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
ResNet50_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b2_lr0001_1698
1,000
224
224
3
10
adam
5
2
0.0001
2.15.1
12.2
0.07
34.63
173.2
model-npz/ResNet50_optadam_s1000_e5_b2_lr00001_6777.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
16
6.99
58
26.51
38
36.05
ResNet50_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b4_lr01_2429
1,000
224
224
3
10
adam
5
4
0.01
2.15.1
12.2
0.08
21.22
106.14
model-npz/ResNet50_optadam_s1000_e5_b4_lr001_2860.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
18
8.62
61
25.35
43
38.06
ResNet50_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b4_lr001_2497
1,000
224
224
3
10
adam
5
4
0.001
2.15.1
12.2
0.08
21.31
106.61
model-npz/ResNet50_optadam_s1000_e5_b4_lr0001_2596.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
16
8.61
61
25.5
43
39.81
ResNet50_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b4_lr0001_1428
1,000
224
224
3
10
adam
5
4
0.0001
2.15.1
12.2
0.08
20.95
104.79
model-npz/ResNet50_optadam_s1000_e5_b4_lr00001_2226.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
17
8.6
63
25.22
43
40.09
ResNet50_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b8_lr01_1386
1,000
224
224
3
10
adam
5
8
0.01
2.15.1
12.2
0.11
14.44
72.25
model-npz/ResNet50_optadam_s1000_e5_b8_lr001_2271.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
29
11.69
67
28.16
48
40.96
ResNet50_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b8_lr001_2843
1,000
224
224
3
10
adam
5
8
0.001
2.15.1
12.2
0.11
14.26
71.33
model-npz/ResNet50_optadam_s1000_e5_b8_lr0001_1006.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
28
11.8
66
28.29
48
42.18
ResNet50_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b8_lr0001_2416
1,000
224
224
3
10
adam
5
8
0.0001
2.15.1
12.2
0.11
14.21
71.1
model-npz/ResNet50_optadam_s1000_e5_b8_lr00001_3180.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
28
11.47
67
27.36
47
42.21
ResNet50_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b16_lr01_4582
1,000
224
224
3
10
adam
5
16
0.01
2.15.1
12.2
0.19
11.77
58.93
model-npz/ResNet50_optadam_s1000_e5_b16_lr001_1747.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
44
14.29
84
28.68
51
42.62
ResNet50_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b16_lr001_2869
1,000
224
224
3
10
adam
5
16
0.001
2.15.1
12.2
0.19
12.04
60.26
model-npz/ResNet50_optadam_s1000_e5_b16_lr0001_8307.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
42
13.98
83
27.7
50
42.77
ResNet50_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b16_lr0001_1284
1,000
224
224
3
10
adam
5
16
0.0001
2.15.1
12.2
0.19
11.89
59.48
model-npz/ResNet50_optadam_s1000_e5_b16_lr00001_7989.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
44
14.38
85
28.47
51
42.85
ResNet50_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b32_lr01_1418
1,000
224
224
3
10
adam
5
32
0.01
2.15.1
12.2
0.34
10.96
54.88
model-npz/ResNet50_optadam_s1000_e5_b32_lr001_2827.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
54
15.13
93
27.98
51
42.93
ResNet50_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b32_lr001_1153
1,000
224
224
3
10
adam
5
32
0.001
2.15.1
12.2
0.34
10.99
55
model-npz/ResNet50_optadam_s1000_e5_b32_lr0001_3157.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
56
15.32
93
29.08
51
42.89
ResNet50_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b32_lr0001_3509
1,000
224
224
3
10
adam
5
32
0.0001
2.15.1
12.2
0.35
11.21
56.12
model-npz/ResNet50_optadam_s1000_e5_b32_lr00001_1025.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
54
15.25
92
28.7
51
42.76
ResNet50_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b64_lr01_2169
1,000
224
224
3
10
adam
5
