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
DenseNet201_architecture_optadam_s100_ipd224x224x3_opd10_e10_b32_lr001_2839
100
224
224
3
10
adam
10
32
0.001
2.15.1
12.2
4.09
16.4
164.06
model-npz/DenseNet201_optadam_s100_e10_b32_lr0001_2670.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
47
4.59
99
13.95
37
30.96
DenseNet201_architecture_optadam_s100_ipd224x224x3_opd10_e10_b32_lr0001_8772
100
224
224
3
10
adam
10
32
0.0001
2.15.1
12.2
4.13
16.54
165.51
model-npz/DenseNet201_optadam_s100_e10_b32_lr00001_2015.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
52
4.31
93
12.54
37
30.68
DenseNet201_architecture_optadam_s100_ipd224x224x3_opd10_e10_b64_lr01_4754
100
224
224
3
10
adam
10
64
0.01
2.15.1
12.2
8.81
17.63
176.34
model-npz/DenseNet201_optadam_s100_e10_b64_lr001_2669.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
59
6.72
100
20.42
42
32.24
DenseNet201_architecture_optadam_s100_ipd224x224x3_opd10_e10_b64_lr001_8904
100
224
224
3
10
adam
10
64
0.001
2.15.1
12.2
8.83
17.68
176.9
model-npz/DenseNet201_optadam_s100_e10_b64_lr0001_1035.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
58
6.67
99
20.09
42
33.51
DenseNet201_architecture_optadam_s100_ipd224x224x3_opd10_e10_b64_lr0001_3134
100
224
224
3
10
adam
10
64
0.0001
2.15.1
12.2
8.8
17.62
176.25
model-npz/DenseNet201_optadam_s100_e10_b64_lr00001_2931.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
58
6.35
99
19.55
42
33.65
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b1_lr01_1923
1,000
224
224
3
10
adam
1
1
0.01
2.15.1
12.2
0.3
307.31
307.34
model-npz/DenseNet201_optadam_s1000_e1_b1_lr001_2546.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
2.32
80
18.05
36
30.28
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b1_lr001_5314
1,000
224
224
3
10
adam
1
1
0.001
2.15.1
12.2
0.31
311.23
311.26
model-npz/DenseNet201_optadam_s1000_e1_b1_lr0001_4728.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
2.12
80
17.87
30
28.53
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b1_lr0001_1955
1,000
224
224
3
10
adam
1
1
0.0001
2.15.1
12.2
0.31
309.46
309.48
model-npz/DenseNet201_optadam_s1000_e1_b1_lr00001_1932.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
2.27
79
18.19
30
28.74
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b2_lr01_1955
1,000
224
224
3
10
adam
1
2
0.01
2.15.1
12.2
0.45
226.69
226.72
model-npz/DenseNet201_optadam_s1000_e1_b2_lr001_1381.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
2.14
79
14.09
31
28.44
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b2_lr001_2531
1,000
224
224
3
10
adam
1
2
0.001
2.15.1
12.2
0.45
226.09
226.13
model-npz/DenseNet201_optadam_s1000_e1_b2_lr0001_2696.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
2.15
81
14.13
31
28.45
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b2_lr0001_1989
1,000
224
224
3
10
adam
1
2
0.0001
2.15.1
12.2
0.45
225.05
225.08
model-npz/DenseNet201_optadam_s1000_e1_b2_lr00001_1656.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
2.21
78
14.48
31
28.83
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b4_lr01_7001
1,000
224
224
3
10
adam
1
4
0.01
2.15.1
12.2
0.72
181.27
181.3
model-npz/DenseNet201_optadam_s1000_e1_b4_lr001_2723.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
2.66
80
12.26
32
28.54
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b4_lr001_1822
1,000
224
224
3
10
adam
1
4
0.001
2.15.1
12.2
0.72
181.92
181.95
model-npz/DenseNet201_optadam_s1000_e1_b4_lr0001_3301.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
2.59
79
11.72
32
28.56
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b4_lr0001_9834
1,000
224
224
3
10
adam
1
4
0.0001
2.15.1
12.2
0.73
183.26
183.29
model-npz/DenseNet201_optadam_s1000_e1_b4_lr00001_2339.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
20
2.65
80
12.12
32
28.4
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b8_lr01_1826
