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
DenseNet121_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b32_lr0001_2234
100
224
224
3
10
sgd
10
32
0.0001
2.15.1
12.2
1.48
5.93
59.33
model-npz/DenseNet121_optsgd_s100_e10_b32_lr00001_2649.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
47
7.02
98
20.02
47
43.03
DenseNet121_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b64_lr01_1010
100
224
224
3
10
sgd
10
64
0.01
2.15.1
12.2
3.29
6.6
66.04
model-npz/DenseNet121_optsgd_s100_e10_b64_lr001_8654.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
59
10.9
100
31.01
51
44.24
DenseNet121_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b64_lr001_3143
100
224
224
3
10
sgd
10
64
0.001
2.15.1
12.2
3.25
6.51
65.15
model-npz/DenseNet121_optsgd_s100_e10_b64_lr0001_3061.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
60
10.1
99
30.49
52
45.73
DenseNet121_architecture_optsgd_s100_ipd224x224x3_opd10_e10_b64_lr0001_1683
100
224
224
3
10
sgd
10
64
0.0001
2.15.1
12.2
3.33
6.66
66.68
model-npz/DenseNet121_optsgd_s100_e10_b64_lr00001_2427.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
61
10.45
99
30.19
52
46.51
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b1_lr01_1475
1,000
224
224
3
10
sgd
1
1
0.01
2.15.1
12.2
0.14
144.94
144.98
model-npz/DenseNet121_optsgd_s1000_e1_b1_lr001_1054.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
1.91
74
17.87
48
42.35
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b1_lr001_1992
1,000
224
224
3
10
sgd
1
1
0.001
2.15.1
12.2
0.14
143.63
143.66
model-npz/DenseNet121_optsgd_s1000_e1_b1_lr0001_3401.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
19
1.91
74
18.16
40
38.96
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b1_lr0001_2698
1,000
224
224
3
10
sgd
1
1
0.0001
2.15.1
12.2
0.14
145.59
145.61
model-npz/DenseNet121_optsgd_s1000_e1_b1_lr00001_2722.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
2.1
73
18.42
39
38.12
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b2_lr01_8911
1,000
224
224
3
10
sgd
1
2
0.01
2.15.1
12.2
0.19
95.57
95.6
model-npz/DenseNet121_optsgd_s1000_e1_b2_lr001_3366.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
2.51
73
16.72
39
38.42
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b2_lr001_2059
1,000
224
224
3
10
sgd
1
2
0.001
2.15.1
12.2
0.19
94.27
94.3
model-npz/DenseNet121_optsgd_s1000_e1_b2_lr0001_4382.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
2.52
74
17.08
40
38.36
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b2_lr0001_1251
1,000
224
224
3
10
sgd
1
2
0.0001
2.15.1
12.2
0.19
95.03
95.05
model-npz/DenseNet121_optsgd_s1000_e1_b2_lr00001_2886.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
2.41
73
16.29
39
38.51
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b4_lr01_1064
1,000
224
224
3
10
sgd
1
4
0.01
2.15.1
12.2
0.28
71.53
71.56
model-npz/DenseNet121_optsgd_s1000_e1_b4_lr001_2910.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
3.51
76
14.35
41
38.61
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b4_lr001_1875
1,000
224
224
3
10
sgd
1
4
0.001
2.15.1
12.2
0.27
69.4
69.43
model-npz/DenseNet121_optsgd_s1000_e1_b4_lr0001_2931.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
19
3.65
75
15.27
41
39.29
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b4_lr0001_2755
1,000
224
224
3
10
sgd
1
4
0.0001
