Assessing Computational Fluid Dynamics on GPU Using Portable Languages

Accelerators are essential for achieving optimal performance and energy efficiency in computing. However, market segmentation often leads to language lock-ins, limiting flexibility across accelerators and increasing development costs. To address this, alternatives like SYCL or OpenMP have emerged, enabling code portability across diverse hardware platforms. The study reveals that while both OpenMP and SYCL demonstrate comparable performance to native languages on NVIDIA and Intel GPUs, SYCL significantly outperforms OpenMP on AMD platforms. These findings underscore the potential of multi-device and open languages in enhancing performance and reducing development overhead in parallel CFD simulations.

Publication Details

Journal
JuSER Publikationsportal
Published
2025-01-01
DOI
https://doi.org/10.34734/fzj-2025-02466
Primary Topic
Parallel Computing and Optimization Techniques
Type
article
Field-Weighted Citation Impact
0.00
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article

Assessing Computational Fluid Dynamics on GPU Using Portable Languages

JuSER Publikationsportal
Parallel Computing and Optimization Techniques
article

Assessing Computational Fluid Dynamics on GPU Using Portable Languages

article en

Abstract

Accelerators are essential for achieving optimal performance and energy efficiency in computing. However, market segmentation often leads to language lock-ins, limiting flexibility across accelerators and increasing development costs. To address this, alternatives like SYCL or OpenMP have emerged, enabling code portability across diverse hardware platforms. The study reveals that while both OpenMP and SYCL demonstrate comparable performance to native languages on NVIDIA and Intel GPUs, SYCL significantly outperforms OpenMP on AMD platforms. These findings underscore the potential of multi-device and open languages in enhancing performance and reducing development overhead in parallel CFD simulations.

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Parallel Computing and Optimization Techniques
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Assessing Computational Fluid Dynamics on GPU Using Portable Languages · JuSER Publikationsportal (2025) | TGRS Research Map | TGRS