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
VGG16_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b1_lr01_1294
10
224
224
3
10
sgd
5
1
0.01
2.15.1
12.2
0.1
1.02
5.15
model-npz/VGG16_optsgd_s10_e5_b1_lr001_2254.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
9
2.58
100
31.42
30
28.58
VGG16_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b1_lr001_2549
10
224
224
3
10
sgd
5
1
0.001
2.15.1
12.2
0.1
1.01
5.08
model-npz/VGG16_optsgd_s10_e5_b1_lr0001_6295.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
13
1.84
100
26.74
31
28.16
VGG16_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b1_lr0001_1016
10
224
224
3
10
sgd
5
1
0.0001
2.15.1
12.2
0.1
1.02
5.13
model-npz/VGG16_optsgd_s10_e5_b1_lr00001_2778.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
17
2.95
100
32.05
31
28.05
VGG16_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b2_lr01_2219
10
224
224
3
10
sgd
5
2
0.01
2.15.1
12.2
0.2
1.01
5.09
model-npz/VGG16_optsgd_s10_e5_b2_lr001_2019.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
14
2.53
100
26.74
30
28.05
VGG16_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b2_lr001_3366
10
224
224
3
10
sgd
5
2
0.001
2.15.1
12.2
0.2
1.01
5.06
model-npz/VGG16_optsgd_s10_e5_b2_lr0001_9730.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
11
2.11
100
24.16
29
28
VGG16_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b2_lr0001_3600
10
224
224
3
10
sgd
5
2
0.0001
2.15.1
12.2
0.21
1.03
5.19
model-npz/VGG16_optsgd_s10_e5_b2_lr00001_1064.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
10
1.85
100
24.7
29
27.7
VGG16_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b4_lr01_1421
10
224
224
3
10
sgd
5
4
0.01
2.15.1
12.2
0.43
1.3
6.5
model-npz/VGG16_optsgd_s10_e5_b4_lr001_2897.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
15
3.36
100
31.32
35
28.86
VGG16_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b4_lr001_1527
10
224
224
3
10
sgd
5
4
0.001
2.15.1
12.2
0.46
1.37
6.89
model-npz/VGG16_optsgd_s10_e5_b4_lr0001_2645.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
24
3.45
100
31.68
33
28.77
VGG16_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b4_lr0001_8024
10
224
224
3
10
sgd
5
4
0.0001
2.15.1
12.2
0.42
1.27
6.37
model-npz/VGG16_optsgd_s10_e5_b4_lr00001_2061.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
16
3.95
100
37.24
35
28.76
VGG16_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b8_lr01_5383
10
224
224
3
10
sgd
5
8
0.01
2.15.1
12.2
0.7
1.4
7.01
model-npz/VGG16_optsgd_s10_e5_b8_lr001_2634.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
24
4.61
100
36.35
34
29.52
VGG16_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b8_lr001_1717
10
224
224
3
10
sgd
5
8
0.001
2.15.1
12.2
0.7
1.39
7.01
model-npz/VGG16_optsgd_s10_e5_b8_lr0001_1266.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
22
4.71
100
33
35
29.5
VGG16_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b8_lr0001_2668
10
224
224
3
10
sgd
5
8
0.0001
2.15.1
12.2
0.69
1.38
6.94
model-npz/VGG16_optsgd_s10_e5_b8_lr00001_2720.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
24
5.78
100
38.43
36
29.74
VGG16_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b1_lr01_2016
10
224
224
3
10
sgd
10
1
0.01
2.15.1
12.2
0.05
0.54
5.39
model-npz/VGG16_optsgd_s10_e10_b1_lr001_1625.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
16
2.3
100
30.1
32
28.85
VGG16_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b1_lr001_1244
10
224
224
3
10
sgd
10
1
0.001
2.15.1
12.2
0.05
0.54
5.41
model-npz/VGG16_optsgd_s10_e10_b1_lr0001_2817.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
12
2.65
100
27.05
31
28.35