2.15.1
12.2
0.29
72.03
72.06
model-npz/DenseNet121_optsgd_s1000_e1_b4_lr00001_2085.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
3.44
74
14.86
41
39.38
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b8_lr01_2668
1,000
224
224
3
10
sgd
1
8
0.01
2.15.1
12.2
0.47
59.03
59.06
model-npz/DenseNet121_optsgd_s1000_e1_b8_lr001_6659.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
22
4.63
77
15.12
42
39.42
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b8_lr001_1467
1,000
224
224
3
10
sgd
1
8
0.001
2.15.1
12.2
0.46
57.88
57.92
model-npz/DenseNet121_optsgd_s1000_e1_b8_lr0001_1005.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
21
4.74
76
15.39
43
39.93
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b8_lr0001_1023
1,000
224
224
3
10
sgd
1
8
0.0001
2.15.1
12.2
0.47
58.9
58.92
model-npz/DenseNet121_optsgd_s1000_e1_b8_lr00001_9501.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
22
4.69
75
15.46
43
40.13
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b16_lr01_1772
1,000
224
224
3
10
sgd
1
16
0.01
2.15.1
12.2
0.96
60.51
60.54
model-npz/DenseNet121_optsgd_s1000_e1_b16_lr001_5336.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
37
6.45
85
19.78
45
40.87
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b16_lr001_9408
1,000
224
224
3
10
sgd
1
16
0.001
2.15.1
12.2
0.94
59.23
59.25
model-npz/DenseNet121_optsgd_s1000_e1_b16_lr0001_1408.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
37
6.31
86
19.76
46
41.43
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b16_lr0001_2199
1,000
224
224
3
10
sgd
1
16
0.0001
2.15.1
12.2
0.95
59.89
59.92
model-npz/DenseNet121_optsgd_s1000_e1_b16_lr00001_2508.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
35
6.19
89
18.91
46
42.11
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b32_lr01_1630
1,000
224
224
3
10
sgd
1
32
0.01
2.15.1
12.2
1.82
58.43
58.46
model-npz/DenseNet121_optsgd_s1000_e1_b32_lr001_2949.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
50
7.34
89
21.91
47
42.39
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b32_lr001_1769
1,000
224
224
3
10
sgd
1
32
0.001
2.15.1
12.2
1.89
60.65
60.68
model-npz/DenseNet121_optsgd_s1000_e1_b32_lr0001_3220.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
51
7.15
93
21.17
47
42.83
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b32_lr0001_2308
1,000
224
224
3
10
sgd
1
32
0.0001
2.15.1
12.2
1.85
59.38
59.41
model-npz/DenseNet121_optsgd_s1000_e1_b32_lr00001_2129.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
51
7.4
94
22.91
47
42.44
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b64_lr01_2395
1,000
224
224
3
10
sgd
1
64
0.01
2.15.1
12.2
4.12
65.94
65.98
model-npz/DenseNet121_optsgd_s1000_e1_b64_lr001_2312.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
61
10.55
99
30.87
51
44.01
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b64_lr001_1423
1,000
224
224
3
10
sgd
1
64
0.001
2.15.1
12.2
4.14
66.32
66.35
model-npz/DenseNet121_optsgd_s1000_e1_b64_lr0001_7651.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
60
10.05
99
29.23
52
45.28
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e1_b64_lr0001_1064
1,000
224
224
3
10
sgd
1
64
0.0001
2.15.1
12.2
4.12
65.94
65.97
model-npz/DenseNet121_optsgd_s1000_e1_b64_lr00001_1576.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
58
10.61
99
30.68
52
45.93
