jonatan1626 commented 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-582689067 Training Benchmarks comparing LT_MKL with just MKL Enabled. Speed measured seconds per Epoch. GPU Memory measured in MB. Note: Samples/Second are opposite so I have multiple the percentages by -1. A quick explanation: The number should be going higher so a positive percentage change means there are now less samples/second. A negative percentage change means there are more samples/second. Model | Speed P50 LT | Speed P50 No LT | GPU Memory LT | GPU Memory No LT | Samples/Second P50 LT | Samples/Second P50 no LT | Speed Percentage Change | GPU Memory Percentage Change | Samples/Second Percentage Change -- | -- | -- | -- | -- | -- | -- | -- | -- | -- xception | 19247.12517 | 18935.02989 | 15304 | 15320 | 67.51961 | 68.61849 | -1.65% | 0.10% | -1.60% resnet50_v2 | 4342.953992 | 4342.899322 | 6892 | 6762 | 299.0174 | 299.1728 | 0.00% | -1.92% | -0.05% gnmt | N/A | N/A | 4244 | 4112 | 7.65 | 7.675 | | -3.21% | -0.33% vgg16 | 5680.658345 | 5641.058277 | 9480 | 9496 | 228.4218 | 230.0739 | -0.70% | 0.17% | -0.72% bert | 20.66 | 16.8 | 4684 | 4050 | 38.1 | 46.7 | -22.98% | -15.65% | -18.42% yolo3_darknet53_custom | 517.4205 | 454.908 | 7304 | 12436 | 31.6145 | 40.65 | -13.74% | 41.27% | -22.23% inceptionv3 | 5765.122603 | 5723.867063 | 8318 | 8304 | 225.4025 | 227.1884 | -0.72% | -0.17% | -0.79% se_resnet152_v1 | 10497.33863 | 10465.23692 | 11290 | 10568 | 123.7371 | 124.1493 | -0.31% | -6.83% | -0.33% word_language_model | 141.125 | 142.3 | 8846 | 7426 | 15651.19 | 15524.71 | 0.83% | -19.12% | 0.81% mobilenet0.25_cifar10 | 56.6609205 | 60.5992765 | 1234 | 1134 | N/A | N/A | 6.50% | -8.82% | resnet101_v1 | 7354.353666 | 7329.202738 | 8118 | 8022 | 176.6355 | 177.3132 | -0.34% | -1.20% | -0.38% squeezenet1.0 | 1677.752777 | 1678.684668 | 3770 | 3590 | 790.7722 | 790.1395 | 0.06% | -5.01% | 0.08% mobilenetv2_0.75 | 1938.194231 | 1968.429737 | 5078 | 5008 | 680.4143 | 672.2202 | 1.54% | -1.40% | 1.22% ssd | 424.28 | 254.9485 | 4702 | 4592 | 66.2365 | 67.56 | -66.42% | -2.40% | -1.96% Average Percentage Change: Speed: -7.53% GPU Memory: -1.73% Samples / Second: -3.44%
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