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
InceptionV3_architecture_optsgd_s100_ipd299x299x3_opd10_e10_b1_lr01_2795
100
299
299
3
10
sgd
10
1
0.01
2.15.1
12.2
0.09
9.66
96.71
model-npz/InceptionV3_optsgd_s100_e10_b1_lr001_2512.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
5.06
73
27.21
43
37.04
InceptionV3_architecture_optsgd_s100_ipd299x299x3_opd10_e10_b1_lr001_2336
100
299
299
3
10
sgd
10
1
0.001
2.15.1
12.2
0.09
9.6
96.05
model-npz/InceptionV3_optsgd_s100_e10_b1_lr0001_1162.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
5.17
78
28.1
35
33.48
InceptionV3_architecture_optsgd_s100_ipd299x299x3_opd10_e10_b1_lr0001_2364
100
299
299
3
10
sgd
10
1
0.0001
2.15.1
12.2
0.09
9.55
95.56
model-npz/InceptionV3_optsgd_s100_e10_b1_lr00001_7771.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
5.38
73
28.78
34
32.81
InceptionV3_architecture_optsgd_s100_ipd299x299x3_opd10_e10_b2_lr01_1505
100
299
299
3
10
sgd
10
2
0.01
2.15.1
12.2
0.12
6.29
62.98
model-npz/InceptionV3_optsgd_s100_e10_b2_lr001_2318.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
14
5.36
80
27.79
35
32.7
InceptionV3_architecture_optsgd_s100_ipd299x299x3_opd10_e10_b2_lr001_2460
100
299
299
3
10
sgd
10
2
0.001
2.15.1
12.2
0.12
6.25
62.59
model-npz/InceptionV3_optsgd_s100_e10_b2_lr0001_3160.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
14
5.48
74
28.04
35
33.01
InceptionV3_architecture_optsgd_s100_ipd299x299x3_opd10_e10_b2_lr0001_1851
100
299
299
3
10
sgd
10
2
0.0001
2.15.1
12.2
0.12
6.22
62.32
model-npz/InceptionV3_optsgd_s100_e10_b2_lr00001_1183.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
13
5.09
76
26.62
36
33.14
InceptionV3_architecture_optsgd_s100_ipd299x299x3_opd10_e10_b4_lr01_2058
100
299
299
3
10
sgd
10
4
0.01
2.15.1
12.2
0.18
4.48
44.82
model-npz/InceptionV3_optsgd_s100_e10_b4_lr001_1993.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
19
6.22
77
27.84
37
33.46
InceptionV3_architecture_optsgd_s100_ipd299x299x3_opd10_e10_b4_lr001_3234
100
299
299
3
10
sgd
10
4
0.001
2.15.1
12.2
0.18
4.59
46
model-npz/InceptionV3_optsgd_s100_e10_b4_lr0001_3032.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
6.01
76
27.57
38
33.83
InceptionV3_architecture_optsgd_s100_ipd299x299x3_opd10_e10_b4_lr0001_1328
100
299
299
3
10
sgd
10
4
0.0001
2.15.1
12.2
0.18
4.47
44.81
model-npz/InceptionV3_optsgd_s100_e10_b4_lr00001_7685.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
19
6.37
79
28.27
38
34.22
InceptionV3_architecture_optsgd_s100_ipd299x299x3_opd10_e10_b8_lr01_5431
100
299
299
3
10
sgd
10
8
0.01
2.15.1
12.2
0.32
4.23
42.37
model-npz/InceptionV3_optsgd_s100_e10_b8_lr001_7650.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
25
7.16
97
29.59
40
34.68
InceptionV3_architecture_optsgd_s100_ipd299x299x3_opd10_e10_b8_lr001_1085
100
299
299
3
10
sgd
10
8
0.001
2.15.1
12.2
0.32
4.13
41.42
model-npz/InceptionV3_optsgd_s100_e10_b8_lr0001_1758.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
25
7.45
93
30.53
40
35.06
InceptionV3_architecture_optsgd_s100_ipd299x299x3_opd10_e10_b8_lr0001_1354
100
299
299
3
10
sgd
10
8
0.0001
2.15.1
12.2
0.32
4.17
41.76
model-npz/InceptionV3_optsgd_s100_e10_b8_lr00001_2760.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
24
7.71
96
31.32
41
35.38
InceptionV3_architecture_optsgd_s100_ipd299x299x3_opd10_e10_b16_lr01_3327