1,000
224
224
3
10
adam
1
8
0.01
2.15.1
12.2
1.3
163.52
163.55
model-npz/DenseNet201_optadam_s1000_e1_b8_lr001_1022.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
22
3.15
80
11.34
33
28.48
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b8_lr001_2998
1,000
224
224
3
10
adam
1
8
0.001
2.15.1
12.2
1.29
161.87
161.9
model-npz/DenseNet201_optadam_s1000_e1_b8_lr0001_7922.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
24
2.98
80
10.48
33
28.7
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b8_lr0001_6993
1,000
224
224
3
10
adam
1
8
0.0001
2.15.1
12.2
1.3
162.73
162.76
model-npz/DenseNet201_optadam_s1000_e1_b8_lr00001_1724.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
26
3.05
80
10.78
33
28.71
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b16_lr01_1782
1,000
224
224
3
10
adam
1
16
0.01
2.15.1
12.2
2.64
166.67
166.7
model-npz/DenseNet201_optadam_s1000_e1_b16_lr001_2341.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
36
4.01
88
12.89
35
29.2
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b16_lr001_1875
1,000
224
224
3
10
adam
1
16
0.001
2.15.1
12.2
2.63
165.76
165.8
model-npz/DenseNet201_optadam_s1000_e1_b16_lr0001_3136.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
36
4.08
89
13.3
36
29.92
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b16_lr0001_2263
1,000
224
224
3
10
adam
1
16
0.0001
2.15.1
12.2
2.62
165.23
165.26
model-npz/DenseNet201_optadam_s1000_e1_b16_lr00001_1853.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
36
4.18
98
13.64
36
30.39
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b32_lr01_2873
1,000
224
224
3
10
adam
1
32
0.01
2.15.1
12.2
5.14
164.81
164.85
model-npz/DenseNet201_optadam_s1000_e1_b32_lr001_2883.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
52
4.91
100
15.04
38
31.01
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b32_lr001_3435
1,000
224
224
3
10
adam
1
32
0.001
2.15.1
12.2
5.15
164.95
164.98
model-npz/DenseNet201_optadam_s1000_e1_b32_lr0001_2491.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
52
4.77
99
14.23
37
31.07
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b32_lr0001_3218
1,000
224
224
3
10
adam
1
32
0.0001
2.15.1
12.2
5.1
163.29
163.33
model-npz/DenseNet201_optadam_s1000_e1_b32_lr00001_3010.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
50
4.53
96
13.57
37
30.73
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b64_lr01_2009
1,000
224
224
3
10
adam
1
64
0.01
2.15.1
12.2
10.99
175.88
175.92
model-npz/DenseNet201_optadam_s1000_e1_b64_lr001_2218.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
59
6.89
100
20.28
42
32.05
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b64_lr001_4339
1,000
224
224
3
10
adam
1
64
0.001
2.15.1
12.2
10.9
174.42
174.45
model-npz/DenseNet201_optadam_s1000_e1_b64_lr0001_1406.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
59
7.02
100
21.13
42
33.35
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b64_lr0001_2762
1,000
224
224
3
10
adam
1
64
0.0001
2.15.1
12.2
10.97
175.65
175.68
model-npz/DenseNet201_optadam_s1000_e1_b64_lr00001_1112.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
59
7.03
100
20.95
43
33.42
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b1_lr01_1853
1,000
224
224
3
10
adam
2
1
0.01
2.15.1
12.2
0.24
240.98
482.01
model-npz/DenseNet201_optadam_s1000_e2_b1_lr001_2773.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
2.73
79
23.01
36
29.57
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b1_lr001_9141
1,000
224
224
3
10
adam
2
1
0.001
2.15.1
12.2
0.24
240.36
480.76
model-npz/DenseNet201_optadam_s1000_e2_b1_lr0001_1484.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
2.27
79
22.48
30
28.64
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b1_lr0001_1456
1,000
224
224
3
10
adam
2
1
0.0001
2.15.1
12.2
0.24
240.01
