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. 2022 Apr 5;8:e880. doi: 10.7717/peerj-cs.880

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