Datasets:
name
stringlengths 63
80
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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
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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
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value | gpu_name
stringclasses 3
values | gpu_arch
stringclasses 2
values | gpu_cc
float64 6
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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
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float64 0
37.9
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float64 0
100
| avg_gpu_util
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83.1
| max_gpu_temp
float64 23
69
| avg_gpu_temp
float64 22.1
64
|
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MobileNet_architecture_optadam_s1_ipd224x224x3_opd10_e1_b1_lr01_7491 | 1 | 224 | 224 | 3 | 10 | adam | 1 | 1 | 0.01 | 2.15.1 | 12.2 | 22.07 | 22.09 | 22.16 | model-npz/MobileNet_optadam_s1_e1_b1_lr001_1570.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 4 | 0.12 | 13 | 0.51 | 25 | 25 |
MobileNet_architecture_optadam_s1_ipd224x224x3_opd10_e1_b1_lr001_1833 | 1 | 224 | 224 | 3 | 10 | adam | 1 | 1 | 0.001 | 2.15.1 | 12.2 | 18.44 | 18.46 | 18.49 | model-npz/MobileNet_optadam_s1_e1_b1_lr0001_3031.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 6 | 0.3 | 100 | 2.92 | 26 | 25.84 |
MobileNet_architecture_optadam_s1_ipd224x224x3_opd10_e1_b1_lr0001_1871 | 1 | 224 | 224 | 3 | 10 | adam | 1 | 1 | 0.0001 | 2.15.1 | 12.2 | 18.78 | 18.8 | 18.82 | model-npz/MobileNet_optadam_s1_e1_b1_lr00001_9311.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 7 | 0.26 | 26 | 0.86 | 26 | 26 |
MobileNet_architecture_optadam_s1_ipd224x224x3_opd10_e2_b1_lr01_8061 | 1 | 224 | 224 | 3 | 10 | adam | 2 | 1 | 0.01 | 2.15.1 | 12.2 | 9.38 | 9.39 | 18.81 | model-npz/MobileNet_optadam_s1_e2_b1_lr001_1032.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 6 | 0.41 | 28 | 1.78 | 27 | 26.04 |
MobileNet_architecture_optadam_s1_ipd224x224x3_opd10_e2_b1_lr001_2904 | 1 | 224 | 224 | 3 | 10 | adam | 2 | 1 | 0.001 | 2.15.1 | 12.2 | 9.3 | 9.31 | 18.65 | model-npz/MobileNet_optadam_s1_e2_b1_lr0001_2251.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 10 | 0.41 | 100 | 3.41 | 27 | 26.55 |
MobileNet_architecture_optadam_s1_ipd224x224x3_opd10_e2_b1_lr0001_2003 | 1 | 224 | 224 | 3 | 10 | adam | 2 | 1 | 0.0001 | 2.15.1 | 12.2 | 9.43 | 9.45 | 18.92 | model-npz/MobileNet_optadam_s1_e2_b1_lr00001_3339.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 8 | 0.51 | 89 | 3.29 | 27 | 26.94 |
MobileNet_architecture_optadam_s1_ipd224x224x3_opd10_e5_b1_lr01_5017 | 1 | 224 | 224 | 3 | 10 | adam | 5 | 1 | 0.01 | 2.15.1 | 12.2 | 3.74 | 3.75 | 18.79 | model-npz/MobileNet_optadam_s1_e5_b1_lr001_1878.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 13 | 0.35 | 64 | 1.78 | 27 | 27 |
MobileNet_architecture_optadam_s1_ipd224x224x3_opd10_e5_b1_lr001_2787 | 1 | 224 | 224 | 3 | 10 | adam | 5 | 1 | 0.001 | 2.15.1 | 12.2 | 3.74 | 3.75 | 18.77 | model-npz/MobileNet_optadam_s1_e5_b1_lr0001_1326.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 15 | 0.69 | 68 | 2.71 | 27 | 27 |
MobileNet_architecture_optadam_s1_ipd224x224x3_opd10_e5_b1_lr0001_2579 | 1 | 224 | 224 | 3 | 10 | adam | 5 | 1 | 0.0001 | 2.15.1 | 12.2 | 3.8 | 3.81 | 19.08 | model-npz/MobileNet_optadam_s1_e5_b1_lr00001_1346.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 15 | 0.39 | 70 | 1.88 | 27 | 27 |
MobileNet_architecture_optadam_s1_ipd224x224x3_opd10_e10_b1_lr01_1782 | 1 | 224 | 224 | 3 | 10 | adam | 10 | 1 | 0.01 | 2.15.1 | 12.2 | 2.1 | 2.1 | 21.1 | model-npz/MobileNet_optadam_s1_e10_b1_lr001_3101.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 6 | 0.17 | 45 | 0.54 | 27 | 26.79 |
MobileNet_architecture_optadam_s1_ipd224x224x3_opd10_e10_b1_lr001_1999 | 1 | 224 | 224 | 3 | 10 | adam | 10 | 1 | 0.001 | 2.15.1 | 12.2 | 1.9 | 1.91 | 19.11 | model-npz/MobileNet_optadam_s1_e10_b1_lr0001_2381.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 8 | 0.27 | 33 | 1.41 | 27 | 26.98 |
