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_optadam_s100_ipd224x224x3_opd10_e10_b16_lr001_1063
100
224
224
3
10
adam
10
16
0.001
2.15.1
12.2
1.34
9.43
94.38
model-npz/DenseNet121_optadam_s100_e10_b16_lr0001_2140.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
34
3.85
80
11.85
35
30.63
DenseNet121_architecture_optadam_s100_ipd224x224x3_opd10_e10_b16_lr0001_1843
100
224
224
3
10
adam
10
16
0.0001
2.15.1
12.2
1.33
9.31
93.18
model-npz/DenseNet121_optadam_s100_e10_b16_lr00001_6169.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
32
4.15
84
12.9
35
30.69
DenseNet121_architecture_optadam_s100_ipd224x224x3_opd10_e10_b32_lr01_2908
100
224
224
3
10
adam
10
32
0.01
2.15.1
12.2
2.3
9.22
92.3
model-npz/DenseNet121_optadam_s100_e10_b32_lr001_1256.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
46
4.95
87
14.57
36
31.04
DenseNet121_architecture_optadam_s100_ipd224x224x3_opd10_e10_b32_lr001_2197
100
224
224
3
10
adam
10
32
0.001
2.15.1
12.2
2.31
9.25
92.55
model-npz/DenseNet121_optadam_s100_e10_b32_lr0001_3205.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
47
4.73
88
13.49
36
31.36
DenseNet121_architecture_optadam_s100_ipd224x224x3_opd10_e10_b32_lr0001_1884
100
224
224
3
10
adam
10
32
0.0001
2.15.1
12.2
2.27
9.11
91.16
model-npz/DenseNet121_optadam_s100_e10_b32_lr00001_2795.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
52
4.99
99
14.12
36
31.59
DenseNet121_architecture_optadam_s100_ipd224x224x3_opd10_e10_b64_lr01_2728
100
224
224
3
10
adam
10
64
0.01
2.15.1
12.2
5
10
100.1
model-npz/DenseNet121_optadam_s100_e10_b64_lr001_3098.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
56
7.32
100
21.29
39
32.5
DenseNet121_architecture_optadam_s100_ipd224x224x3_opd10_e10_b64_lr001_2411
100
224
224
3
10
adam
10
64
0.001
2.15.1
12.2
4.93
9.87
98.71
model-npz/DenseNet121_optadam_s100_e10_b64_lr0001_2687.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
60
7.59
100
22.69
40
33.83
DenseNet121_architecture_optadam_s100_ipd224x224x3_opd10_e10_b64_lr0001_1222
100
224
224
3
10
adam
10
64
0.0001
2.15.1
12.2
4.94
9.88
98.91
model-npz/DenseNet121_optadam_s100_e10_b64_lr00001_9013.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
59
6.99
99
21.26
40
34.29
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b1_lr01_3145
1,000
224
224
3
10
adam
1
1
0.01
2.15.1
12.2
0.19
192.12
192.14
model-npz/DenseNet121_optadam_s1000_e1_b1_lr001_3618.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
1.67
75
15.71
36
30.81
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b1_lr001_2780
1,000
224
224
3
10
adam
1
1
0.001
2.15.1
12.2
0.18
186.94
186.97
model-npz/DenseNet121_optadam_s1000_e1_b1_lr0001_1054.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
1.84
76
16.47
29
28.59
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b1_lr0001_3994
1,000
224
224
3
10
adam
1
1
0.0001
2.15.1
12.2
0.19
188.73
188.75
model-npz/DenseNet121_optadam_s1000_e1_b1_lr00001_2310.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
1.76
72
16.04
29
28.29
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b2_lr01_1598
1,000
224
224
3
10
adam
1
2
0.01
2.15.1
12.2
0.27
134.56
134.59
model-npz/DenseNet121_optadam_s1000_e1_b2_lr001_9106.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
1.96
76
13.63
29
28.32
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b2_lr001_1298
1,000
224
224
3
10
adam
1
2
0.001
2.15.1
12.2
0.26
133.41
133.46
model-npz/DenseNet121_optadam_s1000_e1_b2_lr0001_8001.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
1.95
71
13.59
29
28.29
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b2_lr0001_2435
1,000
224
224
3
10
adam
1
2
0.0001
2.15.1
12.2
0.27
136.13
136.16
model-npz/DenseNet121_optadam_s1000_e1_b2_lr00001_1618.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
1.89
74
