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
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b8_lr0001_2209
1,000
224
224
3
10
adam
1
8
0.0001
2.15.1
12.2
0.15
19.14
19.19
model-npz/VGG16_optadam_s1000_e1_b8_lr00001_2028.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
41
11.16
100
34.37
55
47.78
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b16_lr01_1281
1,000
224
224
3
10
adam
1
16
0.01
2.15.1
12.2
0.36
22.8
22.83
model-npz/VGG16_optadam_s1000_e1_b16_lr001_2620.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
54
14.24
100
45.81
55
48.33
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b16_lr001_1780
1,000
224
224
3
10
adam
1
16
0.001
2.15.1
12.2
0.36
23.06
23.09
model-npz/VGG16_optadam_s1000_e1_b16_lr0001_3168.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
52
13.75
100
44.09
56
49.37
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b16_lr0001_1306
1,000
224
224
3
10
adam
1
16
0.0001
2.15.1
12.2
0.37
23.22
23.27
model-npz/VGG16_optadam_s1000_e1_b16_lr00001_1744.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
50
13.95
100
44.63
56
49.08
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b32_lr01_1153
1,000
224
224
3
10
adam
1
32
0.01
2.15.1
12.2
0.84
27
27.03
model-npz/VGG16_optadam_s1000_e1_b32_lr001_8770.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
59
14.92
100
50.75
57
51.09
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b32_lr001_1250
1,000
224
224
3
10
adam
1
32
0.001
2.15.1
12.2
0.84
27.04
27.07
model-npz/VGG16_optadam_s1000_e1_b32_lr0001_1128.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
61
15.09
100
51.49
58
51.36
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b32_lr0001_2991
1,000
224
224
3
10
adam
1
32
0.0001
2.15.1
12.2
0.85
27.26
27.32
model-npz/VGG16_optadam_s1000_e1_b32_lr00001_1438.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
62
16.15
100
52.57
59
52.8
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b64_lr01_9232
1,000
224
224
3
10
adam
1
64
0.01
2.15.1
12.2
2.73
43.66
43.7
model-npz/VGG16_optadam_s1000_e1_b64_lr001_5485.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
67
15.32
100
67.14
63
55.36
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b64_lr001_1795
1,000
224
224
3
10
adam
1
64
0.001
2.15.1
12.2
2.76
44.2
44.25
model-npz/VGG16_optadam_s1000_e1_b64_lr0001_2379.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
65
16.72
100
69
63
57.79
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e1_b64_lr0001_1699
1,000
224
224
3
10
adam
1
64
0.0001
2.15.1
12.2
2.76
44.24
44.29
model-npz/VGG16_optadam_s1000_e1_b64_lr00001_5788.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
63
15.7
100
66.45
64
58.32
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b1_lr01_6499
1,000
224
224
3
10
adam
2
1
0.01
2.15.1
12.2
0.02
16.76
33.56
model-npz/VGG16_optadam_s1000_e2_b1_lr001_4370.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
38
20.09
100
45.73
58
55.09
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b1_lr001_1378
1,000
224
224
3
10
adam
2
1
0.001
2.15.1
12.2
0.02
16.68
33.38
model-npz/VGG16_optadam_s1000_e2_b1_lr0001_1964.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
38
19.88
100
43.67
58
53.49
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b1_lr0001_1294
1,000
224
224
3
10
adam
2
1
0.0001
2.15.1
12.2
0.02
16.29
32.66
model-npz/VGG16_optadam_s1000_e2_b1_lr00001_9413.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
38
20.57
100
45.54
59
53.7
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b2_lr01_1949
1,000
224
224
3
10
adam
2
2
0.01
2.15.1
12.2
0.03
12.83
25.7
model-npz/VGG16_optadam_s1000_e2_b2_lr001_1339.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
42
19.28
100
