HAP: SPMD DNN Training on Heterogeneous GPU Clusters with Automated Program Synthesis

Author:

Zhang Shiwei1ORCID,Diao Lansong2ORCID,Wu Chuan1ORCID,Cao Zongyan2ORCID,Wang Siyu2ORCID,Lin Wei2ORCID

Affiliation:

1. The University of Hong Kong

2. Alibaba Group

Funder

Alibaba Group and Hong Kong RGC

Publisher

ACM

Reference59 articles.

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2. Ravichandra Addanki, Shaileshh Bojja Venkatakrishnan, Shreyan Gupta, Hongzi Mao, and Mohammad Alizadeh. 2019. Placeto: Learning generalizable device placement algorithms for distributed machine learning. arXiv preprint arXiv:1906.08879 (2019).

3. Rajeev Alur, Rastislav Bodik, Garvit Juniwal, Milo MK Martin, Mukund Raghothaman, Sanjit A Seshia, Rishabh Singh, Armando Solar-Lezama, Emina Torlak, and Abhishek Udupa. 2013. Syntax-guided synthesis. IEEE.

4. Rajeev Alur, Dana Fisman, Rishabh Singh, and Armando Solar-Lezama. 2017. Sygus-comp 2017: Results and analysis. arXiv preprint arXiv:1711.11438 (2017).

5. Paul Barham, Aakanksha Chowdhery, Jeff Dean, Sanjay Ghemawat, Steven Hand, Dan Hurt, Michael Isard, Hyeontaek Lim, Ruoming Pang, Sudip Roy, et al. 2022. Pathways: Asynchronous distributed dataflow for ML. arXiv preprint arXiv:2203.12533 (2022).

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