Efficient DNN training based on backpropagation parallelization

Author:

Xiao DanyangORCID,Yang Chengang,Wu Weigang

Funder

National Key Research and Development Program of China

National Natural Science Foundation of China

Publisher

Springer Science and Business Media LLC

Subject

Computational Mathematics,Computational Theory and Mathematics,Computer Science Applications,Numerical Analysis,Theoretical Computer Science,Software

Reference47 articles.

1. Simonyan K, Zisserman A (2015) Very deep convolutional networks for large-scale image recognition. In: proceedings 3rd International Conference on Learning Representations, ICLR

2. Dean J, Corrado G, Monga R, Chen K, Devin M, Mao MZ, Ranzato M, Senior AW, Tucker PA, Yang K, et al (2012) Large scale distributed deep networks. In: Advances in Neural Information Processing Systems 25, 1232–1240

3. Ho Q, Cipar J, Cui H, Lee S, Kim JK, Gibbons PB, Gibson GA, Ganger G, Xing EP (2013) More effective distributed ml via a stale synchronous parallel parameter server. In: Advances in Neural Information Processing Systems 26, 1223–1231

4. Li M, Andersen DG, Park JW, Smola AJ, Ahmed A, Josifovski V, Long J, Shekita EJ, Su B-Y (2014) Scaling distributed machine learning with the parameter server. In: Proceedings of the 11th USENIX Conference on Operating Systems Design and Implementation, OSDI’14, 583–598

5. Huang Y, Cheng Y, Bapna A, Firat O, Chen D, Chen M, Lee H, Ngiam J, Le QV, Wu Y, Chen z (2019) Gpipe: Efficient training of giant neural networks using pipeline parallelism. In: Advances in Neural Information Processing Systems 32:103–112

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