The source code and experimental data of

Benchmarking State-of-the-Art Deep Learning Software Tools

Version 8 is on going with new versions of frameworks


Declaration: The runtime performance of each software tool depends not only on the hardware platform, but also on the third-party libraries and the network configuration files. Our results only reflect the performance of the tested networks with the associated configuration files and the specified third-party libraries on our testing machines, which are not necessarily the best performance that can be achieved by the software tool.



Tested Neural Networks


Tested Hardware

Computational Unit Cores Memory OS CUDA
Intel CPU i7-3820 4 64 GB Ubuntu 14.04 -
Intel CPU E5-2630x2 16 128 GB CentOS 7.2 -
GTX 980 2048 4 GB Ubuntu 14.04 8.0
GTX 1080 2560 8 GB Ubuntu 14.04 8.0
Telsa K80 2496 12 GB CentOS 7.2 8.0

Tested Hardware For Data Parallelization

GPUs CPU Memory PCIe OS CUDA
K80x2 E5-2630v4 128 GB PCIe 3.0 CentOS 7.2 8.0

Source Code

Fork me on Github: https://github.com/hclhkbu/dlbench at commit ID: ceac0ef

Acknowledgements

Previous versions (obsoleted)


Results

Item in cell: batchTime(totalTime)

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