MobileNet_architecture_optadam_s1_ipd224x224x3_opd10_e10_b1_lr0001_2655 | 1 | 224 | 224 | 3 | 10 | adam | 10 | 1 | 0.0001 | 2.15.1 | 12.2 | 1.9 | 1.9 | 19.07 | model-npz/MobileNet_optadam_s1_e10_b1_lr00001_2800.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 11 | 0.65 | 100 | 4.59 | 27 | 27 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e1_b1_lr01_9090 | 10 | 224 | 224 | 3 | 10 | adam | 1 | 1 | 0.01 | 2.15.1 | 12.2 | 1.89 | 18.93 | 18.95 | model-npz/MobileNet_optadam_s10_e1_b1_lr001_3232.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 6 | 0.43 | 100 | 2.47 | 27 | 26.98 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e1_b1_lr001_1764 | 10 | 224 | 224 | 3 | 10 | adam | 1 | 1 | 0.001 | 2.15.1 | 12.2 | 1.92 | 19.25 | 19.27 | model-npz/MobileNet_optadam_s10_e1_b1_lr0001_5273.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 8 | 0.43 | 100 | 3.57 | 27 | 27 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e1_b1_lr0001_1763 | 10 | 224 | 224 | 3 | 10 | adam | 1 | 1 | 0.0001 | 2.15.1 | 12.2 | 1.86 | 18.62 | 18.64 | model-npz/MobileNet_optadam_s10_e1_b1_lr00001_2460.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 8 | 0.54 | 97 | 4.02 | 27 | 26.9 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e1_b2_lr01_2278 | 10 | 224 | 224 | 3 | 10 | adam | 1 | 2 | 0.01 | 2.15.1 | 12.2 | 3.74 | 18.7 | 18.72 | model-npz/MobileNet_optadam_s10_e1_b2_lr001_2803.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 15 | 0.51 | 100 | 4.08 | 27 | 27 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e1_b2_lr001_1307 | 10 | 224 | 224 | 3 | 10 | adam | 1 | 2 | 0.001 | 2.15.1 | 12.2 | 3.67 | 18.36 | 18.38 | model-npz/MobileNet_optadam_s10_e1_b2_lr0001_1472.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 10 | 0.26 | 39 | 1.11 | 28 | 27.02 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e1_b2_lr0001_9857 | 10 | 224 | 224 | 3 | 10 | adam | 1 | 2 | 0.0001 | 2.15.1 | 12.2 | 3.75 | 18.76 | 18.78 | model-npz/MobileNet_optadam_s10_e1_b2_lr00001_9035.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 14 | 0.28 | 65 | 1.32 | 28 | 27.02 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e1_b4_lr01_2414 | 10 | 224 | 224 | 3 | 10 | adam | 1 | 4 | 0.01 | 2.15.1 | 12.2 | 6.43 | 19.32 | 19.35 | model-npz/MobileNet_optadam_s10_e1_b4_lr001_1516.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 11 | 0.92 | 61 | 4.96 | 28 | 27.02 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e1_b4_lr001_1696 | 10 | 224 | 224 | 3 | 10 | adam | 1 | 4 | 0.001 | 2.15.1 | 12.2 | 6.35 | 19.07 | 19.09 | model-npz/MobileNet_optadam_s10_e1_b4_lr0001_3935.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 14 | 0.78 | 100 | 5.45 | 28 | 27.02 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e1_b4_lr0001_2623 | 10 | 224 | 224 | 3 | 10 | adam | 1 | 4 | 0.0001 | 2.15.1 | 12.2 | 6.53 | 19.62 | 19.65 | model-npz/MobileNet_optadam_s10_e1_b4_lr00001_8995.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 14 | 0.6 | 75 | 2.96 | 28 | 27.04 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e1_b8_lr01_1697 | 10 | 224 | 224 | 3 | 10 | adam | 1 | 8 | 0.01 | 2.15.1 | 12.2 | 9.66 | 19.33 | 19.36 | model-npz/MobileNet_optadam_s10_e1_b8_lr001_2326.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 14 | 0.73 | 100 | 4.57 | 28 | 27.04 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e1_b8_lr001_1410 | 10 | 224 | 224 | 3 | 10 | adam | 1 | 8 | 0.001 | 2.15.1 | 12.2 | 9.43 | 18.89 | 18.91 | model-npz/MobileNet_optadam_s10_e1_b8_lr0001_3006.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 18 | 0.94 | 76 | 4.56 | 28 | 27.08 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e1_b8_lr0001_1952 | 10 | 224 | 224 | 3 | 10 | adam | 1 | 8 | 0.0001 | 2.15.1 | 12.2 | 9.72 | 19.46 | 19.48 | model-npz/MobileNet_optadam_s10_e1_b8_lr00001_1068.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 19 | 0.86 | 75 | 3.98 | 28 | 27.1 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e2_b1_lr01_2221 | 10 | 224 | 224 | 3 | 10 | adam | 2 | 1 | 0.01 | 2.15.1 | 12.2 | 0.94 | 9.4 | 18.83 | model-npz/MobileNet_optadam_s10_e2_b1_lr001_1336.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 9 | 0.37 | 39 | 1.84 | 28 | 27.02 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e2_b1_lr001_1871 | 10 | 224 | 224 | 3 | 10 | adam | 2 | 1 | 0.001 | 2.15.1 | 12.2 | 0.95 | 9.48 | 19.01 | model-npz/MobileNet_optadam_s10_e2_b1_lr0001_3969.