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b1_lr01_2455
1,000
224
224
3
10
sgd
2
1
0.01
2.15.1
12.2
0.12
126.84
253.73
model-npz/DenseNet121_optsgd_s1000_e2_b1_lr001_3267.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
2.29
73
20.86
47
40.22
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b1_lr001_1878
1,000
224
224
3
10
sgd
2
1
0.001
2.15.1
12.2
0.12
124.98
249.99
model-npz/DenseNet121_optsgd_s1000_e2_b1_lr0001_2815.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
1.98
74
21.02
38
37.86
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b1_lr0001_2055
1,000
224
224
3
10
sgd
2
1
0.0001
2.15.1
12.2
0.12
122.82
245.68
model-npz/DenseNet121_optsgd_s1000_e2_b1_lr00001_3277.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
2.09
73
21.16
38
37.76
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b2_lr01_2171
1,000
224
224
3
10
sgd
2
2
0.01
2.15.1
12.2
0.15
74.89
149.8
model-npz/DenseNet121_optsgd_s1000_e2_b2_lr001_2479.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
2.95
74
20.83
39
37.78
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b2_lr001_7099
1,000
224
224
3
10
sgd
2
2
0.001
2.15.1
12.2
0.14
72.71
145.46
model-npz/DenseNet121_optsgd_s1000_e2_b2_lr0001_3180.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
3.02
75
21.16
39
38.33
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b2_lr0001_2155
1,000
224
224
3
10
sgd
2
2
0.0001
2.15.1
12.2
0.14
73.8
147.65
model-npz/DenseNet121_optsgd_s1000_e2_b2_lr00001_7888.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
3
75
21.16
40
38.6
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b4_lr01_4289
1,000
224
224
3
10
sgd
2
4
0.01
2.15.1
12.2
0.19
47.85
95.74
model-npz/DenseNet121_optsgd_s1000_e2_b4_lr001_1083.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
21
4.89
75
19.83
42
39.31
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b4_lr001_2737
1,000
224
224
3
10
sgd
2
4
0.001
2.15.1
12.2
0.19
49.43
98.9
model-npz/DenseNet121_optsgd_s1000_e2_b4_lr0001_1565.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
19
4.8
75
19.57
43
40.49
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b4_lr0001_1402
1,000
224
224
3
10
sgd
2
4
0.0001
2.15.1
12.2
0.19
48.99
98.01
model-npz/DenseNet121_optsgd_s1000_e2_b4_lr00001_3076.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
19
4.86
76
19.75
43
41.08
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b8_lr01_4814
1,000
224
224
3
10
sgd
2
8
0.01
2.15.1
12.2
0.27
34.09
68.22
model-npz/DenseNet121_optsgd_s1000_e2_b8_lr001_1296.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
28
7.48
77
22.83
45
41.37
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b8_lr001_3104
1,000
224
224
3
10
sgd
2
8
0.001
2.15.1
12.2
0.29
36.74
73.53
model-npz/DenseNet121_optsgd_s1000_e2_b8_lr0001_8643.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
24
6.83
78
20.55
46
42.26
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b8_lr0001_9581
1,000
224
224
3
10
sgd
2
8
0.0001
2.15.1
12.2
0.29
36.08
72.19
model-npz/DenseNet121_optsgd_s1000_e2_b8_lr00001_2930.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
28
6.89
76
20.46
45
42.33
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b16_lr01_1170
1,000
224
224
3
10
sgd
2
16
0.01
2.15.1
12.2
0.55
34.71
69.46
model-npz/DenseNet121_optsgd_s1000_e2_b16_lr001_8682.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