64
0.01
2.15.1
12.2
0.71
11.39
57
model-npz/ResNet50_optadam_s1000_e5_b64_lr001_6232.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
62
15.9
95
29.83
52
43.25
ResNet50_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b64_lr001_2727
1,000
224
224
3
10
adam
5
64
0.001
2.15.1
12.2
0.71
11.36
56.85
model-npz/ResNet50_optadam_s1000_e5_b64_lr0001_1187.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
69
17.65
96
32.61
51
43.69
ResNet50_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b64_lr0001_3799
1,000
224
224
3
10
adam
5
64
0.0001
2.15.1
12.2
0.71
11.34
56.74
model-npz/ResNet50_optadam_s1000_e5_b64_lr00001_2533.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
61
17.29
98
30.47
52
43.54
ResNet50_architecture_optadam_s1000_ipd224x224x3_opd10_e10_b32_lr0001_1479
1,000
224
224
3
10
adam
10
32
0.0001
2.15.1
12.2
0.23
7.27
72.75
model-npz/ResNet50_optadam_s1000_e10_b32_lr00001_3184.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
54
22.45
92
40.75
52
38.84
ResNet50_architecture_optadam_s1000_ipd224x224x3_opd10_e10_b64_lr01_6127
1,000
224
224
3
10
adam
10
64
0.01
2.15.1
12.2
0.44
7.15
71.54
model-npz/ResNet50_optadam_s1000_e10_b64_lr001_6422.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
66
24.69
97
43.22
55
45.57
ResNet50_architecture_optadam_s1000_ipd224x224x3_opd10_e10_b64_lr001_1380
1,000
224
224
3
10
adam
10
64
0.001
2.15.1
12.2
0.44
7.14
71.5
model-npz/ResNet50_optadam_s1000_e10_b64_lr0001_9184.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
76
25.11
96
43.3
55
46.74
ResNet50_architecture_optadam_s1000_ipd224x224x3_opd10_e10_b64_lr0001_7730
1,000
224
224
3
10
adam
10
64
0.0001
2.15.1
12.2
0.45
7.17
71.75
model-npz/ResNet50_optadam_s1000_e10_b64_lr00001_7661.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
62
23.33
97
41.68
56
47.08
ResNet50_architecture_optsgd_s1_ipd224x224x3_opd10_e1_b1_lr01_6408
1
224
224
3
10
sgd
1
1
0.01
2.15.1
12.2
19.57
19.6
19.63
model-npz/ResNet50_optsgd_s1_e1_b1_lr001_6722.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
14
0.9
48
3.37
50
45.08
ResNet50_architecture_optsgd_s1_ipd224x224x3_opd10_e1_b1_lr001_1825
1
224
224
3
10
sgd
1
1
0.001
2.15.1
12.2
20.6
20.62
20.65
model-npz/ResNet50_optsgd_s1_e1_b1_lr0001_1828.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
14
0.76
49
4.59
43
41
ResNet50_architecture_optsgd_s1_ipd224x224x3_opd10_e1_b1_lr0001_3086
1
224
224
3
10
sgd
1
1
0.0001
2.15.1
12.2
19.12
19.15
19.18
model-npz/ResNet50_optsgd_s1_e1_b1_lr00001_2104.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
14
1.2
66
4.7
39
38.36
ResNet50_architecture_optsgd_s1_ipd224x224x3_opd10_e2_b1_lr01_1666
1
224
224
3
10
sgd
2
1
0.01
2.15.1
12.2
10.03
10.05
20.13
model-npz/ResNet50_optsgd_s1_e2_b1_lr001_4365.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
15
0.49
60
2.15
38
36.34
ResNet50_architecture_optsgd_s1_ipd224x224x3_opd10_e2_b1_lr001_2421
1
224
224
3
10
sgd
2
1
0.001
2.15.1
12.2
9.47
9.49
19.01
model-npz/ResNet50_optsgd_s1_e2_b1_lr0001_1217.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
14
0.51
59
2.8
36
35.76
ResNet50_architecture_optsgd_s1_ipd224x224x3_opd10_e2_b1_lr0001_1389
1
224
224
3
10
sgd
2
1
0.0001
2.15.1
12.2
9.55
9.57
19.18
model-npz/ResNet50_optsgd_s1_e2_b1_lr00001_1071.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
14
0.73
55
2.69
36
35.04
ResNet50_architecture_optsgd_s1_ipd224x224x3_opd10_e5_b1_lr01_2533
1
224
224
3
10
sgd
5
1
0.01
2.15.1
12.2
4
4.01
20.11
model-npz/ResNet50_optsgd_s1_e5_b1_lr001_2499.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
15
0.92
52
3.94
35
34.19
ResNet50_architecture_optsgd_s1_ipd224x224x3_opd10_e5_b1_lr001_1939
1
224
224
3
10
sgd
5
1
0.001
2.15.1
12.2
3.93
3.93
19.72
