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
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b64_lr001_1934
100
224
224
3
10
sgd
2
64
0.001
2.15.1
12.2
13.34
26.69
53.42
model-npz/ResNet101_optsgd_s100_e2_b64_lr0001_2839.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
49
4.53
100
22.75
43
36.63
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b64_lr0001_1072
100
224
224
3
10
sgd
2
64
0.0001
2.15.1
12.2
13.53
27.08
54.18
model-npz/ResNet101_optsgd_s100_e2_b64_lr00001_1908.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
51
4.12
100
20.52
43
36.93
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b1_lr01_1234
100
224
224
3
10
sgd
5
1
0.01
2.15.1
12.2
0.18
18.24
91.24
model-npz/ResNet101_optsgd_s100_e5_b1_lr001_2298.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
14
3.72
64
20.99
38
35.76
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b1_lr001_8526
100
224
224
3
10
sgd
5
1
0.001
2.15.1
12.2
0.19
18.8
94.02
model-npz/ResNet101_optsgd_s100_e5_b1_lr0001_3245.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
3.82
77
21.34
37
35.04
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b1_lr0001_2855
100
224
224
3
10
sgd
5
1
0.0001
2.15.1
12.2
0.18
18.26
91.34
model-npz/ResNet101_optsgd_s100_e5_b1_lr00001_9142.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
14
3.81
61
21.47
37
34.95
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b2_lr01_2111
100
224
224
3
10
sgd
5
2
0.01
2.15.1
12.2
0.27
13.72
68.66
model-npz/ResNet101_optsgd_s100_e5_b2_lr001_3378.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
3.86
64
17.46
37
34.7
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b2_lr001_6799
100
224
224
3
10
sgd
5
2
0.001
2.15.1
12.2
0.28
13.9
69.56
model-npz/ResNet101_optsgd_s100_e5_b2_lr0001_1406.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
3.74
72
17.22
37
34.72
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b2_lr0001_2950
100
224
224
3
10
sgd
5
2
0.0001
2.15.1
12.2
0.25
12.8
64.06
model-npz/ResNet101_optsgd_s100_e5_b2_lr00001_2925.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
4
76
18.6
38
34.54
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b4_lr01_1463
100
224
224
3
10
sgd
5
4
0.01
2.15.1
12.2
0.44
10.99
55.02
model-npz/ResNet101_optsgd_s100_e5_b4_lr001_2227.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
3.87
73
14.78
38
34.93
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b4_lr001_1737
100
224
224
3
10
sgd
5
4
0.001
2.15.1
12.2
0.43
10.94
54.73
model-npz/ResNet101_optsgd_s100_e5_b4_lr0001_3211.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
19
3.93
70
15.38
38
34.33
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b4_lr0001_1673
100
224
224
3
10
sgd
5
4
0.0001
2.15.1
12.2
0.43
10.71
53.6
model-npz/ResNet101_optsgd_s100_e5_b4_lr00001_1499.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
19
3.73
81
14.5
38
34.89
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b8_lr01_1445
100
224
224
3
10
sgd
5
8
0.01
2.15.1
12.2
0.81
10.56
52.85
model-npz/ResNet101_optsgd_s100_e5_b8_lr001_3332.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
26
4.07
83
13.91
38
34.88
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b8_lr001_2846
100
224
224
3
10
sgd
5
8
0.001
2.15.1
12.2
0.78
10.19
50.98
model-npz/ResNet101_optsgd_s100_e5_b8_lr0001_3324.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
27
4.26
92
14.75
39
34.63
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b8_lr0001_2185
100
224
224
3
10
sgd
5
8
0.0001
2.15.1
12.2
0.81
10.51
52.6
model-npz/ResNet101_optsgd_s100_e5_b8_lr00001_2594.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
26
4.11
91
14.37
39
34.67
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b16_lr01_2314
100
224
224