480.06
model-npz/DenseNet201_optadam_s1000_e2_b1_lr00001_6849.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
2.71
78
22.53
30
28.63
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b2_lr01_1340
1,000
224
224
3
10
adam
2
2
0.01
2.15.1
12.2
0.3
154.37
308.77
model-npz/DenseNet201_optadam_s1000_e2_b2_lr001_3086.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
2.86
79
19.48
31
28.69
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b2_lr001_1814
1,000
224
224
3
10
adam
2
2
0.001
2.15.1
12.2
0.27
137.17
274.38
model-npz/DenseNet201_optadam_s1000_e2_b2_lr0001_7287.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
3.23
80
22.03
33
28.99
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b2_lr0001_3134
1,000
224
224
3
10
adam
2
2
0.0001
2.15.1
12.2
0.31
154.98
310.01
model-npz/DenseNet201_optadam_s1000_e2_b2_lr00001_5206.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
2.94
79
19.72
32
29.11
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b4_lr01_1447
1,000
224
224
3
10
adam
2
4
0.01
2.15.1
12.2
0.45
113.5
227.03
model-npz/DenseNet201_optadam_s1000_e2_b4_lr001_1406.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
3.84
80
17.25
32
28.74
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b4_lr001_4429
1,000
224
224
3
10
adam
2
4
0.001
2.15.1
12.2
0.44
112.21
224.46
model-npz/DenseNet201_optadam_s1000_e2_b4_lr0001_2157.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
19
3.85
80
17.36
33
28.89
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b4_lr0001_3045
1,000
224
224
3
10
adam
2
4
0.0001
2.15.1
12.2
0.45
113.57
227.18
model-npz/DenseNet201_optadam_s1000_e2_b4_lr00001_1372.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
3.87
79
17.44
33
29.04
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b8_lr01_4885
1,000
224
224
3
10
adam
2
8
0.01
2.15.1
12.2
0.72
90.21
180.45
model-npz/DenseNet201_optadam_s1000_e2_b8_lr001_2666.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
26
4.71
81
15.67
36
29.33
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b8_lr001_1451
1,000
224
224
3
10
adam
2
8
0.001
2.15.1
12.2
0.76
95.03
190.1
model-npz/DenseNet201_optadam_s1000_e2_b8_lr0001_2933.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
23
4.35
79
14.55
41
36.66
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b8_lr0001_3327
1,000
224
224
3
10
adam
2
8
0.0001
2.15.1
12.2
0.71
89.77
179.57
model-npz/DenseNet201_optadam_s1000_e2_b8_lr00001_3185.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
27
4.92
81
16.4
41
35.97
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b16_lr01_4260
1,000
224
224
3
10
adam
2
16
0.01
2.15.1
12.2
1.4
88.74
177.53
model-npz/DenseNet201_optadam_s1000_e2_b16_lr001_2463.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
36
5.99
87
17.74
42
35.57
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b16_lr001_4370
1,000
224
224
3
10
adam
2
16
0.001
2.15.1
12.2
1.41
88.85
177.74
model-npz/DenseNet201_optadam_s1000_e2_b16_lr0001_1326.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
37
6.02
99
17.66
43
36.52
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b16_lr0001_8290
1,000
224
224
3
10
adam
2
16
0.0001
2.15.1
12.2
1.41
89.4
178.83
model-npz/DenseNet201_optadam_s1000_e2_b16_lr00001_3531.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
36
5.98
99
17.62
44
36.65
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b32_lr01_1863
1,000
224
224
3
10
adam
2
32
0.01
2.15.1
12.2
2.69
86.1
172.24
model-npz/DenseNet201_optadam_s1000_e2_b32_lr001_1836.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
49
6.96
96
19.25
45
37.17
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b32_lr001_1609
1,000
224
224
3
10
adam
2
32
0.001
2.15.1
12.2
2.72
87.24
174.51
model-npz/DenseNet201_optadam_s1000_e2_b32_lr0001_2023.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
51
6.87
99
18.55
