Publication¶

Shizhi Tang, Jidong Zhai, Haojie Wang, Lin Jiang, Liyan Zheng, Zhenhao Yuan, and Chen Zhang. 2022. FreeTensor: A Free-Form DSL with Holistic Optimizations for Irregular Tensor Programs. In Proceedings of the 43rd ACM SIGPLAN International Conference on Programming Language Design and Implementation (PLDI ’22), June 13-17, 2022, San Diego, CA, USA. ACM, New York, NY, USA, 16 pages. https://doi.org/10.1145/3519939.3523448. (Download)

@inproceedings{10.1145/3519939.3523448,
author = {Tang, Shizhi and Zhai, Jidong and Wang, Haojie and Jiang, Lin and Zheng, Liyan and Yuan, Zhenhao and Zhang, Chen},
title = {FreeTensor: A Free-Form DSL with Holistic Optimizations for Irregular Tensor Programs},
year = {2022},
isbn = {9781450392655},
publisher = {Association for Computing Machinery},
address = {New York, NY, USA},
url = {https://doi.org/10.1145/3519939.3523448},
doi = {10.1145/3519939.3523448},
booktitle = {Proceedings of the 43rd ACM SIGPLAN International Conference on Programming Language Design and Implementation},
pages = {872–887},
numpages = {16},
keywords = {tensor computing, optimizing compilers, DSL},
location = {San Diego, CA, USA},
series = {PLDI 2022}
}

Evaluation code can be found in this repository. NOTE: API of FreeTensor has been changed since submission. To reproduce the exact result in the paper, please consider the Artifact Evaluation version of FreeTensor, published here.