DocumentCode :
3246002
Title :
Automatic optimisation of parallel linear algebra routines in systems with variable load
Author :
Cuenca, Javier ; Gimenez, Domingo ; González, José ; Dongarra, Jack ; Roche, Kenneth
Author_Institution :
Departamento de Ingenieria y Tecnologia de Computadores, Murcia Univ., Spain
fYear :
2003
fDate :
5-7 Feb. 2003
Firstpage :
409
Lastpage :
416
Abstract :
The architecture of an automatically tuned linear algebra library proposed in previous works is extended in order to adapt itself to platforms where both the CPU load and the network traffic vary. During the installation process in a system, the linear algebra routines will be tuned automatically to the system conditions: hardware characteristics and basic libraries used in the linear algebra routines. At run-time the parameters that define the system characteristics are adjusted to the actual load of the platform. The design methodology is analysed with a block LU factorisation. Variants for sequential and parallel versions of this routine on a logical rectangular mesh of processors are considered. The behavior of the algorithm is studied with message-passing, using MPI on a cluster of PCs. The experiments show that the configurable parameters of the linear algebra routines can be adjusted during the run-time process despite the variability of the environment.
Keywords :
computer operating procedures; linear algebra; mathematics computing; message passing; parallel programming; software libraries; software performance evaluation; CPU load; MPI; PC cluster; automatic optimisation; automatically tuned linear algebra library; block LU factorisation; configurable parameters; design methodology; hardware characteristics; installation process; linear algebra routines; logical rectangular mesh; message passing; network traffic; parallel linear algebra routines; parallel versions; run-time process; sequential versions; system conditions; variable load; Clustering algorithms; Computer architecture; Computer science; Hardware; Libraries; Lifting equipment; Linear algebra; Runtime; Supercomputers; Telecommunication traffic;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Parallel, Distributed and Network-Based Processing, 2003. Proceedings. Eleventh Euromicro Conference on
Conference_Location :
Genova, Italy
ISSN :
1066-6192
Print_ISBN :
0-7695-1875-3
Type :
conf
DOI :
10.1109/EMPDP.2003.1183618
Filename :
1183618
Link To Document :
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