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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
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