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 5 | 0.35 | 28 | 2.06 | 27 | 27 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e2_b1_lr0001_9679 | 10 | 224 | 224 | 3 | 10 | adam | 2 | 1 | 0.0001 | 2.15.1 | 12.2 | 0.95 | 9.52 | 19.07 | model-npz/MobileNet_optadam_s10_e2_b1_lr00001_2293.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 4 | 0.24 | 59 | 2.14 | 27 | 27 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e2_b2_lr01_1885 | 10 | 224 | 224 | 3 | 10 | adam | 2 | 2 | 0.01 | 2.15.1 | 12.2 | 1.85 | 9.28 | 18.59 | model-npz/MobileNet_optadam_s10_e2_b2_lr001_5680.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 9 | 0.53 | 100 | 3.88 | 28 | 27.02 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e2_b2_lr001_2238 | 10 | 224 | 224 | 3 | 10 | adam | 2 | 2 | 0.001 | 2.15.1 | 12.2 | 1.85 | 9.29 | 18.61 | model-npz/MobileNet_optadam_s10_e2_b2_lr0001_4768.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 15 | 0.71 | 100 | 5.16 | 27 | 26.98 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e2_b2_lr0001_1340 | 10 | 224 | 224 | 3 | 10 | adam | 2 | 2 | 0.0001 | 2.15.1 | 12.2 | 1.86 | 9.34 | 18.71 | model-npz/MobileNet_optadam_s10_e2_b2_lr00001_2319.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 6 | 0.42 | 100 | 3.28 | 27 | 27 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e2_b4_lr01_7359 | 10 | 224 | 224 | 3 | 10 | adam | 2 | 4 | 0.01 | 2.15.1 | 12.2 | 3.15 | 9.48 | 18.99 | model-npz/MobileNet_optadam_s10_e2_b4_lr001_1652.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 14 | 0.71 | 66 | 2.92 | 28 | 26.86 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e2_b4_lr001_1163 | 10 | 224 | 224 | 3 | 10 | adam | 2 | 4 | 0.001 | 2.15.1 | 12.2 | 3.35 | 10.05 | 20.13 | model-npz/MobileNet_optadam_s10_e2_b4_lr0001_5047.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 13 | 0.63 | 74 | 3.57 | 28 | 27.04 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e2_b4_lr0001_2322 | 10 | 224 | 224 | 3 | 10 | adam | 2 | 4 | 0.0001 | 2.15.1 | 12.2 | 3.28 | 9.86 | 19.75 | model-npz/MobileNet_optadam_s10_e2_b4_lr00001_3714.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 19 | 1.04 | 81 | 5.69 | 28 | 27.06 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e2_b8_lr01_2305 | 10 | 224 | 224 | 3 | 10 | adam | 2 | 8 | 0.01 | 2.15.1 | 12.2 | 4.85 | 9.72 | 19.47 | model-npz/MobileNet_optadam_s10_e2_b8_lr001_2256.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 15 | 0.96 | 100 | 6.29 | 28 | 27.06 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e2_b8_lr001_2005 | 10 | 224 | 224 | 3 | 10 | adam | 2 | 8 | 0.001 | 2.15.1 | 12.2 | 4.75 | 9.52 | 19.08 | model-npz/MobileNet_optadam_s10_e2_b8_lr0001_3204.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 18 | 1.06 | 66 | 4.31 | 28 | 27.08 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e2_b8_lr0001_2750 | 10 | 224 | 224 | 3 | 10 | adam | 2 | 8 | 0.0001 | 2.15.1 | 12.2 | 4.84 | 9.69 | 19.41 | model-npz/MobileNet_optadam_s10_e2_b8_lr00001_4051.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 13 | 0.84 | 83 | 5.04 | 28 | 27.06 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e5_b1_lr01_2740 | 10 | 224 | 224 | 3 | 10 | adam | 5 | 1 | 0.01 | 2.15.1 | 12.2 | 0.4 | 3.97 | 19.89 | model-npz/MobileNet_optadam_s10_e5_b1_lr001_1443.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 8 | 0.35 | 31 | 1.84 | 27 | 27 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e5_b1_lr001_2599 | 10 | 224 | 224 | 3 | 10 | adam | 5 | 1 | 0.001 | 2.15.1 | 12.2 | 0.39 | 3.91 | 19.6 | model-npz/MobileNet_optadam_s10_e5_b1_lr0001_2259.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 5 | 0.54 | 29 | 2.5 | 27 | 27 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e5_b1_lr0001_2032 | 10 | 224 | 224 | 3 | 10 | adam | 5 | 1 | 0.0001 | 2.15.1 | 12.2 | 0.39 | 3.93 | 19.68 | model-npz/MobileNet_optadam_s10_e5_b1_lr00001_1055.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 10 | 0.55 | 44 | 3.08 | 27 | 27 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e5_b2_lr01_1485 | 10 | 224 | 224 | 3 | 10 | adam | 5 | 2 | 0.01 | 2.15.1 | 12.2 | 0.75 | 3.76 | 18.82 | model-npz/MobileNet_optadam_s10_e5_b2_lr001_3094.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 14 | 0.69 | 100 | 4.96 | 27 | 27 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e5_b2_lr001_2246 | 10 | 224 | 224 | 3 | 10 | adam | 5 | 2 | 0.001 | 2.15.1 | 12.2 | 0.76 | 3.82 | 19.13 | model-npz/MobileNet_optadam_s10_e5_b2_lr0001_2865.