Performance evaluation of accelerated complex multiple-precision LU decomposition

Fuente: arXiv
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Autor principal: Kouya, Tomonori
Formato: Preprint
Publicado: 2024
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author Kouya, Tomonori
author_facet Kouya, Tomonori
contents The direct method is one of the most important algorithms for solving linear systems of equations, with LU decomposition comprising a significant portion of its computation time. This study explores strategies to accelerate complex LU decomposition using multiple-precision floating-point arithmetic of the multiple-component type. Specifically, we explore the potential efficiency gains using a combination of SIMDization and the 3M method for complex matrix multiplication. Our benchmark tests compare this approach with the direct method implementation in MPLAPACK, focusing on computation time and numerical errors.
format Preprint
id arxiv_https___arxiv_org_abs_2403_16013
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Performance evaluation of accelerated complex multiple-precision LU decomposition
Kouya, Tomonori
Numerical Analysis
Performance
The direct method is one of the most important algorithms for solving linear systems of equations, with LU decomposition comprising a significant portion of its computation time. This study explores strategies to accelerate complex LU decomposition using multiple-precision floating-point arithmetic of the multiple-component type. Specifically, we explore the potential efficiency gains using a combination of SIMDization and the 3M method for complex matrix multiplication. Our benchmark tests compare this approach with the direct method implementation in MPLAPACK, focusing on computation time and numerical errors.
title Performance evaluation of accelerated complex multiple-precision LU decomposition
topic Numerical Analysis
Performance
url https://arxiv.org/abs/2403.16013