43
36.9
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b32_lr0001_1085
1,000
224
224
3
10
adam
2
32
0.0001
2.15.1
12.2
2.71
86.82
173.68
model-npz/DenseNet201_optadam_s1000_e2_b32_lr00001_1836.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
49
6.58
95
17.75
44
36.53
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b64_lr01_5145
1,000
224
224
3
10
adam
2
64
0.01
2.15.1
12.2
5.74
91.84
183.72
model-npz/DenseNet201_optadam_s1000_e2_b64_lr001_8142.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
59
9.16
100
23.67
48
38
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b64_lr001_2438
1,000
224
224
3
10
adam
2
64
0.001
2.15.1
12.2
5.7
91.29
182.62
model-npz/DenseNet201_optadam_s1000_e2_b64_lr0001_8731.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
59
9.22
100
25.18
49
38.95
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b64_lr0001_6552
1,000
224
224
3
10
adam
2
64
0.0001
2.15.1
12.2
5.72
91.54
183.12
model-npz/DenseNet201_optadam_s1000_e2_b64_lr00001_1369.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
60
8.9
100
23.63
48
39.12
DenseNet201_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b64_lr0001_3835
1,000
224
224
3
10
adam
5
64
0.0001
2.15.1
12.2
2.62
42.02
210.15
model-npz/DenseNet201_optadam_s1000_e5_b64_lr00001_2332.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
60
13.85
100
31.69
53
38.4
DenseNet201_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b1_lr0001_2704
10
224
224
3
10
sgd
5
1
0.0001
2.15.1
12.2
1.71
17.17
85.9
model-npz/DenseNet201_optsgd_s10_e5_b1_lr00001_3138.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
1.21
89
7.35
35
34.01
DenseNet201_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b2_lr01_8410
10
224
224
3
10
sgd
5
2
0.01
2.15.1
12.2
3.37
16.89
84.5
model-npz/DenseNet201_optsgd_s10_e5_b2_lr001_8344.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
1.25
81
6.66
35
33.24
DenseNet201_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b2_lr001_2912
10
224
224
3
10
sgd
5
2
0.001
2.15.1
12.2
3.39
16.98
84.97
model-npz/DenseNet201_optsgd_s10_e5_b2_lr0001_1839.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
1.19
80
6.53
34
33.08
DenseNet201_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b2_lr0001_1021
10
224
224
3
10
sgd
5
2
0.0001
2.15.1
12.2
3.33
16.69
83.5
model-npz/DenseNet201_optsgd_s10_e5_b2_lr00001_6712.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
1.15
80
6.15
34
32.93
DenseNet201_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b4_lr01_3100
10
224
224
3
10
sgd
5
4
0.01
2.15.1
12.2
5.93
17.81
89.12
model-npz/DenseNet201_optsgd_s10_e5_b4_lr001_1391.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
20
2.05
81
10.19
36
32.8
DenseNet201_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b4_lr001_3180
10
224
224
3
10
sgd
5
4
0.001
2.15.1
12.2
5.96
17.89
89.52
model-npz/DenseNet201_optsgd_s10_e5_b4_lr0001_1170.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
20
2.06
79
10.06
35
33.27
DenseNet201_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b4_lr0001_2269
10
224
224
3
10
sgd
5
4
0.0001
2.15.1
12.2
5.98
17.95
89.83
model-npz/DenseNet201_optsgd_s10_e5_b4_lr00001_2492.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
19
2.12
84
10.62
36
33.23
DenseNet201_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b8_lr01_1539
10
224
224
3
10
sgd
5
8
0.01
2.15.1
12.2
9.13
18.28
91.45
model-npz/DenseNet201_optsgd_s10_e5_b8_lr001_1325.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
21
2.43
80
11.22
36
33.37
DenseNet201_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b8_lr001_9887
10
224
224
3
10
sgd
5
8
0.001
2.15.1
12.2
8.97
17.96
89.85
model-npz/DenseNet201_optsgd_s10_e5_b8_lr0001_2162.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
28
2.46
80
11.51
36
33.42
DenseNet201_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b8_lr0001_2111