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 9 | 0.56 | 100 | 4.31 | 27 | 26.92 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e5_b2_lr0001_6550 | 10 | 224 | 224 | 3 | 10 | adam | 5 | 2 | 0.0001 | 2.15.1 | 12.2 | 0.77 | 3.86 | 19.32 | model-npz/MobileNet_optadam_s10_e5_b2_lr00001_2499.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 8 | 0.86 | 100 | 5.33 | 27 | 26.98 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e5_b4_lr01_3142 | 10 | 224 | 224 | 3 | 10 | adam | 5 | 4 | 0.01 | 2.15.1 | 12.2 | 1.36 | 4.1 | 20.54 | model-npz/MobileNet_optadam_s10_e5_b4_lr001_8294.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 19 | 0.9 | 79 | 5.02 | 28 | 26.76 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e5_b4_lr001_7243 | 10 | 224 | 224 | 3 | 10 | adam | 5 | 4 | 0.001 | 2.15.1 | 12.2 | 1.3 | 3.92 | 19.62 | model-npz/MobileNet_optadam_s10_e5_b4_lr0001_2781.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 20 | 1.13 | 100 | 6.56 | 28 | 27.04 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e5_b4_lr0001_8809 | 10 | 224 | 224 | 3 | 10 | adam | 5 | 4 | 0.0001 | 2.15.1 | 12.2 | 1.29 | 3.87 | 19.4 | model-npz/MobileNet_optadam_s10_e5_b4_lr00001_6025.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 20 | 0.75 | 100 | 4.54 | 28 | 27.04 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e5_b8_lr01_2940 | 10 | 224 | 224 | 3 | 10 | adam | 5 | 8 | 0.01 | 2.15.1 | 12.2 | 1.95 | 3.91 | 19.6 | model-npz/MobileNet_optadam_s10_e5_b8_lr001_8696.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 18 | 1.2 | 100 | 6.45 | 28 | 27.06 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e5_b8_lr001_2723 | 10 | 224 | 224 | 3 | 10 | adam | 5 | 8 | 0.001 | 2.15.1 | 12.2 | 1.94 | 3.89 | 19.5 | model-npz/MobileNet_optadam_s10_e5_b8_lr0001_2799.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 17 | 0.87 | 74 | 4.63 | 28 | 27.06 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e5_b8_lr0001_4522 | 10 | 224 | 224 | 3 | 10 | adam | 5 | 8 | 0.0001 | 2.15.1 | 12.2 | 2 | 4 | 20.06 | model-npz/MobileNet_optadam_s10_e5_b8_lr00001_1793.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 18 | 1.06 | 68 | 4.32 | 28 | 27 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e10_b1_lr01_2886 | 10 | 224 | 224 | 3 | 10 | adam | 10 | 1 | 0.01 | 2.15.1 | 12.2 | 0.21 | 2.13 | 21.32 | model-npz/MobileNet_optadam_s10_e10_b1_lr001_3206.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 8 | 0.7 | 35 | 4.16 | 27 | 26.98 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e10_b1_lr001_2603 | 10 | 224 | 224 | 3 | 10 | adam | 10 | 1 | 0.001 | 2.15.1 | 12.2 | 0.21 | 2.08 | 20.87 | model-npz/MobileNet_optadam_s10_e10_b1_lr0001_2193.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 6 | 0.83 | 86 | 5.33 | 28 | 27.02 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e10_b1_lr0001_2475 | 10 | 224 | 224 | 3 | 10 | adam | 10 | 1 | 0.0001 | 2.15.1 | 12.2 | 0.21 | 2.11 | 21.11 | model-npz/MobileNet_optadam_s10_e10_b1_lr00001_1644.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 7 | 0.71 | 59 | 4.62 | 28 | 27.04 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e10_b2_lr01_1698 | 10 | 224 | 224 | 3 | 10 | adam | 10 | 2 | 0.01 | 2.15.1 | 12.2 | 0.4 | 1.99 | 19.91 | model-npz/MobileNet_optadam_s10_e10_b2_lr001_1053.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 7 | 0.78 | 100 | 5.2 | 27 | 27 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e10_b2_lr001_2006 | 10 | 224 | 224 | 3 | 10 | adam | 10 | 2 | 0.001 | 2.15.1 | 12.2 | 0.4 | 1.99 | 19.96 | model-npz/MobileNet_optadam_s10_e10_b2_lr0001_2822.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 13 | 0.82 | 68 | 4.37 | 28 | 27.02 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e10_b2_lr0001_3271 | 10 | 224 | 224 | 3 | 10 | adam | 10 | 2 | 0.0001 | 2.15.1 | 12.2 | 0.42 | 2.1 | 21.05 | model-npz/MobileNet_optadam_s10_e10_b2_lr00001_3408.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 15 | 0.76 | 71 | 3.86 | 27 | 26.94 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e10_b4_lr01_6825 | 10 | 224 | 224 | 3 | 10 | adam | 10 | 4 | 0.01 | 2.15.1 | 12.2 | 0.67 | 2.03 | 20.39 | model-npz/MobileNet_optadam_s10_e10_b4_lr001_7038.