35
8.44
90
23.19
47
42.69
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b16_lr001_1216
1,000
224
224
3
10
sgd
2
16
0.001
2.15.1
12.2
0.53
33.76
67.56
model-npz/DenseNet121_optsgd_s1000_e2_b16_lr0001_2092.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
37
8.92
91
24.64
47
42.82
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b16_lr0001_3310
1,000
224
224
3
10
sgd
2
16
0.0001
2.15.1
12.2
0.54
34.3
68.64
model-npz/DenseNet121_optsgd_s1000_e2_b16_lr00001_1017.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
36
8.73
90
23.12
48
43.13
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b32_lr01_2412
1,000
224
224
3
10
sgd
2
32
0.01
2.15.1
12.2
1.02
32.78
65.59
model-npz/DenseNet121_optsgd_s1000_e2_b32_lr001_7685.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
50
10.05
98
26.5
50
43.82
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b32_lr001_6458
1,000
224
224
3
10
sgd
2
32
0.001
2.15.1
12.2
1.03
33.04
66.12
model-npz/DenseNet121_optsgd_s1000_e2_b32_lr0001_3282.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
46
9.86
96
26.21
50
44.05
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b32_lr0001_2081
1,000
224
224
3
10
sgd
2
32
0.0001
2.15.1
12.2
1.03
32.93
65.89
model-npz/DenseNet121_optsgd_s1000_e2_b32_lr00001_2282.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
51
10.27
93
26.16
50
44.42
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b64_lr01_8565
1,000
224
224
3
10
sgd
2
64
0.01
2.15.1
12.2
2.26
36.14
72.33
model-npz/DenseNet121_optsgd_s1000_e2_b64_lr001_6940.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
61
13.33
99
34.77
53
45.48
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b64_lr001_2307
1,000
224
224
3
10
sgd
2
64
0.001
2.15.1
12.2
2.24
35.95
71.93
model-npz/DenseNet121_optsgd_s1000_e2_b64_lr0001_3216.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
60
12.78
99
32.88
53
46.95
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e2_b64_lr0001_1163
1,000
224
224
3
10
sgd
2
64
0.0001
2.15.1
12.2
2.23
35.73
71.49
model-npz/DenseNet121_optsgd_s1000_e2_b64_lr00001_1273.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
60
12.25
99
31.42
54
47.02
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b1_lr01_1617
1,000
224
224
3
10
sgd
5
1
0.01
2.15.1
12.2
0.11
112.24
561.24
model-npz/DenseNet121_optsgd_s1000_e5_b1_lr001_2302.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
19
2.19
74
23.36
49
39.12
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b1_lr001_5053
1,000
224
224
3
10
sgd
5
1
0.001
2.15.1
12.2
0.09
91.15
455.81
model-npz/DenseNet121_optsgd_s1000_e5_b1_lr0001_1573.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
3.01
73
26.8
40
38.82
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b1_lr0001_1593
1,000
224
224
3
10
sgd
5
1
0.0001
2.15.1
12.2
0.11
111.05
555.3
model-npz/DenseNet121_optsgd_s1000_e5_b1_lr00001_2171.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
2.25
75
23.64
39
37.7
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b2_lr01_1056
1,000
224
224
3
10
sgd
5
2
0.01
2.15.1
12.2
0.12
61.08
305.45
model-npz/DenseNet121_optsgd_s1000_e5_b2_lr001_1618.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
3.46
73
24.85
38
37.71
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b2_lr001_2082
1,000
224
224
3
10
sgd
5
2
0.001
2.15.1
12.2