100
299
299
3
10
sgd
10
16
0.01
2.15.1
12.2
0.57
4.01
40.19
model-npz/InceptionV3_optsgd_s100_e10_b16_lr001_2745.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
34
8.32
95
29.68
41
35.6
InceptionV3_architecture_optsgd_s100_ipd299x299x3_opd10_e10_b16_lr001_1919
100
299
299
3
10
sgd
10
16
0.001
2.15.1
12.2
0.58
4.05
40.62
model-npz/InceptionV3_optsgd_s100_e10_b16_lr0001_1073.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
33
8.45
99
30.64
41
36.07
InceptionV3_architecture_optsgd_s100_ipd299x299x3_opd10_e10_b16_lr0001_2402
100
299
299
3
10
sgd
10
16
0.0001
2.15.1
12.2
0.57
4.03
40.35
model-npz/InceptionV3_optsgd_s100_e10_b16_lr00001_9449.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
32
8.62
99
30.24
42
36.22
InceptionV3_architecture_optsgd_s100_ipd299x299x3_opd10_e10_b32_lr01_2812
100
299
299
3
10
sgd
10
32
0.01
2.15.1
12.2
1.04
4.2
42.02
model-npz/InceptionV3_optsgd_s100_e10_b32_lr001_1208.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
38
10.09
100
34.32
43
36.88
InceptionV3_architecture_optsgd_s100_ipd299x299x3_opd10_e10_b32_lr001_1117
100
299
299
3
10
sgd
10
32
0.001
2.15.1
12.2
1.04
4.19
41.99
model-npz/InceptionV3_optsgd_s100_e10_b32_lr0001_1698.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
39
9.62
100
32.9
43
37.22
InceptionV3_architecture_optsgd_s100_ipd299x299x3_opd10_e10_b32_lr0001_2742
100
299
299
3
10
sgd
10
32
0.0001
2.15.1
12.2
1.03
4.15
41.59
model-npz/InceptionV3_optsgd_s100_e10_b32_lr00001_1875.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
39
9.47
100
32.57
43
37.7
InceptionV3_architecture_optsgd_s100_ipd299x299x3_opd10_e10_b64_lr01_4491
100
299
299
3
10
sgd
10
64
0.01
2.15.1
12.2
2.69
5.39
53.92
model-npz/InceptionV3_optsgd_s100_e10_b64_lr001_3388.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
56
14.03
100
45.31
48
40.07
InceptionV3_architecture_optsgd_s100_ipd299x299x3_opd10_e10_b64_lr001_2114
100
299
299
3
10
sgd
10
64
0.001
2.15.1
12.2
2.66
5.34
53.44
model-npz/InceptionV3_optsgd_s100_e10_b64_lr0001_1364.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
59
13.73
100
45.37
50
42.7
InceptionV3_architecture_optsgd_s100_ipd299x299x3_opd10_e10_b64_lr0001_2542
100
299
299
3
10
sgd
10
64
0.0001
2.15.1
12.2
2.65
5.3
53.08
model-npz/InceptionV3_optsgd_s100_e10_b64_lr00001_1927.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
64
14.19
100
46.21
50
43.91
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e1_b1_lr01_1991
1,000
299
299
3
10
sgd
1
1
0.01
2.15.1
12.2
0.09
93.78
93.82
model-npz/InceptionV3_optsgd_s1000_e1_b1_lr001_1216.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
13
5.17
74
28.05
45
38.27
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e1_b1_lr001_4533
1,000
299
299
3
10
sgd
1
1
0.001
2.15.1
12.2
0.1
97.73
97.75
model-npz/InceptionV3_optsgd_s1000_e1_b1_lr0001_8121.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
13
4.98
76
27.22
35
33.76
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e1_b1_lr0001_1577
1,000
299
299
3
10
sgd
1
1
0.0001
2.15.1
12.2
0.09
94.19
94.22
model-npz/InceptionV3_optsgd_s1000_e1_b1_lr00001_7825.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
13
5.07
76
27.7
34
32.75
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e1_b2_lr01_1415
1,000
299
299
3
10
sgd
1
2
0.01
2.15.1
12.2
0.12
62.06
62.08