44.5
58
52.02
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b2_lr001_1689
1,000
224
224
3
10
adam
2
2
0.001
2.15.1
12.2
0.03
13.03
26.14
model-npz/VGG16_optadam_s1000_e2_b2_lr0001_2202.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
42
18.4
100
41.87
58
52.32
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b2_lr0001_8071
1,000
224
224
3
10
adam
2
2
0.0001
2.15.1
12.2
0.03
12.92
25.86
model-npz/VGG16_optadam_s1000_e2_b2_lr00001_2436.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
42
20.08
100
46.11
60
52.37
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b4_lr01_3211
1,000
224
224
3
10
adam
2
4
0.01
2.15.1
12.2
0.05
11.85
23.78
model-npz/VGG16_optadam_s1000_e2_b4_lr001_1681.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
43
18.67
100
46.81
60
52.81
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b4_lr001_2439
1,000
224
224
3
10
adam
2
4
0.001
2.15.1
12.2
0.05
11.74
23.51
model-npz/VGG16_optadam_s1000_e2_b4_lr0001_7831.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
43
17.98
100
43.49
59
52.02
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b4_lr0001_1975
1,000
224
224
3
10
adam
2
4
0.0001
2.15.1
12.2
0.05
11.89
23.82
model-npz/VGG16_optadam_s1000_e2_b4_lr00001_1834.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
42
18.36
100
46.17
60
52.44
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b8_lr01_2880
1,000
224
224
3
10
adam
2
8
0.01
2.15.1
12.2
0.09
11.57
23.17
model-npz/VGG16_optadam_s1000_e2_b8_lr001_7435.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
41
15.09
100
41.26
59
51.78
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b8_lr001_2997
1,000
224
224
3
10
adam
2
8
0.001
2.15.1
12.2
0.09
11.52
23.07
model-npz/VGG16_optadam_s1000_e2_b8_lr0001_2459.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
41
15.98
100
42.58
59
52.32
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b8_lr0001_3307
1,000
224
224
3
10
adam
2
8
0.0001
2.15.1
12.2
0.09
11.57
23.18
model-npz/VGG16_optadam_s1000_e2_b8_lr00001_2866.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
41
15.74
100
42.24
59
51.76
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b16_lr01_3269
1,000
224
224
3
10
adam
2
16
0.01
2.15.1
12.2
0.21
13.29
26.62
model-npz/VGG16_optadam_s1000_e2_b16_lr001_1016.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
55
18.25
100
49.84
59
52.86
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b16_lr001_1750
1,000
224
224
3
10
adam
2
16
0.001
2.15.1
12.2
0.21
13.42
26.91
model-npz/VGG16_optadam_s1000_e2_b16_lr0001_1768.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
53
17.77
100
48.54
60
52.34
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b16_lr0001_2145
1,000
224
224
3
10
adam
2
16
0.0001
2.15.1
12.2
0.21
13.53
27.09
model-npz/VGG16_optadam_s1000_e2_b16_lr00001_2773.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
52
18
100
50.22
60
53.56
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b32_lr01_7733
1,000
224
224
3
10
adam
2
32
0.01
2.15.1
12.2
0.49
15.56
31.16
model-npz/VGG16_optadam_s1000_e2_b32_lr001_1392.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
63
18.62
100
53.53
59
53.96
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b32_lr001_2991
1,000
224
224
3
10
adam
2
32
0.001
2.15.1
12.2
0.49
15.59
31.23
model-npz/VGG16_optadam_s1000_e2_b32_lr0001_1206.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
60
20.12
100
58.36
60
55.19
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b32_lr0001_2724
1,000
224
224
3
10
adam
2
32
0.0001
2.15.1
12.2
0.49
15.6
31.24
model-npz/VGG16_optadam_s1000_e2_b32_lr00001_3056.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
61
19.81
100
58.66
60
54.77