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 18 | 1.11 | 91 | 6.6 | 28 | 27.04 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e10_b4_lr001_2792 | 10 | 224 | 224 | 3 | 10 | adam | 10 | 4 | 0.001 | 2.15.1 | 12.2 | 0.66 | 1.99 | 19.99 | model-npz/MobileNet_optadam_s10_e10_b4_lr0001_8734.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 18 | 1.1 | 73 | 5.21 | 28 | 26.88 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e10_b4_lr0001_2215 | 10 | 224 | 224 | 3 | 10 | adam | 10 | 4 | 0.0001 | 2.15.1 | 12.2 | 0.67 | 2.03 | 20.32 | model-npz/MobileNet_optadam_s10_e10_b4_lr00001_5811.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 13 | 0.88 | 76 | 4.98 | 28 | 27.04 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e10_b8_lr01_1191 | 10 | 224 | 224 | 3 | 10 | adam | 10 | 8 | 0.01 | 2.15.1 | 12.2 | 0.99 | 1.98 | 19.86 | model-npz/MobileNet_optadam_s10_e10_b8_lr001_2594.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 18 | 1.21 | 74 | 6.1 | 28 | 27.12 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e10_b8_lr001_3000 | 10 | 224 | 224 | 3 | 10 | adam | 10 | 8 | 0.001 | 2.15.1 | 12.2 | 1 | 2 | 20.09 | model-npz/MobileNet_optadam_s10_e10_b8_lr0001_4826.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 16 | 1.06 | 77 | 5.16 | 28 | 27.08 |
MobileNet_architecture_optadam_s10_ipd224x224x3_opd10_e10_b8_lr0001_2039 | 10 | 224 | 224 | 3 | 10 | adam | 10 | 8 | 0.0001 | 2.15.1 | 12.2 | 1 | 2.02 | 20.21 | model-npz/MobileNet_optadam_s10_e10_b8_lr00001_1308.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 18 | 1.27 | 68 | 5.23 | 28 | 27.12 |
MobileNet_architecture_optadam_s100_ipd224x224x3_opd10_e1_b1_lr01_1326 | 100 | 224 | 224 | 3 | 10 | adam | 1 | 1 | 0.01 | 2.15.1 | 12.2 | 0.21 | 21.32 | 21.34 | model-npz/MobileNet_optadam_s100_e1_b1_lr001_2766.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 14 | 0.83 | 58 | 4.3 | 28 | 27.07 |
MobileNet_architecture_optadam_s100_ipd224x224x3_opd10_e1_b1_lr001_9770 | 100 | 224 | 224 | 3 | 10 | adam | 1 | 1 | 0.001 | 2.15.1 | 12.2 | 0.21 | 21.18 | 21.21 | model-npz/MobileNet_optadam_s100_e1_b1_lr0001_2748.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 8 | 0.91 | 100 | 5.96 | 27 | 27 |
MobileNet_architecture_optadam_s100_ipd224x224x3_opd10_e1_b1_lr0001_1632 | 100 | 224 | 224 | 3 | 10 | adam | 1 | 1 | 0.0001 | 2.15.1 | 12.2 | 0.21 | 21.01 | 21.03 | model-npz/MobileNet_optadam_s100_e1_b1_lr00001_1806.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 14 | 1 | 100 | 6.69 | 28 | 27.05 |
MobileNet_architecture_optadam_s100_ipd224x224x3_opd10_e1_b2_lr01_1333 | 100 | 224 | 224 | 3 | 10 | adam | 1 | 2 | 0.01 | 2.15.1 | 12.2 | 0.39 | 19.35 | 19.37 | model-npz/MobileNet_optadam_s100_e1_b2_lr001_1279.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 8 | 0.47 | 63 | 2.2 | 28 | 27.04 |
MobileNet_architecture_optadam_s100_ipd224x224x3_opd10_e1_b2_lr001_9494 | 100 | 224 | 224 | 3 | 10 | adam | 1 | 2 | 0.001 | 2.15.1 | 12.2 | 0.39 | 19.7 | 19.73 | model-npz/MobileNet_optadam_s100_e1_b2_lr0001_2700.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 8 | 0.9 | 100 | 5.66 | 28 | 27.06 |
MobileNet_architecture_optadam_s100_ipd224x224x3_opd10_e1_b2_lr0001_3199 | 100 | 224 | 224 | 3 | 10 | adam | 1 | 2 | 0.0001 | 2.15.1 | 12.2 | 0.4 | 19.96 | 19.99 | model-npz/MobileNet_optadam_s100_e1_b2_lr00001_2473.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 8 | 0.67 | 39 | 3.78 | 28 | 27.04 |
MobileNet_architecture_optadam_s100_ipd224x224x3_opd10_e1_b4_lr01_2309 | 100 | 224 | 224 | 3 | 10 | adam | 1 | 4 | 0.01 | 2.15.1 | 12.2 | 0.77 | 19.35 | 19.37 | model-npz/MobileNet_optadam_s100_e1_b4_lr001_1370.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 12 | 0.82 | 45 | 3.88 | 28 | 27.04 |
MobileNet_architecture_optadam_s100_ipd224x224x3_opd10_e1_b4_lr001_3752 | 100 | 224 | 224 | 3 | 10 | adam | 1 | 4 | 0.001 | 2.15.1 | 12.2 | 0.78 | 19.61 | 19.63 | model-npz/MobileNet_optadam_s100_e1_b4_lr0001_3067.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 11 | 0.96 | 46 | 4.71 | 28 | 27.02 |
MobileNet_architecture_optadam_s100_ipd224x224x3_opd10_e1_b4_lr0001_7517 | 100 | 224 | 224 | 3 | 10 | adam | 1 | 4 | 0.0001 | 2.15.1 | 12.2 | 0.78 | 19.49 | 19.52 | model-npz/MobileNet_optadam_s100_e1_b4_lr00001_3162.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 11 | 0.82 | 100 | 5.41 | 28 | 27.02 |