10
224
224
3
10
sgd
5
8
0.0001
2.15.1
12.2
8.89
17.81
89.11
model-npz/DenseNet201_optsgd_s10_e5_b8_lr00001_1784.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
26
2.23
81
10.38
36
33.74
DenseNet201_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b1_lr01_3149
10
224
224
3
10
sgd
10
1
0.01
2.15.1
12.2
0.93
9.39
93.96
model-npz/DenseNet201_optsgd_s10_e10_b1_lr001_1113.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
1.35
81
8.69
35
33.57
DenseNet201_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b1_lr001_4287
10
224
224
3
10
sgd
10
1
0.001
2.15.1
12.2
0.94
9.46
94.66
model-npz/DenseNet201_optsgd_s10_e10_b1_lr0001_7893.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
1.26
80
7.89
35
33.63
DenseNet201_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b1_lr0001_2070
10
224
224
3
10
sgd
10
1
0.0001
2.15.1
12.2
0.97
9.72
97.27
model-npz/DenseNet201_optsgd_s10_e10_b1_lr00001_2695.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
1.28
78
8.41
35
33.54
DenseNet201_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b2_lr01_3201
10
224
224
3
10
sgd
10
2
0.01
2.15.1
12.2
1.76
8.82
88.25
model-npz/DenseNet201_optsgd_s10_e10_b2_lr001_2948.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
1.35
81
7.49
35
33.92
DenseNet201_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b2_lr001_2665
10
224
224
3
10
sgd
10
2
0.001
2.15.1
12.2
1.74
8.72
87.33
model-npz/DenseNet201_optsgd_s10_e10_b2_lr0001_1847.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
1.28
81
7.14
35
33.94
DenseNet201_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b2_lr0001_1430
10
224
224
3
10
sgd
10
2
0.0001
2.15.1
12.2
1.76
8.85
88.6
model-npz/DenseNet201_optsgd_s10_e10_b2_lr00001_3365.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
1.27
81
7.19
35
33.4
DenseNet201_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b4_lr01_3349
10
224
224
3
10
sgd
10
4
0.01
2.15.1
12.2
3.03
9.1
91.11
model-npz/DenseNet201_optsgd_s10_e10_b4_lr001_2314.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
19
2.31
80
11.34
36
33.35
DenseNet201_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b4_lr001_8559
10
224
224
3
10
sgd
10
4
0.001
2.15.1
12.2
3.09
9.29
92.97
model-npz/DenseNet201_optsgd_s10_e10_b4_lr0001_1957.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
21
2.12
80
10.8
36
33.41
DenseNet201_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b4_lr0001_6031
10
224
224
3
10
sgd
10
4
0.0001
2.15.1
12.2
3.04
9.14
91.47
model-npz/DenseNet201_optsgd_s10_e10_b4_lr00001_1880.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
20
2.16
80
10.41
36
33.41
DenseNet201_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b8_lr01_2675
10
224
224
3
10
sgd
10
8
0.01
2.15.1
12.2
4.51
9.04
90.45
model-npz/DenseNet201_optsgd_s10_e10_b8_lr001_6294.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
20
2.49
80
11.97
36
33.35
DenseNet201_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b8_lr001_2995
10
224
224
3
10
sgd
10
8
0.001
2.15.1
12.2
4.57
9.16
91.66
model-npz/DenseNet201_optsgd_s10_e10_b8_lr0001_2124.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
20
2.44
79
11.56
36
33.48
DenseNet201_architecture_optsgd_s10_ipd224x224x3_opd10_e10_b8_lr0001_7673
10
224
224
3
10
sgd
10
8
0.0001
2.15.1
12.2
4.55
9.12
91.27
model-npz/DenseNet201_optsgd_s10_e10_b8_lr00001_1939.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
20
2.4
81
11.41
36
33.73
DenseNet201_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b1_lr01_2886
100
224
224
3
10
sgd
1
1
0.01
2.15.1
12.2
0.95
95.05
95.08
model-npz/DenseNet201_optsgd_s100_e1_b1_lr001_1137.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
1.31
78
8.54
34
33.2
DenseNet201_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b1_lr001_8501
100
224
224
3
10
sgd
1
1
0.001
2.15.1
12.2
0.95
95.25
95.28