model-npz/InceptionV3_optsgd_s1000_e1_b2_lr001_2806.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
14
5.27
77
27.36
35
32.67
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e1_b2_lr001_2962
1,000
299
299
3
10
sgd
1
2
0.001
2.15.1
12.2
0.13
64.24
64.27
model-npz/InceptionV3_optsgd_s1000_e1_b2_lr0001_1998.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
5.03
79
25.96
35
32.65
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e1_b2_lr0001_1310
1,000
299
299
3
10
sgd
1
2
0.0001
2.15.1
12.2
0.12
61.86
61.9
model-npz/InceptionV3_optsgd_s1000_e1_b2_lr00001_2532.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
5.44
80
28.14
36
32.96
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e1_b4_lr01_2935
1,000
299
299
3
10
sgd
1
4
0.01
2.15.1
12.2
0.18
44.89
44.91
model-npz/InceptionV3_optsgd_s1000_e1_b4_lr001_2550.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
22
5.93
80
26.56
37
33.28
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e1_b4_lr001_1868
1,000
299
299
3
10
sgd
1
4
0.001
2.15.1
12.2
0.18
44.45
44.48
model-npz/InceptionV3_optsgd_s1000_e1_b4_lr0001_2859.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
27
6.02
80
27.31
37
33.64
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e1_b4_lr0001_1004
1,000
299
299
3
10
sgd
1
4
0.0001
2.15.1
12.2
0.17
44.26
44.29
model-npz/InceptionV3_optsgd_s1000_e1_b4_lr00001_5428.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
6
76
27.19
38
33.91
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e1_b8_lr01_3068
1,000
299
299
3
10
sgd
1
8
0.01
2.15.1
12.2
0.29
36.88
36.91
model-npz/InceptionV3_optsgd_s1000_e1_b8_lr001_1204.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
25
6.45
98
26
39
34.22
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e1_b8_lr001_1104
1,000
299
299
3
10
sgd
1
8
0.001
2.15.1
12.2
0.3
38.16
38.19
model-npz/InceptionV3_optsgd_s1000_e1_b8_lr0001_9100.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
25
6.77
99
27.08
39
34.25
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e1_b8_lr0001_4890
1,000
299
299
3
10
sgd
1
8
0.0001
2.15.1
12.2
0.3
37.57
37.59
model-npz/InceptionV3_optsgd_s1000_e1_b8_lr00001_4057.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
25
6.64
91
26.77
40
34.52
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e1_b16_lr01_3326
1,000
299
299
3
10
sgd
1
16
0.01
2.15.1
12.2
0.64
40.45
40.49
model-npz/InceptionV3_optsgd_s1000_e1_b16_lr001_3303.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
32
8.57
99
31.36
40
34.96
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e1_b16_lr001_1603
1,000
299
299
3
10
sgd
1
16
0.001
2.15.1
12.2
0.64
40.28
40.31
model-npz/InceptionV3_optsgd_s1000_e1_b16_lr0001_2939.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
34
8.38
100
30.55
41
35.38
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e1_b16_lr0001_1124
1,000
299
299
3
10
sgd
1
16
0.0001
2.15.1
12.2
0.66
41.62
41.65
model-npz/InceptionV3_optsgd_s1000_e1_b16_lr00001_2587.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
31
8.53
99
31.07
42
35.95
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e1_b32_lr01_2619
1,000
299
299
3
10
sgd
1
32
0.01
2.15.1
12.2
1.31
41.92
41.95
model-npz/InceptionV3_optsgd_s1000_e1_b32_lr001_2434.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
40
10.31
100
34.73
42
36.99