3
10
sgd
5
16
0.01
2.15.1
12.2
1.42
9.99
49.99
model-npz/ResNet101_optsgd_s100_e5_b16_lr001_2296.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
37
4.36
89
14.47
40
34.78
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b16_lr001_2283
100
224
224
3
10
sgd
5
16
0.001
2.15.1
12.2
1.43
10.05
50.3
model-npz/ResNet101_optsgd_s100_e5_b16_lr0001_9124.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
38
4.71
92
14.04
40
34.99
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b16_lr0001_8868
100
224
224
3
10
sgd
5
16
0.0001
2.15.1
12.2
1.43
10.04
50.25
model-npz/ResNet101_optsgd_s100_e5_b16_lr00001_8432.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
37
4.83
90
15.43
40
35.1
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b32_lr01_2438
100
224
224
3
10
sgd
5
32
0.01
2.15.1
12.2
2.53
10.13
50.71
model-npz/ResNet101_optsgd_s100_e5_b32_lr001_2112.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
47
4.84
99
15.58
40
35.2
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b32_lr001_4450
100
224
224
3
10
sgd
5
32
0.001
2.15.1
12.2
2.55
10.21
51.13
model-npz/ResNet101_optsgd_s100_e5_b32_lr0001_1995.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
49
5.36
100
17.52
41
35.66
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b32_lr0001_2602
100
224
224
3
10
sgd
5
32
0.0001
2.15.1
12.2
2.68
10.73
53.71
model-npz/ResNet101_optsgd_s100_e5_b32_lr00001_1270.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
45
4.18
100
14.99
35
26.7
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b64_lr01_9890
100
224
224
3
10
sgd
5
64
0.01
2.15.1
12.2
5.66
11.33
56.69
model-npz/ResNet101_optsgd_s100_e5_b64_lr001_2600.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
65
7.14
100
24.56
40
31.33
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b64_lr001_2785
100
224
224
3
10
sgd
5
64
0.001
2.15.1
12.2
5.55
11.11
55.58
model-npz/ResNet101_optsgd_s100_e5_b64_lr0001_1530.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
57
6.87
100
25.21
41
33.55
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b64_lr0001_1134
100
224
224
3
10
sgd
5
64
0.0001
2.15.1
12.2
5.69
11.39
56.97
model-npz/ResNet101_optsgd_s100_e5_b64_lr00001_1993.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
53
6.14
100
23.6
42
34.96
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b1_lr01_2158
100
224
224
3
10
sgd
10
1
0.01
2.15.1
12.2
0.15
14.81
148.2
model-npz/ResNet101_optsgd_s100_e10_b1_lr001_2263.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
14
4.86
73
27.16
36
33.99
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b1_lr001_2159
100
224
224
3
10
sgd
10
1
0.001
2.15.1
12.2
0.14
14.2
142.06
model-npz/ResNet101_optsgd_s100_e10_b1_lr0001_1777.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
4.96
78
28.16
36
33.32
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b1_lr0001_1267
100
224
224
3
10
sgd
10
1
0.0001
2.15.1
12.2
0.15
15.11
151.2
model-npz/ResNet101_optsgd_s100_e10_b1_lr00001_2352.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
14
4.71
71
26.48
36
33.29
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b2_lr01_1563
100
224
224
3
10
sgd
10
2
0.01
2.15.1
12.2
0.18
9.25
92.58
model-npz/ResNet101_optsgd_s100_e10_b2_lr001_1538.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
13
5.58
58
25.15
36
33.26
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b2_lr001_2204
100
224
224
3
10
sgd
10
2
0.001
2.15.1
12.2
0.18
9.13
91.39
model-npz/ResNet101_optsgd_s100_e10_b2_lr0001_3145.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
5.64
72
25.59
37
33.36
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b2_lr0001_1154
100
224
224
3
10
sgd
10
2
0.0001
2.15.1
12.2
0.19
9.4
94.11
