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
ResNet152_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b4_lr0001_1627
10
224
224
3
10
sgd
5
4
0.0001
2.15.1
12.2
4.55
13.66
68.34
model-npz/ResNet152_optsgd_s10_e5_b4_lr00001_1180.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
1.05
86
5.02
32
29.23
ResNet152_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b8_lr01_1155
10
224
224
3
10
sgd
5
8
0.01
2.15.1
12.2
6.84
13.7
68.53
model-npz/ResNet152_optsgd_s10_e5_b8_lr001_9577.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
24
1.05
88
4.77
33
29.47
ResNet152_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b8_lr001_9165
10
224
224
3
10
sgd
5
8
0.001
2.15.1
12.2
6.82
13.65
68.33
model-npz/ResNet152_optsgd_s10_e5_b8_lr0001_2399.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
26
0.86
84
3.69
33
29.26
ResNet152_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b8_lr0001_1708
10
224
224
3
10
sgd
5
8
0.0001
2.15.1
12.2
6.78
13.57
67.91
model-npz/ResNet152_optsgd_s10_e5_b8_lr00001_1455.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
24
0.99
82
5.03
32
29.43
ResNet152_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b1_lr01_1124
10
224
224
3
10
sgd
10
1
0.01
2.15.1
12.2
0.75
7.55
75.54
model-npz/ResNet152_optsgd_s10_e10_b1_lr001_3274.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
14
1.37
60
8.13
32
29.51
ResNet152_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b1_lr001_2742
10
224
224
3
10
sgd
10
1
0.001
2.15.1
12.2
0.78
7.84
78.48
model-npz/ResNet152_optsgd_s10_e10_b1_lr0001_1023.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
14
1.18
73
7.47
32
29.65
ResNet152_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b1_lr0001_7049
10
224
224
3
10
sgd
10
1
0.0001
2.15.1
12.2
0.79
7.92
79.28
model-npz/ResNet152_optsgd_s10_e10_b1_lr00001_1424.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
1.3
69
7.7
32
29.6
ResNet152_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b2_lr01_3132
10
224
224
3
10
sgd
10
2
0.01
2.15.1
12.2
1.43
7.17
71.74
model-npz/ResNet152_optsgd_s10_e10_b2_lr001_3037.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
14
1.1
67
5.47
31
29.16
ResNet152_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b2_lr001_7871
10
224
224
3
10
sgd
10
2
0.001
2.15.1
12.2
1.41
7.06
70.72
model-npz/ResNet152_optsgd_s10_e10_b2_lr0001_1908.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
1.18
72
6.1
32
28.92
ResNet152_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b2_lr0001_2756
10
224
224
3
10
sgd
10
2
0.0001
2.15.1
12.2
1.42
7.12
71.31
model-npz/ResNet152_optsgd_s10_e10_b2_lr00001_2822.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
1.1
67
5.38
31
28.67
ResNet152_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b4_lr01_2919
10
224
224
3
10
sgd
10
4
0.01
2.15.1
12.2
2.37
7.13
71.35
model-npz/ResNet152_optsgd_s10_e10_b4_lr001_2352.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
1.3
80
5.82
32
28.79
ResNet152_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b4_lr001_4167
10
224
224
3
10
sgd
10
4
0.001
2.15.1
12.2
2.34
7.04
70.44
model-npz/ResNet152_optsgd_s10_e10_b4_lr0001_3015.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
19
1.1
81
5.41
32
29.01
ResNet152_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b4_lr0001_2519
10
224
224
3
10
sgd
10
4
0.0001
2.15.1
12.2
2.35
7.07
70.77
model-npz/ResNet152_optsgd_s10_e10_b4_lr00001_4568.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
1.29
86
5.75
32
29.38
ResNet152_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b8_lr01_1386
10
224
224
3
10
sgd
10
8
0.01
2.15.1
12.2
3.51
7.03
70.42
model-npz/ResNet152_optsgd_s10_e10_b8_lr001_2467.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
