ALT: Breaking the Wall between Data Layout and Loop Optimizations for Deep Learning Compilation

Author:

Xu Zhiying1ORCID,Xu Jiafan1ORCID,Peng Hongding1ORCID,Wang Wei1ORCID,Wang Xiaoliang1ORCID,Wan Haoran1ORCID,Dai Haipeng1ORCID,Xu Yixu2ORCID,Cheng Hao2ORCID,Wang Kun3ORCID,Chen Guihai1ORCID

Affiliation:

1. Nanjing University, Nanjing, China

2. Huawei Technologies, Nanjing, China

3. University of California, Los Angeles, Nanjing, China

Funder

National Science Foundation of China

Huawei Technologies

Publisher

ACM

Reference90 articles.

1. Martín Abadi , Paul Barham , Jianmin Chen , Zhifeng Chen , Andy Davis , Jeffrey Dean , Matthieu Devin , Sanjay Ghemawat , Geoffrey Irving , Michael Isard , : A system for large-scale machine learning . In Proceedings of the 12th USENIX Symposium on Operating Systems Design and Implementation (OSDI) , 2016 . Martín Abadi, Paul Barham, Jianmin Chen, Zhifeng Chen, Andy Davis, Jeffrey Dean, Matthieu Devin, Sanjay Ghemawat, Geoffrey Irving, Michael Isard, et al. Tensorflow: A system for large-scale machine learning. In Proceedings of the 12th USENIX Symposium on Operating Systems Design and Implementation (OSDI), 2016.

2. Byung Hoon Ahn , Prannoy Pilligundla , Amir Yazdanbakhsh , and Hadi Esmaeilzadeh . Chameleon: Adaptive code optimization for expedited deep neural network compilation. arXiv preprint arXiv:2001.08743 , 2020 . Byung Hoon Ahn, Prannoy Pilligundla, Amir Yazdanbakhsh, and Hadi Esmaeilzadeh. Chameleon: Adaptive code optimization for expedited deep neural network compilation. arXiv preprint arXiv:2001.08743, 2020.

3. Peter Ahrens , Fredrik Kjolstad , and Saman Amarasinghe . An asymptotic cost model for autoscheduling sparse tensor programs. arXiv preprint arXiv:2111.14947 , 2021 . Peter Ahrens, Fredrik Kjolstad, and Saman Amarasinghe. An asymptotic cost model for autoscheduling sparse tensor programs. arXiv preprint arXiv:2111.14947, 2021.

4. Compiler transformations for high-performance computing

5. Riyadh Baghdadi , Massinissa Merouani , Mohamed-Hicham Leghettas , Kamel Abdous , Taha Arbaoui , Karima Benatchba , A deep learning based cost model for automatic code optimization . Proceedings of the 3rd Machine Learning and Systems (MLSys), 3 , 2021 . Riyadh Baghdadi, Massinissa Merouani, Mohamed-Hicham Leghettas, Kamel Abdous, Taha Arbaoui, Karima Benatchba, et al. A deep learning based cost model for automatic code optimization. Proceedings of the 3rd Machine Learning and Systems (MLSys), 3, 2021.

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