model-npz/ResNet50_optsgd_s1_e5_b1_lr0001_1055.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
13
0.98
63
4.47
34
33.96
ResNet50_architecture_optsgd_s1_ipd224x224x3_opd10_e5_b1_lr0001_7386
1
224
224
3
10
sgd
5
1
0.0001
2.15.1
12.2
3.93
3.94
19.75
model-npz/ResNet50_optsgd_s1_e5_b1_lr00001_3221.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
14
1.24
65
4.54
34
33.18
ResNet50_architecture_optsgd_s1_ipd224x224x3_opd10_e10_b1_lr01_7544
1
224
224
3
10
sgd
10
1
0.01
2.15.1
12.2
1.97
1.98
19.88
model-npz/ResNet50_optsgd_s1_e10_b1_lr001_1128.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
16
0.85
54
3.79
34
33.12
ResNet50_architecture_optsgd_s1_ipd224x224x3_opd10_e10_b1_lr001_3101
1
224
224
3
10
sgd
10
1
0.001
2.15.1
12.2
1.99
2
20.08
model-npz/ResNet50_optsgd_s1_e10_b1_lr0001_1568.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
13
0.82
47
3.61
34
33.14
ResNet50_architecture_optsgd_s1_ipd224x224x3_opd10_e10_b1_lr0001_2725
1
224
224
3
10
sgd
10
1
0.0001
2.15.1
12.2
1.98
1.99
19.92
model-npz/ResNet50_optsgd_s1_e10_b1_lr00001_3936.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
14
0.98
54
4.02
34
32.82
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e1_b1_lr01_9932
10
224
224
3
10
sgd
1
1
0.01
2.15.1
12.2
2
20.03
20.06
model-npz/ResNet50_optsgd_s10_e1_b1_lr001_2203.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
14
0.67
100
4.63
34
33
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e1_b1_lr001_1339
10
224
224
3
10
sgd
1
1
0.001
2.15.1
12.2
1.99
19.96
19.99
model-npz/ResNet50_optsgd_s10_e1_b1_lr0001_1227.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
15
1.06
100
5.25
33
32.85
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e1_b1_lr0001_2265
10
224
224
3
10
sgd
1
1
0.0001
2.15.1
12.2
1.98
19.88
19.91
model-npz/ResNet50_optsgd_s10_e1_b1_lr00001_2630.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
15
0.86
51
3.55
34
33.08
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e1_b2_lr01_2476
10
224
224
3
10
sgd
1
2
0.01
2.15.1
12.2
4
20.05
20.08
model-npz/ResNet50_optsgd_s10_e1_b2_lr001_2240.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
16
0.92
62
3.21
33
32.11
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e1_b2_lr001_5343
10
224
224
3
10
sgd
1
2
0.001
2.15.1
12.2
3.93
19.69
19.72
model-npz/ResNet50_optsgd_s10_e1_b2_lr0001_2466.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
14
0.85
64
4.25
34
32.69
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e1_b2_lr0001_2540
10
224
224
3
10
sgd
1
2
0.0001
2.15.1
12.2
3.95
19.77
19.82
model-npz/ResNet50_optsgd_s10_e1_b2_lr00001_2376.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
13
0.98
56
3.82
34
32.72
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e1_b4_lr01_5198
10
224
224
3
10
sgd
1
4
0.01
2.15.1
12.2
7.12
21.38
21.41
model-npz/ResNet50_optsgd_s10_e1_b4_lr001_1795.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
29
2.04
76
6.93
36
32.98
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e1_b4_lr001_1603
10
224
224
3
10
sgd
1
4
0.001
2.15.1
12.2
7.15
21.47
21.51
model-npz/ResNet50_optsgd_s10_e1_b4_lr0001_2256.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
19
2.05
84
8.2
36
33.47
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e1_b4_lr0001_6540
10
224
224
3
10
sgd
1
4
0.0001
2.15.1
12.2
7.08
21.27
21.31
model-npz/ResNet50_optsgd_s10_e1_b4_lr00001_2888.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
21
2.02
78
7.76
36
32.85
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e1_b8_lr01_5524
10
224
224
3
10
sgd
1
8
0.01
2.15.1
12.2
10.76
21.54
21.57
model-npz/ResNet50_optsgd_s10_e1_b8_lr001_2317.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
22
2.76
100
10.93
36
33.4