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e1_b32_lr001_1123
1,000
299
299
3
10
sgd
1
32
0.001
2.15.1
12.2
1.3
41.74
41.78
model-npz/InceptionV3_optsgd_s1000_e1_b32_lr0001_6501.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
39
10.15
100
33.55
43
37.44
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e1_b32_lr0001_2182
1,000
299
299
3
10
sgd
1
32
0.0001
2.15.1
12.2
1.31
41.89
41.92
model-npz/InceptionV3_optsgd_s1000_e1_b32_lr00001_1764.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
39
9.28
99
33.54
43
37.6
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e1_b64_lr01_1874
1,000
299
299
3
10
sgd
1
64
0.01
2.15.1
12.2
3.37
53.94
53.97
model-npz/InceptionV3_optsgd_s1000_e1_b64_lr001_2547.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
65
14.67
100
47.67
48
39.8
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e1_b64_lr001_1808
1,000
299
299
3
10
sgd
1
64
0.001
2.15.1
12.2
3.36
53.85
53.89
model-npz/InceptionV3_optsgd_s1000_e1_b64_lr0001_2288.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
51
13.53
100
45.68
50
42.56
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e1_b64_lr0001_6025
1,000
299
299
3
10
sgd
1
64
0.0001
2.15.1
12.2
3.39
54.32
54.36
model-npz/InceptionV3_optsgd_s1000_e1_b64_lr00001_2286.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
66
14.72
100
47.28
51
43.63
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e2_b1_lr01_1481
1,000
299
299
3
10
sgd
2
1
0.01
2.15.1
12.2
0.08
84
168.02
model-npz/InceptionV3_optsgd_s1000_e2_b1_lr001_2323.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
13
5.89
76
32.03
45
37.05
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e2_b1_lr001_6008
1,000
299
299
3
10
sgd
2
1
0.001
2.15.1
12.2
0.09
88.11
176.26
model-npz/InceptionV3_optsgd_s1000_e2_b1_lr0001_2928.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
5.69
74
31.11
34
33.45
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e2_b1_lr0001_5623
1,000
299
299
3
10
sgd
2
1
0.0001
2.15.1
12.2
0.08
82.64
165.33
model-npz/InceptionV3_optsgd_s1000_e2_b1_lr00001_2410.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
13
6.06
77
32.79
35
33.41
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e2_b2_lr01_2222
1,000
299
299
3
10
sgd
2
2
0.01
2.15.1
12.2
0.1
48.73
97.5
model-npz/InceptionV3_optsgd_s1000_e2_b2_lr001_3195.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
14
6.66
76
34.81
36
33.91
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e2_b2_lr001_2903
1,000
299
299
3
10
sgd
2
2
0.001
2.15.1
12.2
0.1
50.3
100.65
model-npz/InceptionV3_optsgd_s1000_e2_b2_lr0001_3170.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
6.48
76
33.38
37
34.43
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e2_b2_lr0001_5037
1,000
299
299
3
10
sgd
2
2
0.0001
2.15.1
12.2
0.1
50.55
101.13
model-npz/InceptionV3_optsgd_s1000_e2_b2_lr00001_7021.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
14
6.66
73
34.59
38
34.88
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e2_b4_lr01_3309
1,000
299
299
3
10
sgd
2
4
0.01
2.15.1
12.2
0.13
32.08
64.2
model-npz/InceptionV3_optsgd_s1000_e2_b4_lr001_1052.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
8.1
79
36.14
39
35.34
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e2_b4_lr001_1389
1,000
299
299
3
10
sgd
2
4
0.001
2.15.1
12.2
0.12
31.19
62.41
