Environment:
- GPU: GeForce GTX 1060
- The number of trials: 128
| Op name | Pyvlova Running Time (us) | TOPI Running Time (us) | Pyvlova Tuning Time (s) | TOPI Tuning Time (s) |
|---|---|---|---|---|
| Total | 2486.594 | 1681.494 | 9222.760 | 19898.420 |
| mobilenet.features[0].conv.pad | 9.246 | 6.916 | 78.050 | - |
| mobilenet.features[0].conv.conv | 108.386 | 80.174 | 82.810 | 519.260 |
| mobilenet.features[0].relu | 22.337 | 21.678 | 75.810 | - |
| mobilenet.features[1].conv1.conv.pad | 24.566 | 22.907 | 78.660 | - |
| mobilenet.features[1].conv1.conv.conv | 34.504 | 26.147 | 77.440 | 432.970 |
| mobilenet.features[1].conv1.relu | 22.490 | 21.460 | 74.960 | - |
| mobilenet.features[1].conv2.conv | 48.951 | 24.214 | 79.050 | 469.800 |
| mobilenet.features[2].conv0.conv.conv | 172.218 | 61.486 | 82.470 | 503.010 |
| mobilenet.features[2].conv0.relu | 62.055 | 62.324 | 76.200 | - |
| mobilenet.features[2].conv1.conv.pad | 68.604 | 65.425 | 78.670 | - |
| mobilenet.features[2].conv1.conv.conv | 44.164 | 85.865 | 77.520 | 469.380 |
| mobilenet.features[2].conv1.relu | 17.154 | 16.404 | 76.470 | - |
| mobilenet.features[2].conv2.conv | 36.430 | 16.929 | 80.950 | 507.320 |
| mobilenet.features[3].conv0.conv.conv | 67.100 | 29.901 | 83.500 | 543.070 |
| mobilenet.features[3].conv0.relu | 25.331 | 24.013 | 77.490 | - |
| mobilenet.features[3].conv1.conv.pad | 28.381 | 25.622 | 80.020 | - |
| mobilenet.features[3].conv1.conv.conv | 39.192 | 36.034 | 77.450 | 414.710 |
| mobilenet.features[3].conv1.relu | 24.633 | 24.065 | 76.520 | - |
| mobilenet.features[3].conv2.conv | 68.980 | 26.678 | 80.150 | 488.690 |
| mobilenet.features[3].eltwise_add | 2.857 | 2.611 | 73.950 | - |
| mobilenet.features[4].conv0.conv.conv | 61.177 | 25.145 | 83.030 | 535.920 |
| mobilenet.features[4].conv0.relu | 25.240 | 23.958 | 76.130 | - |
| mobilenet.features[4].conv1.conv.pad | 28.574 | 25.585 | 81.100 | - |
| mobilenet.features[4].conv1.conv.conv | 18.380 | 21.617 | 79.060 | 346.890 |
| mobilenet.features[4].conv1.relu | 4.135 | 3.061 | 75.520 | - |
| mobilenet.features[4].conv2.conv | 17.652 | 11.727 | 79.260 | 411.990 |
| mobilenet.features[5].conv0.conv.conv | 24.178 | 9.844 | 81.550 | 517.070 |
| mobilenet.features[5].conv0.relu | 4.902 | 3.486 | 75.780 | - |
| mobilenet.features[5].conv1.conv.pad | 9.854 | 6.027 | 80.530 | - |
| mobilenet.features[5].conv1.conv.conv | 11.201 | 9.333 | 77.910 | 346.460 |
| mobilenet.features[5].conv1.relu | 4.566 | 3.491 | 76.110 | - |
| mobilenet.features[5].conv2.conv | 24.313 | 12.441 | 79.280 | 403.050 |
| mobilenet.features[5].eltwise_add | 1.784 | 1.731 | 74.540 | - |
| mobilenet.features[6].conv0.conv.conv | 27.805 | 11.643 | 80.860 | 482.320 |
| mobilenet.features[6].conv0.relu | 4.849 | 3.486 | 74.820 | - |
| mobilenet.features[6].conv1.conv.pad | 7.368 | 6.028 | 79.430 | - |
| mobilenet.features[6].conv1.conv.conv | 9.692 | 9.631 | 77.590 | 399.740 |