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b64_lr01_4719
1,000
224
224
3
10
adam
2
64
0.01
2.15.1
12.2
1.47
23.49
47.02
model-npz/VGG16_optadam_s1000_e2_b64_lr001_2900.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
63
19.54
100
66.11
63
57.52
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b64_lr001_1028
1,000
224
224
3
10
adam
2
64
0.001
2.15.1
12.2
1.49
23.82
47.7
model-npz/VGG16_optadam_s1000_e2_b64_lr0001_2614.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
61
18.69
100
68.94
64
58.58
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e2_b64_lr0001_1020
1,000
224
224
3
10
adam
2
64
0.0001
2.15.1
12.2
1.5
23.98
48.01
model-npz/VGG16_optadam_s1000_e2_b64_lr00001_2722.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
58
19.16
100
71.8
65
59.5
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b1_lr01_8297
1,000
224
224
3
10
adam
5
1
0.01
2.15.1
12.2
0.01
13.37
66.9
model-npz/VGG16_optadam_s1000_e5_b1_lr001_2914.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
38
26.76
100
58.58
61
57.97
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b1_lr001_2262
1,000
224
224
3
10
adam
5
1
0.001
2.15.1
12.2
0.01
12.85
64.26
model-npz/VGG16_optadam_s1000_e5_b1_lr0001_1764.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
40
28.4
100
62.64
61
57.48
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b1_lr0001_9934
1,000
224
224
3
10
adam
5
1
0.0001
2.15.1
12.2
0.01
13.32
66.62
model-npz/VGG16_optadam_s1000_e5_b1_lr00001_1749.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
38
27.13
100
59.15
63
58.53
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b2_lr01_2808
1,000
224
224
3
10
adam
5
2
0.01
2.15.1
12.2
0.02
9.52
47.68
model-npz/VGG16_optadam_s1000_e5_b2_lr001_2949.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
42
27.58
100
60.91
64
57.88
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b2_lr001_1840
1,000
224
224
3
10
adam
5
2
0.001
2.15.1
12.2
0.02
9.48
47.49
model-npz/VGG16_optadam_s1000_e5_b2_lr0001_4548.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
42
27.75
100
60.98
64
58.42
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b2_lr0001_1285
1,000
224
224
3
10
adam
5
2
0.0001
2.15.1
12.2
0.02
9.49
47.49
model-npz/VGG16_optadam_s1000_e5_b2_lr00001_2309.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
42
27.98
100
62.47
66
59.48
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b4_lr01_9195
1,000
224
224
3
10
adam
5
4
0.01
2.15.1
12.2
0.03
8.04
40.28
model-npz/VGG16_optadam_s1000_e5_b4_lr001_3930.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
44
27.18
100
62.16
65
58.8
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b4_lr001_1765
1,000
224
224
3
10
adam
5
4
0.001
2.15.1
12.2
0.03
8.08
40.46
model-npz/VGG16_optadam_s1000_e5_b4_lr0001_2439.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
44
26.68
100
61.11
65
58.2
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b4_lr0001_2608
1,000
224
224
3
10
adam
5
4
0.0001
2.15.1
12.2
0.03
8.16
40.87
model-npz/VGG16_optadam_s1000_e5_b4_lr00001_2176.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
43
27.07
100
63.54
65
59.07
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b8_lr01_2252
1,000
224
224
3
10
adam
5
8
0.01
2.15.1
12.2
0.06
7.59
38
model-npz/VGG16_optadam_s1000_e5_b8_lr001_2019.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
42
23.98
100
60.47
64
58.2
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b8_lr001_2750
1,000
224
224
3
10
adam
5
8
0.001
2.15.1
12.2
0.06
7.63
38.17
model-npz/VGG16_optadam_s1000_e5_b8_lr0001_3180.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
41
24.53
100
63
64
57.69
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b8_lr0001_1295
1,000
224
224
3
10
adam
