Heterogeneous reconstruction of hadronic particle flow clusters with the Alpaka Portability Library

In response to increasing data challenges, CMS has adopted the use of GPU offloading at the High-Level Trigger (HLT). However, GPU code is often hardware specific, and increases the maintenance burden on software development. The Alpaka (Abstraction Library for Parallel Kernel Acceleration) portability library offers a solution to this issue, and has been implemented into the CMS software (CMSSW) for use online at HLT. A portion of the final-state particle candidate reconstruction algorithm, Particle Flow, represented a target for increased performance through parallel operation. We discuss the port of hadronic Particle Flow clustering to Alpaka, and the validation of physics and performance at HLT for 2024 data taking.

Publication Details

Journal
Desy Publications Database (Deutsches Elektronen-Synchrotron DESY)
Published
2025-01-01
Primary Topic
Semiconductor Quantum Structures and Devices
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Heterogeneous reconstruction of hadronic particle flow clusters with the Alpaka Portability Library

Desy Publications Database (Deutsches Elektronen-Synchrotron DESY)
Semiconductor Quantum Structures and Devices
article

Heterogeneous reconstruction of hadronic particle flow clusters with the Alpaka Portability Library

article en

Abstract

In response to increasing data challenges, CMS has adopted the use of GPU offloading at the High-Level Trigger (HLT). However, GPU code is often hardware specific, and increases the maintenance burden on software development. The Alpaka (Abstraction Library for Parallel Kernel Acceleration) portability library offers a solution to this issue, and has been implemented into the CMS software (CMSSW) for use online at HLT. A portion of the final-state particle candidate reconstruction algorithm, Particle Flow, represented a target for increased performance through parallel operation. We discuss the port of hadronic Particle Flow clustering to Alpaka, and the validation of physics and performance at HLT for 2024 data taking.

Desy Publications Database (Deutsches Elektronen-Synchrotron DESY)
Industry, innovation and infrastructure
Openalex Percentile: Top 52%
Semiconductor Quantum Structures and Devices
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Heterogeneous reconstruction of hadronic particle flow clusters with the Alpaka Portability Library · Desy Publications Database (Deutsches Elektronen-Synchrotron DESY) (2025) | TGRS Research Map | TGRS