Two-dimensional block partitionings for the parallel sparse Cholesky factorization |
| |
Authors: | B. Dumitrescu M. Doreille J.-L. Roch D. Trystram |
| |
Affiliation: | (1) Department of Automatic Control and Computers, Politehnica University of Bucharest, 313, Splaiul Independentei, 77206 Bucharest, Romania;(2) IMAG-LMC, 100 rue des Mathmatiques, F-38041 Grenoble Cedex, France |
| |
Abstract: | This paper presents a discussion on 2D block mappings for the sparse Cholesky factorization on parallel MIMD architectures with distributed memory. It introduces the fan-in algorithm in a general manner and proposes several mapping strategies. The grid mapping with row balancing, inspired by Rothberg's work (1994), is proved to be more robust than the original fan-out algorithm. Even more efficient is the proportional mapping, as shown by the experiments on a 32 processor IBM SP1 and on a Cray T3D. Subforest-to-subcube mappings are also considered and give good results on the T3D. This revised version was published online in August 2006 with corrections to the Cover Date. |
| |
Keywords: | sparse Cholesky factorization parallel algorithms fan-in communication 2D block partitioning proportional mapping 65F50 65Y05 |
本文献已被 SpringerLink 等数据库收录! |
|