13.04
38
36.1
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b4_lr01_2988
1,000
224
224
3
10
adam
1
4
0.01
2.15.1
12.2
0.42
104.75
104.77
model-npz/DenseNet121_optadam_s1000_e1_b4_lr001_9176.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
2.51
78
11.07
38
35.5
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b4_lr001_3177
1,000
224
224
3
10
adam
1
4
0.001
2.15.1
12.2
0.42
104.68
104.71
model-npz/DenseNet121_optadam_s1000_e1_b4_lr0001_2405.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
2.56
74
11.32
38
35.7
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b4_lr0001_1421
1,000
224
224
3
10
adam
1
4
0.0001
2.15.1
12.2
0.42
106.43
106.48
model-npz/DenseNet121_optadam_s1000_e1_b4_lr00001_3316.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
2.48
76
10.48
38
35.78
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b8_lr01_2373
1,000
224
224
3
10
adam
1
8
0.01
2.15.1
12.2
0.73
91.34
91.37
model-npz/DenseNet121_optadam_s1000_e1_b8_lr001_2546.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
21
3.35
77
11.32
39
35.86
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b8_lr001_1873
1,000
224
224
3
10
adam
1
8
0.001
2.15.1
12.2
0.72
90.83
90.86
model-npz/DenseNet121_optadam_s1000_e1_b8_lr0001_7619.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
26
3.27
77
10.9
40
35.96
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b8_lr0001_2202
1,000
224
224
3
10
adam
1
8
0.0001
2.15.1
12.2
0.74
92.27
92.3
model-npz/DenseNet121_optadam_s1000_e1_b8_lr00001_1370.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
25
3.16
78
10.32
40
36.5
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b16_lr01_5558
1,000
224
224
3
10
adam
1
16
0.01
2.15.1
12.2
1.47
92.53
92.56
model-npz/DenseNet121_optadam_s1000_e1_b16_lr001_2776.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
35
4.44
81
13.8
42
36.93
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b16_lr001_2068
1,000
224
224
3
10
adam
1
16
0.001
2.15.1
12.2
1.45
91.28
91.31
model-npz/DenseNet121_optadam_s1000_e1_b16_lr0001_2180.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
36
4.17
90
13.11
43
37.68
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b16_lr0001_1596
1,000
224
224
3
10
adam
1
16
0.0001
2.15.1
12.2
1.45
91.65
91.67
model-npz/DenseNet121_optadam_s1000_e1_b16_lr00001_1322.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
34
4.6
88
14.23
43
37.83
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b32_lr01_2311
1,000
224
224
3
10
adam
1
32
0.01
2.15.1
12.2
2.86
91.77
91.8
model-npz/DenseNet121_optadam_s1000_e1_b32_lr001_6223.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
47
5.03
88
15.15
44
38.32
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b32_lr001_9605
1,000
224
224
3
10
adam
1
32
0.001
2.15.1
12.2
2.86
91.59
91.62
model-npz/DenseNet121_optadam_s1000_e1_b32_lr0001_3756.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
53
5.39
98
16.57
44
38.45
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b32_lr0001_1760
1,000
224
224
3
10
adam
1
32
0.0001
2.15.1
12.2
2.85
91.34
91.36
model-npz/DenseNet121_optadam_s1000_e1_b32_lr00001_1480.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
47
4.91
95
14.52
44
38.48
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b64_lr01_1167
1,000
224
224
3
10
adam
1
64
0.01
2.15.1
12.2
6.17
98.73
98.76
model-npz/DenseNet121_optadam_s1000_e1_b64_lr001_2160.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
60
7.27
100
21.68
49
39.69
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b64_lr001_9663
1,000
224
224
3
10
adam
1
64
0.001
2.15.1
12.2
6.17
98.84
98.87
model-npz/DenseNet121_optadam_s1000_e1_b64_lr0001_1396.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
59
7.09
99
19.9
50
40.96
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b64_lr0001_2220
