Automatic generation of high-performance quantized machine learning kernels

Author:

Cowan Meghan1,Moreau Thierry1,Chen Tianqi1,Bornholt James2,Ceze Luis1

Affiliation:

1. University of Washington, USA

2. University of Texas at Austin, USA

Funder

National Science Foundation

Publisher

ACM

Reference45 articles.

1. Martín Abadi Paul Barham Jianmin Chen Zhifeng Chen Andy Davis Jeffrey Dean Matthieu Devin Sanjay Ghemawat Geoffrey Irving Michael Isard Manjunath Kudlur Josh Levenberg Rajat Monga Sherry Moore Derek G. Murray Benoit Steiner Paul Tucker Vijay Vasudevan Pete Warden Martin Wicke Yuan Yu and Xiaoqiang Zheng. 2016. TensorFlow: A system for large-scale machine learning. In OSDI. Martín Abadi Paul Barham Jianmin Chen Zhifeng Chen Andy Davis Jeffrey Dean Matthieu Devin Sanjay Ghemawat Geoffrey Irving Michael Isard Manjunath Kudlur Josh Levenberg Rajat Monga Sherry Moore Derek G. Murray Benoit Steiner Paul Tucker Vijay Vasudevan Pete Warden Martin Wicke Yuan Yu and Xiaoqiang Zheng. 2016. TensorFlow: A system for large-scale machine learning. In OSDI.

2. James Bornholt Emina Torlak Dan Grossman and Luis Ceze. 2016. Optimizing synthesis with metasketches. In POPL. James Bornholt Emina Torlak Dan Grossman and Luis Ceze. 2016. Optimizing synthesis with metasketches. In POPL.

3. Zhaowei Cai Xiaodong He Jian Sun and Nuno Vasconcelos. 2017. Deep learning with low precision by half-wave gaussian quantization. In CVPR. Zhaowei Cai Xiaodong He Jian Sun and Nuno Vasconcelos. 2017. Deep learning with low precision by half-wave gaussian quantization. In CVPR.

4. Tianqi Chen Lianmin Zheng Eddie Yan Ziheng Jiang Thierry Moreau Luis Ceze Carlos Guestrin and Arvind Krishnamurthy. 2018. Learning to optimize tensor programs. In NeurIPS. Tianqi Chen Lianmin Zheng Eddie Yan Ziheng Jiang Thierry Moreau Luis Ceze Carlos Guestrin and Arvind Krishnamurthy. 2018. Learning to optimize tensor programs. In NeurIPS.

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