model-npz/InceptionV3_optsgd_s1000_e2_b4_lr0001_3232.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
27
8.13
77
36.03
40
36.13
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e2_b4_lr0001_1640
1,000
299
299
3
10
sgd
2
4
0.0001
2.15.1
12.2
0.12
31.78
63.58
model-npz/InceptionV3_optsgd_s1000_e2_b4_lr00001_1633.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
8.1
74
36.11
41
36.87
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e2_b8_lr01_1478
1,000
299
299
3
10
sgd
2
8
0.01
2.15.1
12.2
0.19
24.26
48.55
model-npz/InceptionV3_optsgd_s1000_e2_b8_lr001_3228.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
30
9.83
92
37.18
42
37.13
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e2_b8_lr001_3400
1,000
299
299
3
10
sgd
2
8
0.001
2.15.1
12.2
0.19
24.35
48.73
model-npz/InceptionV3_optsgd_s1000_e2_b8_lr0001_3138.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
26
9.66
91
36.92
44
37.56
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e2_b8_lr0001_6195
1,000
299
299
3
10
sgd
2
8
0.0001
2.15.1
12.2
0.19
24.25
48.53
model-npz/InceptionV3_optsgd_s1000_e2_b8_lr00001_1698.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
30
9.57
96
36.5
44
37.89
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e2_b16_lr01_1141
1,000
299
299
3
10
sgd
2
16
0.01
2.15.1
12.2
0.39
24.64
49.31
model-npz/InceptionV3_optsgd_s1000_e2_b16_lr001_9208.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
32
10.7
99
36.94
43
38.09
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e2_b16_lr001_9924
1,000
299
299
3
10
sgd
2
16
0.001
2.15.1
12.2
0.4
25.46
50.96
model-npz/InceptionV3_optsgd_s1000_e2_b16_lr0001_2269.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
32
11.18
99
38.08
45
38.61
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e2_b16_lr0001_7419
1,000
299
299
3
10
sgd
2
16
0.0001
2.15.1
12.2
0.39
24.8
49.64
model-npz/InceptionV3_optsgd_s1000_e2_b16_lr00001_6774.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
33
11.18
99
37.81
45
39.13
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e2_b32_lr01_5111
1,000
299
299
3
10
sgd
2
32
0.01
2.15.1
12.2
0.77
24.6
49.24
model-npz/InceptionV3_optsgd_s1000_e2_b32_lr001_2371.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
38
12.46
100
40.95
45
39.74
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e2_b32_lr001_1105
1,000
299
299
3
10
sgd
2
32
0.001
2.15.1
12.2
0.77
24.75
49.54
model-npz/InceptionV3_optsgd_s1000_e2_b32_lr0001_8921.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
39
13.08
100
40.94
47
40.35
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e2_b32_lr0001_1818
1,000
299
299
3
10
sgd
2
32
0.0001
2.15.1
12.2
0.78
24.89
49.81
model-npz/InceptionV3_optsgd_s1000_e2_b32_lr00001_2608.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
39
13.08
100
39.69
47
40.58
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e2_b64_lr01_9833
1,000
299
299
3
10
sgd
2
64
0.01
2.15.1
12.2
1.93
30.97
61.98
model-npz/InceptionV3_optsgd_s1000_e2_b64_lr001_1999.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
66
15.96
100
50.3
51
42.64
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e2_b64_lr001_4652
1,000
299
299
3
10
sgd
2
64
0.001
2.15.1
12.2
1.9
30.47
60.98
model-npz/InceptionV3_optsgd_s1000_e2_b64_lr0001_2779.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
55
15.52
100
47.94
52