1,000
224
224
3
10
adam
1
64
0.0001
2.15.1
12.2
6.12
98.02
98.05
model-npz/DenseNet121_optadam_s1000_e1_b64_lr00001_2572.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
60
7.27
100
20.77
49
41.45
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b1_lr01_1981
1,000
224
224
3
10
adam
2
1
0.01
2.15.1
12.2
0.15
149.41
298.85
model-npz/DenseNet121_optadam_s1000_e2_b1_lr001_1292.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
2.18
73
20.38
44
37.25
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b1_lr001_1118
1,000
224
224
3
10
adam
2
1
0.001
2.15.1
12.2
0.15
149.71
299.46
model-npz/DenseNet121_optadam_s1000_e2_b1_lr0001_2492.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
2.15
74
20.13
36
35.4
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b1_lr0001_2300
1,000
224
224
3
10
adam
2
1
0.0001
2.15.1
12.2
0.15
151.21
302.45
model-npz/DenseNet121_optadam_s1000_e2_b1_lr00001_2114.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
2.16
74
20.09
36
35.32
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b2_lr01_3147
1,000
224
224
3
10
adam
2
2
0.01
2.15.1
12.2
0.18
93.55
187.13
model-npz/DenseNet121_optadam_s1000_e2_b2_lr001_7221.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
2.57
74
18.75
36
35.3
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b2_lr001_2937
1,000
224
224
3
10
adam
2
2
0.001
2.15.1
12.2
0.19
94.08
188.19
model-npz/DenseNet121_optadam_s1000_e2_b2_lr0001_1182.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
2.59
75
18.78
36
35.4
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b2_lr0001_9793
1,000
224
224
3
10
adam
2
2
0.0001
2.15.1
12.2
0.17
88.21
176.46
model-npz/DenseNet121_optadam_s1000_e2_b2_lr00001_6052.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
2.75
74
18.34
39
36.16
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b4_lr01_8752
1,000
224
224
3
10
adam
2
4
0.01
2.15.1
12.2
0.24
61.59
123.22
model-npz/DenseNet121_optadam_s1000_e2_b4_lr001_3091.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
4.13
73
17.46
40
36.68
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b4_lr001_3227
1,000
224
224
3
10
adam
2
4
0.001
2.15.1
12.2
0.26
65.88
131.79
model-npz/DenseNet121_optadam_s1000_e2_b4_lr0001_2383.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
3.78
75
16.07
39
36.77
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b4_lr0001_4001
1,000
224
224
3
10
adam
2
4
0.0001
2.15.1
12.2
0.27
67.75
135.54
model-npz/DenseNet121_optadam_s1000_e2_b4_lr00001_8009.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
3.7
72
15.78
40
36.73
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b8_lr01_2416
1,000
224
224
3
10
adam
2
8
0.01
2.15.1
12.2
0.43
54.32
108.68
model-npz/DenseNet121_optadam_s1000_e2_b8_lr001_1691.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
22
5.04
79
16.36
41
37.05
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b8_lr001_3331
1,000
224
224
3
10
adam
2
8
0.001
2.15.1
12.2
0.42
53.25
106.53
model-npz/DenseNet121_optadam_s1000_e2_b8_lr0001_2834.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
29
5.08
77
15.5
41
37.28
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b8_lr0001_2941
1,000
224
224
3
10
adam
2
8
0.0001
2.15.1
12.2
0.42
53.1
106.23
model-npz/DenseNet121_optadam_s1000_e2_b8_lr00001_2137.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
20
5.06
79
15.76
42
37.61
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b16_lr01_2032
1,000
224
224
3
10
adam
2
16
0.01
2.15.1
12.2
0.81
50.92
101.88
model-npz/DenseNet121_optadam_s1000_e2_b16_lr001_9882.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
35
6.66
89
18.98
44
38.22
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b16_lr001_1417
1,000
224
224
3
10
adam
2
16
0.001
2.15.1
12.2
0.81
51.05
102.13