0.12
60.93
304.68
model-npz/DenseNet121_optsgd_s1000_e5_b2_lr0001_2426.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
3.46
74
24.83
39
37.92
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b2_lr0001_3261
1,000
224
224
3
10
sgd
5
2
0.0001
2.15.1
12.2
0.12
60.37
301.92
model-npz/DenseNet121_optsgd_s1000_e5_b2_lr00001_1079.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
3.52
72
25.38
38
37.78
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b4_lr01_6013
1,000
224
224
3
10
sgd
5
4
0.01
2.15.1
12.2
0.14
35.08
175.46
model-npz/DenseNet121_optsgd_s1000_e5_b4_lr001_1622.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
6.04
73
23.8
42
38.99
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b4_lr001_2254
1,000
224
224
3
10
sgd
5
4
0.001
2.15.1
12.2
0.14
34.97
174.89
model-npz/DenseNet121_optsgd_s1000_e5_b4_lr0001_1774.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
20
6.49
75
26.03
44
41.06
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b4_lr0001_3049
1,000
224
224
3
10
sgd
5
4
0.0001
2.15.1
12.2
0.14
35.55
177.78
model-npz/DenseNet121_optsgd_s1000_e5_b4_lr00001_3386.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
6.36
70
25.47
44
41.9
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b8_lr01_3290
1,000
224
224
3
10
sgd
5
8
0.01
2.15.1
12.2
0.18
23.21
116.12
model-npz/DenseNet121_optsgd_s1000_e5_b8_lr001_6526.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
29
10.27
76
29.46
47
42.74
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b8_lr001_2343
1,000
224
224
3
10
sgd
5
8
0.001
2.15.1
12.2
0.18
22.92
114.67
model-npz/DenseNet121_optsgd_s1000_e5_b8_lr0001_1244.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
29
10.37
75
29.76
48
43.99
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b8_lr0001_1974
1,000
224
224
3
10
sgd
5
8
0.0001
2.15.1
12.2
0.18
23.33
116.68
model-npz/DenseNet121_optsgd_s1000_e5_b8_lr00001_1134.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
23
10.29
76
29.53
48
44.51
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b16_lr01_3161
1,000
224
224
3
10
sgd
5
16
0.01
2.15.1
12.2
0.3
19.1
95.55
model-npz/DenseNet121_optsgd_s1000_e5_b16_lr001_2746.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
37
14.14
81
34.06
51
45.11
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b16_lr001_1514
1,000
224
224
3
10
sgd
5
16
0.001
2.15.1
12.2
0.3
18.95
94.79
model-npz/DenseNet121_optsgd_s1000_e5_b16_lr0001_1986.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
36
14.34
90
34.81
51
45.96
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b16_lr0001_1661
1,000
224
224
3
10
sgd
5
16
0.0001
2.15.1
12.2
0.3
18.8
94.07
model-npz/DenseNet121_optsgd_s1000_e5_b16_lr00001_2223.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
37
14.33
91
35.06
52
46.47
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b32_lr01_1540
1,000
224
224
3
10
sgd
5
32
0.01
2.15.1
12.2
0.53
17.03
85.2
model-npz/DenseNet121_optsgd_s1000_e5_b32_lr001_1547.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
50
16.94
93
38.29
54
47.28
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b32_lr001_6457
1,000
224
224
3
10
sgd
5
32
0.001
2.15.1
12.2
0.54
17.37
86.91
model-npz/DenseNet121_optsgd_s1000_e5_b32_lr0001_3142.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
52
16.46
94
36.61
54
47.81
