Novel Approaches Toward Scalable Composable Workflows in Hyper-Heterogeneous Computing Environments
Novel Approaches Toward Scalable Composable Workflows in Hyper-Heterogeneous Computing Environments
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DOI：
10.1145/3624062.3626283
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发表时间：
2023-11
期刊：
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通讯作者：
Jonathan Bader;Jim Belak;Matt Bement;Matthew Berry;Robert Carson;Daniela Cassol;Stephen Chan;John Coleman;Kastan Day;Alejandro Duque;Kjiersten Fagnan;Jeff Froula;S. Jha;Daniel S. Katz;Piotr Kica;Volodymyr V. Kindratenko;Edward Kirton;Ramani Kothadia;Daniel E. Laney;Fabian Lehmann;Ulf Leser;S. Lichołai;Maciej Malawski;Mario Melara;Elais Player Jackson;M. Rolchigo;Setareh Sarrafan;Seung-Jin Sul;Abdullah Syed;L. Thamsen;Mikhail Titov;M. Turilli;Silvina Caíno-Lores;Anirban Mandal
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作者：
Jonathan Bader;Jim Belak;Matt Bement;Matthew Berry;Robert Carson;Daniela Cassol;Stephen Chan;John Coleman;Kastan Day;Alejandro Duque;Kjiersten Fagnan;Jeff Froula;S. Jha;Daniel S. Katz;Piotr Kica;Volodymyr V. Kindratenko;Edward Kirton;Ramani Kothadia;Daniel E. Laney;Fabian Lehmann;Ulf Leser;S. Lichołai;Maciej Malawski;Mario Melara;Elais Player Jackson;M. Rolchigo;Setareh Sarrafan;Seung-Jin Sul;Abdullah Syed;L. Thamsen;Mikhail Titov;M. Turilli;Silvina Caíno-Lores;Anirban Mandal
支持大规模科学工作流程的年度研讨会（WORKS）是科学工作流程社区在其整个生命周期中展示科学工作流程许多方面的最新研究和开发进展的首要场所。在WORKS上的闪电会谈侧重于描述一个正在进行中的新工具、科学工作流程或概念，并解决新兴技术和框架，以促进社区的讨论。本文总结了2023年版WORKS的闪电演讲，涵盖五个主题：利用大型语言模型构建和执行工作流；开发通用工作流调度器接口；不确定性工作流在百亿亿级计算系统中的扩展应用评估云端与高性能计算系统的转录组学工作流程；以及将遗留工作流迁移到工作流管理系统的最佳实践。
The annual Workshop on Workflows in Support of Large-Scale Science (WORKS) is a premier venue for the scientific workflow community to present the latest advances in research and development on the many facets of scientific workflows throughout their life-cycle. The Lightning Talks at WORKS focus on describing a novel tool, scientific workflow, or concept, which are work-in-progress and address emerging technologies and frameworks to foster discussion in the community. This paper summarizes the lightning talks at the 2023 edition of WORKS, covering five topics: leveraging large language models to build and execute workflows; developing a common workflow scheduler interface; scaling uncertainty workflow applications on exascale computing systems; evaluating a transcriptomics workflow for cloud vs. HPC systems; and best practices in migrating legacy workflows to workflow management systems.