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 P50 with LT divided by P50 without LT. Thus Less than 100% is a speed improvement, greater than 100% is a speed degradation. Model Name | Type | P50 w/LT | P50 no LT | % Diff -- | -- | -- | -- | -- resnext101_64x4d | gluon | 47.3425388 | 49.4668484 | 96% resnext101_64x4d | module | 28.8367271 | 28.4879208 | 101% resnext50 | gluon | 17.1453953 | 18.0559158 | 95% resnext50 | module | 10.0550652 | 9.63664055 | 104% nin | gluon | 2.57444382 | 2.60806084 | 99% nin | module | 2.43210793 | 2.73776054 | 89% resnet18 | gluon | 3.89575958 | 3.63826752 | 107% resnet18 | module | 2.95495987 | 3.18288803 | 93% wavernn | gluon | 262.938976 | 256.554604 | 102% caffenet | gluon | 2.93087959 | 3.08775902 | 95% caffenet | module | 3.16953659 | 3.22532654 | 98% vgg19 | gluon | 14.1830444 | 13.8909817 | 102% vgg19 | module | 13.8015747 | 14.3349171 | 96% maskrcnn | gluon | 2340.85274 | 2391.7408 | 98% maskrcnn | module | 1943.51578 | 1926.37968 | 101% superres | gluon | 17.3916817 | 18.0089474 | 97% superres | module | 16.9847012 | 17.261982 | 98% resnet101 | gluon | 18.7370777 | 18.4412003 | 102% resnet101 | module | 16.6659355 | 14.7838593 | 113% vgg16 | gluon | 12.403965 | 16.2611008 | 76% vgg16 | module | 17.9307461 | 11.8360519 | 151% yolov3 | gluon | 22.9668617 | 23.0131149 | 100% yolov3 | module | 18.5782909 | 20.0550556 | 93% ssd | gluon | 17.1740055 | 16.7369843 | 103% ssd | module | 13.9861107 | 14.0075684 | 100% rnn | gluon | 28.2740593 | 28.9201736 | 98% rnn | module | 19.3209648 | 28.6347866 | 67% a3c | gluon | 0.92840195 | 0.94223022 | 99% a3c | module | 0.67305565 | 0.8585453 | 78% squeezenetv10 | gluon | 4.07266617 | 4.25195694 | 96% squeezenetv10 | module | 3.68618965 | 3.81827354 | 97% resnet152 | gluon | 25.8705616 | 27.6544094 | 94% resnet152 | module | 20.5206871 | 21.0325718 | 98% resnet34 | gluon | 6.97827339 | 7.16686249 | 97% resnet34 | module | 5.69367409 | 5.65385818 | 101% squeezenetv11 | gluon | 3.03792953 | 3.16572189 | 96% squeezenetv11 | module | 2.89011002 | 2.98333168 | 97% resnext101 | gluon | 29.1929245 | 27.6510715 | 106% resnext101 | module | 15.9804821 | 17.5170898 | 91% bert | gluon | 44.3267822 | 43.7767506 | 101% bert | module | 43.8582897 | 45.3865528 | 97% resnet50 | gluon | 10.3917122 | 10.3125572 | 101% resnet50 | module | 9.35149193 | 8.3129406 | 112% fasterrcnn | gluon | 1041.80741 | 1061.53154 | 98% fasterrcnn | module | 702.314138 | 703.723192 | 100% inception | gluon | 7.93433189 | 8.71443748 | 91% inception | module | 5.17892838 | 5.36370277 | 97% drmm | gluon | 837.11791 | 614.370823 | 136% drmm | module | 830.979586 | 607.649565 | 137%
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