Autoscheduling for sparse tensor algebra with an asymptotic cost model

Author:

Ahrens Peter1,Kjolstad Fredrik2,Amarasinghe Saman1

Affiliation:

1. Massachusetts Institute of Technology, USA

2. Stanford University, USA

Publisher

ACM

Reference65 articles.

1. Martin 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 12th USENIX Symposium on Operating Systems Design and Implementation (OSDI 16) . Martin 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 12th USENIX Symposium on Operating Systems Design and Implementation (OSDI 16).

2. Learning to optimize halide with tree search and random programs

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4. OpenTuner

5. Gilad Arnold . 2011. Data-Parallel Language for Correct and Efficient Sparse Matrix Codes . University of California , Berkeley. Gilad Arnold. 2011. Data-Parallel Language for Correct and Efficient Sparse Matrix Codes. University of California, Berkeley.

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