44.36
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e2_b64_lr0001_1087
1,000
299
299
3
10
sgd
2
64
0.0001
2.15.1
12.2
1.91
30.62
61.27
model-npz/InceptionV3_optsgd_s1000_e2_b64_lr00001_1460.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
54
16.1
100
48.82
52
45.18
InceptionV3_architecture_optsgd_s1000_ipd299x299x3_opd10_e5_b1_lr01_1777
1,000
299
299
3
10
sgd
5
1
0.01
2.15.1
12.2
0.08
77.88
389.46
model-npz/InceptionV3_optsgd_s1000_e5_b1_lr001_6338.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
14
6.57
73
35.41
46
35.84
DenseNet121_architecture_optadam_s1_ipd224x224x3_opd10_e1_b1_lr01_1713
1
224
224
3
10
adam
1
1
0.01
2.15.1
12.2
77.06
77.09
77.13
model-npz/DenseNet121_optadam_s1_e1_b1_lr001_2231.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
0.4
72
1.85
28
26.45
DenseNet121_architecture_optadam_s1_ipd224x224x3_opd10_e1_b1_lr001_1460
1
224
224
3
10
adam
1
1
0.001
2.15.1
12.2
74.28
74.31
74.33
model-npz/DenseNet121_optadam_s1_e1_b1_lr0001_2450.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
0.69
74
3.26
28
26.96
DenseNet121_architecture_optadam_s1_ipd224x224x3_opd10_e1_b1_lr0001_7367
1
224
224
3
10
adam
1
1
0.0001
2.15.1
12.2
76.04
76.07
76.1
model-npz/DenseNet121_optadam_s1_e1_b1_lr00001_3385.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
0.58
73
2.75
28
27.04
DenseNet121_architecture_optadam_s1_ipd224x224x3_opd10_e2_b1_lr01_2314
1
224
224
3
10
adam
2
1
0.01
2.15.1
12.2
37.74
37.75
75.54
model-npz/DenseNet121_optadam_s1_e2_b1_lr001_2653.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
0.69
74
3.24
28
27.17
DenseNet121_architecture_optadam_s1_ipd224x224x3_opd10_e2_b1_lr001_1579
1
224
224
3
10
adam
2
1
0.001
2.15.1
12.2
37.58
37.6
75.23
model-npz/DenseNet121_optadam_s1_e2_b1_lr0001_2404.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
0.66
75
3.09
29
27.33
DenseNet121_architecture_optadam_s1_ipd224x224x3_opd10_e2_b1_lr0001_8771
1
224
224
3
10
adam
2
1
0.0001
2.15.1
12.2
37.77
37.79
75.61
model-npz/DenseNet121_optadam_s1_e2_b1_lr00001_2126.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
0.67
74
3.04
29
27.58
DenseNet121_architecture_optadam_s1_ipd224x224x3_opd10_e5_b1_lr01_1837
1
224
224
3
10
adam
5
1
0.01
2.15.1
12.2
15.11
15.13
75.68
model-npz/DenseNet121_optadam_s1_e5_b1_lr001_2217.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
0.6
71
2.67
29
27.8
DenseNet121_architecture_optadam_s1_ipd224x224x3_opd10_e5_b1_lr001_9296
1
224
224
3
10
adam
5
1
0.001
2.15.1
12.2
15.17
15.18
75.97
model-npz/DenseNet121_optadam_s1_e5_b1_lr0001_1734.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
0.63
74
3.1
29
27.95
DenseNet121_architecture_optadam_s1_ipd224x224x3_opd10_e5_b1_lr0001_3204
1
224
224
3
10
adam
5
1
0.0001
2.15.1
12.2
15.26
15.27
76.41
model-npz/DenseNet121_optadam_s1_e5_b1_lr00001_2486.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
0.55
74
2.53
29
27.95
DenseNet121_architecture_optadam_s1_ipd224x224x3_opd10_e10_b1_lr01_4821
1
224
224
3
10
adam
10
1
0.01
2.15.1
12.2
7.74
7.75
77.6
model-npz/DenseNet121_optadam_s1_e10_b1_lr001_1362.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
0.6
73
2.98
29
27.98
DenseNet121_architecture_optadam_s1_ipd224x224x3_opd10_e10_b1_lr001_2328
1
224
224
3
10
adam
10
1
0.001
2.15.1
12.2
7.64
7.65
76.59
model-npz/DenseNet121_optadam_s1_e10_b1_lr0001_6432.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