23
1.32
80
5.57
33
29.6
ResNet152_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b8_lr001_2382
10
224
224
3
10
sgd
10
8
0.001
2.15.1
12.2
3.49
7
70.06
model-npz/ResNet152_optsgd_s10_e10_b8_lr0001_7036.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
24
1.25
78
5.11
33
29.73
ResNet152_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b8_lr0001_2518
10
224
224
3
10
sgd
10
8
0.0001
2.15.1
12.2
3.45
6.92
69.27
model-npz/ResNet152_optsgd_s10_e10_b8_lr00001_1598.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
25
1.36
80
5.8
33
29.94
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b1_lr01_1230
100
224
224
3
10
sgd
1
1
0.01
2.15.1
12.2
0.77
77.67
77.69
model-npz/ResNet152_optsgd_s100_e1_b1_lr001_1832.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
1.21
78
7.56
32
30.02
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b1_lr001_1415
100
224
224
3
10
sgd
1
1
0.001
2.15.1
12.2
0.77
77.18
77.21
model-npz/ResNet152_optsgd_s100_e1_b1_lr0001_3068.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
14
1.22
76
7.51
32
29.54
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b1_lr0001_1744
100
224
224
3
10
sgd
1
1
0.0001
2.15.1
12.2
0.77
77.69
77.72
model-npz/ResNet152_optsgd_s100_e1_b1_lr00001_1490.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
1.19
66
7.39
32
29.45
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b2_lr01_8025
100
224
224
3
10
sgd
1
2
0.01
2.15.1
12.2
1.41
70.6
70.63
model-npz/ResNet152_optsgd_s100_e1_b2_lr001_2106.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
1.15
80
5.85
31
29.36
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b2_lr001_1242
100
224
224
3
10
sgd
1
2
0.001
2.15.1
12.2
1.42
71.35
71.38
model-npz/ResNet152_optsgd_s100_e1_b2_lr0001_2551.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
14
1.09
76
5.59
32
29.34
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b2_lr0001_8044
100
224
224
3
10
sgd
1
2
0.0001
2.15.1
12.2
1.41
70.88
70.93
model-npz/ResNet152_optsgd_s100_e1_b2_lr00001_3106.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
1.15
71
5.83
32
29.44
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b4_lr01_1315
100
224
224
3
10
sgd
1
4
0.01
2.15.1
12.2
2.72
68.09
68.11
model-npz/ResNet152_optsgd_s100_e1_b4_lr001_2258.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
0.95
77
4.12
32
29.54
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b4_lr001_1975
100
224
224
3
10
sgd
1
4
0.001
2.15.1
12.2
2.69
67.25
67.28
model-npz/ResNet152_optsgd_s100_e1_b4_lr0001_1833.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
1.06
79
4.58
33
29.71
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b4_lr0001_1099
100
224
224
3
10
sgd
1
4
0.0001
2.15.1
12.2
2.65
66.34
66.36
model-npz/ResNet152_optsgd_s100_e1_b4_lr00001_3624.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
1.03
79
4.32
33
29.39
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b8_lr01_1063
100
224
224
3
10
sgd
1
8
0.01
2.15.1
12.2
5.25
68.31
68.34
model-npz/ResNet152_optsgd_s100_e1_b8_lr001_2476.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
25
1.3
90
5.43
34
29.68
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b8_lr001_2242
100
224
224
3
10
sgd
1
8
0.001
2.15.1
12.2
5.2
67.67
67.69
model-npz/ResNet152_optsgd_s100_e1_b8_lr0001_1278.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
26
1.46
90
5.99
34
29.93
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b8_lr0001_2331
100
224
224
3
10
sgd
1
8
0.0001
2.15.1
12.2
5.19
67.5
67.53
model-npz/ResNet152_optsgd_s100_e1_b8_lr00001_3270.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
26
1.46
89
5.95
34
30.11
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b16_lr01_3008
100
224
224
3
10
sgd
1