model-npz/ResNet101_optsgd_s100_e10_b2_lr00001_2714.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
5.5
69
24.74
37
33.8
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b4_lr01_3006
100
224
224
3
10
sgd
10
4
0.01
2.15.1
12.2
0.27
6.89
69.02
model-npz/ResNet101_optsgd_s100_e10_b4_lr001_2930.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
5.92
68
22.56
37
33.68
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b4_lr001_1862
100
224
224
3
10
sgd
10
4
0.001
2.15.1
12.2
0.27
6.76
67.68
model-npz/ResNet101_optsgd_s100_e10_b4_lr0001_2013.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
20
5.82
81
22.27
39
33.83
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b4_lr0001_1161
100
224
224
3
10
sgd
10
4
0.0001
2.15.1
12.2
0.27
6.82
68.27
model-npz/ResNet101_optsgd_s100_e10_b4_lr00001_2337.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
20
6.04
79
22.88
39
34.26
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b8_lr01_2053
100
224
224
3
10
sgd
10
8
0.01
2.15.1
12.2
0.46
6.04
60.42
model-npz/ResNet101_optsgd_s100_e10_b8_lr001_2763.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
27
6.43
91
21.22
38
33.91
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b8_lr001_2315
100
224
224
3
10
sgd
10
8
0.001
2.15.1
12.2
0.46
6.08
60.92
model-npz/ResNet101_optsgd_s100_e10_b8_lr0001_9778.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
26
6.19
90
20.67
40
34.23
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b8_lr0001_2032
100
224
224
3
10
sgd
10
8
0.0001
2.15.1
12.2
0.47
6.11
61.13
model-npz/ResNet101_optsgd_s100_e10_b8_lr00001_3048.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
27
6.46
89
21.64
40
34.3
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b16_lr01_3326
100
224
224
3
10
sgd
10
16
0.01
2.15.1
12.2
0.79
5.52
55.28
model-npz/ResNet101_optsgd_s100_e10_b16_lr001_6226.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
38
7.18
91
20.77
40
34.26
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b16_lr001_1292
100
224
224
3
10
sgd
10
16
0.001
2.15.1
12.2
0.79
5.56
55.67
model-npz/ResNet101_optsgd_s100_e10_b16_lr0001_1675.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
38
6.94
91
21.45
41
34.48
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b16_lr0001_6964
100
224
224
3
10
sgd
10
16
0.0001
2.15.1
12.2
0.8
5.61
56.13
model-npz/ResNet101_optsgd_s100_e10_b16_lr00001_2194.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
38
6.87
91
19.8
41
34.52
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b32_lr01_1627
100
224
224
3
10
sgd
10
32
0.01
2.15.1
12.2
1.4
5.6
56.1
model-npz/ResNet101_optsgd_s100_e10_b32_lr001_2739.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
49
7.52
100
21.52
41
34.5
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b32_lr001_1061
100
224
224
3
10
sgd
10
32
0.001
2.15.1
12.2
1.41
5.66
56.64
model-npz/ResNet101_optsgd_s100_e10_b32_lr0001_1699.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
49
7.25
100
19.98
41
34.77
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b32_lr0001_1580
100
224
224
3
10
sgd
10
32
0.0001
2.15.1
12.2
1.38
5.53
55.39
model-npz/ResNet101_optsgd_s100_e10_b32_lr00001_3364.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
46
7.31
100
20.81
41
34.63
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b64_lr01_2708
100
224
224
3
10
sgd
10
64
0.01
2.15.1
12.2
3
6.01
60.11
model-npz/ResNet101_optsgd_s100_e10_b64_lr001_2497.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
51
8.37
100
27.28
44
36.14
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b64_lr001_1993
100
224
224
3
10
sgd
10
64
0.001
2.15.1
12.2
3.01
6.03
60.32
model-npz/ResNet101_optsgd_s100_e10_b64_lr0001_1357.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
53
8.57
100
28.19
45
37.04
