A domain-specific supercomputer for training deep neural networks

Author:

Jouppi Norman P.1,Yoon Doe Hyun1,Kurian George1,Li Sheng1,Patil Nishant1,Laudon James1,Young Cliff1,Patterson David2

Affiliation:

1. Google, Mountain View, CA

2. Google, Mountain View, CA and University of California, Berkeley, CA

Abstract

Google's TPU supercomputers train deep neural networks 50x faster than general-purpose supercomputers running a high-performance computing benchmark.

Publisher

Association for Computing Machinery (ACM)

Subject

General Computer Science

Reference42 articles.

1. Abadi M. et al. Tensorflow: Large-scale machine learning on heterogeneous distributed systems. 2016; arXiv preprint arXiv:1603.04467. Abadi M. et al. Tensorflow: Large-scale machine learning on heterogeneous distributed systems. 2016; arXiv preprint arXiv:1603.04467.

2. Bahdanau D. Cho K. and Bengio Y. Neural machine translation by jointly learning to align and translate. 2014; arXiv preprint arXiv:1409.0473. Bahdanau D. Cho K. and Bengio Y. Neural machine translation by jointly learning to align and translate. 2014; arXiv preprint arXiv:1409.0473.

3. Chen J. et al. Revisiting distributed synchronous SGD. 2016; arXiv preprint arXiv:1604.00981. Chen J. et al. Revisiting distributed synchronous SGD. 2016; arXiv preprint arXiv:1604.00981.

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