16
0.01
2.15.1
12.2
9.81
68.72
68.75
model-npz/ResNet152_optsgd_s100_e1_b16_lr001_2955.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
35
1.53
85
5.95
34
29.76
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b16_lr001_3072
100
224
224
3
10
sgd
1
16
0.001
2.15.1
12.2
9.97
69.81
69.84
model-npz/ResNet152_optsgd_s100_e1_b16_lr0001_8319.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
37
1.53
99
7.43
35
30.11
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b16_lr0001_1398
100
224
224
3
10
sgd
1
16
0.0001
2.15.1
12.2
9.88
69.23
69.26
model-npz/ResNet152_optsgd_s100_e1_b16_lr00001_5546.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
35
1.59
87
6.05
34
30.29
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b32_lr01_1764
100
224
224
3
10
sgd
1
32
0.01
2.15.1
12.2
17.77
71.14
71.17
model-npz/ResNet152_optsgd_s100_e1_b32_lr001_2079.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
49
2.09
100
8.17
35
30.25
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b32_lr001_2747
100
224
224
3
10
sgd
1
32
0.001
2.15.1
12.2
17.22
68.91
68.94
model-npz/ResNet152_optsgd_s100_e1_b32_lr0001_4498.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
46
1.86
99
7.33
35
30.69
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b32_lr0001_9569
100
224
224
3
10
sgd
1
32
0.0001
2.15.1
12.2
17.45
69.83
69.86
model-npz/ResNet152_optsgd_s100_e1_b32_lr00001_6897.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
48
2.16
100
8.19
35
30.89
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b64_lr01_1992
100
224
224
3
10
sgd
1
64
0.01
2.15.1
12.2
37.98
76
76.03
model-npz/ResNet152_optsgd_s100_e1_b64_lr001_2612.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
67
3.78
100
15.17
38
31.86
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b64_lr001_8417
100
224
224
3
10
sgd
1
64
0.001
2.15.1
12.2
37.89
75.82
75.84
model-npz/ResNet152_optsgd_s100_e1_b64_lr0001_1075.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
65
3.32
100
14.5
39
32.47
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b64_lr0001_5390
100
224
224
3
10
sgd
1
64
0.0001
2.15.1
12.2
38.62
77.29
77.32
model-npz/ResNet152_optsgd_s100_e1_b64_lr00001_2104.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
45
2.97
100
14.31
39
32.9
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b1_lr01_2451
100
224
224
3
10
sgd
2
1
0.01
2.15.1
12.2
0.46
46.43
92.91
model-npz/ResNet152_optsgd_s100_e2_b1_lr001_2284.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
1.98
68
12.2
34
31.84
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b1_lr001_8351
100
224
224
3
10
sgd
2
1
0.001
2.15.1
12.2
0.46
46.4
92.85
model-npz/ResNet152_optsgd_s100_e2_b1_lr0001_1457.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
1.91
68
11.98
33
30.66
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b1_lr0001_5084
100
224
224
3
10
sgd
2
1
0.0001
2.15.1
12.2
0.46
45.89
91.82
model-npz/ResNet152_optsgd_s100_e2_b1_lr00001_3196.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
14
1.98
73
12.28
33
30.45
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b2_lr01_2356
100
224
224
3
10
sgd
2
2
0.01
2.15.1
12.2
0.76
38.35
76.73
model-npz/ResNet152_optsgd_s100_e2_b2_lr001_3384.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
14
1.85
76
9.31
33
30.17
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b2_lr001_2307
100
224
224
3
10
sgd
2
2
0.001
2.15.1
12.2
0.76
38.2
76.44
model-npz/ResNet152_optsgd_s100_e2_b2_lr0001_2737.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
1.8
80
8.76
33
29.96
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b2_lr0001_6559
100
224
224
3
10
sgd
2
2
0.0001
2.15.1
12.2
0.78
39.03
78.09