ResNet101_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b64_lr0001_1083
100
224
224
3
10
sgd
10
64
0.0001
2.15.1
12.2
3.06
6.12
61.3
model-npz/ResNet101_optsgd_s100_e10_b64_lr00001_2921.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
60
9.57
100
28.49
45
37.58
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b1_lr01_3289
1,000
224
224
3
10
sgd
1
1
0.01
2.15.1
12.2
0.14
145.08
145.1
model-npz/ResNet101_optsgd_s1000_e1_b1_lr001_1999.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
4.74
75
26.94
39
35.32
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b1_lr001_6982
1,000
224
224
3
10
sgd
1
1
0.001
2.15.1
12.2
0.14
144.09
144.12
model-npz/ResNet101_optsgd_s1000_e1_b1_lr0001_1576.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
4.91
80
27.42
36
33.44
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b1_lr0001_6453
1,000
224
224
3
10
sgd
1
1
0.0001
2.15.1
12.2
0.14
141.76
141.8
model-npz/ResNet101_optsgd_s1000_e1_b1_lr00001_6846.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
4.95
69
28.21
36
33.41
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b2_lr01_1923
1,000
224
224
3
10
sgd
1
2
0.01
2.15.1
12.2
0.19
94.95
94.99
model-npz/ResNet101_optsgd_s1000_e1_b2_lr001_1568.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
5.4
65
24.39
36
32.88
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b2_lr001_1284
1,000
224
224
3
10
sgd
1
2
0.001
2.15.1
12.2
0.19
94.34
94.37
model-npz/ResNet101_optsgd_s1000_e1_b2_lr0001_2011.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
5.43
66
24.75
36
32.95
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b2_lr0001_1695
1,000
224
224
3
10
sgd
1
2
0.0001
2.15.1
12.2
0.18
92.31
92.34
model-npz/ResNet101_optsgd_s1000_e1_b2_lr00001_2710.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
5.48
76
24.94
37
33.51
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b4_lr01_2081
1,000
224
224
3
10
sgd
1
4
0.01
2.15.1
12.2
0.26
65.75
65.77
model-npz/ResNet101_optsgd_s1000_e1_b4_lr001_2586.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
23
6.08
85
22.59
38
33.44
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b4_lr001_4077
1,000
224
224
3
10
sgd
1
4
0.001
2.15.1
12.2
0.27
68.73
68.76
model-npz/ResNet101_optsgd_s1000_e1_b4_lr0001_1601.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
20
5.74
73
21.69
38
33.45
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b4_lr0001_2393
1,000
224
224
3
10
sgd
1
4
0.0001
2.15.1
12.2
0.27
67.96
67.99
model-npz/ResNet101_optsgd_s1000_e1_b4_lr00001_2947.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
5.84
69
22.36
38
33.63
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b8_lr01_1682
1,000
224
224
3
10
sgd
1
8
0.01
2.15.1
12.2
0.45
56.28
56.31
model-npz/ResNet101_optsgd_s1000_e1_b8_lr001_2934.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
29
6.11
91
19.44
39
33.7
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b8_lr001_3651
1,000
224
224
3
10
sgd
1
8
0.001
2.15.1
12.2
0.46
57.4
57.43
model-npz/ResNet101_optsgd_s1000_e1_b8_lr0001_1949.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
29
6.23
91
20.59
40
33.45
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b8_lr0001_2317
1,000
224
224
3
10
sgd
1
8
0.0001
2.15.1
12.2
0.44
55.48
55.5
model-npz/ResNet101_optsgd_s1000_e1_b8_lr00001_6250.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
29
6.34
92
20.45
40
33.98
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b16_lr01_2291
1,000
224
224
3
10
sgd
1
16
0.01
2.15.1
12.2
0.89
55.94
55.98
model-npz/ResNet101_optsgd_s1000_e1_b16_lr001_3193.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
38
7.26
98
19.71
40
33.76
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b16_lr001_1190
1,000
224
224
3
10
sgd
1