VGG16_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b1_lr0001_3521
10
224
224
3
10
sgd
10
1
0.0001
2.15.1
12.2
0.05
0.53
5.32
model-npz/VGG16_optsgd_s10_e10_b1_lr00001_2148.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
13
2.95
100
32
32
28.26
VGG16_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b2_lr01_2484
10
224
224
3
10
sgd
10
2
0.01
2.15.1
12.2
0.11
0.53
5.36
model-npz/VGG16_optsgd_s10_e10_b2_lr001_1597.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
9
1.84
100
25.37
33
28.32
VGG16_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b2_lr001_8568
10
224
224
3
10
sgd
10
2
0.001
2.15.1
12.2
0.11
0.54
5.42
model-npz/VGG16_optsgd_s10_e10_b2_lr0001_2655.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
17
2.65
100
29.45
32
28.05
VGG16_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b2_lr0001_1007
10
224
224
3
10
sgd
10
2
0.0001
2.15.1
12.2
0.11
0.54
5.39
model-npz/VGG16_optsgd_s10_e10_b2_lr00001_7801.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
19
3.05
100
30.45
30
28.1
VGG16_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b4_lr01_3642
10
224
224
3
10
sgd
10
4
0.01
2.15.1
12.2
0.21
0.64
6.47
model-npz/VGG16_optsgd_s10_e10_b4_lr001_2666.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
17
2.81
100
28.76
34
28.71
VGG16_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b4_lr001_2627
10
224
224
3
10
sgd
10
4
0.001
2.15.1
12.2
0.22
0.66
6.62
model-npz/VGG16_optsgd_s10_e10_b4_lr0001_2284.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
15
3.57
100
31.67
35
28.95
VGG16_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b4_lr0001_6444
10
224
224
3
10
sgd
10
4
0.0001
2.15.1
12.2
0.22
0.65
6.56
model-npz/VGG16_optsgd_s10_e10_b4_lr00001_3601.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
16
3.71
100
34.1
35
29.24
VGG16_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b8_lr01_1706
10
224
224
3
10
sgd
10
8
0.01
2.15.1
12.2
0.34
0.68
6.88
model-npz/VGG16_optsgd_s10_e10_b8_lr001_9442.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
27
4.82
100
37.36
37
30.05
VGG16_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b8_lr001_1884
10
224
224
3
10
sgd
10
8
0.001
2.15.1
12.2
0.35
0.7
6.99
model-npz/VGG16_optsgd_s10_e10_b8_lr0001_1497.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
22
4.96
100
38.74
37
30.26
VGG16_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b8_lr0001_7448
10
224
224
3
10
sgd
10
8
0.0001
2.15.1
12.2
0.35
0.7
7.05
model-npz/VGG16_optsgd_s10_e10_b8_lr00001_2063.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
23
4.59
100
36.68
37
30.82
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b1_lr01_1433
100
224
224
3
10
sgd
1
1
0.01
2.15.1
12.2
0.05
5.45
5.48
model-npz/VGG16_optsgd_s100_e1_b1_lr001_2953.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
11
2.16
100
28.47
32
29.16
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b1_lr001_2083
100
224
224
3
10
sgd
1
1
0.001
2.15.1
12.2
0.05
5.4
5.43
model-npz/VGG16_optsgd_s100_e1_b1_lr0001_1776.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
15
2.95
100
31.16
32
28.63
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b1_lr0001_1582
100
224
224
3
10
sgd
1
1
0.0001
2.15.1
12.2
0.05
5.36
5.4
model-npz/VGG16_optsgd_s100_e1_b1_lr00001_2033.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
17
2.16
100
28.74
33
28.32
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b2_lr01_2997
100
224
224
3
10
sgd
1
2
0.01
2.15.1
12.2
0.11
5.42
5.44
model-npz/VGG16_optsgd_s100_e1_b2_lr001_2969.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
13
2.74
100
31.16
31
28.21
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b2_lr001_4355