model-npz/DenseNet201_optsgd_s100_e1_b1_lr0001_2362.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
19
1.26
82
8.34
34
32.63
DenseNet201_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b1_lr0001_2971
100
224
224
3
10
sgd
1
1
0.0001
2.15.1
12.2
0.94
94.56
94.59
model-npz/DenseNet201_optsgd_s100_e1_b1_lr00001_6475.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
1.22
78
7.79
35
33.41
DenseNet201_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b2_lr01_3614
100
224
224
3
10
sgd
1
2
0.01
2.15.1
12.2
1.75
87.83
87.86
model-npz/DenseNet201_optsgd_s100_e1_b2_lr001_2164.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
1.36
80
7.49
35
33.92
DenseNet201_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b2_lr001_1823
100
224
224
3
10
sgd
1
2
0.001
2.15.1
12.2
1.72
86.32
86.34
model-npz/DenseNet201_optsgd_s100_e1_b2_lr0001_3190.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
1.37
79
7.46
35
34
DenseNet201_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b2_lr0001_9189
100
224
224
3
10
sgd
1
2
0.0001
2.15.1
12.2
1.76
88.17
88.2
model-npz/DenseNet201_optsgd_s100_e1_b2_lr00001_3278.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
1.24
80
6.98
35
33.79
DenseNet201_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b4_lr01_1199
100
224
224
3
10
sgd
1
4
0.01
2.15.1
12.2
3.39
84.87
84.9
model-npz/DenseNet201_optsgd_s100_e1_b4_lr001_3481.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
19
1.49
81
7.29
36
33.72
DenseNet201_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b4_lr001_1946
100
224
224
3
10
sgd
1
4
0.001
2.15.1
12.2
3.37
84.38
84.42
model-npz/DenseNet201_optsgd_s100_e1_b4_lr0001_2071.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
1.6
79
7.91
35
33.64
DenseNet201_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b4_lr0001_4868
100
224
224
3
10
sgd
1
4
0.0001
2.15.1
12.2
3.41
85.45
85.48
model-npz/DenseNet201_optsgd_s100_e1_b4_lr00001_1834.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
1.65
80
8.14
35
33.45
DenseNet201_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b8_lr01_5934
100
224
224
3
10
sgd
1
8
0.01
2.15.1
12.2
6.89
89.68
89.71
model-npz/DenseNet201_optsgd_s100_e1_b8_lr001_3251.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
29
2.52
85
11.38
37
33.51
DenseNet201_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b8_lr001_8280
100
224
224
3
10
sgd
1
8
0.001
2.15.1
12.2
6.93
90.22
90.25
model-npz/DenseNet201_optsgd_s100_e1_b8_lr0001_1227.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
20
2.62
84
12.01
38
34.02
DenseNet201_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b8_lr0001_1226
100
224
224
3
10
sgd
1
8
0.0001
2.15.1
12.2
6.93
90.22
90.25
model-npz/DenseNet201_optsgd_s100_e1_b8_lr00001_2244.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
28
2.7
79
11.98
38
33.97
DenseNet201_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b16_lr01_2014
100
224
224
3
10
sgd
1
16
0.01
2.15.1
12.2
13.16
92.2
92.24
model-npz/DenseNet201_optsgd_s100_e1_b16_lr001_2821.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
37
3.22
87
12.57
38
34.24
DenseNet201_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b16_lr001_2696
100
224
224
3
10
sgd
1
16
0.001
2.15.1
12.2
13.31
93.22
93.25
model-npz/DenseNet201_optsgd_s100_e1_b16_lr0001_1426.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
35
3.68
86
15.28
38
34.35
DenseNet201_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b16_lr0001_2800
100
224
224
3
10
sgd
1
16
0.0001
2.15.1
12.2
13.12
91.88
91.91
model-npz/DenseNet201_optsgd_s100_e1_b16_lr00001_2397.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
28
3.05
91
12.55
38
34.32
DenseNet201_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b32_lr01_2500
100
224
224
3
10
sgd
1
32
0.01
2.15.1
12.2
23.82
95.34
95.37
model-npz/DenseNet201_optsgd_s100_e1_b32_lr001_3093.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
