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This group of the performance test is gathered on AWS EC2 instances

  • Performance

    Boost

    boost with Intel MKL-DNN backend

    from various models 

    in release 1.3

    • w/o MKL-DNN, pip install mxnet==1.3.0

    • w/ MKL-DNN, pip install mxnet-mkl==1.3.0

Category

Model

Latency batchsize=1 (ms, small is better)Throughput batchsize=128 (fps, big is better)
w/o MKL-DNNw/ MKL-DNNspeedupw/o MKL-DNNw/ MKL-DNNspeedup

CNN/classification

ResNet-50 v1





ResNet-50 v2





Inception v3





Inception v4





DenseNet





MobileNet





VGG16





AlexNet





inception-resnet v2





CNN/object detection

Faster R-CNN





SSD-VGG16





SSD-MobileNet





RNN

GNMT





GANDCGAN





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