Utility of Graphics Processing Units for Dense Matrix Calculations in Computing and Inverting Genomic Relationship Matrices

Title
Utility of Graphics Processing Units for Dense Matrix Calculations in Computing and Inverting Genomic Relationship Matrices
Publication Date
2013
Author(s)
Meyer, Karin
Tier, Bruce
Editor
Editor(s): Nicolas Lopez Villalobos
Type of document
Conference Publication
Language
en
Entity Type
Publication
Publisher
Association for the Advancement of Animal Breeding and Genetics (AAABG)
Place of publication
Armidale, Australia
UNE publication id
une:14538
Abstract
The era of genomic evaluation has brought the need to perform computations involving large, dense matrices. Particular tasks are the computation and inversion of the genomic relationship matrix. This paper investigates the suitability of Graphics Processing Units together with highly optimised software libraries for these computations, using blocked algorithms. It is shown that calculations are readily sped up by parallel processing, using freely available library routines, and that reductions in time by factors of 4 to 5 are achievable even for 'consumer' grade graphics cards.
Link
Citation
Proceedings of the Association for the Advancement of Animal Breeding and Genetics, v.20, p. 270-273
ISSN
1328-3227
ISBN
9780473260569
Start page
270
End page
273

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