| mobilenet.features[6].conv1.relu | 4.463 | 3.493 | 75.270 | - |
| mobilenet.features[6].conv2.conv | 23.943 | 15.124 | 78.610 | 438.430 |
| mobilenet.features[6].eltwise_add | 1.758 | 1.731 | 74.540 | - |
| mobilenet.features[7].conv0.conv.conv | 30.767 | 12.392 | 81.670 | 505.120 |
| mobilenet.features[7].conv0.relu | 5.400 | 3.485 | 76.180 | - |
| mobilenet.features[7].conv1.conv.pad | 10.917 | 6.031 | 79.870 | - |
| mobilenet.features[7].conv1.conv.conv | 4.635 | 4.838 | 78.320 | 350.260 |
| mobilenet.features[7].conv1.relu | 2.055 | 1.636 | 74.710 | - |
| mobilenet.features[7].conv2.conv | 12.755 | 11.324 | 80.620 | 339.370 |
| mobilenet.features[8].conv0.conv.conv | 25.315 | 10.801 | 81.810 | 458.640 |
| mobilenet.features[8].conv0.relu | 3.760 | 2.377 | 74.810 | - |
| mobilenet.features[8].conv1.conv.pad | 4.587 | 3.383 | 78.710 | - |
| mobilenet.features[8].conv1.conv.conv | 6.199 | 6.615 | 77.660 | 239.020 |
| mobilenet.features[8].conv1.relu | 3.348 | 2.374 | 75.100 | - |
| mobilenet.features[8].conv2.conv | 24.704 | 15.784 | 78.780 | 295.490 |
| mobilenet.features[8].eltwise_add | 1.562 | 1.556 | 74.050 | - |
| mobilenet.features[9].conv0.conv.conv | 25.788 | 10.544 | 81.890 | 426.040 |
| mobilenet.features[9].conv0.relu | 3.662 | 2.387 | 75.660 | - |
| mobilenet.features[9].conv1.conv.pad | 4.910 | 3.393 | 79.320 | - |
| mobilenet.features[9].conv1.conv.conv | 6.073 | 4.296 | 78.570 | 229.150 |
| mobilenet.features[9].conv1.relu | 3.667 | 2.378 | 75.920 | - |
| mobilenet.features[9].conv2.conv | 24.742 | 16.988 | 80.400 | 386.310 |
| mobilenet.features[9].eltwise_add | 1.529 | 1.667 | 73.840 | - |
| mobilenet.features[10].conv0.conv.conv | 27.913 | 12.650 | 81.990 | 418.470 |
| mobilenet.features[10].conv0.relu | 2.490 | 2.377 | 75.390 | - |
| mobilenet.features[10].conv1.conv.pad | 4.563 | 3.397 | 78.680 | - |
| mobilenet.features[10].conv1.conv.conv | 6.609 | 4.381 | 78.050 | 291.440 |
| mobilenet.features[10].conv1.relu | 2.506 | 2.380 | 75.020 | - |
| mobilenet.features[10].conv2.conv | 25.667 | 14.123 | 80.570 | 297.060 |
| mobilenet.features[10].eltwise_add | 1.656 | 1.672 | 74.480 | - |
| mobilenet.features[11].conv0.conv.conv | 24.512 | 12.522 | 82.510 | 380.650 |
| mobilenet.features[11].conv0.relu | 3.343 | 2.389 | 75.470 | - |
| mobilenet.features[11].conv1.conv.pad | 5.902 | 3.403 | 79.150 | - |
| mobilenet.features[11].conv1.conv.conv | 6.799 | 5.522 | 78.910 | 265.160 |
| mobilenet.features[11].conv1.relu | 2.823 | 2.383 | 77.380 | - |
| mobilenet.features[11].conv2.conv | 36.270 | 30.028 | 80.020 | 464.970 |
| mobilenet.features[12].conv0.conv.conv | 42.098 | 21.375 | 81.700 | 484.060 |
| mobilenet.features[12].conv0.relu | 4.420 | 3.073 | 76.520 | - |
| mobilenet.features[12].conv1.conv.pad | 5.514 | 4.622 | 77.920 | - |
| mobilenet.features[12].conv1.conv.conv | 8.634 | 6.598 | 78.840 | 245.720 |