model-npz/ResNet152_optsgd_s100_e2_b2_lr00001_1639.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
1.86
72
9.12
33
30.02
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b4_lr01_2356
100
224
224
3
10
sgd
2
4
0.01
2.15.1
12.2
1.42
35.6
71.24
model-npz/ResNet152_optsgd_s100_e2_b4_lr001_2811.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
1.61
71
6.61
33
30.07
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b4_lr001_2950
100
224
224
3
10
sgd
2
4
0.001
2.15.1
12.2
1.42
35.51
71.05
model-npz/ResNet152_optsgd_s100_e2_b4_lr0001_2351.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
1.65
80
7.09
34
30.02
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b4_lr0001_4227
100
224
224
3
10
sgd
2
4
0.0001
2.15.1
12.2
1.41
35.34
70.71
model-npz/ResNet152_optsgd_s100_e2_b4_lr00001_2565.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
1.7
73
7.22
34
30.15
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b8_lr01_2460
100
224
224
3
10
sgd
2
8
0.01
2.15.1
12.2
2.72
35.46
70.95
model-npz/ResNet152_optsgd_s100_e2_b8_lr001_1236.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
28
2.1
88
7.64
35
30.36
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b8_lr001_2150
100
224
224
3
10
sgd
2
8
0.001
2.15.1
12.2
2.75
35.76
71.55
model-npz/ResNet152_optsgd_s100_e2_b8_lr0001_8697.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
26
1.92
92
7.25
35
30.59
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b8_lr0001_8436
100
224
224
3
10
sgd
2
8
0.0001
2.15.1
12.2
2.7
35.15
70.33
model-npz/ResNet152_optsgd_s100_e2_b8_lr00001_1068.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
26
2.06
90
7.98
35
30.7
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b16_lr01_1411
100
224
224
3
10
sgd
2
16
0.01
2.15.1
12.2
5.03
35.25
70.54
model-npz/ResNet152_optsgd_s100_e2_b16_lr001_3096.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
36
2.18
98
8.26
36
30.86
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b16_lr001_9784
100
224
224
3
10
sgd
2
16
0.001
2.15.1
12.2
5.04
35.34
70.71
model-npz/ResNet152_optsgd_s100_e2_b16_lr0001_9768.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
37
2.43
99
7.87
36
30.62
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b16_lr0001_2433
100
224
224
3
10
sgd
2
16
0.0001
2.15.1
12.2
4.97
34.83
69.71
model-npz/ResNet152_optsgd_s100_e2_b16_lr00001_3029.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
38
2.24
99
8.36
36
30.65
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b32_lr01_2655
100
224
224
3
10
sgd
2
32
0.01
2.15.1
12.2
8.96
35.88
71.79
model-npz/ResNet152_optsgd_s100_e2_b32_lr001_3077.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
51
2.53
100
9.56
37
30.96
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b32_lr001_1203
100
224
224
3
10
sgd
2
32
0.001
2.15.1
12.2
8.82
35.3
70.64
model-npz/ResNet152_optsgd_s100_e2_b32_lr0001_1590.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
44
2.9
100
10.47
37
31.25
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b32_lr0001_9793
100
224
224
3
10
sgd
2
32
0.0001
2.15.1
12.2
8.69
34.78
69.62
model-npz/ResNet152_optsgd_s100_e2_b32_lr00001_2613.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
48
2.62
100
9.82
37
31.54
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b64_lr01_7837
100
224
224
3
10
sgd
2
64
0.01
2.15.1
12.2
19.48
38.99
78.01
model-npz/ResNet152_optsgd_s100_e2_b64_lr001_2858.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
59
3.79
100
15.5
39
31.92
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b64_lr001_1850
100
224
224
3
10
sgd
2
64
0.001
2.15.1
12.2
19.27
38.56
77.15
model-npz/ResNet152_optsgd_s100_e2_b64_lr0001_3321.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
54
4.2
100
15.94
40
32.88