46
4.5
98
17.79
39
34.75
DenseNet201_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b32_lr001_2582
100
224
224
3
10
sgd
1
32
0.001
2.15.1
12.2
23.47
93.95
93.98
model-npz/DenseNet201_optsgd_s100_e1_b32_lr0001_1469.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
51
3.94
100
15.35
39
35.2
DenseNet201_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b32_lr0001_1481
100
224
224
3
10
sgd
1
32
0.0001
2.15.1
12.2
23.34
93.4
93.43
model-npz/DenseNet201_optsgd_s100_e1_b32_lr00001_2641.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
42
4.07
98
15.52
39
35.53
DenseNet201_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b64_lr01_3255
100
224
224
3
10
sgd
1
64
0.01
2.15.1
12.2
53.75
107.55
107.58
model-npz/DenseNet201_optsgd_s100_e1_b64_lr001_1905.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
56
6.97
100
23.97
46
37.31
DenseNet201_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b64_lr001_2426
100
224
224
3
10
sgd
1
64
0.001
2.15.1
12.2
54.61
109.26
109.3
model-npz/DenseNet201_optsgd_s100_e1_b64_lr0001_2304.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
59
7.61
100
27.13
46
39.27
DenseNet201_architecture_optsgd_s100_ipd224x224x3_opd10_e1_b64_lr0001_2686
100
224
224
3
10
sgd
1
64
0.0001
2.15.1
12.2
53.97
107.99
108.02
model-npz/DenseNet201_optsgd_s100_e1_b64_lr00001_3134.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
57
6.79
100
23.82
47
39.76
DenseNet201_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b1_lr01_3174
100
224
224
3
10
sgd
2
1
0.01
2.15.1
12.2
0.56
56.6
113.23
model-npz/DenseNet201_optsgd_s100_e2_b1_lr001_1043.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
1.55
79
11.39
42
36.62
DenseNet201_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b1_lr001_1582
100
224
224
3
10
sgd
2
1
0.001
2.15.1
12.2
0.56
55.97
111.97
model-npz/DenseNet201_optsgd_s100_e2_b1_lr0001_1792.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
1.5
80
11.06
35
33.77
DenseNet201_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b1_lr0001_2267
100
224
224
3
10
sgd
2
1
0.0001
2.15.1
12.2
0.55
55.9
111.83
model-npz/DenseNet201_optsgd_s100_e2_b1_lr00001_6212.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
1.54
80
10.99
34
32.68
DenseNet201_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b2_lr01_2495
100
224
224
3
10
sgd
2
2
0.01
2.15.1
12.2
0.95
47.72
95.47
model-npz/DenseNet201_optsgd_s100_e2_b2_lr001_1162.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
1.64
79
9.55
34
32.84
DenseNet201_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b2_lr001_1369
100
224
224
3
10
sgd
2
2
0.001
2.15.1
12.2
0.95
47.83
95.7
model-npz/DenseNet201_optsgd_s100_e2_b2_lr0001_1192.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
1.56
80
9.15
34
32.6
DenseNet201_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b2_lr0001_3322
100
224
224
3
10
sgd
2
2
0.0001
2.15.1
12.2
0.95
47.59
95.22
model-npz/DenseNet201_optsgd_s100_e2_b2_lr00001_3036.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
1.61
80
9.28
34
32.59
DenseNet201_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b4_lr01_7607
100
224
224
3
10
sgd
2
4
0.01
2.15.1
12.2
1.77
44.39
88.82
model-npz/DenseNet201_optsgd_s100_e2_b4_lr001_2460.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
1.77
81
8.53
35
33.16
DenseNet201_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b4_lr001_2121
100
224
224
3
10
sgd
2
4
0.001
2.15.1
12.2
1.76
44.07
88.17
model-npz/DenseNet201_optsgd_s100_e2_b4_lr0001_2879.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
1.7
81
8.25
35
33.31
DenseNet201_architecture_optsgd_s100_ipd224x224x3_opd10_e2_b4_lr0001_2527
100
224
224
3
10
sgd
2
4
0.0001
2.15.1
12.2
1.75
43.97
87.98
model-npz/DenseNet201_optsgd_s100_e2_b4_lr00001_1389.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
1.92
80
9.27
35
33.3