model-npz/DenseNet121_optadam_s1000_e2_b16_lr0001_9947.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
34
6.55
91
18.26
43
38.68
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b16_lr0001_2556
1,000
224
224
3
10
adam
2
16
0.0001
2.15.1
12.2
0.8
50.8
101.63
model-npz/DenseNet121_optadam_s1000_e2_b16_lr00001_3015.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
34
6.64
92
18.79
44
38.91
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b32_lr01_3705
1,000
224
224
3
10
adam
2
32
0.01
2.15.1
12.2
1.53
49.1
98.24
model-npz/DenseNet121_optadam_s1000_e2_b32_lr001_1274.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
50
6.9
98
17.24
46
39.53
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b32_lr001_1975
1,000
224
224
3
10
adam
2
32
0.001
2.15.1
12.2
1.53
49.17
98.4
model-npz/DenseNet121_optadam_s1000_e2_b32_lr0001_1819.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
46
6.99
96
18.17
46
39.81
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b32_lr0001_7363
1,000
224
224
3
10
adam
2
32
0.0001
2.15.1
12.2
1.53
49.05
98.13
model-npz/DenseNet121_optadam_s1000_e2_b32_lr00001_1903.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
47
6.79
90
17.83
47
39.97
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b64_lr01_1950
1,000
224
224
3
10
adam
2
64
0.01
2.15.1
12.2
3.24
51.92
103.88
model-npz/DenseNet121_optadam_s1000_e2_b64_lr001_3039.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
59
8.91
100
22.95
49
40.81
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b64_lr001_2448
1,000
224
224
3
10
adam
2
64
0.001
2.15.1
12.2
3.23
51.8
103.63
model-npz/DenseNet121_optadam_s1000_e2_b64_lr0001_2462.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
60
9.51
99
25.46
50
42.25
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b64_lr0001_2681
1,000
224
224
3
10
adam
2
64
0.0001
2.15.1
12.2
3.29
52.64
105.31
model-npz/DenseNet121_optadam_s1000_e2_b64_lr00001_9023.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
60
9.19
99
24.27
50
42.44
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b2_lr001_2317
1,000
224
224
3
10
adam
5
2
0.001
2.15.1
12.2
0.14
72.2
361.03
model-npz/DenseNet121_optadam_s1000_e5_b2_lr0001_2705.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
3.27
75
23.81
37
35.55
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b2_lr0001_1806
1,000
224
224
3
10
adam
5
2
0.0001
2.15.1
12.2
0.14
71.59
357.98
model-npz/DenseNet121_optadam_s1000_e5_b2_lr00001_3095.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
3.26
75
24.04
37
36.07
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b4_lr01_1337
1,000
224
224
3
10
adam
5
4
0.01
2.15.1
12.2
0.18
44.55
222.81
model-npz/DenseNet121_optadam_s1000_e5_b4_lr001_5269.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
5.49
74
22.88
41
37.38
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b4_lr001_1581
1,000
224
224
3
10
adam
5
4
0.001
2.15.1
12.2
0.18
44.72
223.66
model-npz/DenseNet121_optadam_s1000_e5_b4_lr0001_2685.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
5.42
74
22.82
41
38.42
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b4_lr0001_2870
1,000
224
224
3
10
adam
5
4
0.0001
2.15.1
12.2
0.17
43.81
219.08
model-npz/DenseNet121_optadam_s1000_e5_b4_lr00001_1283.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
5.53
76
23.19
42
39.09
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b8_lr01_3046
1,000
224
224
3
10
adam
5
8
0.01
2.15.1
12.2
0.25
31.1
155.56
model-npz/DenseNet121_optadam_s1000_e5_b8_lr001_4371.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
22
8.11
79
24.36
45
39.93
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b8_lr001_2019
1,000
224
224
3
10
adam
5
8
0.001
2.15.1
12.2
0.24
30.77
153.91
model-npz/DenseNet121_optadam_s1000_e5_b8_lr0001_2281.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