16
0.001
2.15.1
12.2
0.87
55.02
55.04
model-npz/ResNet101_optsgd_s1000_e1_b16_lr0001_3261.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
38
7.36
94
19.99
41
34.2
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b16_lr0001_2783
1,000
224
224
3
10
sgd
1
16
0.0001
2.15.1
12.2
0.92
57.92
57.96
model-npz/ResNet101_optsgd_s1000_e1_b16_lr00001_1268.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
37
6.6
93
18.75
41
34.16
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b32_lr01_1329
1,000
224
224
3
10
sgd
1
32
0.01
2.15.1
12.2
1.72
55.04
55.08
model-npz/ResNet101_optsgd_s1000_e1_b32_lr001_2445.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
49
7.31
99
19.2
41
34.62
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b32_lr001_3244
1,000
224
224
3
10
sgd
1
32
0.001
2.15.1
12.2
1.72
55.2
55.23
model-npz/ResNet101_optsgd_s1000_e1_b32_lr0001_1086.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
48
7.25
100
19.11
41
34.66
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b32_lr0001_3165
1,000
224
224
3
10
sgd
1
32
0.0001
2.15.1
12.2
1.73
55.33
55.36
model-npz/ResNet101_optsgd_s1000_e1_b32_lr00001_2128.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
47
7.22
99
20.9
41
34.98
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b64_lr01_2845
1,000
224
224
3
10
sgd
1
64
0.01
2.15.1
12.2
3.84
61.57
61.6
model-npz/ResNet101_optsgd_s1000_e1_b64_lr001_3078.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
57
9.01
100
28.69
43
35.59
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b64_lr001_1935
1,000
224
224
3
10
sgd
1
64
0.001
2.15.1
12.2
3.82
61.13
61.16
model-npz/ResNet101_optsgd_s1000_e1_b64_lr0001_2283.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
56
8.55
100
25.85
44
36.71
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b64_lr0001_2450
1,000
224
224
3
10
sgd
1
64
0.0001
2.15.1
12.2
3.77
60.3
60.32
model-npz/ResNet101_optsgd_s1000_e1_b64_lr00001_2328.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
56
8.89
100
27.89
44
37.04
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b1_lr01_3221
1,000
224
224
3
10
sgd
2
1
0.01
2.15.1
12.2
0.12
123.76
247.55
model-npz/ResNet101_optsgd_s1000_e2_b1_lr001_2428.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
14
5.8
62
32.87
39
35.75
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b1_lr001_1030
1,000
224
224
3
10
sgd
2
1
0.001
2.15.1
12.2
0.12
123.61
247.25
model-npz/ResNet101_optsgd_s1000_e2_b1_lr0001_2942.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
14
5.78
72
32.69
36
34.51
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b1_lr0001_2446
1,000
224
224
3
10
sgd
2
1
0.0001
2.15.1
12.2
0.12
120.37
240.77
model-npz/ResNet101_optsgd_s1000_e2_b1_lr00001_2163.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
5.88
81
33.54
37
34.81
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b2_lr01_3440
1,000
224
224
3
10
sgd
2
2
0.01
2.15.1
12.2
0.15
73.8
147.63
model-npz/ResNet101_optsgd_s1000_e2_b2_lr001_1704.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
7.13
70
32.09
38
34.81
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b2_lr001_1993
1,000
224
224
3
10
sgd
2
2
0.001
2.15.1
12.2
0.14
73.58
147.2
model-npz/ResNet101_optsgd_s1000_e2_b2_lr0001_6788.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
14
7.13
74
32.34
38
35.38
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b2_lr0001_1838
1,000
224
224
3
10
sgd
2
2
0.0001
2.15.1
12.2
0.15
74.78
149.6
model-npz/ResNet101_optsgd_s1000_e2_b2_lr00001_2016.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
6.98
74
31.58
39
35.42
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b4_lr01_2097
1,000
224
224
3
10
sgd
2
4
0.01
2.15.1
12.2
0.19
47.4
94.83