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b64_lr0001_1605
100
224
224
3
10
sgd
2
64
0.0001
2.15.1
12.2
19.1
38.23
76.5
model-npz/ResNet152_optsgd_s100_e2_b64_lr00001_7139.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
66
3.74
100
16.41
39
33.23
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b1_lr01_3364
100
224
224
3
10
sgd
5
1
0.01
2.15.1
12.2
0.27
27.37
136.88
model-npz/ResNet152_optsgd_s100_e5_b1_lr001_2270.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
9
3.26
56
20.3
35
32.94
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b1_lr001_4844
100
224
224
3
10
sgd
5
1
0.001
2.15.1
12.2
0.27
27.16
135.85
model-npz/ResNet152_optsgd_s100_e5_b1_lr0001_1687.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
3.27
80
20.4
35
32.26
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b1_lr0001_3018
100
224
224
3
10
sgd
5
1
0.0001
2.15.1
12.2
0.26
26.77
133.89
model-npz/ResNet152_optsgd_s100_e5_b1_lr00001_5339.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
9
3.27
52
20.49
35
32.33
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b2_lr01_8817
100
224
224
3
10
sgd
5
2
0.01
2.15.1
12.2
0.4
20.15
100.82
model-npz/ResNet152_optsgd_s100_e5_b2_lr001_1157.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
3.4
66
16.37
35
31.97
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b2_lr001_1709
100
224
224
3
10
sgd
5
2
0.001
2.15.1
12.2
0.4
20.21
101.1
model-npz/ResNet152_optsgd_s100_e5_b2_lr0001_1660.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
13
3.38
76
16.25
35
31.83
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b2_lr0001_6636
100
224
224
3
10
sgd
5
2
0.0001
2.15.1
12.2
0.4
19.98
99.97
model-npz/ResNet152_optsgd_s100_e5_b2_lr00001_2635.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
14
3.45
79
16.84
36
31.93
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b4_lr01_5606
100
224
224
3
10
sgd
5
4
0.01
2.15.1
12.2
0.65
16.24
81.23
model-npz/ResNet152_optsgd_s100_e5_b4_lr001_1962.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
3.3
74
13.31
36
31.93
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b4_lr001_2264
100
224
224
3
10
sgd
5
4
0.001
2.15.1
12.2
0.65
16.34
81.76
model-npz/ResNet152_optsgd_s100_e5_b4_lr0001_2128.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
19
3.58
78
14.53
36
31.88
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b4_lr0001_9432
100
224
224
3
10
sgd
5
4
0.0001
2.15.1
12.2
0.66
16.66
83.38
model-npz/ResNet152_optsgd_s100_e5_b4_lr00001_4352.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
19
3.32
75
13.24
36
32
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b8_lr01_1005
100
224
224
3
10
sgd
5
8
0.01
2.15.1
12.2
1.18
15.38
76.96
model-npz/ResNet152_optsgd_s100_e5_b8_lr001_1146.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
26
3.66
89
13.4
37
31.94
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b8_lr001_2374
100
224
224
3
10
sgd
5
8
0.001
2.15.1
12.2
1.19
15.47
77.41
model-npz/ResNet152_optsgd_s100_e5_b8_lr0001_1668.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
26
3.68
81
12.81
38
31.91
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b8_lr0001_4116
100
224
224
3
10
sgd
5
8
0.0001
2.15.1
12.2
1.18
15.34
76.76
model-npz/ResNet152_optsgd_s100_e5_b8_lr00001_1320.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
26
3.52
88
12.16
38
32.06
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b16_lr01_2297
100
224
224
3
10
sgd
5
16
0.01
2.15.1
12.2
2.12
14.89
74.5
model-npz/ResNet152_optsgd_s100_e5_b16_lr001_2895.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
39
3.9
99
11.6
38
32.14
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b16_lr001_2804
100
224
224
3
10
sgd
5
16
0.001
2.15.1
12.2
2.15
15.1
75.54
