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deep-learning-benchmarks

***Note: this benchmark is out of date. ***

Hardware Config

Name Value
CPU E5-2680 v2
GPU K40m
Memory DDR3, 256GB @ 1600Mhz

Software Config

Name Value
OS Ubuntu 14.04 LTS
GPU driver 367.44
CUDA 7.5
cuDNN V5.1

Benchmark Network Config

Name Batch Size Input Output Layers #Parameters
FCN-5 8192 512 1000 5 ~11 millions
FCN-8 8192 512 1000 8 ~24millions
AlexNet 16 150528 1000 4 ~62 millions
ResNet-50 16 150528 1000 50 ~25 millions
LSTM-32 128 10000 10000 2 ~6 millions
LSTM-64 128 10000 10000 2 ~6 millions

Tool version

Tool Version
Caffe 4ba654f
CNTK v1.7.1
MXNet 32cb6bc
TensorFlow r0.10
Theano 0.8.X
Torch 95f137f

References

https://github.com/n17s/hkbu-benchmark

https://github.com/FreemanX/hkbu-benchmark

Disclaimer: I'm a Microsoft employee, however, this is my personal github account and information/code shared here does not represent opinions or views of Microsoft in any way.

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