linmajia / deep-learning-benchmarks

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***Note: this benchmark is out of date.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