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Darshan for HEP applications.

Authors :
Wang, Rui
Snyder, Shane
Benjamin, Douglas
Dong, Zhihua
Gartung, Patrick
Herner, Kenneth
Source :
EPJ Web of Conferences. 5/6/2024, Vol. 295, p1-8. 8p.
Publication Year :
2024

Abstract

Modern HEP workflows must manage increasingly large and complex data collections. HPC facilities may be employed to help meet these workflows' growing data processing needs. However, a better understanding of the I/O patterns and underlying bottlenecks of these workflows is necessary to meet the performance expectations of HPC systems. Darshan is a lightweight I/O characterization tool that captures concise views of HPC application I/O behavior. It intercepts application I/O calls at runtime, records file access statistics for each process, and generates log files detailing application I/O access patterns. Typical HEP workflows include event generation, detector simulation, event reconstruction, and subsequent analysis stages. A study of the I/O behavior of the ATLAS simulation and filtering stage, and the CMS simulation workflow using Darshan is presented, including insights into the I/O operations and data access size. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
21016275
Volume :
295
Database :
Academic Search Index
Journal :
EPJ Web of Conferences
Publication Type :
Conference
Accession number :
177902388
Full Text :
https://doi.org/10.1051/epjconf/202429505003