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e1_b8_lr001_1549
10
224
224
3
10
sgd
1
8
0.001
2.15.1
12.2
11.25
22.52
22.55
model-npz/ResNet50_optsgd_s10_e1_b8_lr0001_1978.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
25
2.4
77
8.35
37
33.89
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e1_b8_lr0001_3106
10
224
224
3
10
sgd
1
8
0.0001
2.15.1
12.2
10.93
21.89
21.92
model-npz/ResNet50_optsgd_s10_e1_b8_lr00001_1243.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
23
2.58
84
8.77
36
33.6
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e2_b1_lr01_1731
10
224
224
3
10
sgd
2
1
0.01
2.15.1
12.2
1.03
10.35
20.73
model-npz/ResNet50_optsgd_s10_e2_b1_lr001_1624.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
14
1.28
65
4.56
35
33.57
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e2_b1_lr001_3220
10
224
224
3
10
sgd
2
1
0.001
2.15.1
12.2
1.02
10.25
20.54
model-npz/ResNet50_optsgd_s10_e2_b1_lr0001_1430.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
15
1.19
53
4.71
34
33.13
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e2_b1_lr0001_3526
10
224
224
3
10
sgd
2
1
0.0001
2.15.1
12.2
1.01
10.17
20.37
model-npz/ResNet50_optsgd_s10_e2_b1_lr00001_3151.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
16
1.04
59
3.93
34
32.83
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e2_b2_lr01_2366
10
224
224
3
10
sgd
2
2
0.01
2.15.1
12.2
1.97
9.85
19.73
model-npz/ResNet50_optsgd_s10_e2_b2_lr001_1828.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
15
0.78
64
4.54
34
33.14
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e2_b2_lr001_9393
10
224
224
3
10
sgd
2
2
0.001
2.15.1
12.2
2.01
10.09
20.21
model-npz/ResNet50_optsgd_s10_e2_b2_lr0001_1466.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
14
1.42
59
5.36
33
32.3
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e2_b2_lr0001_3279
10
224
224
3
10
sgd
2
2
0.0001
2.15.1
12.2
1.99
9.95
19.94
model-npz/ResNet50_optsgd_s10_e2_b2_lr00001_8675.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
17
1
57
4.02
34
32.81
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e2_b4_lr01_5923
10
224
224
3
10
sgd
2
4
0.01
2.15.1
12.2
3.67
11.02
22.08
model-npz/ResNet50_optsgd_s10_e2_b4_lr001_2123.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
22
2.07
77
7.93
36
33.11
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e2_b4_lr001_6809
10
224
224
3
10
sgd
2
4
0.001
2.15.1
12.2
3.67
11.03
22.13
model-npz/ResNet50_optsgd_s10_e2_b4_lr0001_2673.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
22
2.41
77
8.79
36
32.95
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e2_b4_lr0001_8533
10
224
224
3
10
sgd
2
4
0.0001
2.15.1
12.2
3.71
11.15
22.33
model-npz/ResNet50_optsgd_s10_e2_b4_lr00001_2795.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
25
1.91
100
8.56
35
33.28
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e2_b8_lr01_2742
10
224
224
3
10
sgd
2
8
0.01
2.15.1
12.2
5.5
11.01
22.06
model-npz/ResNet50_optsgd_s10_e2_b8_lr001_7021.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
20
2.38
78
7.96
36
33.73
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e2_b8_lr001_6412
10
224
224
3
10
sgd
2
8
0.001
2.15.1
12.2
5.44
10.9
21.85
model-npz/ResNet50_optsgd_s10_e2_b8_lr0001_6902.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
29
2.14
100
8.07
36
33.8
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e2_b8_lr0001_1633
10
224
224
3
10
sgd
2
8
0.0001
2.15.1
12.2
5.46
10.94
21.92
model-npz/ResNet50_optsgd_s10_e2_b8_lr00001_9299.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
28
2.35
76
7.82
36
34.22
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b1_lr01_2984
10
224
224
3
10
sgd
5
1
0.01
2.15.1
12.2
0.44
4.43