21
8.23
78
24.79
44
40.39
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b8_lr0001_8729
1,000
224
224
3
10
adam
5
8
0.0001
2.15.1
12.2
0.25
31.35
156.8
model-npz/DenseNet121_optadam_s1000_e5_b8_lr00001_2268.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
24
7.9
76
23.49
45
40.29
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b16_lr01_1140
1,000
224
224
3
10
adam
5
16
0.01
2.15.1
12.2
0.41
25.95
129.82
model-npz/DenseNet121_optadam_s1000_e5_b16_lr001_5747.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
35
10.46
90
25.71
48
41.24
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b16_lr001_1455
1,000
224
224
3
10
adam
5
16
0.001
2.15.1
12.2
0.41
26.06
130.37
model-npz/DenseNet121_optadam_s1000_e5_b16_lr0001_2367.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
34
10.83
88
26.78
49
42.35
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b16_lr0001_2233
1,000
224
224
3
10
adam
5
16
0.0001
2.15.1
12.2
0.41
26.05
130.32
model-npz/DenseNet121_optadam_s1000_e5_b16_lr00001_1761.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
34
10.81
87
27.17
49
42.75
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b32_lr01_1897
1,000
224
224
3
10
adam
5
32
0.01
2.15.1
12.2
0.74
23.85
119.29
model-npz/DenseNet121_optadam_s1000_e5_b32_lr001_1001.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
49
12.04
98
26.46
49
42.78
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b32_lr001_1853
1,000
224
224
3
10
adam
5
32
0.001
2.15.1
12.2
0.73
23.59
117.99
model-npz/DenseNet121_optadam_s1000_e5_b32_lr0001_7865.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
48
12.25
96
27.67
50
42.94
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b32_lr0001_2537
1,000
224
224
3
10
adam
5
32
0.0001
2.15.1
12.2
0.75
23.97
119.89
model-npz/DenseNet121_optadam_s1000_e5_b32_lr00001_5516.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
48
11.77
91
26.45
51
42.93
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b64_lr01_9025
1,000
224
224
3
10
adam
5
64
0.01
2.15.1
12.2
1.51
24.25
121.33
model-npz/DenseNet121_optadam_s1000_e5_b64_lr001_1798.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
60
14.52
99
32.11
55
44.85
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b64_lr001_2341
1,000
224
224
3
10
adam
5
64
0.001
2.15.1
12.2
1.5
24.1
120.53
model-npz/DenseNet121_optadam_s1000_e5_b64_lr0001_8946.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
60
14.97
99
33.66
53
45.54
DenseNet121_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b64_lr0001_3005
1,000
224
224
3
10
adam
5
64
0.0001
2.15.1
12.2
1.52
24.31
121.59
model-npz/DenseNet121_optadam_s1000_e5_b64_lr00001_3276.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
60
14.63
99
31.18
55
45.47
DenseNet121_architecture_optsgd_s1_ipd224x224x3_opd10_e5_b1_lr0001_2924
1
224
224
3
10
sgd
5
1
0.0001
2.15.1
12.2
8.84
8.85
44.31
model-npz/DenseNet121_optsgd_s1_e5_b1_lr00001_1816.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
1.09
74
4.88
36
35.04
DenseNet121_architecture_optsgd_s1_ipd224x224x3_opd10_e10_b1_lr01_6435
1
224
224
3
10
sgd
10
1
0.01
2.15.1
12.2
4.42
4.43
44.36
model-npz/DenseNet121_optsgd_s1_e10_b1_lr001_2006.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
1.04
75
4.86
36
34.93
DenseNet121_architecture_optsgd_s1_ipd224x224x3_opd10_e10_b1_lr001_1390
1
224
224
3
10
sgd
10
1
0.001
2.15.1
12.2
4.39
4.4
44.09
model-npz/DenseNet121_optsgd_s1_e10_b1_lr0001_8067.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
1.09
75
5.2
36
34.83
DenseNet121_architecture_optsgd_s1_ipd224x224x3_opd10_e10_b1_lr0001_1545
1
224
224
3
10
sgd
10
1
0.0001
2.15.1
12.2
4.43
4.44
44.45
model-npz/DenseNet121_optsgd_s1_e10_b1_lr00001_1026.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
1
73
4.85
36
