TensorIR: An Abstraction for Automatic Tensorized Program Optimization

Author:

Feng Siyuan1,Hou Bohan2,Jin Hongyi2,Lin Wuwei3,Shao Junru3,Lai Ruihang2,Ye Zihao4,Zheng Lianmin5,Yu Cody Hao6,Yu Yong1,Chen Tianqi7

Affiliation:

1. Shanghai Jiao Tong University, China

2. Carnegie Mellon University, USA

3. OctoML, USA

4. University of Washington, USA

5. University of California at Berkeley, USA

6. Amazon Web Services, USA

7. Carnegie Mellon University, USA / OctoML, USA

Publisher

ACM

Reference50 articles.

1. Martín Abadi , Paul Barham , Jianmin Chen , Zhifeng Chen , Andy Davis , Jeffrey Dean , Matthieu Devin , Sanjay Ghemawat , Geoffrey Irving , and Michael Isard . 2016 . Tensorflow: A system for large-scale machine learning. In 12th $USENIX$ symposium on operating systems design and implementation ($OSDI$ 16). 265–283. Martín Abadi, Paul Barham, Jianmin Chen, Zhifeng Chen, Andy Davis, Jeffrey Dean, Matthieu Devin, Sanjay Ghemawat, Geoffrey Irving, and Michael Isard. 2016. Tensorflow: A system for large-scale machine learning. In 12th $USENIX$ symposium on operating systems design and implementation ($OSDI$ 16). 265–283.

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

3. ARM. 2017. ARM Compute Library. https://github.com/ARM-software/ComputeLibrary/ ARM. 2017. ARM Compute Library. https://github.com/ARM-software/ComputeLibrary/

4. ARM. 2017. Exploring the Arm dot product instructions. https://community.arm.com/developer/tools-software/tools/b/tools-software-ides-blog/posts/exploring-the-arm-dot-product-instructions ARM. 2017. Exploring the Arm dot product instructions. https://community.arm.com/developer/tools-software/tools/b/tools-software-ides-blog/posts/exploring-the-arm-dot-product-instructions

5. Tiramisu: A Polyhedral Compiler for Expressing Fast and Portable Code

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