Enabling machine learning-ready HPC ensembles with Merlin

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J. Luc Peterson, Benjamin Bay, Joe Koning, Peter B. Robinson, Jessica Semler, Jeremy White, Rushil Anirudh, Kevin Athey, Peer-Timo Bremer, Francesco Di Natale, David Fox, Jim A. Gaffney, Sam Ade Jacobs, Bhavya Kailkhura, Bogdan Kustowski, Steve H. Langer, Brian K. Spears, Jayaraman J. Thiagarajan, Brian Van Essen, Jae-Seung Yeom

Published: 01 Jan 2022, Last Modified: 21 May 2024Future Gener. Comput. Syst. 2022EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•Enhancing scientific computing with machine learning (HPC+ML) is a growing trend.•Merlin is a highly scalable workflow system design to facilitate HPC+ML studies.•Complex nuclear fusion and COVID-19 workflows illustrate Merlin’s capabilities.