model-npz/ResNet152_optsgd_s100_e5_b16_lr0001_7119.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
38
4.29
99
13.48
38
32.08
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b16_lr0001_2790
100
224
224
3
10
sgd
5
16
0.0001
2.15.1
12.2
2.18
15.27
76.41
model-npz/ResNet152_optsgd_s100_e5_b16_lr00001_3272.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
38
4.37
99
13.25
38
32.12
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b32_lr01_1450
100
224
224
3
10
sgd
5
32
0.01
2.15.1
12.2
3.77
15.1
75.55
model-npz/ResNet152_optsgd_s100_e5_b32_lr001_2258.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
51
4.21
100
12.41
38
32.29
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b32_lr001_2287
100
224
224
3
10
sgd
5
32
0.001
2.15.1
12.2
3.79
15.17
75.91
model-npz/ResNet152_optsgd_s100_e5_b32_lr0001_2918.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
51
4.82
100
14.23
39
32.32
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b32_lr0001_1289
100
224
224
3
10
sgd
5
32
0.0001
2.15.1
12.2
3.77
15.11
75.61
model-npz/ResNet152_optsgd_s100_e5_b32_lr00001_2392.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
51
4.31
100
12.53
39
32.46
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b64_lr01_6033
100
224
224
3
10
sgd
5
64
0.01
2.15.1
12.2
8.08
16.17
80.91
model-npz/ResNet152_optsgd_s100_e5_b64_lr001_3402.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
50
5
100
17.86
41
33.28
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b64_lr001_1890
100
224
224
3
10
sgd
5
64
0.001
2.15.1
12.2
8.08
16.17
80.89
model-npz/ResNet152_optsgd_s100_e5_b64_lr0001_2784.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
54
4.99
100
17.15
41
34.05
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e5_b64_lr0001_1817
100
224
224
3
10
sgd
5
64
0.0001
2.15.1
12.2
8.19
16.4
82.04
model-npz/ResNet152_optsgd_s100_e5_b64_lr00001_1758.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
52
5.54
100
18.9
42
34.32
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b1_lr01_1420
100
224
224
3
10
sgd
10
1
0.01
2.15.1
12.2
0.21
21.13
211.37
model-npz/ResNet152_optsgd_s100_e10_b1_lr001_2518.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
4.27
64
26.79
36
34.05
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b1_lr001_8373
100
224
224
3
10
sgd
10
1
0.001
2.15.1
12.2
0.2
20.49
205
model-npz/ResNet152_optsgd_s100_e10_b1_lr0001_6338.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
14
4.48
64
27.61
36
33.64
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b1_lr0001_1995
100
224
224
3
10
sgd
10
1
0.0001
2.15.1
12.2
0.21
21.28
212.83
model-npz/ResNet152_optsgd_s100_e10_b1_lr00001_8469.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
4.25
69
26.77
37
33.91
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b2_lr01_2031
100
224
224
3
10
sgd
10
2
0.01
2.15.1
12.2
0.27
13.66
136.64
model-npz/ResNet152_optsgd_s100_e10_b2_lr001_1506.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
14
5.03
79
24.69
37
33.55
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b2_lr001_1226
100
224
224
3
10
sgd
10
2
0.001
2.15.1
12.2
0.27
13.74
137.47
model-npz/ResNet152_optsgd_s100_e10_b2_lr0001_2542.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
5.06
80
24.87
37
33.54
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b2_lr0001_2651
100
224
224
3
10
sgd
10
2
0.0001
2.15.1
12.2
0.27
13.79
137.97
model-npz/ResNet152_optsgd_s100_e10_b2_lr00001_1459.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
14
5.04
79
24.46
38
33.98
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b4_lr01_7602
100
224
224
3
10
sgd
10
4
0.01
2.15.1
12.2
0.39
9.93
99.39
model-npz/ResNet152_optsgd_s100_e10_b4_lr001_2768.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