5
8
0.0001
2.15.1
12.2
0.06
7.74
38.72
model-npz/VGG16_optadam_s1000_e5_b8_lr00001_1165.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
41
23.95
100
62.18
64
57.15
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b16_lr01_5184
1,000
224
224
3
10
adam
5
16
0.01
2.15.1
12.2
0.12
7.68
38.45
model-npz/VGG16_optadam_s1000_e5_b16_lr001_1648.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
55
27.16
100
61.43
64
57.55
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b16_lr001_2489
1,000
224
224
3
10
adam
5
16
0.001
2.15.1
12.2
0.12
7.68
38.46
model-npz/VGG16_optadam_s1000_e5_b16_lr0001_1067.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
53
25.74
100
61.03
64
58.03
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b16_lr0001_2997
1,000
224
224
3
10
adam
5
16
0.0001
2.15.1
12.2
0.12
7.85
39.3
model-npz/VGG16_optadam_s1000_e5_b16_lr00001_1807.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
52
26.08
100
60.49
64
57.84
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b32_lr01_2729
1,000
224
224
3
10
adam
5
32
0.01
2.15.1
12.2
0.26
8.4
42.06
model-npz/VGG16_optadam_s1000_e5_b32_lr001_4312.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
62
27.43
100
63.26
62
57.28
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b32_lr001_8324
1,000
224
224
3
10
adam
5
32
0.001
2.15.1
12.2
0.27
8.52
42.64
model-npz/VGG16_optadam_s1000_e5_b32_lr0001_1154.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
59
26.02
100
64.37
63
57.87
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b32_lr0001_8977
1,000
224
224
3
10
adam
5
32
0.0001
2.15.1
12.2
0.27
8.65
43.31
model-npz/VGG16_optadam_s1000_e5_b32_lr00001_1384.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
60
26.9
100
63.01
63
57.77
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b64_lr01_3133
1,000
224
224
3
10
adam
5
64
0.01
2.15.1
12.2
0.73
11.64
58.25
model-npz/VGG16_optadam_s1000_e5_b64_lr001_1784.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
67
25.11
100
73.48
64
59.67
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b64_lr001_3285
1,000
224
224
3
10
adam
5
64
0.001
2.15.1
12.2
0.73
11.73
58.72
model-npz/VGG16_optadam_s1000_e5_b64_lr0001_1268.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
66
25.02
100
74.33
65
60.55
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e5_b64_lr0001_1139
1,000
224
224
3
10
adam
5
64
0.0001
2.15.1
12.2
0.75
11.99
60.01
model-npz/VGG16_optadam_s1000_e5_b64_lr00001_5949.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
61
23.66
100
71.47
65
60.73
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e10_b1_lr01_6690
1,000
224
224
3
10
adam
10
1
0.01
2.15.1
12.2
0.01
11.97
119.72
model-npz/VGG16_optadam_s1000_e10_b1_lr001_1231.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
39
31.23
100
67.68
62
59.58
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e10_b1_lr001_2882
1,000
224
224
3
10
adam
10
1
0.001
2.15.1
12.2
0.01
11.75
117.5
model-npz/VGG16_optadam_s1000_e10_b1_lr0001_2136.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
40
31.69
96
68.28
62
58.64
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e10_b1_lr0001_2649
1,000
224
224
3
10
adam
10
1
0.0001
2.15.1
12.2
0.01
11.53
115.36
model-npz/VGG16_optadam_s1000_e10_b1_lr00001_1394.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
40
32.61
100
69.82
64
60.84
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e10_b2_lr001_3917
1,000
224
224
3
10
adam
10
2
0.001
2.15.1
12.2
0.02
8.32
83.22
model-npz/VGG16_optadam_s1000_e10_b2_lr0001_1230.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
42
33.08
100
71.23
65
58.72
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e10_b2_lr0001_1383
1,000
224
224
3
10
adam
10
