- Tytuł:
- The parallel tiled WZ factorization algorithm for multicore architectures
- Autorzy:
-
Bylina, Beata
Bylina, Jarosław - Powiązania:
- https://bibliotekanauki.pl/articles/331092.pdf
- Data publikacji:
- 2019
- Wydawca:
- Uniwersytet Zielonogórski. Oficyna Wydawnicza
- Tematy:
-
tiled algorithm
WZ factorization
solution of linear system
Amdahl’s law
high performance computing
multicore architecture
rozkład WZ
układ liniowy
prawo Amdahla
architektura wielordzeniowa - Opis:
- The aim of this paper is to investigate dense linear algebra algorithms on shared memory multicore architectures. The design and implementation of a parallel tiled WZ factorization algorithm which can fully exploit such architectures are presented. Three parallel implementations of the algorithm are studied. The first one relies only on exploiting multithreaded BLAS (basic linear algebra subprograms) operations. The second implementation, except for BLAS operations, employs the OpenMP standard to use the loop-level parallelism. The third implementation, except for BLAS operations, employs the OpenMP task directive with the depend clause. We report the computational performance and the speedup of the parallel tiled WZ factorization algorithm on shared memory multicore architectures for dense square diagonally dominant matrices. Then we compare our parallel implementations with the respective LU factorization from a vendor implemented LAPACK library. We also analyze the numerical accuracy. Two of our implementations can be achieved with near maximal theoretical speedup implied by Amdahl’s law.
- Źródło:
-
International Journal of Applied Mathematics and Computer Science; 2019, 29, 2; 407-419
1641-876X
2083-8492 - Pojawia się w:
- International Journal of Applied Mathematics and Computer Science
- Dostawca treści:
- Biblioteka Nauki
Artykuł