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b32_lr0001_1913
1,000
224
224
3
10
sgd
5
32
0.0001
2.15.1
12.2
0.53
17
85.04
model-npz/DenseNet121_optsgd_s1000_e5_b32_lr00001_3020.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
50
16.82
96
37.88
55
48.14
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b64_lr01_2421
1,000
224
224
3
10
sgd
5
64
0.01
2.15.1
12.2
1.11
17.85
89.32
model-npz/DenseNet121_optsgd_s1000_e5_b64_lr001_2006.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
60
19.34
99
41.58
57
49.36
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b64_lr001_5761
1,000
224
224
3
10
sgd
5
64
0.001
2.15.1
12.2
1.1
17.57
87.91
model-npz/DenseNet121_optsgd_s1000_e5_b64_lr0001_1848.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
61
19.06
99
40.91
58
50.58
DenseNet121_architecture_optsgd_s1000_ipd224x224x3_opd10_e5_b64_lr0001_9275
1,000
224
224
3
10
sgd
5
64
0.0001
2.15.1
12.2
1.1
17.68
88.46
model-npz/DenseNet121_optsgd_s1000_e5_b64_lr00001_4580.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
60
19.38
99
42.42
58
51.02
EfficientNetB7_architecture_optadam_s1_ipd600x600x3_opd10_e1_b1_lr01_1206
1
600
600
3
10
adam
1
1
0.01
2.15.1
12.2
147.8
147.83
147.88
model-npz/EfficientNetB7_optadam_s1_e1_b1_lr001_2715.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
2
0.03
14
0.19
33
32.7
EfficientNetB7_architecture_optadam_s1_ipd600x600x3_opd10_e1_b1_lr001_2440
1
600
600
3
10
adam
1
1
0.001
2.15.1
12.2
143.16
143.18
143.21
model-npz/EfficientNetB7_optadam_s1_e1_b1_lr0001_2647.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
3
0.03
7
0.18
34
33.04
EfficientNetB7_architecture_optadam_s1_ipd600x600x3_opd10_e1_b1_lr0001_1344
1
600
600
3
10
adam
1
1
0.0001
2.15.1
12.2
147.23
147.27
147.3
model-npz/EfficientNetB7_optadam_s1_e1_b1_lr00001_1477.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
4
0.05
16
0.26
34
33.75
EfficientNetB7_architecture_optadam_s1_ipd600x600x3_opd10_e2_b1_lr01_2637
1
600
600
3
10
adam
2
1
0.01
2.15.1
12.2
70.64
70.66
141.35
model-npz/EfficientNetB7_optadam_s1_e2_b1_lr001_1341.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
9
0.08
37
0.36
34
33.69
EfficientNetB7_architecture_optadam_s1_ipd600x600x3_opd10_e2_b1_lr001_1356
1
600
600
3
10
adam
2
1
0.001
2.15.1
12.2
72.82
72.84
145.72
model-npz/EfficientNetB7_optadam_s1_e2_b1_lr0001_2632.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
19
0.1
58
0.33
35
33.92
EfficientNetB7_architecture_optadam_s1_ipd600x600x3_opd10_e2_b1_lr0001_2383
1
600
600
3
10
adam
2
1
0.0001
2.15.1
12.2
73.08
73.1
146.24
model-npz/EfficientNetB7_optadam_s1_e2_b1_lr00001_2131.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
30
0.12
54
0.36
34
33.1
EfficientNetB7_architecture_optadam_s1_ipd600x600x3_opd10_e5_b1_lr01_3064
1
600
600
3
10
adam
5
1
0.01
2.15.1
12.2
29.08
29.09
145.51
model-npz/EfficientNetB7_optadam_s1_e5_b1_lr001_9672.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
38
0.42
100
1.14
36
33.09
EfficientNetB7_architecture_optadam_s1_ipd600x600x3_opd10_e5_b1_lr001_2969
1
600
600
3
10
adam
5
1
0.001
2.15.1
12.2
29.08
29.09
145.52
model-npz/EfficientNetB7_optadam_s1_e5_b1_lr0001_1949.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
38
0.34
100
0.93
36
33.85
EfficientNetB7_architecture_optadam_s1_ipd600x600x3_opd10_e5_b1_lr0001_2945
1
600
600
3
10
adam
5
1
0.0001
2.15.1
12.2
29.29
29.31
146.58