MobileNet_architecture_optadam_s100_ipd224x224x3_opd10_e1_b8_lr01_2853 | 100 | 224 | 224 | 3 | 10 | adam | 1 | 8 | 0.01 | 2.15.1 | 12.2 | 1.5 | 19.49 | 19.52 | model-npz/MobileNet_optadam_s100_e1_b8_lr001_4748.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 17 | 1.06 | 82 | 4.62 | 29 | 27.09 |
MobileNet_architecture_optadam_s100_ipd224x224x3_opd10_e1_b8_lr001_5457 | 100 | 224 | 224 | 3 | 10 | adam | 1 | 8 | 0.001 | 2.15.1 | 12.2 | 1.51 | 19.65 | 19.69 | model-npz/MobileNet_optadam_s100_e1_b8_lr0001_2975.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 16 | 1.19 | 100 | 6.87 | 29 | 27.11 |
MobileNet_architecture_optadam_s100_ipd224x224x3_opd10_e1_b8_lr0001_5627 | 100 | 224 | 224 | 3 | 10 | adam | 1 | 8 | 0.0001 | 2.15.1 | 12.2 | 1.54 | 20 | 20.02 | model-npz/MobileNet_optadam_s100_e1_b8_lr00001_3173.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 16 | 1.04 | 81 | 6 | 29 | 27.13 |
MobileNet_architecture_optadam_s100_ipd224x224x3_opd10_e1_b16_lr01_2569 | 100 | 224 | 224 | 3 | 10 | adam | 1 | 16 | 0.01 | 2.15.1 | 12.2 | 2.88 | 20.2 | 20.23 | model-npz/MobileNet_optadam_s100_e1_b16_lr001_9409.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 19 | 1.73 | 76 | 6.83 | 29 | 27.38 |
MobileNet_architecture_optadam_s100_ipd224x224x3_opd10_e1_b16_lr001_2189 | 100 | 224 | 224 | 3 | 10 | adam | 1 | 16 | 0.001 | 2.15.1 | 12.2 | 2.84 | 19.9 | 19.93 | model-npz/MobileNet_optadam_s100_e1_b16_lr0001_3139.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 14 | 1.13 | 82 | 5.43 | 29 | 27.43 |
MobileNet_architecture_optadam_s100_ipd224x224x3_opd10_e1_b16_lr0001_1327 | 100 | 224 | 224 | 3 | 10 | adam | 1 | 16 | 0.0001 | 2.15.1 | 12.2 | 3 | 21.01 | 21.03 | model-npz/MobileNet_optadam_s100_e1_b16_lr00001_1439.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 23 | 1.52 | 100 | 6.72 | 29 | 27.84 |
MobileNet_architecture_optadam_s100_ipd224x224x3_opd10_e1_b32_lr01_4374 | 100 | 224 | 224 | 3 | 10 | adam | 1 | 32 | 0.01 | 2.15.1 | 12.2 | 5.04 | 20.17 | 20.2 | model-npz/MobileNet_optadam_s100_e1_b32_lr001_3086.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 25 | 1.58 | 100 | 8.08 | 29 | 27.74 |
MobileNet_architecture_optadam_s100_ipd224x224x3_opd10_e1_b32_lr001_1031 | 100 | 224 | 224 | 3 | 10 | adam | 1 | 32 | 0.001 | 2.15.1 | 12.2 | 5.06 | 20.25 | 20.28 | model-npz/MobileNet_optadam_s100_e1_b32_lr0001_3268.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 27 | 1.72 | 84 | 7.75 | 30 | 27.98 |
MobileNet_architecture_optadam_s100_ipd224x224x3_opd10_e1_b32_lr0001_2672 | 100 | 224 | 224 | 3 | 10 | adam | 1 | 32 | 0.0001 | 2.15.1 | 12.2 | 5.03 | 20.16 | 20.18 | model-npz/MobileNet_optadam_s100_e1_b32_lr00001_1003.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 36 | 2.18 | 82 | 8.86 | 30 | 27.9 |
MobileNet_architecture_optadam_s100_ipd224x224x3_opd10_e1_b64_lr01_2427 | 100 | 224 | 224 | 3 | 10 | adam | 1 | 64 | 0.01 | 2.15.1 | 12.2 | 10.78 | 21.59 | 21.61 | model-npz/MobileNet_optadam_s100_e1_b64_lr001_1498.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 39 | 3.59 | 94 | 16.32 | 32 | 28.52 |
MobileNet_architecture_optadam_s100_ipd224x224x3_opd10_e1_b64_lr001_2329 | 100 | 224 | 224 | 3 | 10 | adam | 1 | 64 | 0.001 | 2.15.1 | 12.2 | 10.81 | 21.65 | 21.68 | model-npz/MobileNet_optadam_s100_e1_b64_lr0001_3395.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 49 | 4.15 | 97 | 14.56 | 33 | 28.91 |
MobileNet_architecture_optadam_s100_ipd224x224x3_opd10_e1_b64_lr0001_1877 | 100 | 224 | 224 | 3 | 10 | adam | 1 | 64 | 0.0001 | 2.15.1 | 12.2 | 10.88 | 21.79 | 21.82 | model-npz/MobileNet_optadam_s100_e1_b64_lr00001_7870.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 53 | 3.22 | 100 | 13.91 | 32 | 29.35 |
MobileNet_architecture_optadam_s100_ipd224x224x3_opd10_e2_b1_lr01_2909 | 100 | 224 | 224 | 3 | 10 | adam | 2 | 1 | 0.01 | 2.15.1 | 12.2 | 0.12 | 11.75 | 23.53 | model-npz/MobileNet_optadam_s100_e2_b1_lr001_2793.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 6 | 1.05 | 68 | 6.44 | 30 | 28.98 |
MobileNet_architecture_optadam_s100_ipd224x224x3_opd10_e2_b1_lr001_3329 | 100 | 224 | 224 | 3 | 10 | adam | 2 | 1 | 0.001 | 2.15.1 | 12.2 | 0.12 | 11.76 | 23.55 | model-npz/MobileNet_optadam_s100_e2_b1_lr0001_2347.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 7 | 1.05 | 33 | 5.27 | 29 | 28.19 |