model-npz/ResNet101_optsgd_s1000_e2_b4_lr001_1325.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
19
8.79
73
33.02
40
35.19
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b4_lr001_2841
1,000
224
224
3
10
sgd
2
4
0.001
2.15.1
12.2
0.19
47.86
95.74
model-npz/ResNet101_optsgd_s1000_e2_b4_lr0001_2574.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
8.31
77
31.25
40
35.42
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b4_lr0001_2383
1,000
224
224
3
10
sgd
2
4
0.0001
2.15.1
12.2
0.19
47.25
94.54
model-npz/ResNet101_optsgd_s1000_e2_b4_lr00001_2727.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
20
8.42
81
31.69
42
36
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b8_lr01_1554
1,000
224
224
3
10
sgd
2
8
0.01
2.15.1
12.2
0.28
35.22
70.47
model-npz/ResNet101_optsgd_s1000_e2_b8_lr001_1286.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
29
9.88
91
31.15
43
36.93
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b8_lr001_5860
1,000
224
224
3
10
sgd
2
8
0.001
2.15.1
12.2
0.28
35.31
70.66
model-npz/ResNet101_optsgd_s1000_e2_b8_lr0001_2900.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
29
9.85
91
31.73
44
37.29
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b8_lr0001_1301
1,000
224
224
3
10
sgd
2
8
0.0001
2.15.1
12.2
0.28
35.54
71.12
model-npz/ResNet101_optsgd_s1000_e2_b8_lr00001_2905.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
29
9.37
92
29.67
45
37.66
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b16_lr01_2601
1,000
224
224
3
10
sgd
2
16
0.01
2.15.1
12.2
0.53
33.45
66.93
model-npz/ResNet101_optsgd_s1000_e2_b16_lr001_1406.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
38
11.09
93
28.58
45
37.99
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b16_lr001_3382
1,000
224
224
3
10
sgd
2
16
0.001
2.15.1
12.2
0.53
33.29
66.62
model-npz/ResNet101_optsgd_s1000_e2_b16_lr0001_2523.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
37
11.01
95
29.51
46
37.84
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b16_lr0001_2301
1,000
224
224
3
10
sgd
2
16
0.0001
2.15.1
12.2
0.52
33.13
66.3
model-npz/ResNet101_optsgd_s1000_e2_b16_lr00001_1337.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
38
10.91
91
28.94
46
38.36
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b32_lr01_1732
1,000
224
224
3
10
sgd
2
32
0.01
2.15.1
12.2
0.99
31.76
63.55
model-npz/ResNet101_optsgd_s1000_e2_b32_lr001_2228.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
48
11.63
100
29.04
45
38.1
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b32_lr001_1023
1,000
224
224
3
10
sgd
2
32
0.001
2.15.1
12.2
1.01
32.51
65.05
model-npz/ResNet101_optsgd_s1000_e2_b32_lr0001_8727.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
52
11.71
100
28.97
46
38.06
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b32_lr0001_8298
1,000
224
224
3
10
sgd
2
32
0.0001
2.15.1
12.2
0.99
31.7
63.44
model-npz/ResNet101_optsgd_s1000_e2_b32_lr00001_1297.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
50
11.8
99
28.99
47
38.41
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b64_lr01_4157
1,000
224
224
3
10
sgd
2
64
0.01
2.15.1
12.2
2.17
34.78
69.59
model-npz/ResNet101_optsgd_s1000_e2_b64_lr001_1590.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
54
12.06
100
33.84
47
39.25
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b64_lr001_1939
1,000
224
224
3
10
sgd
2
64
0.001
2.15.1
12.2
2.16
34.57
69.17
model-npz/ResNet101_optsgd_s1000_e2_b64_lr0001_2262.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
58
11.78
100
32.24
49
39.58
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b64_lr0001_2076
1,000
224
224
3
10
sgd
2
64
0.0001
2.15.1
12.2
2.15
34.47
68.97
model-npz/ResNet101_optsgd_s1000_e2_b64_lr00001_3124.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