100
224
224
3
10
sgd
1
2
0.001
2.15.1
12.2
0.1
5.27
5.29
model-npz/VGG16_optsgd_s100_e1_b2_lr0001_3250.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
12
2.05
100
25.67
31
28.43
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b2_lr0001_7100
100
224
224
3
10
sgd
1
2
0.0001
2.15.1
12.2
0.1
5.19
5.22
model-npz/VGG16_optsgd_s100_e1_b2_lr00001_2131.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
12
2.47
100
29.37
31
28.21
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b4_lr01_1265
100
224
224
3
10
sgd
1
4
0.01
2.15.1
12.2
0.22
5.6
5.63
model-npz/VGG16_optsgd_s100_e1_b4_lr001_2738.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
12
2.7
100
35.6
35
28.6
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b4_lr001_2538
100
224
224
3
10
sgd
1
4
0.001
2.15.1
12.2
0.22
5.61
5.63
model-npz/VGG16_optsgd_s100_e1_b4_lr0001_4812.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
16
2.75
100
32.7
35
28.75
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b4_lr0001_1514
100
224
224
3
10
sgd
1
4
0.0001
2.15.1
12.2
0.22
5.54
5.56
model-npz/VGG16_optsgd_s100_e1_b4_lr00001_1957.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
17
3.3
100
35.7
33
28.7
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b8_lr01_4323
100
224
224
3
10
sgd
1
8
0.01
2.15.1
12.2
0.57
7.4
7.43
model-npz/VGG16_optsgd_s100_e1_b8_lr001_9379.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
22
5.32
100
40.09
36
30
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b8_lr001_2162
100
224
224
3
10
sgd
1
8
0.001
2.15.1
12.2
0.55
7.21
7.25
model-npz/VGG16_optsgd_s100_e1_b8_lr0001_3084.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
32
5.67
100
40.54
37
30.58
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b8_lr0001_2198
100
224
224
3
10
sgd
1
8
0.0001
2.15.1
12.2
0.55
7.15
7.17
model-npz/VGG16_optsgd_s100_e1_b8_lr00001_2417.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
18
4.91
100
40.04
36
30.61
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b16_lr01_2980
100
224
224
3
10
sgd
1
16
0.01
2.15.1
12.2
1.17
8.22
8.24
model-npz/VGG16_optsgd_s100_e1_b16_lr001_3164.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
26
6.5
100
44.38
38
31.96
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b16_lr001_3170
100
224
224
3
10
sgd
1
16
0.001
2.15.1
12.2
1.21
8.44
8.49
model-npz/VGG16_optsgd_s100_e1_b16_lr0001_2381.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
21
7.16
100
45.92
38
32.08
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b16_lr0001_3366
100
224
224
3
10
sgd
1
16
0.0001
2.15.1
12.2
1.15
8.09
8.13
model-npz/VGG16_optsgd_s100_e1_b16_lr00001_1351.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
22
6.62
100
46.04
39
32.33
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b32_lr01_1579
100
224
224
3
10
sgd
1
32
0.01
2.15.1
12.2
2.48
9.93
9.96
model-npz/VGG16_optsgd_s100_e1_b32_lr001_1743.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
27
9
100
51.62
42
34.14
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b32_lr001_3103
100
224
224
3
10
sgd
1
32
0.001
2.15.1
12.2
2.48
9.91
9.93
model-npz/VGG16_optsgd_s100_e1_b32_lr0001_1436.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
33
9
100
50.57
43
34.75
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b32_lr0001_1652
100
224
224
3
10
sgd
1
32
0.0001
2.15.1
12.2
2.48
9.94
9.96
model-npz/VGG16_optsgd_s100_e1_b32_lr00001_1758.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
29
8.96
100
51.57
44
34.61
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b64_lr01_1175
100
224
224
3
10
sgd
1
64
0.01
2.15.1
12.2
9.43
18.87
18.91