2
0.0001
2.15.1
12.2
0.02
8.37
83.77
model-npz/VGG16_optadam_s1000_e10_b2_lr00001_2484.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
42
32.84
100
70.94
66
61.18
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e10_b4_lr01_1061
1,000
224
224
3
10
adam
10
4
0.01
2.15.1
12.2
0.03
6.89
68.92
model-npz/VGG16_optadam_s1000_e10_b4_lr001_2998.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
43
31.96
100
71.1
63
58.68
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e10_b4_lr001_3147
1,000
224
224
3
10
adam
10
4
0.001
2.15.1
12.2
0.03
6.85
68.54
model-npz/VGG16_optadam_s1000_e10_b4_lr0001_1660.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
44
32.62
99
72.36
63
57.66
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e10_b4_lr0001_7288
1,000
224
224
3
10
adam
10
4
0.0001
2.15.1
12.2
0.03
7.01
70.17
model-npz/VGG16_optadam_s1000_e10_b4_lr00001_1533.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
43
31.47
100
71.36
63
58.05
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e10_b8_lr01_1351
1,000
224
224
3
10
adam
10
8
0.01
2.15.1
12.2
0.05
6.28
62.88
model-npz/VGG16_optadam_s1000_e10_b8_lr001_1164.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
42
29.36
100
70.95
62
57.45
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e10_b8_lr001_7880
1,000
224
224
3
10
adam
10
8
0.001
2.15.1
12.2
0.05
6.29
62.93
model-npz/VGG16_optadam_s1000_e10_b8_lr0001_2927.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
42
29.68
100
73.84
63
57.4
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e10_b8_lr0001_3024
1,000
224
224
3
10
adam
10
8
0.0001
2.15.1
12.2
0.05
6.43
64.31
model-npz/VGG16_optadam_s1000_e10_b8_lr00001_1968.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
41
29.25
99
72.8
65
58.89
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e10_b16_lr01_2984
1,000
224
224
3
10
adam
10
16
0.01
2.15.1
12.2
0.09
5.69
57
model-npz/VGG16_optadam_s1000_e10_b16_lr001_5048.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
54
33.84
100
70.4
63
58.26
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e10_b16_lr001_1064
1,000
224
224
3
10
adam
10
16
0.001
2.15.1
12.2
0.09
5.77
57.72
model-npz/VGG16_optadam_s1000_e10_b16_lr0001_1802.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
56
33.44
100
68.38
64
57.66
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e10_b16_lr0001_2889
1,000
224
224
3
10
adam
10
16
0.0001
2.15.1
12.2
0.09
5.98
59.88
model-npz/VGG16_optadam_s1000_e10_b16_lr00001_2706.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
53
32.82
100
69.46
65
58.87
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e10_b32_lr01_2463
1,000
224
224
3
10
adam
10
32
0.01
2.15.1
12.2
0.19
6.05
60.53
model-npz/VGG16_optadam_s1000_e10_b32_lr001_1428.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
62
34.41
100
71.74
64
58.98
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e10_b32_lr001_1705
1,000
224
224
3
10
adam
10
32
0.001
2.15.1
12.2
0.19
6.16
61.63
model-npz/VGG16_optadam_s1000_e10_b32_lr0001_2611.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
63
35.27
100
72.49
65
59.62
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e10_b32_lr0001_1033
1,000
224
224
3
10
adam
10
32
0.0001
2.15.1
12.2
0.19
6.24
62.5
model-npz/VGG16_optadam_s1000_e10_b32_lr00001_1385.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
61
34.07
100
72.92
66
61
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e10_b64_lr01_2386
1,000
224
224
3
10
adam
10
64
0.01
2.15.1
12.2
0.48
7.61
76.21
model-npz/VGG16_optadam_s1000_e10_b64_lr001_3336.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
66
31.53
100
77.94
65
61.11
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e10_b64_lr001_1951