0.7
75
3.3
29
27.98
DenseNet121_architecture_optadam_s1_ipd224x224x3_opd10_e10_b1_lr0001_2678
1
224
224
3
10
adam
10
1
0.0001
2.15.1
12.2
7.63
7.64
76.48
model-npz/DenseNet121_optadam_s1_e10_b1_lr00001_1039.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
0.62
73
2.93
29
28.01
DenseNet121_architecture_optadam_s10_ipd224x224x3_opd10_e1_b1_lr01_3110
10
224
224
3
10
adam
1
1
0.01
2.15.1
12.2
7.67
76.79
76.81
model-npz/DenseNet121_optadam_s10_e1_b1_lr001_2194.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
0.63
73
3.03
29
28.02
DenseNet121_architecture_optadam_s10_ipd224x224x3_opd10_e1_b1_lr001_1678
10
224
224
3
10
adam
1
1
0.001
2.15.1
12.2
7.75
77.52
77.55
model-npz/DenseNet121_optadam_s10_e1_b1_lr0001_5096.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
0.64
72
3.22
29
27.89
DenseNet121_architecture_optadam_s10_ipd224x224x3_opd10_e1_b1_lr0001_3232
10
224
224
3
10
adam
1
1
0.0001
2.15.1
12.2
7.68
76.81
76.83
model-npz/DenseNet121_optadam_s10_e1_b1_lr00001_4070.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
0.68
76
3.22
28
27.18
DenseNet121_architecture_optadam_s10_ipd224x224x3_opd10_e1_b2_lr01_1315
10
224
224
3
10
adam
1
2
0.01
2.15.1
12.2
15.45
77.29
77.32
model-npz/DenseNet121_optadam_s10_e1_b2_lr001_3140.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
0.59
74
3.05
28
27.13
DenseNet121_architecture_optadam_s10_ipd224x224x3_opd10_e1_b2_lr001_2192
10
224
224
3
10
adam
1
2
0.001
2.15.1
12.2
15.57
77.89
77.92
model-npz/DenseNet121_optadam_s10_e1_b2_lr0001_3207.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
0.58
74
2.71
29
27.3
DenseNet121_architecture_optadam_s10_ipd224x224x3_opd10_e1_b2_lr0001_2798
10
224
224
3
10
adam
1
2
0.0001
2.15.1
12.2
15.21
76.09
76.12
model-npz/DenseNet121_optadam_s10_e1_b2_lr00001_2783.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
0.68
75
3.46
29
27.42
DenseNet121_architecture_optadam_s10_ipd224x224x3_opd10_e1_b4_lr01_7060
10
224
224
3
10
adam
1
4
0.01
2.15.1
12.2
26.69
80.11
80.13
model-npz/DenseNet121_optadam_s10_e1_b4_lr001_1288.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
1.38
77
6.8
30
27.53
DenseNet121_architecture_optadam_s10_ipd224x224x3_opd10_e1_b4_lr001_2102
10
224
224
3
10
adam
1
4
0.001
2.15.1
12.2
27.02
81.09
81.12
model-npz/DenseNet121_optadam_s10_e1_b4_lr0001_2428.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
19
1.13
76
5.34
30
27.81
DenseNet121_architecture_optadam_s10_ipd224x224x3_opd10_e1_b4_lr0001_2325
10
224
224
3
10
adam
1
4
0.0001
2.15.1
12.2
26.86
80.63
80.66
model-npz/DenseNet121_optadam_s10_e1_b4_lr00001_4176.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
1.17
80
5.94
30
27.99
DenseNet121_architecture_optadam_s10_ipd224x224x3_opd10_e1_b8_lr01_3297
10
224
224
3
10
adam
1
8
0.01
2.15.1
12.2
40.74
81.52
81.55
model-npz/DenseNet121_optadam_s10_e1_b8_lr001_3005.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
28
1.47
75
6.62
30
27.93
DenseNet121_architecture_optadam_s10_ipd224x224x3_opd10_e1_b8_lr001_1156
10
224
224
3
10
adam
1
8
0.001
2.15.1
12.2
41.11
82.26
82.28
model-npz/DenseNet121_optadam_s10_e1_b8_lr0001_1934.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
21
1.42
80
6.73
31
28.08
DenseNet121_architecture_optadam_s10_ipd224x224x3_opd10_e1_b8_lr0001_3204
10
224
224
3
10
adam
1