model-npz/VGG16_optsgd_s100_e1_b64_lr001_1162.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
39
12.61
100
69.43
48
39.7
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b64_lr001_3313
100
224
224
3
10
sgd
1
64
0.001
2.15.1
12.2
9.55
19.11
19.13
model-npz/VGG16_optsgd_s100_e1_b64_lr0001_1317.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
44
11.83
100
66.63
49
40.33
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b64_lr0001_1052
100
224
224
3
10
sgd
1
64
0.0001
2.15.1
12.2
9.4
18.8
18.84
model-npz/VGG16_optsgd_s100_e1_b64_lr00001_1998.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
38
11.73
100
70.11
49
41.73
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b1_lr01_1249
100
224
224
3
10
sgd
2
1
0.01
2.15.1
12.2
0.03
2.94
5.9
model-npz/VGG16_optsgd_s100_e2_b1_lr001_3336.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
17
3.48
100
33
39
34.1
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b1_lr001_1499
100
224
224
3
10
sgd
2
1
0.001
2.15.1
12.2
0.03
2.96
5.94
model-npz/VGG16_optsgd_s100_e2_b1_lr0001_3197.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
16
2.91
100
29.09
37
32
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b1_lr0001_3160
100
224
224
3
10
sgd
2
1
0.0001
2.15.1
12.2
0.03
2.95
5.92
model-npz/VGG16_optsgd_s100_e2_b1_lr00001_8533.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
17
3.05
100
30.76
37
31.48
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b2_lr01_2101
100
224
224
3
10
sgd
2
2
0.01
2.15.1
12.2
0.06
2.85
5.71
model-npz/VGG16_optsgd_s100_e2_b2_lr001_2181.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
19
2.75
100
30.2
37
30.75
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b2_lr001_2723
100
224
224
3
10
sgd
2
2
0.001
2.15.1
12.2
0.06
2.8
5.65
model-npz/VGG16_optsgd_s100_e2_b2_lr0001_3115.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
22
3
100
32
36
30.25
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b2_lr0001_1730
100
224
224
3
10
sgd
2
2
0.0001
2.15.1
12.2
0.06
2.84
5.71
model-npz/VGG16_optsgd_s100_e2_b2_lr00001_1001.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
19
2.71
100
29.86
36
29.71
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b4_lr01_2875
100
224
224
3
10
sgd
2
4
0.01
2.15.1
12.2
0.11
2.86
5.76
model-npz/VGG16_optsgd_s100_e2_b4_lr001_1495.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
28
2.9
100
27.35
37
29.85
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b4_lr001_3052
100
224
224
3
10
sgd
2
4
0.001
2.15.1
12.2
0.12
2.94
5.9
model-npz/VGG16_optsgd_s100_e2_b4_lr0001_2062.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
28
3.32
100
28.23
37
29.45
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b4_lr0001_2441
100
224
224
3
10
sgd
2
4
0.0001
2.15.1
12.2
0.12
2.89
5.8
model-npz/VGG16_optsgd_s100_e2_b4_lr00001_5276.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
20
2.7
100
29.2
37
29.5
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b8_lr01_2065
100
224
224
3
10
sgd
2
8
0.01
2.15.1
12.2
0.3
3.9
7.85
model-npz/VGG16_optsgd_s100_e2_b8_lr001_2310.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
27
5.35
100
38.3
37
31
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b8_lr001_2977
100
224
224
3
10
sgd
2
8
0.001
2.15.1
12.2
0.29
3.75
7.54
model-npz/VGG16_optsgd_s100_e2_b8_lr0001_2990.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
29
6.71
100
44.29
36
30.92
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b8_lr0001_1887
100
224
224
3
10
sgd
2
8
0.0001
2.15.1
12.2
0.28
3.71
7.44
model-npz/VGG16_optsgd_s100_e2_b8_lr00001_1163.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
21
5.3
100
38.35
37
31.26
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b16_lr01_2749
