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Data Management Package for the novel data delivery system, ServiceX, and Applications to various physics analysis workflows.
- Source :
- EPJ Web of Conferences; 5/6/2024, Vol. 295, p1-6, 6p
- Publication Year :
- 2024
-
Abstract
- Recent developments of HEP software allow novel approaches to physics analysis workflows. The novel data delivery system, ServiceX, can be very effective when accessing a fraction of large datasets at remote grid sites. ServiceX can deliver user-selected columns with filtering and run at scale. We introduce the ServiceX data management package, ServiceX DataBinder, for easy manipulations of ServiceX delivery requests and delivered data using a single configuration file. We show various practical use cases within analysis pipelines that range from a data delivery of a few columns for machine learning study to a data delivery for full-scale physics analysis. [ABSTRACT FROM AUTHOR]
- Subjects :
- DATA management
PHYSICS
PHYSICAL sciences
MACHINE learning
ARTIFICIAL intelligence
Subjects
Details
- Language :
- English
- ISSN :
- 21016275
- Volume :
- 295
- Database :
- Complementary Index
- Journal :
- EPJ Web of Conferences
- Publication Type :
- Conference
- Accession number :
- 177902417
- Full Text :
- https://doi.org/10.1051/epjconf/202429506008