
3
10
sgd
5
32
0.0001
2.15.1
12.2
0.56
2.24
11.25
model-npz/VGG19_optsgd_s100_e5_b32_lr00001_3043.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
38
9.83
100
51.43
45
35.97
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b64_lr01_7571
100
224
224
3
10
sgd
5
64
0.01
2.15.1
12.2
2.01
4.01
20.1
model-npz/VGG19_optsgd_s100_e5_b64_lr001_1657.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
45
14.23
100
65.51
48
39.98
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b64_lr001_7251
100
224
224
3
10
sgd
5
64
0.001
2.15.1
12.2
2.01
4.02
20.11
model-npz/VGG19_optsgd_s100_e5_b64_lr0001_1826.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
48
15.04
100
67.04
49
41.1
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b64_lr0001_2781
100
224
224
3
10
sgd
5
64
0.0001
2.15.1
12.2
2.02
4.04
20.24
model-npz/VGG19_optsgd_s100_e5_b64_lr00001_3183.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
40
12.81
100
65.94
51
41.94
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b1_lr01_1075
100
224
224
3
10
sgd
10
1
0.01
2.15.1
12.2
0.01
1.13
11.29
model-npz/VGG19_optsgd_s100_e10_b1_lr001_1665.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
18
7.61
100
47.94
42
36.35
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b1_lr001_3142
100
224
224
3
10
sgd
10
1
0.001
2.15.1
12.2
0.01
1.14
11.4
model-npz/VGG19_optsgd_s100_e10_b1_lr0001_1223.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
18
7.84
100
47.16
41
34.61
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b1_lr0001_2052
100
224
224
3
10
sgd
10
1
0.0001
2.15.1
12.2
0.01
1.14
11.45
model-npz/VGG19_optsgd_s100_e10_b1_lr00001_2857.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
18
7.61
100
49.39
40
34.42
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b2_lr01_2846
100
224
224
3
10
sgd
10
2
0.01
2.15.1
12.2
0.02
0.92
9.27
model-npz/VGG19_optsgd_s100_e10_b2_lr001_1595.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
22
6.37
100
35.15
41
33.41
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b2_lr001_1535
100
224
224
3
10
sgd
10
2
0.001
2.15.1
12.2
0.02
0.93
9.29
model-npz/VGG19_optsgd_s100_e10_b2_lr0001_1200.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
22
8.27
100
47.81
41
33.46
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b2_lr0001_2937
100
224
224
3
10
sgd
10
2
0.0001
2.15.1
12.2
0.02
0.92
9.21
model-npz/VGG19_optsgd_s100_e10_b2_lr00001_1566.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
22
7.26
100
39.89
41
33
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b4_lr01_1463
100
224
224
3
10
sgd
10
4
0.01
2.15.1
12.2
0.03
0.82
8.24
model-npz/VGG19_optsgd_s100_e10_b4_lr001_2445.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
28
7.36
100
39.2
42
32.88
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b4_lr001_1172
100
224
224
3
10
sgd
10
4
0.001
2.15.1
12.2
0.03
0.86
8.62
model-npz/VGG19_optsgd_s100_e10_b4_lr0001_2424.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
28
7.65
100
41.81
42
32.73
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b4_lr0001_2941
100
224
224
3
10
sgd
10
4
0.0001
2.15.1
12.2
0.03
0.84
8.47
model-npz/VGG19_optsgd_s100_e10_b4_lr00001_1250.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
28
7.52
100
38.76
42
32.64
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b8_lr01_2771
100
224
224
3
10
sgd
10
8
0.01
2.15.1
12.2
0.08
0.99
9.91
model-npz/VGG19_optsgd_s100_e10_b8_lr001_3528.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
33
9.39
100
49.39
44
33.43
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b8_lr001_1482
100
224
224
3
10
sgd
10
8
0.001
2.15.1
12.2
0.07
0.97
9.73
model-npz/VGG19_optsgd_s100_e10_b8_lr0001_6360.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
34
7.93
100
42.21
44
33.43
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b8_lr0001_2976
100
224
224
3
10
sgd
10
8
0.0001
2.15.1
12.2
0.08
1
10.06
model-npz/VGG19_optsgd_s100_e10_b8_lr00001_1801.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
34
8.93
100
44.36
44
33.82
VGG19_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b16_lr01_1816
100
224
224
3
10
sgd
10
16
0.01
2.15.1
12.2
0.15
1.04
10.42
model-npz/VGG19_optsgd_s100_e10_b16_lr001_3139.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
36
10.21
100
49.93
44
34.62