| mobilenet.features[12].conv1.relu | 3.411 | 3.076 | 77.090 | - |
| mobilenet.features[12].conv2.conv | 62.697 | 30.472 | 80.230 | 467.320 |
| mobilenet.features[12].eltwise_add | 1.753 | 1.543 | 74.810 | - |
| mobilenet.features[13].conv0.conv.conv | 49.675 | 30.123 | 82.930 | 507.900 |
| mobilenet.features[13].conv0.relu | 5.024 | 3.079 | 76.630 | - |
| mobilenet.features[13].conv1.conv.pad | 7.772 | 4.613 | 80.510 | - |
| mobilenet.features[13].conv1.conv.conv | 9.414 | 6.645 | 79.760 | 283.160 |
| mobilenet.features[13].conv1.relu | 4.180 | 3.077 | 76.020 | - |
| mobilenet.features[13].conv2.conv | 51.119 | 37.921 | 81.140 | 463.370 |
| mobilenet.features[13].eltwise_add | 1.801 | 1.651 | 75.620 | - |
| mobilenet.features[14].conv0.conv.conv | 46.187 | 31.059 | 82.640 | 452.140 |
| mobilenet.features[14].conv0.relu | 4.504 | 3.079 | 76.660 | - |
| mobilenet.features[14].conv1.conv.pad | 3.611 | 4.607 | 79.770 | - |
| mobilenet.features[14].conv1.conv.conv | 4.319 | 3.718 | 77.920 | 190.000 |
| mobilenet.features[14].conv1.relu | 2.210 | 1.740 | 74.950 | - |
| mobilenet.features[14].conv2.conv | 26.929 | 23.958 | 79.540 | 270.970 |
| mobilenet.features[15].conv0.conv.conv | 37.131 | 17.353 | 81.530 | 371.560 |
| mobilenet.features[15].conv0.relu | 2.518 | 2.010 | 75.110 | - |
| mobilenet.features[15].conv1.conv.pad | 3.642 | 3.404 | 79.240 | - |
| mobilenet.features[15].conv1.conv.conv | 4.453 | 3.984 | 77.980 | 188.650 |
| mobilenet.features[15].conv1.relu | 1.912 | 2.008 | 75.700 | - |
| mobilenet.features[15].conv2.conv | 47.531 | 37.848 | 80.900 | 278.610 |
| mobilenet.features[15].eltwise_add | 1.549 | 1.674 | 75.600 | - |
| mobilenet.features[16].conv0.conv.conv | 37.549 | 18.171 | 83.120 | 339.540 |
| mobilenet.features[16].conv0.relu | 1.989 | 2.004 | 76.310 | - |
| mobilenet.features[16].conv1.conv.pad | 3.541 | 3.408 | 79.110 | - |
| mobilenet.features[16].conv1.conv.conv | 4.817 | 6.550 | 79.770 | 164.470 |
| mobilenet.features[16].conv1.relu | 2.699 | 2.015 | 75.860 | - |
| mobilenet.features[16].conv2.conv | 44.313 | 48.524 | 79.030 | 296.010 |
| mobilenet.features[16].eltwise_add | 1.659 | 1.574 | 75.260 | - |
| mobilenet.features[17].conv0.conv.conv | 39.247 | 21.915 | 82.210 | 376.900 |
| mobilenet.features[17].conv0.relu | 2.574 | 1.935 | 74.920 | - |
| mobilenet.features[17].conv1.conv.pad | 3.529 | 3.404 | 79.060 | - |
| mobilenet.features[17].conv1.conv.conv | 5.046 | 3.539 | 78.880 | 170.510 |
| mobilenet.features[17].conv1.relu | 3.007 | 1.939 | 75.510 | - |
| mobilenet.features[17].conv2.conv | 92.178 | 72.631 | 81.570 | 346.570 |
| mobilenet.features[18].conv.conv | 104.443 | 44.379 | 82.460 | 412.550 |
| mobilenet.features[18].relu | 3.616 | 2.255 | 76.230 | - |
| mobilenet.pool | 2.165 | 2.664 | 75.210 | - |
| mobilenet.flatten | 1.505 | 1.531 | 72.290 | - |
| mobilenet.linear.linear | 87.874 | 37.835 | 74.130 | 11.180 |