100
224
224
3
10
sgd
2
16
0.01
2.15.1
12.2
0.59
4.12
8.28
model-npz/VGG16_optsgd_s100_e2_b16_lr001_1693.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
25
6.69
100
44.81
41
32.46
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b16_lr001_5053
100
224
224
3
10
sgd
2
16
0.001
2.15.1
12.2
0.59
4.15
8.33
model-npz/VGG16_optsgd_s100_e2_b16_lr0001_5341.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
21
7
100
47.92
40
32.96
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b16_lr0001_3055
100
224
224
3
10
sgd
2
16
0.0001
2.15.1
12.2
0.6
4.21
8.44
model-npz/VGG16_optsgd_s100_e2_b16_lr00001_6539.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
30
6.52
100
41.2
41
32.36
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b32_lr01_2307
100
224
224
3
10
sgd
2
32
0.01
2.15.1
12.2
1.27
5.1
10.23
model-npz/VGG16_optsgd_s100_e2_b32_lr001_1896.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
28
9.24
100
51.93
43
34.38
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b32_lr001_3033
100
224
224
3
10
sgd
2
32
0.001
2.15.1
12.2
1.28
5.11
10.25
model-npz/VGG16_optsgd_s100_e2_b32_lr0001_3266.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
34
9.55
100
50.28
44
34.79
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b32_lr0001_3009
100
224
224
3
10
sgd
2
32
0.0001
2.15.1
12.2
1.28
5.13
10.29
model-npz/VGG16_optsgd_s100_e2_b32_lr00001_2508.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
30
9.38
100
49.41
43
34.83
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b64_lr01_1141
100
224
224
3
10
sgd
2
64
0.01
2.15.1
12.2
4.75
9.51
19.06
model-npz/VGG16_optsgd_s100_e2_b64_lr001_1532.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
40
12.84
100
71.55
48
39.73
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b64_lr001_3181
100
224
224
3
10
sgd
2
64
0.001
2.15.1
12.2
4.76
9.52
19.07
model-npz/VGG16_optsgd_s100_e2_b64_lr0001_1312.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
34
12.43
100
72.84
49
41.36
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b64_lr0001_5786
100
224
224
3
10
sgd
2
64
0.0001
2.15.1
12.2
4.77
9.55
19.12
model-npz/VGG16_optsgd_s100_e2_b64_lr00001_1800.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
43
13
100
64.96
50
41.63
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b1_lr01_3151
100
224
224
3
10
sgd
5
1
0.01
2.15.1
12.2
0.01
1.51
7.56
model-npz/VGG16_optsgd_s100_e5_b1_lr001_2239.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
17
4.08
100
30.83
40
34.88
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b1_lr001_2265
100
224
224
3
10
sgd
5
1
0.001
2.15.1
12.2
0.01
1.46
7.34
model-npz/VGG16_optsgd_s100_e5_b1_lr0001_8811.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
17
5.26
100
38.39
39
33.22
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b1_lr0001_2632
100
224
224
3
10
sgd
5
1
0.0001
2.15.1
12.2
0.01
1.5
7.54
model-npz/VGG16_optsgd_s100_e5_b1_lr00001_1641.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
17
4.91
100
37.96
39
32.48
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b2_lr01_1445
100
224
224
3
10
sgd
5
2
0.01
2.15.1
12.2
0.03
1.33
6.66
model-npz/VGG16_optsgd_s100_e5_b2_lr001_1628.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
22
4.61
100
33.3
39
31.78
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b2_lr001_2469
100
224
224
3
10
sgd
5
2
0.001
2.15.1
12.2
0.03
1.28
6.44
model-npz/VGG16_optsgd_s100_e5_b2_lr0001_1470.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
22
4.32
100
34.5
39
31.41
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b2_lr0001_3149
100
224
224
3
10
sgd
5
2
0.0001
2.15.1
12.2
0.03