22.18
model-npz/ResNet50_optsgd_s10_e5_b1_lr001_1183.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
13
1.28
43
4.7
35
34.11
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b1_lr001_3038
10
224
224
3
10
sgd
5
1
0.001
2.15.1
12.2
0.44
4.43
22.17
model-npz/ResNet50_optsgd_s10_e5_b1_lr0001_3206.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
15
1.18
54
4.58
34
33.35
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b1_lr0001_5287
10
224
224
3
10
sgd
5
1
0.0001
2.15.1
12.2
0.44
4.46
22.37
model-npz/ResNet50_optsgd_s10_e5_b1_lr00001_1846.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
13
1.19
65
5.49
34
33.18
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b2_lr01_2207
10
224
224
3
10
sgd
5
2
0.01
2.15.1
12.2
0.85
4.27
21.4
model-npz/ResNet50_optsgd_s10_e5_b2_lr001_2835.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
14
1.56
64
5.56
35
33.2
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b2_lr001_3967
10
224
224
3
10
sgd
5
2
0.001
2.15.1
12.2
0.83
4.16
20.88
model-npz/ResNet50_optsgd_s10_e5_b2_lr0001_3233.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
14
1.4
69
5.54
35
33.06
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b2_lr0001_7201
10
224
224
3
10
sgd
5
2
0.0001
2.15.1
12.2
0.84
4.19
21
model-npz/ResNet50_optsgd_s10_e5_b2_lr00001_2063.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
15
1.43
100
6.57
35
33.38
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b4_lr01_2278
10
224
224
3
10
sgd
5
4
0.01
2.15.1
12.2
1.46
4.4
22.06
model-npz/ResNet50_optsgd_s10_e5_b4_lr001_1236.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
17
2.15
81
8.48
35
32.96
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b4_lr001_1583
10
224
224
3
10
sgd
5
4
0.001
2.15.1
12.2
1.49
4.49
22.52
model-npz/ResNet50_optsgd_s10_e5_b4_lr0001_3324.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
22
2.54
85
9.59
35
33.34
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b4_lr0001_3190
10
224
224
3
10
sgd
5
4
0.0001
2.15.1
12.2
1.47
4.41
22.12
model-npz/ResNet50_optsgd_s10_e5_b4_lr00001_2742.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
22
2.12
82
7.95
36
33.73
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b8_lr01_1049
10
224
224
3
10
sgd
5
8
0.01
2.15.1
12.2
2.24
4.49
22.49
model-npz/ResNet50_optsgd_s10_e5_b8_lr001_2889.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
24
2.49
74
7.74
36
33.53
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b8_lr001_3945
10
224
224
3
10
sgd
5
8
0.001
2.15.1
12.2
2.22
4.45
22.3
model-npz/ResNet50_optsgd_s10_e5_b8_lr0001_1884.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
29
2.54
81
9.37
36
33.89
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b8_lr0001_1194
10
224
224
3
10
sgd
5
8
0.0001
2.15.1
12.2
2.24
4.49
22.49
model-npz/ResNet50_optsgd_s10_e5_b8_lr00001_1792.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
20
2.79
83
9.14
36
34.28
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b1_lr01_2398
10
224
224
3
10
sgd
10
1
0.01
2.15.1
12.2
0.25
2.47
24.81
model-npz/ResNet50_optsgd_s10_e10_b1_lr001_2103.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
14
1.73
67
6.58
34
33.1
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b1_lr001_8686
10
224
224
3
10
sgd
10
1
0.001
2.15.1
12.2
0.25
2.49
24.96
model-npz/ResNet50_optsgd_s10_e10_b1_lr0001_2563.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
14
1.76
65
8.29
34
32.87
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b1_lr0001_3352
10
224
224
3
10
sgd
10
1
0.0001
2.15.1
12.2
0.24
2.47
24.78
model-npz/ResNet50_optsgd_s10_e10_b1_lr00001_3263.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
14
1.63
52
6.28
34
33.18