1,000
224
224
3
10
adam
10
64
0.001
2.15.1
12.2
0.48
7.72
77.23
model-npz/VGG16_optadam_s1000_e10_b64_lr0001_2264.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
66
30.79
100
77.24
65
60.52
VGG16_architecture_optadam_s1000_ipd224x224x3_opd10_e10_b64_lr0001_1104
1,000
224
224
3
10
adam
10
64
0.0001
2.15.1
12.2
0.49
7.83
78.36
model-npz/VGG16_optadam_s1000_e10_b64_lr00001_2678.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
63
29.84
100
76.71
66
61.49
VGG16_architecture_optsgd_s1_ipd224x224x3_opd10_e1_b1_lr01_1059
1
224
224
3
10
sgd
1
1
0.01
2.15.1
12.2
7.31
7.33
7.35
model-npz/VGG16_optsgd_s1_e1_b1_lr001_7026.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
33
5
100
15.48
59
55.52
VGG16_architecture_optsgd_s1_ipd224x224x3_opd10_e1_b1_lr001_3222
1
224
224
3
10
sgd
1
1
0.001
2.15.1
12.2
7.08
7.1
7.12
model-npz/VGG16_optsgd_s1_e1_b1_lr0001_9889.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
28
5.25
100
20.71
55
52.33
VGG16_architecture_optsgd_s1_ipd224x224x3_opd10_e1_b1_lr0001_7632
1
224
224
3
10
sgd
1
1
0.0001
2.15.1
12.2
7.17
7.18
7.21
model-npz/VGG16_optsgd_s1_e1_b1_lr00001_1893.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
30
5.54
100
21.46
52
49.96
VGG16_architecture_optsgd_s1_ipd224x224x3_opd10_e2_b1_lr01_2534
1
224
224
3
10
sgd
2
1
0.01
2.15.1
12.2
3.66
3.68
7.38
model-npz/VGG16_optsgd_s1_e2_b1_lr001_2744.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
26
2.84
100
14.32
50
47.92
VGG16_architecture_optsgd_s1_ipd224x224x3_opd10_e2_b1_lr001_2269
1
224
224
3
10
sgd
2
1
0.001
2.15.1
12.2
3.55
3.56
7.16
model-npz/VGG16_optsgd_s1_e2_b1_lr0001_3030.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
22
3.68
100
14.56
47
45.64
VGG16_architecture_optsgd_s1_ipd224x224x3_opd10_e2_b1_lr0001_1623
1
224
224
3
10
sgd
2
1
0.0001
2.15.1
12.2
3.65
3.66
7.35
model-npz/VGG16_optsgd_s1_e2_b1_lr00001_6809.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
32
3.88
100
13.23
47
44.62
VGG16_architecture_optsgd_s1_ipd224x224x3_opd10_e5_b1_lr01_2381
1
224
224
3
10
sgd
5
1
0.01
2.15.1
12.2
1.42
1.43
7.19
model-npz/VGG16_optsgd_s1_e5_b1_lr001_1141.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
32
5.43
100
16.83
46
43.7
VGG16_architecture_optsgd_s1_ipd224x224x3_opd10_e5_b1_lr001_1211
1
224
224
3
10
sgd
5
1
0.001
2.15.1
12.2
1.45
1.46
7.34
model-npz/VGG16_optsgd_s1_e5_b1_lr0001_4809.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
21
4
100
17.88
45
42.71
VGG16_architecture_optsgd_s1_ipd224x224x3_opd10_e5_b1_lr0001_3262
1
224
224
3
10
sgd
5
1
0.0001
2.15.1
12.2
1.45
1.45
7.31
model-npz/VGG16_optsgd_s1_e5_b1_lr00001_8485.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
22
3
100
11.54
44
41.5
VGG16_architecture_optsgd_s1_ipd224x224x3_opd10_e10_b1_lr01_1713
1
224
224
3
10
sgd
10
1
0.01
2.15.1
12.2
0.72
0.73
7.3
model-npz/VGG16_optsgd_s1_e10_b1_lr001_8080.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
27
4.33
100
14.58
43
41
VGG16_architecture_optsgd_s1_ipd224x224x3_opd10_e10_b1_lr001_2972
1
224
224
3
10
sgd
10
1
0.001
2.15.1
12.2
0.72
0.72
7.29
model-npz/VGG16_optsgd_s1_e10_b1_lr0001_2020.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
21
2.68
100
10.16
43
40.68
VGG16_architecture_optsgd_s1_ipd224x224x3_opd10_e10_b1_lr0001_2745
1
224
224
3
10
sgd
10
1
0.0001
2.15.1
12.2
0.71
0.72
7.23
model-npz/VGG16_optsgd_s1_e10_b1_lr00001_2776.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
24
5.29
100
17
43
40.21
VGG16_architecture_optsgd_s10_ipd224x224x3_opd10_e1_b1_lr01_2070
10
224
224
3
10
sgd
1
1
0.01
2.15.1
12.2
0.78
7.8
7.83
model-npz/VGG16_optsgd_s10_e1_b1_lr001_1257.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
24
4.68
100
15.32
41
39
VGG16_architecture_optsgd_s10_ipd224x224x3_opd10_e1_b1_lr001_1763
