Mirage: Towards Low-interruption Services on Batch GPU Clusters with Reinforcement Learning

Author:

Ding Qiyang1ORCID,Zheng Pengfei2ORCID,Kudari Shreyas1ORCID,Venkataraman Shivaram2ORCID,Zhang Zhao3ORCID

Affiliation:

1. University of Texas at Austin, Austin, United States of America

2. University of Wisconsin-Madison, Madison, United States of America

3. Texas Advanced Computing Center (TACC), Austin, United States of America

Funder

NSF

Publisher

ACM

Reference52 articles.

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3. 2022. Slurm Simulator. https://github.com/ubccr-slurm-simulator/slurm_simulator. 2022. Slurm Simulator. https://github.com/ubccr-slurm-simulator/slurm_simulator.

4. Experience Replay for Real-Time Reinforcement Learning Control

5. Sid Black , Stella Biderman , Eric Hallahan , Quentin Anthony , Leo Gao , Laurence Golding , Horace He , Connor Leahy , Kyle McDonell , Jason Phang , Michael Pieler , USVSN Sai Prashanth , Shivanshu Purohit, Laria Reynolds, Jonathan Tow, Ben Wang, and Samuel Weinbach. 2022 . GPT-NeoX-20B: An Open-Source Autoregressive Language Model . (2022). Sid Black, Stella Biderman, Eric Hallahan, Quentin Anthony, Leo Gao, Laurence Golding, Horace He, Connor Leahy, Kyle McDonell, Jason Phang, Michael Pieler, USVSN Sai Prashanth, Shivanshu Purohit, Laria Reynolds, Jonathan Tow, Ben Wang, and Samuel Weinbach. 2022. GPT-NeoX-20B: An Open-Source Autoregressive Language Model. (2022).

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