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Distributed Sparse DNN Infeence

If you are here please check out our latest distributed implementation at: https://github.com/hmofrad/DistSparseDNN

SparseDNN (single node)

Sparse Deep Neural Network Implementation for MIT/IEEE/Amazon GraphChallenge.org. Please see c_c++ folder for our single node multithreaded implementation in C/C++ and matlab folder for the serial Matlab code provided by the challenge.

Challenge datasets:

https://graphchallenge.mit.edu/data-sets

Challenge draft:

https://graphchallenge.mit.edu/sites/default/files/documents/SparseDNNchallenge-Paper-2019-06-27-DRAFT.pdf

Paper

Mohammad Hasanzadeh Mofrad, Rami Melhem, Yousuf Ahmad and Mohammad Hammoud. “Multithreaded Layer-wise Training of Sparse Deep Neural Networks using Compressed Sparse Column.” In proceedings of IEEE High Performance extreme Computing Conference (HPEC), Waltham, MA USA, 2019.

Contact

Mohammad Hasanzadeh Mofrad
[email protected]

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Sparse Deep Neural Network

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