1.3
6.55
model-npz/VGG16_optsgd_s100_e5_b2_lr00001_6858.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
22
4.59
100
31.23
38
31.05
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b4_lr01_8779
100
224
224
3
10
sgd
5
4
0.01
2.15.1
12.2
0.05
1.31
6.58
model-npz/VGG16_optsgd_s100_e5_b4_lr001_3000.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
25
5.73
100
38.09
38
30.95
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b4_lr001_1859
100
224
224
3
10
sgd
5
4
0.001
2.15.1
12.2
0.05
1.32
6.65
model-npz/VGG16_optsgd_s100_e5_b4_lr0001_2649.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
29
4.82
100
33.23
39
30.86
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b4_lr0001_2012
100
224
224
3
10
sgd
5
4
0.0001
2.15.1
12.2
0.05
1.34
6.72
model-npz/VGG16_optsgd_s100_e5_b4_lr00001_2215.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
29
4.13
100
30.17
39
30.43
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b8_lr01_2001
100
224
224
3
10
sgd
5
8
0.01
2.15.1
12.2
0.12
1.62
8.14
model-npz/VGG16_optsgd_s100_e5_b8_lr001_2513.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
34
7.08
100
43.96
40
31.52
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b8_lr001_3374
100
224
224
3
10
sgd
5
8
0.001
2.15.1
12.2
0.12
1.57
7.9
model-npz/VGG16_optsgd_s100_e5_b8_lr0001_1132.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
34
7.17
100
40.04
41
32.58
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b8_lr0001_3155
100
224
224
3
10
sgd
5
8
0.0001
2.15.1
12.2
0.13
1.64
8.25
model-npz/VGG16_optsgd_s100_e5_b8_lr00001_1296.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
33
7.6
100
46.24
41
32.24
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b16_lr01_3065
100
224
224
3
10
sgd
5
16
0.01
2.15.1
12.2
0.25
1.75
8.81
model-npz/VGG16_optsgd_s100_e5_b16_lr001_2443.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
38
8.46
100
45.27
42
33.23
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b16_lr001_1526
100
224
224
3
10
sgd
5
16
0.001
2.15.1
12.2
0.25
1.78
8.94
model-npz/VGG16_optsgd_s100_e5_b16_lr0001_1926.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
34
7.81
100
41.04
42
33.15
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b16_lr0001_6133
100
224
224
3
10
sgd
5
16
0.0001
2.15.1
12.2
0.26
1.8
9.02
model-npz/VGG16_optsgd_s100_e5_b16_lr00001_2305.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
36
7.92
100
45.27
43
33.81
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b32_lr01_3218
100
224
224
3
10
sgd
5
32
0.01
2.15.1
12.2
0.54
2.16
10.85
model-npz/VGG16_optsgd_s100_e5_b32_lr001_2585.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
38
9.66
100
53.9
43
34.86
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b32_lr001_1705
100
224
224
3
10
sgd
5
32
0.001
2.15.1
12.2
0.53
2.14
10.74
model-npz/VGG16_optsgd_s100_e5_b32_lr0001_1573.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
36
10.57
100
55.93
45
35.3
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b32_lr0001_3319
100
224
224
3
10
sgd
5
32
0.0001
2.15.1
12.2
0.55
2.21
11.07
model-npz/VGG16_optsgd_s100_e5_b32_lr00001_1564.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
41
9.68
100
46.84
45
35.81
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b64_lr01_1296
100
224
224
3
10
sgd
5
64
0.01
2.15.1
12.2
1.95
3.91
19.57
model-npz/VGG16_optsgd_s100_e5_b64_lr001_3142.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
46
14.63
100
67.76
48
40.59
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b64_lr001_1604
100
224
224
3
10
sgd
5
64
0.001
2.15.1
12.2
1.98
3.96
19.82
model-npz/VGG16_optsgd_s100_e5_b64_lr0001_3254.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
