Experience in SYCL/oneAPI for event reconstruction at the CMS experiment
Journal of Physics Conference Series, vol. 3206, pp. 012021
Abstract
Abstract The CMS software framework (CMSSW) has been recently extended to integrate heterogeneous computing with the aim of performing part of the physics reconstruction with GPUs to face the computational challenge that will come with the increase of luminosity during the High-Luminosity phase of the Large Hadron Collider (HL-LHC). To avoid writing a different implementation of the code for each backend, a performance portability library is used: Alpaka has been chosen as the compatibility layer for Run-3. With the idea of exploring new solutions, SYCL has been considered since it would allow to target also Intel GPUs. SYCL is a cross-platform abstraction C++ programming model for heterogeneous computing. It allows developers to reuse code across different hardware and also perform custom tuning for a specific accelerator. The SYCL implementation used in this work is the Data Parallel C++ library (DPC++) in the Intel oneAPI Toolkit. This work shows the performance of physics reconstruction algorithms written in SYCL on different hardware. Strengths and weaknesses of this heterogeneous programming model will also be presented.
Authors 9
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Barcelona Supercomputing Center
Affiliation as printed
Barcelona Supercomputing Center
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European Organization for Nuclear Research
Affiliation as printed
CERN,
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Istituto Nazionale di Fisica Nucleare, Centro Nazionale Analisi Fotogrammi · Istituto Nazionale di Fisica Nucleare, Sezione di Bologna
Affiliation as printed
INFN CNAF Bologna
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University of Geneva · Center for Advanced Systems Understanding
Affiliation as printed
Center for Advanced Systems Understanding (CASUS)
University of Geneva
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Affiliation as printed
University of Bologna
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Affiliation as printed
Institute of Technology and Higher Studies of Monterrey
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European Organization for Nuclear Research
Affiliation as printed
CERN,
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Affiliation as printed
University of Milano Bicocca
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W. Redjeb Aachen
European Organization for Nuclear Research · RWTH Aachen University
Affiliation as printed
CERN,
RWTH Aachen University
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