10
224
224
3
10
sgd
1
1
0.001
2.15.1
12.2
0.74
7.45
7.48
model-npz/VGG16_optsgd_s10_e1_b1_lr0001_1818.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
19
2.16
100
8.96
42
39.16
VGG16_architecture_optsgd_s10_ipd224x224x3_opd10_e1_b1_lr0001_1492
10
224
224
3
10
sgd
1
1
0.0001
2.15.1
12.2
0.76
7.61
7.63
model-npz/VGG16_optsgd_s10_e1_b1_lr00001_3157.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
32
4.64
100
15.52
42
38.84
VGG16_architecture_optsgd_s10_ipd224x224x3_opd10_e1_b2_lr01_9023
10
224
224
3
10
sgd
1
2
0.01
2.15.1
12.2
1.6
8
8.04
model-npz/VGG16_optsgd_s10_e1_b2_lr001_1810.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
29
4.46
100
16.42
42
38.92
VGG16_architecture_optsgd_s10_ipd224x224x3_opd10_e1_b2_lr001_3387
10
224
224
3
10
sgd
1
2
0.001
2.15.1
12.2
1.62
8.12
8.14
model-npz/VGG16_optsgd_s10_e1_b2_lr0001_6947.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
27
3.56
100
21.12
42
38.48
VGG16_architecture_optsgd_s10_ipd224x224x3_opd10_e1_b2_lr0001_3131
10
224
224
3
10
sgd
1
2
0.0001
2.15.1
12.2
1.61
8.07
8.1
model-npz/VGG16_optsgd_s10_e1_b2_lr00001_2884.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
25
6.4
100
29.92
41
38.76
VGG16_architecture_optsgd_s10_ipd224x224x3_opd10_e1_b4_lr01_2110
10
224
224
3
10
sgd
1
4
0.01
2.15.1
12.2
3.65
10.98
11.01
model-npz/VGG16_optsgd_s10_e1_b4_lr001_6505.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
38
9.35
100
38.23
45
40.13
VGG16_architecture_optsgd_s10_ipd224x224x3_opd10_e1_b4_lr001_7854
10
224
224
3
10
sgd
1
4
0.001
2.15.1
12.2
3.7
11.12
11.15
model-npz/VGG16_optsgd_s10_e1_b4_lr0001_2066.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
37
6.97
100
29.84
45
40.42
VGG16_architecture_optsgd_s10_ipd224x224x3_opd10_e1_b4_lr0001_1618
10
224
224
3
10
sgd
1
4
0.0001
2.15.1
12.2
3.62
10.89
10.92
model-npz/VGG16_optsgd_s10_e1_b4_lr00001_3335.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
36
8.84
99
34.94
46
41
VGG16_architecture_optsgd_s10_ipd224x224x3_opd10_e1_b8_lr01_9015
10
224
224
3
10
sgd
1
8
0.01
2.15.1
12.2
6
12.01
12.04
model-npz/VGG16_optsgd_s10_e1_b8_lr001_2267.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
36
10.06
100
40.52
47
42.21
VGG16_architecture_optsgd_s10_ipd224x224x3_opd10_e1_b8_lr001_1814
10
224
224
3
10
sgd
1
8
0.001
2.15.1
12.2
5.94
11.91
11.96
model-npz/VGG16_optsgd_s10_e1_b8_lr0001_1250.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
33
8.73
100
33.85
47
42.3
VGG16_architecture_optsgd_s10_ipd224x224x3_opd10_e1_b8_lr0001_7760
10
224
224
3
10
sgd
1
8
0.0001
2.15.1
12.2
5.98
11.98
12
model-npz/VGG16_optsgd_s10_e1_b8_lr00001_2654.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
32
9.24
100
37.73
48
42.94
VGG16_architecture_optsgd_s10_ipd224x224x3_opd10_e2_b1_lr01_2284
10
224
224
3
10
sgd
2
1
0.01
2.15.1
12.2
0.38
3.78
7.58
model-npz/VGG16_optsgd_s10_e2_b1_lr001_4037.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
21
2.54
100
11.85
44
41.65
VGG16_architecture_optsgd_s10_ipd224x224x3_opd10_e2_b1_lr001_3690
10
224
224
3
10
sgd
2
1
0.001
2.15.1
12.2
0.37
3.7
7.43
model-npz/VGG16_optsgd_s10_e2_b1_lr0001_8788.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
29
6.28
100
21.32
42
40.04
VGG16_architecture_optsgd_s10_ipd224x224x3_opd10_e2_b1_lr0001_2055
10
224
224
3
10
sgd
2
1
0.0001
2.15.1
12.2
0.37
3.74
7.51
model-npz/VGG16_optsgd_s10_e2_b1_lr00001_2453.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
33
4.25
100
15.38
41
39.62
VGG16_architecture_optsgd_s10_ipd224x224x3_opd10_e2_b2_lr01_2474
10
224
224
3
10
sgd
2
2
0.01
2.15.1
12.2
0.81
4.06
8.17
model-npz/VGG16_optsgd_s10_e2_b2_lr001_2698.npz
Nvidia
Tesla V100S-PCIE-32GB
Tesla
7
5,120
80
32
hbm2
1,130
640
28
6.04
100
25.62
43
39.85