model-npz/EfficientNetB7_optadam_s1_e5_b1_lr00001_2942.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
41
0.44
91
1.14
36
34.03
EfficientNetB7_architecture_optadam_s1_ipd600x600x3_opd10_e10_b1_lr01_4372
1
600
600
3
10
adam
10
1
0.01
2.15.1
12.2
14.48
14.49
144.98
model-npz/EfficientNetB7_optadam_s1_e10_b1_lr001_2628.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
39
0.71
100
1.98
37
34.06
EfficientNetB7_architecture_optadam_s1_ipd600x600x3_opd10_e10_b1_lr001_2514
1
600
600
3
10
adam
10
1
0.001
2.15.1
12.2
14.63
14.65
146.53
model-npz/EfficientNetB7_optadam_s1_e10_b1_lr0001_8937.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
42
0.73
100
1.94
37
34.08
EfficientNetB7_architecture_optadam_s1_ipd600x600x3_opd10_e10_b1_lr0001_3150
1
600
600
3
10
adam
10
1
0.0001
2.15.1
12.2
14.78
14.8
148.02
model-npz/EfficientNetB7_optadam_s1_e10_b1_lr00001_2917.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
45
0.74
100
1.92
38
34.54
EfficientNetB7_architecture_optadam_s10_ipd600x600x3_opd10_e1_b1_lr01_9159
10
600
600
3
10
adam
1
1
0.01
2.15.1
12.2
14.91
149.18
149.21
model-npz/EfficientNetB7_optadam_s10_e1_b1_lr001_6447.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
39
0.66
100
1.88
38
34.11
EfficientNetB7_architecture_optadam_s10_ipd600x600x3_opd10_e1_b1_lr001_2095
10
600
600
3
10
adam
1
1
0.001
2.15.1
12.2
14.65
146.53
146.57
model-npz/EfficientNetB7_optadam_s10_e1_b1_lr0001_1109.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
39
0.77
100
2.05
38
34.21
EfficientNetB7_architecture_optadam_s10_ipd600x600x3_opd10_e1_b1_lr0001_2672
10
600
600
3
10
adam
1
1
0.0001
2.15.1
12.2
14.6
146.1
146.13
model-npz/EfficientNetB7_optadam_s10_e1_b1_lr00001_3039.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
44
0.73
100
2.03
38
34.7
EfficientNetB7_architecture_optadam_s10_ipd600x600x3_opd10_e1_b2_lr01_1470
10
600
600
3
10
adam
1
2
0.01
2.15.1
12.2
29.76
148.87
148.9
model-npz/EfficientNetB7_optadam_s10_e1_b2_lr001_3068.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
41
0.64
100
1.76
38
34.18
EfficientNetB7_architecture_optadam_s10_ipd600x600x3_opd10_e1_b2_lr001_1675
10
600
600
3
10
adam
1
2
0.001
2.15.1
12.2
29.26
146.34
146.36
model-npz/EfficientNetB7_optadam_s10_e1_b2_lr0001_1885.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
42
0.68
100
1.88
37
34.07
EfficientNetB7_architecture_optadam_s10_ipd600x600x3_opd10_e1_b2_lr0001_1845
10
600
600
3
10
adam
1
2
0.0001
2.15.1
12.2
29.34
146.75
146.78
model-npz/EfficientNetB7_optadam_s10_e1_b2_lr00001_2018.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
47
0.82
100
2.12
38
34.1
EfficientNetB7_architecture_optadam_s10_ipd600x600x3_opd10_e2_b1_lr01_1049
10
600
600
3
10
adam
2
1
0.01
2.15.1
12.2
7.47
74.75
149.53
model-npz/EfficientNetB7_optadam_s10_e2_b1_lr001_3290.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
43
1.35
100
3.79
39
34.26
EfficientNetB7_architecture_optadam_s10_ipd600x600x3_opd10_e2_b1_lr001_1058
10
600
600
3
10
adam
2
1
0.001
2.15.1
12.2
7.63
76.33
152.7
model-npz/EfficientNetB7_optadam_s10_e2_b1_lr0001_2322.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
44
1.44
100
3.78
39
34.24
EfficientNetB7_architecture_optadam_s10_ipd600x600x3_opd10_e2_b1_lr0001_1509
10
600
600
3
10
adam
2
1
0.0001
2.15.1
12.2
7.43
74.34
148.72
model-npz/EfficientNetB7_optadam_s10_e2_b1_lr00001_2284.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