8
0.0001
2.15.1
12.2
40.49
81.01
81.03
model-npz/DenseNet121_optadam_s10_e1_b8_lr00001_1433.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
21
1.39
76
6.49
30
28.17
DenseNet121_architecture_optadam_s10_ipd224x224x3_opd10_e2_b1_lr01_1441
10
224
224
3
10
adam
2
1
0.01
2.15.1
12.2
3.94
39.43
78.89
model-npz/DenseNet121_optadam_s10_e2_b1_lr001_2061.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
0.71
75
3.79
29
27.95
DenseNet121_architecture_optadam_s10_ipd224x224x3_opd10_e2_b1_lr001_1684
10
224
224
3
10
adam
2
1
0.001
2.15.1
12.2
3.89
38.97
77.97
model-npz/DenseNet121_optadam_s10_e2_b1_lr0001_1842.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
0.65
73
3.42
28
27.15
DenseNet121_architecture_optadam_s10_ipd224x224x3_opd10_e2_b1_lr0001_2793
10
224
224
3
10
adam
2
1
0.0001
2.15.1
12.2
3.88
38.88
77.79
model-npz/DenseNet121_optadam_s10_e2_b1_lr00001_1655.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
0.69
72
3.51
28
27.03
DenseNet121_architecture_optadam_s10_ipd224x224x3_opd10_e2_b2_lr01_2637
10
224
224
3
10
adam
2
2
0.01
2.15.1
12.2
7.8
39.03
78.1
model-npz/DenseNet121_optadam_s10_e2_b2_lr001_1179.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
0.67
75
3.34
28
27.08
DenseNet121_architecture_optadam_s10_ipd224x224x3_opd10_e2_b2_lr001_3255
10
224
224
3
10
adam
2
2
0.001
2.15.1
12.2
7.82
39.14
78.32
model-npz/DenseNet121_optadam_s10_e2_b2_lr0001_2959.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
0.69
75
3.53
29
27.12
DenseNet121_architecture_optadam_s10_ipd224x224x3_opd10_e2_b2_lr0001_2018
10
224
224
3
10
adam
2
2
0.0001
2.15.1
12.2
7.79
38.99
78.01
model-npz/DenseNet121_optadam_s10_e2_b2_lr00001_1328.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
0.66
76
3.18
28
27.08
DenseNet121_architecture_optadam_s10_ipd224x224x3_opd10_e2_b4_lr01_6576
10
224
224
3
10
adam
2
4
0.01
2.15.1
12.2
13.41
40.26
80.56
model-npz/DenseNet121_optadam_s10_e2_b4_lr001_1389.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
1.21
73
5.99
29
27.31
DenseNet121_architecture_optadam_s10_ipd224x224x3_opd10_e2_b4_lr001_1491
10
224
224
3
10
adam
2
4
0.001
2.15.1
12.2
13.6
40.84
81.71
model-npz/DenseNet121_optadam_s10_e2_b4_lr0001_1054.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
20
1.32
79
6.44
30
27.83
DenseNet121_architecture_optadam_s10_ipd224x224x3_opd10_e2_b4_lr0001_1122
10
224
224
3
10
adam
2
4
0.0001
2.15.1
12.2
13.52
40.6
81.23
model-npz/DenseNet121_optadam_s10_e2_b4_lr00001_1689.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
1.21
76
5.94
30
27.94
DenseNet121_architecture_optadam_s10_ipd224x224x3_opd10_e2_b8_lr01_1861
10
224
224
3
10
adam
2
8
0.01
2.15.1
12.2
20.63
41.29
82.61
model-npz/DenseNet121_optadam_s10_e2_b8_lr001_2384.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
24
1.58
76
7.41
30
27.92
DenseNet121_architecture_optadam_s10_ipd224x224x3_opd10_e2_b8_lr001_1333
10
224
224
3
10
adam
2
8
0.001
2.15.1
12.2
20.19
40.4
80.85
model-npz/DenseNet121_optadam_s10_e2_b8_lr0001_2699.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
1.45
77
6.99
30
28.06
DenseNet121_architecture_optadam_s10_ipd224x224x3_opd10_e2_b8_lr0001_1614
10
224
224
3
10
adam
2
8
0.0001
2.15.1
12.2
20.75
41.52
83.07
model-npz/DenseNet121_optadam_s10_e2_b8_lr00001_3468.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
27
1.65
76
7.74
30
28.09