Table 7. Feature interactions—Speedups for V100 vs. 40 CPU cores on 200 test rows.
Model | CPU (s) | Std | GPU (s) | Std | Speedup |
---|---|---|---|---|---|
Covtype-small | 0.14 | 0.01 | 0.02 | 0.01 | 8.32 |
Covtype-med | 21.50 | 0.32 | 0.19 | 0.02 | 114.41 |
Covtype-large | 2,055.78 | 4.19 | 28.85 | 0.06 | 71.26 |
Cal_housing-small | 0.01 | 0.00 | 0.01 | 0.00 | 1.44 |
Cal_housing-med | 0.53 | 0.04 | 0.04 | 0.01 | 12.05 |
Cal_housing-large | 93.67 | 0.28 | 8.55 | 0.04 | 10.96 |
Fashion_mnist-small | 11.35 | 0.87 | 4.04 | 0.67 | 2.81 |
Fashion_mnist-med | 578.90 | 1.23 | 4.91 | 0.71 | 117.97 |
Fashion_mnist-large | 21,603.53 | 622.60 | 63.53 | 0.78 | 340.07 |
Adult-small | 0.06 | 0.09 | 0.01 | 0.00 | 11.25 |
Adult-med | 1.74 | 0.30 | 0.04 | 0.01 | 39.38 |
Adult-large | 67.29 | 6.22 | 2.76 | 0.00 | 24.38 |