34.56
DenseNet121_architecture_optsgd_s10_ipd224x224x3_opd10_e1_b1_lr01_1320
10
224
224
3
10
sgd
1
1
0.01
2.15.1
12.2
4.4
44.04
44.06
model-npz/DenseNet121_optsgd_s10_e1_b1_lr001_7395.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
0.94
74
4.58
36
34.6
DenseNet121_architecture_optsgd_s10_ipd224x224x3_opd10_e1_b1_lr001_1037
10
224
224
3
10
sgd
1
1
0.001
2.15.1
12.2
4.41
44.15
44.17
model-npz/DenseNet121_optsgd_s10_e1_b1_lr0001_1504.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
0.95
75
4.65
36
34.26
DenseNet121_architecture_optsgd_s10_ipd224x224x3_opd10_e1_b1_lr0001_2396
10
224
224
3
10
sgd
1
1
0.0001
2.15.1
12.2
4.41
44.18
44.21
model-npz/DenseNet121_optsgd_s10_e1_b1_lr00001_1231.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
0.86
73
4.04
36
34.48
DenseNet121_architecture_optsgd_s10_ipd224x224x3_opd10_e1_b2_lr01_3203
10
224
224
3
10
sgd
1
2
0.01
2.15.1
12.2
8.95
44.77
44.8
model-npz/DenseNet121_optsgd_s10_e1_b2_lr001_5700.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
0.86
75
4.11
36
34.6
DenseNet121_architecture_optsgd_s10_ipd224x224x3_opd10_e1_b2_lr001_2142
10
224
224
3
10
sgd
1
2
0.001
2.15.1
12.2
9.11
45.57
45.59
model-npz/DenseNet121_optsgd_s10_e1_b2_lr0001_3290.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
1.05
75
4.88
36
34.56
DenseNet121_architecture_optsgd_s10_ipd224x224x3_opd10_e1_b2_lr0001_1231
10
224
224
3
10
sgd
1
2
0.0001
2.15.1
12.2
8.87
44.38
44.41
model-npz/DenseNet121_optsgd_s10_e1_b2_lr00001_7373.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
1.07
73
5.17
36
34.65
DenseNet121_architecture_optsgd_s10_ipd224x224x3_opd10_e1_b4_lr01_1895
10
224
224
3
10
sgd
1
4
0.01
2.15.1
12.2
16.26
48.82
48.85
model-npz/DenseNet121_optsgd_s10_e1_b4_lr001_2944.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
19
2.05
76
9.6
38
35
DenseNet121_architecture_optsgd_s10_ipd224x224x3_opd10_e1_b4_lr001_5116
10
224
224
3
10
sgd
1
4
0.001
2.15.1
12.2
15.86
47.61
47.64
model-npz/DenseNet121_optsgd_s10_e1_b4_lr0001_9186.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
1.94
81
9.74
38
35.21
DenseNet121_architecture_optsgd_s10_ipd224x224x3_opd10_e1_b4_lr0001_8006
10
224
224
3
10
sgd
1
4
0.0001
2.15.1
12.2
15.86
47.62
47.65
model-npz/DenseNet121_optsgd_s10_e1_b4_lr00001_1470.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
19
2.05
79
10.07
38
35.3
DenseNet121_architecture_optsgd_s10_ipd224x224x3_opd10_e1_b8_lr01_3231
10
224
224
3
10
sgd
1
8
0.01
2.15.1
12.2
23.89
47.81
47.84
model-npz/DenseNet121_optsgd_s10_e1_b8_lr001_3082.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
27
2.36
82
10.95
38
35.69
DenseNet121_architecture_optsgd_s10_ipd224x224x3_opd10_e1_b8_lr001_2103
10
224
224
3
10
sgd
1
8
0.001
2.15.1
12.2
24.23
48.49
48.52
model-npz/DenseNet121_optsgd_s10_e1_b8_lr0001_2919.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
2.12
80
10.15
38
35.82
DenseNet121_architecture_optsgd_s10_ipd224x224x3_opd10_e1_b8_lr0001_1802
10
224
224
3
10
sgd
1
8
0.0001
2.15.1
12.2
24.26
48.55
48.58
model-npz/DenseNet121_optsgd_s10_e1_b8_lr00001_3315.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
22
2.27
82
10.68
38
35.73
DenseNet121_architecture_optsgd_s10_ipd224x224x3_opd10_e2_b1_lr01_3109
10
224
224
3
10
sgd
2
1
0.01
2.15.1
12.2
2.27
22.69
45.42
model-npz/DenseNet121_optsgd_s10_e2_b1_lr001_2786.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
0.82
72
4.3
37
35.46
DenseNet121_architecture_optsgd_s10_ipd224x224x3_opd10_e2_b1_lr001_6497
10
224
224
3
10
sgd
2
1
0.001
2.15.1
12.2
2.28
22.83
45.68
model-npz/DenseNet121_optsgd_s10_e2_b1_lr0001_1953.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
0.92
73
4.51
36
35.03
DenseNet121_architecture_optsgd_s10_ipd224x224x3_opd10_e2_b1_lr0001_3030
10
224
224
3
10
sgd
2
1
0.0001
2.15.1
12.2
2.27
22.71
45.46
