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The new analysis framework at the ALICE experiment
The ALICE experiment is one of the main detectors at the CERN Large Hadron Collider. Currently, the online/offline software of the experiment is being re-developed under the name O2 as part of the ALICE upgrade aiming at an increased data-taking rate by a factor 100 compared to today. This includes...
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Lenguaje: | eng |
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2020
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Acceso en línea: | https://dx.doi.org/10.1117/12.2580500 http://cds.cern.ch/record/2799795 |
_version_ | 1780972577044299776 |
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author | Kabus, Maja |
author_facet | Kabus, Maja |
author_sort | Kabus, Maja |
collection | CERN |
description | The ALICE experiment is one of the main detectors at the CERN Large Hadron Collider. Currently, the online/offline software of the experiment is being re-developed under the name O2 as part of the ALICE upgrade aiming at an increased data-taking rate by a factor 100 compared to today. This includes the implementation of a new Analysis Framework for physics data analysis. The aim is to provide an efficient data processing with an object-like, user-friendly API, making it easier for the users to migrate from the old software framework and taking implicit advantage of vectorisation and parallelisation. The solution is based on Apache Arrow for data representation, allowing for integration with other tools like Python Pandas. Current progress and the advantages of the approach taken are presented. |
id | cern-2799795 |
institution | Organización Europea para la Investigación Nuclear |
language | eng |
publishDate | 2020 |
record_format | invenio |
spelling | cern-27997952022-01-18T21:36:48Zdoi:10.1117/12.2580500http://cds.cern.ch/record/2799795engKabus, MajaThe new analysis framework at the ALICE experimentDetectors and Experimental TechniquesNuclear Physics - ExperimentThe ALICE experiment is one of the main detectors at the CERN Large Hadron Collider. Currently, the online/offline software of the experiment is being re-developed under the name O2 as part of the ALICE upgrade aiming at an increased data-taking rate by a factor 100 compared to today. This includes the implementation of a new Analysis Framework for physics data analysis. The aim is to provide an efficient data processing with an object-like, user-friendly API, making it easier for the users to migrate from the old software framework and taking implicit advantage of vectorisation and parallelisation. The solution is based on Apache Arrow for data representation, allowing for integration with other tools like Python Pandas. Current progress and the advantages of the approach taken are presented.oai:cds.cern.ch:27997952020 |
spellingShingle | Detectors and Experimental Techniques Nuclear Physics - Experiment Kabus, Maja The new analysis framework at the ALICE experiment |
title | The new analysis framework at the ALICE experiment |
title_full | The new analysis framework at the ALICE experiment |
title_fullStr | The new analysis framework at the ALICE experiment |
title_full_unstemmed | The new analysis framework at the ALICE experiment |
title_short | The new analysis framework at the ALICE experiment |
title_sort | new analysis framework at the alice experiment |
topic | Detectors and Experimental Techniques Nuclear Physics - Experiment |
url | https://dx.doi.org/10.1117/12.2580500 http://cds.cern.ch/record/2799795 |
work_keys_str_mv | AT kabusmaja thenewanalysisframeworkatthealiceexperiment AT kabusmaja newanalysisframeworkatthealiceexperiment |