MobileNet_architecture_optadam_s100_ipd224x224x3_opd10_e2_b1_lr0001_3811 | 100 | 224 | 224 | 3 | 10 | adam | 2 | 1 | 0.0001 | 2.15.1 | 12.2 | 0.12 | 11.66 | 23.35 | model-npz/MobileNet_optadam_s100_e2_b1_lr00001_4356.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 8 | 1.19 | 36 | 6.32 | 28 | 27.79 |
MobileNet_architecture_optadam_s100_ipd224x224x3_opd10_e2_b2_lr01_1997 | 100 | 224 | 224 | 3 | 10 | adam | 2 | 2 | 0.01 | 2.15.1 | 12.2 | 0.21 | 10.77 | 21.56 | model-npz/MobileNet_optadam_s100_e2_b2_lr001_1540.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 9 | 0.82 | 42 | 4.04 | 29 | 27.43 |
MobileNet_architecture_optadam_s100_ipd224x224x3_opd10_e2_b2_lr001_1761 | 100 | 224 | 224 | 3 | 10 | adam | 2 | 2 | 0.001 | 2.15.1 | 12.2 | 0.21 | 10.54 | 21.11 | model-npz/MobileNet_optadam_s100_e2_b2_lr0001_4481.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 9 | 1.1 | 100 | 6.64 | 28 | 27.19 |
MobileNet_architecture_optadam_s100_ipd224x224x3_opd10_e2_b2_lr0001_2463 | 100 | 224 | 224 | 3 | 10 | adam | 2 | 2 | 0.0001 | 2.15.1 | 12.2 | 0.21 | 10.58 | 21.19 | model-npz/MobileNet_optadam_s100_e2_b2_lr00001_1584.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 12 | 1.15 | 64 | 6.41 | 28 | 27.11 |
MobileNet_architecture_optadam_s100_ipd224x224x3_opd10_e2_b4_lr01_2122 | 100 | 224 | 224 | 3 | 10 | adam | 2 | 4 | 0.01 | 2.15.1 | 12.2 | 0.4 | 10.09 | 20.21 | model-npz/MobileNet_optadam_s100_e2_b4_lr001_1681.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 13 | 1.05 | 59 | 5.43 | 28 | 27.11 |
MobileNet_architecture_optadam_s100_ipd224x224x3_opd10_e2_b4_lr001_9615 | 100 | 224 | 224 | 3 | 10 | adam | 2 | 4 | 0.001 | 2.15.1 | 12.2 | 0.41 | 10.34 | 20.71 | model-npz/MobileNet_optadam_s100_e2_b4_lr0001_2816.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 15 | 0.96 | 75 | 5.33 | 28 | 27.1 |
MobileNet_architecture_optadam_s100_ipd224x224x3_opd10_e2_b4_lr0001_2799 | 100 | 224 | 224 | 3 | 10 | adam | 2 | 4 | 0.0001 | 2.15.1 | 12.2 | 0.4 | 10.12 | 20.26 | model-npz/MobileNet_optadam_s100_e2_b4_lr00001_2110.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 14 | 1.07 | 65 | 5.25 | 28 | 27.09 |
MobileNet_architecture_optadam_s100_ipd224x224x3_opd10_e2_b8_lr01_1581 | 100 | 224 | 224 | 3 | 10 | adam | 2 | 8 | 0.01 | 2.15.1 | 12.2 | 0.77 | 10.02 | 20.07 | model-npz/MobileNet_optadam_s100_e2_b8_lr001_3536.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 18 | 1.42 | 100 | 7.21 | 29 | 27.15 |
MobileNet_architecture_optadam_s100_ipd224x224x3_opd10_e2_b8_lr001_5668 | 100 | 224 | 224 | 3 | 10 | adam | 2 | 8 | 0.001 | 2.15.1 | 12.2 | 0.79 | 10.29 | 20.62 | model-npz/MobileNet_optadam_s100_e2_b8_lr0001_2026.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 18 | 1.02 | 100 | 4.7 | 29 | 27.2 |
MobileNet_architecture_optadam_s100_ipd224x224x3_opd10_e2_b8_lr0001_2624 | 100 | 224 | 224 | 3 | 10 | adam | 2 | 8 | 0.0001 | 2.15.1 | 12.2 | 0.77 | 10.08 | 20.19 | model-npz/MobileNet_optadam_s100_e2_b8_lr00001_1776.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 20 | 1.34 | 87 | 5.55 | 29 | 27.21 |
MobileNet_architecture_optadam_s100_ipd224x224x3_opd10_e2_b16_lr01_3333 | 100 | 224 | 224 | 3 | 10 | adam | 2 | 16 | 0.01 | 2.15.1 | 12.2 | 1.47 | 10.29 | 20.62 | model-npz/MobileNet_optadam_s100_e2_b16_lr001_3900.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 17 | 0.98 | 71 | 4.28 | 29 | 27.4 |
MobileNet_architecture_optadam_s100_ipd224x224x3_opd10_e2_b16_lr001_1796 | 100 | 224 | 224 | 3 | 10 | adam | 2 | 16 | 0.001 | 2.15.1 | 12.2 | 1.55 | 10.89 | 21.81 | model-npz/MobileNet_optadam_s100_e2_b16_lr0001_6146.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 29 | 1.38 | 81 | 4.55 | 29 | 27.6 |
MobileNet_architecture_optadam_s100_ipd224x224x3_opd10_e2_b16_lr0001_1699 | 100 | 224 | 224 | 3 | 10 | adam | 2 | 16 | 0.0001 | 2.15.1 | 12.2 | 1.48 | 10.36 | 20.74 | model-npz/MobileNet_optadam_s100_e2_b16_lr00001_3301.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 15 | 0.91 | 69 | 4.34 | 30 | 27.79 |
MobileNet_architecture_optadam_s100_ipd224x224x3_opd10_e2_b32_lr01_7178 | 100 | 224 | 224 | 3 | 10 | adam | 2 | 32 | 0.01 | 2.15.1 | 12.2 | 2.61 | 10.46 | 20.95 | model-npz/MobileNet_optadam_s100_e2_b32_lr001_2334.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 20 | 2.08 | 81 | 8.53 | 29 | 27.94 |