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b2_lr01_2668
10
224
224
3
10
sgd
10
2
0.01
2.15.1
12.2
0.45
2.25
22.53
model-npz/ResNet50_optsgd_s10_e10_b2_lr001_3024.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
13
1.62
100
7.98
35
33.46
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b2_lr001_2297
10
224
224
3
10
sgd
10
2
0.001
2.15.1
12.2
0.45
2.25
22.55
model-npz/ResNet50_optsgd_s10_e10_b2_lr0001_3121.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
16
1.79
69
7.8
35
33.55
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b2_lr0001_1162
10
224
224
3
10
sgd
10
2
0.0001
2.15.1
12.2
0.44
2.22
22.26
model-npz/ResNet50_optsgd_s10_e10_b2_lr00001_7589.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
16
1.45
64
6.18
35
33.98
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b4_lr01_1342
10
224
224
3
10
sgd
10
4
0.01
2.15.1
12.2
0.76
2.3
23.09
model-npz/ResNet50_optsgd_s10_e10_b4_lr001_2920.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
28
2.66
77
9.81
36
34.12
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b4_lr001_9311
10
224
224
3
10
sgd
10
4
0.001
2.15.1
12.2
0.78
2.34
23.45
model-npz/ResNet50_optsgd_s10_e10_b4_lr0001_2251.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
17
2.12
78
7.38
36
34.14
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b4_lr0001_8238
10
224
224
3
10
sgd
10
4
0.0001
2.15.1
12.2
0.77
2.32
23.3
model-npz/ResNet50_optsgd_s10_e10_b4_lr00001_3213.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
21
2.36
74
9
37
34.37
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b8_lr01_5626
10
224
224
3
10
sgd
10
8
0.01
2.15.1
12.2
1.16
2.34
23.44
model-npz/ResNet50_optsgd_s10_e10_b8_lr001_2355.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
21
2.97
80
9.75
37
34.81
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b8_lr001_2464
10
224
224
3
10
sgd
10
8
0.001
2.15.1
12.2
1.13
2.27
22.81
model-npz/ResNet50_optsgd_s10_e10_b8_lr0001_7236.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
19
2.95
100
10.86
37
34.54
ResNet50_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b8_lr0001_3190
10
224
224
3
10
sgd
10
8
0.0001
2.15.1
12.2
1.11
2.24
22.43
model-npz/ResNet50_optsgd_s10_e10_b8_lr00001_1973.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
27
2.47
75
8.32
37
34.67
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b1_lr01_2262
100
224
224
3
10
sgd
1
1
0.01
2.15.1
12.2
0.25
24.87
24.9
model-npz/ResNet50_optsgd_s100_e1_b1_lr001_1555.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
7
1.48
62
6.08
35
34.55
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b1_lr001_1855
100
224
224
3
10
sgd
1
1
0.001
2.15.1
12.2
0.25
24.9
24.94
model-npz/ResNet50_optsgd_s100_e1_b1_lr0001_2385.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
15
1.92
100
8.49
35
33.28
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b1_lr0001_1724
100
224
224
3
10
sgd
1
1
0.0001
2.15.1
12.2
0.25
24.87
24.9
model-npz/ResNet50_optsgd_s100_e1_b1_lr00001_6191.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
15
1.63
100
7.11
35
33.58
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b2_lr01_1966
100
224
224
3
10
sgd
1
2
0.01
2.15.1
12.2
0.44
22.12
22.16
model-npz/ResNet50_optsgd_s100_e1_b2_lr001_1315.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
15
1.5
59
5.54
35
34
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b2_lr001_5096
100
224
224
3
10
sgd
1
2
0.001
2.15.1
12.2
0.44
22
22.03
model-npz/ResNet50_optsgd_s100_e1_b2_lr0001_2111.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
13
1.77
53
6.64
35
33.89
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b2_lr0001_1599
100
224
224
3
10
sgd
1
2
0.0001
2.15.1
12.2
0.44
21.99
22.03
