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Accelerating Industrial Applications: The Development of Basic GPU Kernels for the New Block AMG Algorithms for Solving SLE with Explicitly Calculated Sparse Basis.

Authors :
Afanasyev, Ilya
Potapov, Yury
Sobolev, Sergey
Kharchenko, Sergey
Source :
Procedia Computer Science; 2015, Vol. 66, p642-650, 9p
Publication Year :
2015

Abstract

Nowadays, GPU computations are playing significant role in supercomputing technologies. This work is a part of a project dealing with solving problems of modeling hydro- and aerodynamics where linear algebra operations are frequently used and occupy most of execution time. In despite of the fact that GPUs are traditionally used for solving high sized problems, in our project we need to solve many tasks of low sizes. Because of this, modern library's solutions such as cuBLAS (1) and cuSPARSE (2) are not suitable enough for that, so we have a task of implementation more efficient functions for concrete linear algebra operations taking into account its specialties. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
18770509
Volume :
66
Database :
Supplemental Index
Journal :
Procedia Computer Science
Publication Type :
Academic Journal
Accession number :
111294207
Full Text :
https://doi.org/10.1016/j.procs.2015.11.073