jonatan1626 edited a comment on issue #17331: [mxnet 2.0] [item 2.4] Turning on large tensor support by default URL: https://github.com/apache/incubator-mxnet/issues/17331#issuecomment-582591625 Inference Benchmarks comparing LT_MKL with just MKL Enabled. All Time in MS. % Diff calculated by doing 1 - (P50 with LT divided by P50 without LT). A positive number means a speed increase, a negative number means a speed decrease. | | | | -- | -- | -- | -- | -- Model | Mode | P50 w/ LT | P50 No LT | Percentage Difference resnext101_64x4d | gluon | 47.34253883 | 49.46685 | 4.29% resnext101_64x4d | module | 28.83672714 | 28.48792 | -1.22% resnext50 | gluon | 17.14539528 | 18.05592 | 5.04% resnext50 | module | 10.05506516 | 9.636641 | -4.34% nin | gluon | 2.574443817 | 2.608061 | 1.29% nin | module | 2.432107925 | 2.737761 | 11.16% resnet18 | gluon | 3.895759583 | 3.638268 | -7.08% resnet18 | module | 2.954959869 | 3.182888 | 7.16% wavernn | gluon | 262.9389763 | 256.5546 | -2.49% caffenet | gluon | 2.930879593 | 3.087759 | 5.08% caffenet | module | 3.169536591 | 3.225327 | 1.73% vgg19 | gluon | 14.18304443 | 13.89098 | -2.10% vgg19 | module | 13.80157471 | 14.33492 | 3.72% maskrcnn | gluon | 2340.852737 | 2391.741 | 2.13% maskrcnn | module | 1943.515778 | 1926.38 | -0.89% superres | gluon | 17.39168167 | 18.00895 | 3.43% superres | module | 16.98470116 | 17.26198 | 1.61% resnet101 | gluon | 18.73707771 | 18.4412 | -1.60% resnet101 | module | 16.66593552 | 14.78386 | -12.73% vgg16 | gluon | 12.403965 | 16.2611 | 23.72% vgg16 | module | 17.93074608 | 11.83605 | -51.49% yolov3 | gluon | 22.96686172 | 23.01311 | 0.20% yolov3 | module | 18.57829094 | 20.05506 | 7.36% ssd | gluon | 17.17400551 | 16.73698 | -2.61% ssd | module | 13.98611069 | 14.00757 | 0.15% rnn | gluon | 28.2740593 | 28.92017 | 2.23% rnn | module | 19.32096481 | 28.63479 | 32.53% a3c | gluon | 0.928401947 | 0.94223 | 1.47% a3c | module | 0.673055649 | 0.858545 | 21.61% squeezenetv10 | gluon | 4.072666168 | 4.251957 | 4.22% squeezenetv10 | module | 3.686189651 | 3.818274 | 3.46% resnet152 | gluon | 25.8705616 | 27.65441 | 6.45% resnet152 | module | 20.5206871 | 21.03257 | 2.43% resnet34 | gluon | 6.978273392 | 7.166862 | 2.63% resnet34 | module | 5.693674088 | 5.653858 | -0.70% squeezenetv11 | gluon | 3.037929535 | 3.165722 | 4.04% squeezenetv11 | module | 2.890110016 | 2.983332 | 3.12% resnext101 | gluon | 29.1929245 | 27.65107 | -5.58% resnext101 | module | 15.9804821 | 17.51709 | 8.77% bert | gluon | 44.32678223 | 43.77675 | -1.26% bert | module | 43.85828972 | 45.38655 | 3.37% resnet50 | gluon | 10.39171219 | 10.31256 | -0.77% resnet50 | module | 9.351491928 | 8.312941 | -12.49% fasterrcnn | gluon | 1041.807413 | 1061.532 | 1.86% fasterrcnn | module | 702.3141384 | 703.7232 | 0.20% inception | gluon | 7.934331894 | 8.714437 | 8.95% inception | module | 5.178928375 | 5.363703 | 3.44% drmm | gluon | 837.1179104 | 614.3708 | -36.26% drmm | module | 830.9795856 | 607.6496 | -36.75% Average Percentage Change over all numbers: Gluon: 0.69% Module: -0.37%
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