45
14.17
100
64.57
50
42.07
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b64_lr0001_1298
100
224
224
3
10
sgd
5
64
0.0001
2.15.1
12.2
1.97
3.95
19.77
model-npz/VGG16_optsgd_s100_e5_b64_lr00001_9694.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
47
13.77
100
64.21
51
41.73
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b1_lr01_1135
100
224
224
3
10
sgd
10
1
0.01
2.15.1
12.2
0.01
1
10.06
model-npz/VGG16_optsgd_s100_e10_b1_lr001_6791.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
17
6.79
100
43.66
41
35.79
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b1_lr001_1072
100
224
224
3
10
sgd
10
1
0.001
2.15.1
12.2
0.01
0.99
9.91
model-npz/VGG16_optsgd_s100_e10_b1_lr0001_3031.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
17
7.18
100
44.93
40
34.61
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b1_lr0001_3108
100
224
224
3
10
sgd
10
1
0.0001
2.15.1
12.2
0.01
0.99
9.98
model-npz/VGG16_optsgd_s100_e10_b1_lr00001_3031.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
17
6.59
100
42.97
39
33.83
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b2_lr01_2527
100
224
224
3
10
sgd
10
2
0.01
2.15.1
12.2
0.02
0.82
8.21
model-npz/VGG16_optsgd_s100_e10_b2_lr001_2391.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
22
6.73
100
38.77
40
33.08
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b2_lr001_1511
100
224
224
3
10
sgd
10
2
0.001
2.15.1
12.2
0.02
0.87
8.72
model-npz/VGG16_optsgd_s100_e10_b2_lr0001_3253.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
22
6.28
100
37
40
32.72
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b2_lr0001_3321
100
224
224
3
10
sgd
10
2
0.0001
2.15.1
12.2
0.02
0.81
8.17
model-npz/VGG16_optsgd_s100_e10_b2_lr00001_3336.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
22
7.12
100
43.48
40
32.76
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b4_lr01_2490
100
224
224
3
10
sgd
10
4
0.01
2.15.1
12.2
0.03
0.77
7.72
model-npz/VGG16_optsgd_s100_e10_b4_lr001_2074.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
29
6.62
100
35.92
42
32.83
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b4_lr001_1020
100
224
224
3
10
sgd
10
4
0.001
2.15.1
12.2
0.03
0.76
7.67
model-npz/VGG16_optsgd_s100_e10_b4_lr0001_2129.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
29
7.83
100
42.26
41
32.43
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b4_lr0001_1310
100
224
224
3
10
sgd
10
4
0.0001
2.15.1
12.2
0.03
0.78
7.81
model-npz/VGG16_optsgd_s100_e10_b4_lr00001_2131.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
29
6.4
100
35.08
41
32.44
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b8_lr01_1280
100
224
224
3
10
sgd
10
8
0.01
2.15.1
12.2
0.07
0.89
8.99
model-npz/VGG16_optsgd_s100_e10_b8_lr001_9849.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
35
9.35
100
47.38
43
33.96
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b8_lr001_2684
100
224
224
3
10
sgd
10
8
0.001
2.15.1
12.2
0.07
0.91
9.13
model-npz/VGG16_optsgd_s100_e10_b8_lr0001_1691.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
35
8.85
100
45.04
42
33.33
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b8_lr0001_2464
100
224
224
3
10
sgd
10
8
0.0001
2.15.1
12.2
0.07
0.9
9.01
model-npz/VGG16_optsgd_s100_e10_b8_lr00001_6674.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
34
9.77
100
44.77
42
34
VGG16_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b16_lr01_3185
100
224
224
3
10
sgd
10
16
0.01
2.15.1
12.2
0.14
0.99
9.96
model-npz/VGG16_optsgd_s100_e10_b16_lr001_2890.npz
Nvidia
NVIDIA A100-SXM4-80GB
Ampere
8
6,912
108
80
hbm2e
2,040
432
38
9.54
100
46.46
44
34.21