Solving dense linear systems with hybrid ARM+GPU platforms
Juan Pablo Silva$^{1}$, Ernesto Dufrechou$^{1}$, Enrique Quintana$^{2}$, Alfredo Remón$^{3}$, Peter Benner$^{3}$
$^{1}$Universidad de la Republica. Montevideo Uruguay,
$^{2}$Universidad Jaime I. Castellón Spain,
$^{3}$Max Planck Institute for Dynamics of complex Technical Systems. Magdeburg Germany
email: jpsilva@fing.edu.uy, edufrechou@fing.edu.uy, quintana@icc.uji.es, remon@mpi-magdeburg.mpg.de, benner@mpi-magdeburg.mpg.de
Schedule:Tue 20th@10:45, Room: D

The necessity of reducing the energy consumption while improving the computational performance has encouraged the development of new hardware platforms. In this line, hybrid architectures that integrate ARM processors with graphics accelerators offer a positive balance between computing capabilities and energy requirements. However, in order to make an efficient use of this hardware, it is necessary to develop new methods and computational kernels, as well as to adapt existing ones. The solution of linear systems of equations is a basic operation in the solution of different problems. Its relevance and computational cost has motivated an important amount of work, and in consequence, it is possible to find high performance solvers for most hardware platforms. In this work we study the solution of dense linear systems of equations in an NVIDIA Jetson TK1 device via the Gauss-Huard method. The experimental evaluation shows that the new solvers outperform the ones available in the MAGMA library for systems of dimension n <= 6000.

BibTex

@InProceedings{CLEI-2015:144966,
	author 		= {Juan Pablo Silva and Ernesto Dufrechou and Enrique Quintana and Alfredo Remón and Peter Benner},
	title 		= {Solving dense linear systems with hybrid ARM+GPU platforms},
	booktitle 	= {2015 XLI Latin American Computing Conference (CLEI)},
	pages 		= {213--220},
	year 		= {2015},
	editor 		= {Hector Cancela and Alex Cuadros-Vargas and Ernesto Cuadros-Vargas},
	address 	= {Arequipa-Peru},
	month 		= {October},
	organization 	= {CLEI},
	publisher 	= {CLEI},
	url 		= {http://clei.org/clei2015/144966},
	isbn 		= {978-1-4673-9143-6},
	}


Generated by Ernesto Cuadros-Vargas , Sociedad Peruana de Computación-Peru, Universidad Católica San Pablo, Arequipa-Perú