56
12.97
100
33.19
49
40.37
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b1_lr01_8160
1,000
224
224
3
10
sgd
5
1
0.01
2.15.1
12.2
0.11
114.84
574.24
model-npz/ResNet101_optsgd_s1000_e5_b1_lr001_3392.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
6.45
68
36.03
43
36.27
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b1_lr001_1217
1,000
224
224
3
10
sgd
5
1
0.001
2.15.1
12.2
0.11
109.47
547.42
model-npz/ResNet101_optsgd_s1000_e5_b1_lr0001_1613.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
14
6.64
62
37.72
37
35.84
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b1_lr0001_2161
1,000
224
224
3
10
sgd
5
1
0.0001
2.15.1
12.2
0.11
108.79
544
model-npz/ResNet101_optsgd_s1000_e5_b1_lr00001_1687.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
6.71
77
38.22
37
36.08
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b2_lr01_3206
1,000
224
224
3
10
sgd
5
2
0.01
2.15.1
12.2
0.12
60.63
303.18
model-npz/ResNet101_optsgd_s1000_e5_b2_lr001_1499.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
13
8.95
75
41.07
39
36.73
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b2_lr001_6825
1,000
224
224
3
10
sgd
5
2
0.001
2.15.1
12.2
0.12
60.49
302.52
model-npz/ResNet101_optsgd_s1000_e5_b2_lr0001_2458.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
8.97
68
40.56
40
37.5
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b2_lr0001_1468
1,000
224
224
3
10
sgd
5
2
0.0001
2.15.1
12.2
0.11
58.44
292.25
model-npz/ResNet101_optsgd_s1000_e5_b2_lr00001_1914.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
9.19
74
41.86
42
38.93
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b4_lr01_1560
1,000
224
224
3
10
sgd
5
4
0.01
2.15.1
12.2
0.14
34.81
174.11
model-npz/ResNet101_optsgd_s1000_e5_b4_lr001_8333.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
19
11.47
70
42.31
41
32.88
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b4_lr001_1195
1,000
224
224
3
10
sgd
5
4
0.001
2.15.1
12.2
0.14
35.44
177.23
model-npz/ResNet101_optsgd_s1000_e5_b4_lr0001_2914.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
20
11.94
75
44.26
43
38.76
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b4_lr0001_3037
1,000
224
224
3
10
sgd
5
4
0.0001
2.15.1
12.2
0.13
33.42
167.17
model-npz/ResNet101_optsgd_s1000_e5_b4_lr00001_9736.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
24
12.41
85
46
48
41.39
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b8_lr01_1750
1,000
224
224
3
10
sgd
5
8
0.01
2.15.1
12.2
0.18
22.27
111.38
model-npz/ResNet101_optsgd_s1000_e5_b8_lr001_3388.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
30
16.19
91
49.94
49
42.76
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b8_lr001_2427
1,000
224
224
3
10
sgd
5
8
0.001
2.15.1
12.2
0.18
22.28
111.44
model-npz/ResNet101_optsgd_s1000_e5_b8_lr0001_3510.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
30
15.84
92
49.03
50
43.73
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b8_lr0001_7592
1,000
224
224
3
10
sgd
5
8
0.0001
2.15.1
12.2
0.18
22.96
114.84
model-npz/ResNet101_optsgd_s1000_e5_b8_lr00001_4971.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
29
15.63
92
48.62
53
44.85
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b16_lr01_1757
1,000
224
224
3
10
sgd
5
16
0.01
2.15.1
12.2
0.31
19.55
97.81
model-npz/ResNet101_optsgd_s1000_e5_b16_lr001_2439.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
38
18.55
92
46.86
51
45.07
ResNet101_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b16_lr001_1397
1,000
224
224
3
10
sgd
5
16
0.001
2.15.1
12.2
0.31
19.72
98.68
model-npz/ResNet101_optsgd_s1000_e5_b16_lr0001_2057.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
38
18.38
97
46.14
53
44.61