5.58
82
21.92
38
33.92
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b4_lr001_1708
100
224
224
3
10
sgd
10
4
0.001
2.15.1
12.2
0.4
10.2
102.06
model-npz/ResNet152_optsgd_s100_e10_b4_lr0001_1001.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
21
5.46
82
21.7
39
33.87
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b8_lr01_4467
100
224
224
3
10
sgd
10
8
0.01
2.15.1
12.2
0.68
8.91
89.15
model-npz/ResNet152_optsgd_s100_e10_b8_lr001_1742.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
28
5.97
100
19.97
39
31.68
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b8_lr001_1050
100
224
224
3
10
sgd
10
8
0.001
2.15.1
12.2
0.69
9.04
90.5
model-npz/ResNet152_optsgd_s100_e10_b8_lr0001_1020.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
26
5.93
85
20.1
41
33.57
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b8_lr0001_2163
100
224
224
3
10
sgd
10
8
0.0001
2.15.1
12.2
0.68
8.93
89.39
model-npz/ResNet152_optsgd_s100_e10_b8_lr00001_2902.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
27
5.77
86
19.39
41
34.35
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b16_lr01_3103
100
224
224
3
10
sgd
10
16
0.01
2.15.1
12.2
1.19
8.34
83.44
model-npz/ResNet152_optsgd_s100_e10_b16_lr001_1024.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
39
6.86
99
18.92
40
34.17
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b16_lr001_1350
100
224
224
3
10
sgd
10
16
0.001
2.15.1
12.2
1.18
8.3
83.09
model-npz/ResNet152_optsgd_s100_e10_b16_lr0001_2453.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
39
6.75
99
18.61
41
34.02
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b16_lr0001_2202
100
224
224
3
10
sgd
10
16
0.0001
2.15.1
12.2
1.19
8.37
83.81
model-npz/ResNet152_optsgd_s100_e10_b16_lr00001_1351.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
39
6.31
99
17.73
42
34.21
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b32_lr01_3039
100
224
224
3
10
sgd
10
32
0.01
2.15.1
12.2
2.07
8.31
83.18
model-npz/ResNet152_optsgd_s100_e10_b32_lr001_3255.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
50
6.94
100
19.67
43
34.47
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b32_lr001_1317
100
224
224
3
10
sgd
10
32
0.001
2.15.1
12.2
2.04
8.16
81.68
model-npz/ResNet152_optsgd_s100_e10_b32_lr0001_1924.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
51
6.74
100
18.1
42
34.59
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b32_lr0001_2046
100
224
224
3
10
sgd
10
32
0.0001
2.15.1
12.2
2.03
8.13
81.39
model-npz/ResNet152_optsgd_s100_e10_b32_lr00001_1858.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
50
6.98
100
18.6
43
34.76
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b64_lr01_8482
100
224
224
3
10
sgd
10
64
0.01
2.15.1
12.2
4.3
8.61
86.21
model-npz/ResNet152_optsgd_s100_e10_b64_lr001_2079.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
52
7.81
100
22.99
44
35.4
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b64_lr001_1558
100
224
224
3
10
sgd
10
64
0.001
2.15.1
12.2
4.38
8.76
87.7
model-npz/ResNet152_optsgd_s100_e10_b64_lr0001_2136.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
55
7.39
100
21.77
45
36.11
ResNet152_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b64_lr0001_7750
100
224
224
3
10
sgd
10
64
0.0001
2.15.1
12.2
4.31
8.64
86.48
model-npz/ResNet152_optsgd_s100_e10_b64_lr00001_6817.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
58
7.56
100
21.99
45
36.38
ResNet152_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b1_lr01_1685
1,000
224
224
3
10
sgd
1
1
0.01
2.15.1
12.2
0.2
207.38
207.41
model-npz/ResNet152_optsgd_s1000_e1_b1_lr001_2896.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
13
4.42
76
27.44
39
34.85