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Development of noSQL data storage for the ATLAS PanDA Monitoring System

For several years the PanDA Workload Management System has been the basis for distributed production and analysis for the ATLAS experiment at the LHC. Since the start of data taking PanDA usage has ramped up steadily, typically exceeding 500k completed jobs/day by June 2011. The associated monitorin...

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Detalles Bibliográficos
Autores principales: Ito, H, Potekhin, M, Wenaus, T
Lenguaje:eng
Publicado: 2012
Materias:
Acceso en línea:https://dx.doi.org/10.1088/1742-6596/396/5/052041
http://cds.cern.ch/record/1446655
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author Ito, H
Potekhin, M
Wenaus, T
author_facet Ito, H
Potekhin, M
Wenaus, T
author_sort Ito, H
collection CERN
description For several years the PanDA Workload Management System has been the basis for distributed production and analysis for the ATLAS experiment at the LHC. Since the start of data taking PanDA usage has ramped up steadily, typically exceeding 500k completed jobs/day by June 2011. The associated monitoring data volume has been rising as well, to levels that present a new set of challenges in the areas of database scalability and monitoring system performance and efficiency. These challenges are being met with an R&D effort aimed at implementing a scalable and efficient monitoring data storage based on a noSQL solution (Cassandra). We present our motivations for using this technology, as well as data design and the techniques used for efficient indexing of the data. We also discuss the hardware requirements as they were determined by testing with actual data and realistic rate of queries. In conclusion, we present our experience with operating a Cassandra cluster over an extended period of time and with data load adequate for planned application.
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institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2012
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spelling cern-14466552019-09-30T06:29:59Zdoi:10.1088/1742-6596/396/5/052041http://cds.cern.ch/record/1446655engIto, HPotekhin, MWenaus, TDevelopment of noSQL data storage for the ATLAS PanDA Monitoring SystemComputing and ComputersFor several years the PanDA Workload Management System has been the basis for distributed production and analysis for the ATLAS experiment at the LHC. Since the start of data taking PanDA usage has ramped up steadily, typically exceeding 500k completed jobs/day by June 2011. The associated monitoring data volume has been rising as well, to levels that present a new set of challenges in the areas of database scalability and monitoring system performance and efficiency. These challenges are being met with an R&D effort aimed at implementing a scalable and efficient monitoring data storage based on a noSQL solution (Cassandra). We present our motivations for using this technology, as well as data design and the techniques used for efficient indexing of the data. We also discuss the hardware requirements as they were determined by testing with actual data and realistic rate of queries. In conclusion, we present our experience with operating a Cassandra cluster over an extended period of time and with data load adequate for planned application.ATL-SOFT-PROC-2012-012oai:cds.cern.ch:14466552012-05-08
spellingShingle Computing and Computers
Ito, H
Potekhin, M
Wenaus, T
Development of noSQL data storage for the ATLAS PanDA Monitoring System
title Development of noSQL data storage for the ATLAS PanDA Monitoring System
title_full Development of noSQL data storage for the ATLAS PanDA Monitoring System
title_fullStr Development of noSQL data storage for the ATLAS PanDA Monitoring System
title_full_unstemmed Development of noSQL data storage for the ATLAS PanDA Monitoring System
title_short Development of noSQL data storage for the ATLAS PanDA Monitoring System
title_sort development of nosql data storage for the atlas panda monitoring system
topic Computing and Computers
url https://dx.doi.org/10.1088/1742-6596/396/5/052041
http://cds.cern.ch/record/1446655
work_keys_str_mv AT itoh developmentofnosqldatastoragefortheatlaspandamonitoringsystem
AT potekhinm developmentofnosqldatastoragefortheatlaspandamonitoringsystem
AT wenaust developmentofnosqldatastoragefortheatlaspandamonitoringsystem