MobileNet_architecture_optadam_s100_ipd224x224x3_opd10_e2_b32_lr001_1637 | 100 | 224 | 224 | 3 | 10 | adam | 2 | 32 | 0.001 | 2.15.1 | 12.2 | 2.58 | 10.35 | 20.74 | model-npz/MobileNet_optadam_s100_e2_b32_lr0001_2611.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 42 | 2.87 | 100 | 10.44 | 30 | 28.18 |
MobileNet_architecture_optadam_s100_ipd224x224x3_opd10_e2_b32_lr0001_1157 | 100 | 224 | 224 | 3 | 10 | adam | 2 | 32 | 0.0001 | 2.15.1 | 12.2 | 2.57 | 10.31 | 20.66 | model-npz/MobileNet_optadam_s100_e2_b32_lr00001_3231.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 35 | 2.07 | 100 | 8.16 | 30 | 27.98 |
MobileNet_architecture_optadam_s100_ipd224x224x3_opd10_e2_b64_lr01_1239 | 100 | 224 | 224 | 3 | 10 | adam | 2 | 64 | 0.01 | 2.15.1 | 12.2 | 5.49 | 10.99 | 22 | model-npz/MobileNet_optadam_s100_e2_b64_lr001_2386.npz | Nvidia | Tesla P100-PCIE-16GB | Tesla | 6 | 3,584 | 56 | 16 | hbm2 | 732.2 | 0 | 55 | 3.19 | 94 | 12.53 | 32 | 28.59 |
HLO Feature Dataset for Deep Learning Resource Estimation
Dataset Summary
The HLO Feature Dataset is a collection of compiler-level graph features (HLO graphs) extracted from deep learning training workloads. Alongside detailed metadata (model configs, GPU stats), this dataset enables machine learning approaches for:
- ⏱️ Training Time Prediction
- 📉 Resource Consumption Estimation
- ⚡ HPC and GPU Scheduling Optimization
- 🧩 Graph-based Neural Architecture Analysis
This dataset is ideal for experimenting with regression models (e.g., XGBoost) and Graph Neural Networks (GNNs) using compiler features.
Supported Tasks
- ⚙️ Runtime & Resource Prediction: Predict training time (
fit_time
) based on HLO features. - 📊 ML for Systems Optimization: Use tabular + graph data for AI workload management.
- 🔗 Graph Representation Learning: Apply GNNs on HLO graphs (
node_feat
,edge_index
).
Dataset Structure
Each entry includes:
- Metadata: From
dataset-new.csv
(model, optimizer, GPU specs, timing metrics, etc.) - HLO Graph Features:
.npz
files containing:node_opcode
,node_feat
,edge_index
,node_config_ids
,node_splits
Usage Example
This example demonstrates how to load metadata, preprocess features, and train an XGBoost model to predict training time (fit_time
), as shown in the Colab notebook.
import pandas as pd
import numpy as np
from sklearn.model_selection import train_test_split
from sklearn.metrics import mean_squared_error
from xgboost import XGBRegressor
# Load metadata CSV
df = pd.read_csv('dataset-new.csv')
# Example feature selection (drop non-numeric/categorical handling needed)
X = df[['batch', 'epochs', 'learn_rate', 'gpu_core_count', 'gpu_memory_size']]
y = df['fit_time']
# Train-test split
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
# Initialize XGBoost Regressor
xgb_model = XGBRegressor(n_estimators=100, learning_rate=0.1, max_depth=6, random_state=42)
xgb_model.fit(X_train, y_train)
# Evaluate
preds = xgb_model.predict(X_test)
rmse = mean_squared_error(y_test, preds, squared=False)
print(f"RMSE: {rmse}")
Example Notebooks
🚀 Baseline: XGBoost for Resource Estimation
A sample baseline implementation using XGBoost is provided to demonstrate how to predict resource metrics such as fit_time
using the dataset's metadata.
📥 Download the notebook from the repository:
Baseline_XGBoost_Resource_Estimation.ipynb
This notebook covers:
- Loading and preprocessing metadata from
dataset-new.csv
- Training an XGBoost regressor to predict training time
- Evaluating model performance (e.g., RMSE)
⚡ Note: Make sure to adjust paths if cloning the dataset locally or integrating with Hugging Face
datasets
API.
Loading HLO Graph Features
For graph-based ML tasks, load the .npz
files:
npz_file = df.iloc[0]['npz_path']
graph_data = np.load(npz_file)
node_features = graph_data['node_feat']
edges = graph_data['edge_index']
print("Node Feature Shape:", node_features.shape)
print("Edge Index Shape:", edges.shape)
---
## License
Specify your license here (e.g., MIT, Apache-2.0).
---
## Contributions
Open to contributions! Feel free to suggest improvements or share your models trained on this dataset.
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