model-npz/ResNet50_optsgd_s100_e1_b2_lr00001_2863.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
16
1.42
57
5.42
35
33.58
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b4_lr01_1935
100
224
224
3
10
sgd
1
4
0.01
2.15.1
12.2
0.83
20.87
20.91
model-npz/ResNet50_optsgd_s100_e1_b4_lr001_1596.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
17
1.15
59
4
36
33.87
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b4_lr001_2805
100
224
224
3
10
sgd
1
4
0.001
2.15.1
12.2
0.84
20.96
21
model-npz/ResNet50_optsgd_s100_e1_b4_lr0001_4912.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
18
1.7
63
6.09
35
32.81
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b4_lr0001_7260
100
224
224
3
10
sgd
1
4
0.0001
2.15.1
12.2
0.84
21.01
21.04
model-npz/ResNet50_optsgd_s100_e1_b4_lr00001_1305.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
18
2
73
7.76
35
33.27
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b8_lr01_1724
100
224
224
3
10
sgd
1
8
0.01
2.15.1
12.2
1.73
22.49
22.52
model-npz/ResNet50_optsgd_s100_e1_b8_lr001_2333.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
29
3.68
86
11.3
37
33.84
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b8_lr001_7625
100
224
224
3
10
sgd
1
8
0.001
2.15.1
12.2
1.71
22.26
22.3
model-npz/ResNet50_optsgd_s100_e1_b8_lr0001_1177.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
25
3.04
80
9.77
38
33.8
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b8_lr0001_1686
100
224
224
3
10
sgd
1
8
0.0001
2.15.1
12.2
1.75
22.85
22.9
model-npz/ResNet50_optsgd_s100_e1_b8_lr00001_1407.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
23
2.66
100
10.93
37
34.19
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b16_lr01_1109
100
224
224
3
10
sgd
1
16
0.01
2.15.1
12.2
3.24
22.71
22.75
model-npz/ResNet50_optsgd_s100_e1_b16_lr001_2233.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
40
4.21
77
11.17
39
34.93
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b16_lr001_1929
100
224
224
3
10
sgd
1
16
0.001
2.15.1
12.2
3.32
23.3
23.34
model-npz/ResNet50_optsgd_s100_e1_b16_lr0001_3600.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
30
3.47
79
9.92
38
34.69
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b16_lr0001_1262
100
224
224
3
10
sgd
1
16
0.0001
2.15.1
12.2
3.27
22.95
22.99
model-npz/ResNet50_optsgd_s100_e1_b16_lr00001_1065.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
41
4.27
100
12.92
39
35.51
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b32_lr01_6849
100
224
224
3
10
sgd
1
32
0.01
2.15.1
12.2
5.91
23.68
23.72
model-npz/ResNet50_optsgd_s100_e1_b32_lr001_2867.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
33
3.85
85
10.9
41
36.05
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b32_lr001_2412
100
224
224
3
10
sgd
1
32
0.001
2.15.1
12.2
5.81
23.27
23.3
model-npz/ResNet50_optsgd_s100_e1_b32_lr0001_2621.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
37
4.38
100
14.28
39
35.83
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b32_lr0001_2454
100
224
224
3
10
sgd
1
32
0.0001
2.15.1
12.2
5.94
23.79
23.82
model-npz/ResNet50_optsgd_s100_e1_b32_lr00001_3331.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
47
5.65
100
16.55
41
36.62
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b64_lr01_2354
100
224
224
3
10
sgd
1
64
0.01
2.15.1
12.2
13.44
26.92
26.96
model-npz/ResNet50_optsgd_s100_e1_b64_lr001_2976.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
66
8.38
95
18.74
44
37
ResNet50_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b64_lr001_2628
100
224
224
3
10
sgd
1
64
0.001
2.15.1
12.2
13.25
26.53
26.56
model-npz/ResNet50_optsgd_s100_e1_b64_lr0001_2417.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
47
9.03
98
24.46
45
38.82