38
1.42
100
3.77
39
34.41
EfficientNetB7_architecture_optadam_s10_ipd600x600x3_opd10_e2_b2_lr01_3327
10
600
600
3
10
adam
2
2
0.01
2.15.1
12.2
14.95
74.76
149.56
model-npz/EfficientNetB7_optadam_s10_e2_b2_lr001_2896.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
42
1.45
100
3.78
39
34.47
EfficientNetB7_architecture_optadam_s10_ipd600x600x3_opd10_e2_b2_lr001_1648
10
600
600
3
10
adam
2
2
0.001
2.15.1
12.2
15.16
75.83
151.69
model-npz/EfficientNetB7_optadam_s10_e2_b2_lr0001_3387.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
44
1.33
100
3.49
39
34.57
EfficientNetB7_architecture_optadam_s10_ipd600x600x3_opd10_e2_b2_lr0001_2347
10
600
600
3
10
adam
2
2
0.0001
2.15.1
12.2
14.72
73.62
147.26
model-npz/EfficientNetB7_optadam_s10_e2_b2_lr00001_6845.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
46
1.38
100
3.55
39
34.42
EfficientNetB7_architecture_optadam_s10_ipd600x600x3_opd10_e5_b1_lr01_3792
10
600
600
3
10
adam
5
1
0.01
2.15.1
12.2
3.3
33.06
165.35
model-npz/EfficientNetB7_optadam_s10_e5_b1_lr001_1943.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
42
3.25
100
8.65
41
34.82
EfficientNetB7_architecture_optadam_s10_ipd600x600x3_opd10_e5_b1_lr001_3545
10
600
600
3
10
adam
5
1
0.001
2.15.1
12.2
3.22
32.22
161.14
model-npz/EfficientNetB7_optadam_s10_e5_b1_lr0001_2851.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
44
3.21
100
8.36
41
35.49
EfficientNetB7_architecture_optadam_s10_ipd600x600x3_opd10_e5_b1_lr0001_2840
10
600
600
3
10
adam
5
1
0.0001
2.15.1
12.2
3.17
31.78
158.95
model-npz/EfficientNetB7_optadam_s10_e5_b1_lr00001_2816.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
42
3.39
100
8.85
42
35.54
EfficientNetB7_architecture_optadam_s10_ipd600x600x3_opd10_e5_b2_lr01_7556
10
600
600
3
10
adam
5
2
0.01
2.15.1
12.2
6.31
31.57
157.87
model-npz/EfficientNetB7_optadam_s10_e5_b2_lr001_2309.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
49
3.34
100
8.68
42
36.3
EfficientNetB7_architecture_optadam_s10_ipd600x600x3_opd10_e5_b2_lr001_2506
10
600
600
3
10
adam
5
2
0.001
2.15.1
12.2
6.34
31.73
158.67
model-npz/EfficientNetB7_optadam_s10_e5_b2_lr0001_1528.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
50
3.45
100
8.75
42
36.42
EfficientNetB7_architecture_optadam_s10_ipd600x600x3_opd10_e5_b2_lr0001_1646
10
600
600
3
10
adam
5
2
0.0001
2.15.1
12.2
6.38
31.94
159.73
model-npz/EfficientNetB7_optadam_s10_e5_b2_lr00001_4569.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
48
3.37
100
8.77
42
36.36
EfficientNetB7_architecture_optadam_s10_ipd600x600x3_opd10_e10_b1_lr01_1755
10
600
600
3
10
adam
10
1
0.01
2.15.1
12.2
1.79
17.95
179.55
model-npz/EfficientNetB7_optadam_s10_e10_b1_lr001_1936.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
44
6.14
100
16.16
45
36.28
EfficientNetB7_architecture_optadam_s10_ipd600x600x3_opd10_e10_b1_lr001_1988
10
600
600
3
10
adam
10
1
0.001
2.15.1
12.2
1.79
17.99
179.98
model-npz/EfficientNetB7_optadam_s10_e10_b1_lr0001_1604.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
43
6.07
100
15.7
46
38.31
EfficientNetB7_architecture_optadam_s10_ipd600x600x3_opd10_e10_b1_lr0001_1540
10
600
600
3
10
adam
10
1
0.0001
2.15.1
12.2
1.78
17.83
178.39
model-npz/EfficientNetB7_optadam_s10_e10_b1_lr00001_2273.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
43
6.18
100
16.07
46
38.34