model-npz/DenseNet121_optsgd_s10_e2_b1_lr00001_6507.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
0.9
74
4.64
36
34.82
DenseNet121_architecture_optsgd_s10_ipd224x224x3_opd10_e2_b2_lr01_5892
10
224
224
3
10
sgd
2
2
0.01
2.15.1
12.2
4.47
22.37
44.77
model-npz/DenseNet121_optsgd_s10_e2_b2_lr001_7747.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
1.13
74
5.6
36
34.48
DenseNet121_architecture_optsgd_s10_ipd224x224x3_opd10_e2_b2_lr001_2297
10
224
224
3
10
sgd
2
2
0.001
2.15.1
12.2
4.5
22.52
45.07
model-npz/DenseNet121_optsgd_s10_e2_b2_lr0001_2060.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
15
1.24
74
6.25
36
34.51
DenseNet121_architecture_optsgd_s10_ipd224x224x3_opd10_e2_b2_lr0001_2904
10
224
224
3
10
sgd
2
2
0.0001
2.15.1
12.2
4.48
22.41
44.87
model-npz/DenseNet121_optsgd_s10_e2_b2_lr00001_1726.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
1.23
75
6.03
36
34.69
DenseNet121_architecture_optsgd_s10_ipd224x224x3_opd10_e2_b4_lr01_2592
10
224
224
3
10
sgd
2
4
0.01
2.15.1
12.2
8.18
24.57
49.17
model-npz/DenseNet121_optsgd_s10_e2_b4_lr001_3138.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
1.95
79
9.27
38
34.92
DenseNet121_architecture_optsgd_s10_ipd224x224x3_opd10_e2_b4_lr001_1106
10
224
224
3
10
sgd
2
4
0.001
2.15.1
12.2
8.02
24.08
48.19
model-npz/DenseNet121_optsgd_s10_e2_b4_lr0001_1579.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
1.84
78
9.49
37
34.93
DenseNet121_architecture_optsgd_s10_ipd224x224x3_opd10_e2_b4_lr0001_2362
10
224
224
3
10
sgd
2
4
0.0001
2.15.1
12.2
7.99
23.99
48.01
model-npz/DenseNet121_optsgd_s10_e2_b4_lr00001_1481.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
2.05
79
10.15
37
35.21
DenseNet121_architecture_optsgd_s10_ipd224x224x3_opd10_e2_b8_lr01_1564
10
224
224
3
10
sgd
2
8
0.01
2.15.1
12.2
12.09
24.2
48.44
model-npz/DenseNet121_optsgd_s10_e2_b8_lr001_1091.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
19
2.22
80
10.5
38
35.47
DenseNet121_architecture_optsgd_s10_ipd224x224x3_opd10_e2_b8_lr001_2140
10
224
224
3
10
sgd
2
8
0.001
2.15.1
12.2
12.18
24.38
48.8
model-npz/DenseNet121_optsgd_s10_e2_b8_lr0001_1567.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
23
2.17
77
10.08
38
35.44
DenseNet121_architecture_optsgd_s10_ipd224x224x3_opd10_e2_b8_lr0001_2353
10
224
224
3
10
sgd
2
8
0.0001
2.15.1
12.2
12.14
24.3
48.65
model-npz/DenseNet121_optsgd_s10_e2_b8_lr00001_1488.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
27
2.42
76
10.89
38
35.72
DenseNet121_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b1_lr01_2767
10
224
224
3
10
sgd
5
1
0.01
2.15.1
12.2
0.96
9.65
48.29
model-npz/DenseNet121_optsgd_s10_e5_b1_lr001_2606.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
1.11
73
6.16
37
35.55
DenseNet121_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b1_lr001_2966
10
224
224
3
10
sgd
5
1
0.001
2.15.1
12.2
0.96
9.59
48.02
model-npz/DenseNet121_optsgd_s10_e5_b1_lr0001_1071.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
1.27
75
7.01
36
34.97
DenseNet121_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b1_lr0001_2338
10
224
224
3
10
sgd
5
1
0.0001
2.15.1
12.2
0.99
9.96
49.84
model-npz/DenseNet121_optsgd_s10_e5_b1_lr00001_2772.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
16
1.13
74
6.48
36
34.98
DenseNet121_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b2_lr01_5288
10
224
224
3
10
sgd
5
2
0.01
2.15.1
12.2
1.85
9.26
46.38
model-npz/DenseNet121_optsgd_s10_e5_b2_lr001_1890.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
18
1.15
75
5.64
36
34.62
DenseNet121_architecture_optsgd_s10_ipd224x224x3_opd10_e5_b2_lr001_3574
10
224
224
3
10
sgd
5
2
0.001
2.15.1
12.2
1.84
9.23
46.2
model-npz/DenseNet121_optsgd_s10_e5_b2_lr0001_3210.npz
Nvidia
Tesla P100-PCIE-16GB
Tesla
6
3,584
56
16
hbm2
732.2
0
17
1.24
76
6.07
36
34.73