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A 3D Parallel Algorithm for QR Decomposition

Authors :
Ballard, Grey
Demmel, James
Grigori, Laura
Jacquelin, Mathias
Knight, Nicholas
Publication Year :
2018

Abstract

Interprocessor communication often dominates the runtime of large matrix computations. We present a parallel algorithm for computing QR decompositions whose bandwidth cost (communication volume) can be decreased at the cost of increasing its latency cost (number of messages). By varying a parameter to navigate the bandwidth/latency tradeoff, we can tune this algorithm for machines with different communication costs.

Details

Database :
arXiv
Publication Type :
Report
Accession number :
edsarx.1805.05278
Document Type :
Working Paper