DocumentCode :
3502233
Title :
Parallel Basic Matrix Algebra on the Grid´5000 Large Scale Distributed Platform
Author :
Aouad, Lamine M. ; Petiton, Serge G.
Author_Institution :
Lab. d´´Informatique Fondamentale, Univ. of Sci. & Technol. of Lille
fYear :
2006
fDate :
25-28 Sept. 2006
Firstpage :
1
Lastpage :
8
Abstract :
In this paper we present a performance evaluation of large scale matrix algebra applications on the Grid´5000 platform. Grid´5000 is a nation wide experimental set of clusters which provide a reconfigurable and highly controllable and monitorable instrument. We test the scalability of the experimental tool and some optimization techniques for large scale matrix algebra applications in grid infrastructures based on an efficient data locality, already presented for non-dedicated grid platforms. This includes persistent data placement and explicit management of local memories on the computational nodes. We discuss the performances of a block-based matrix-vector product and the Gauss-Jordan method for large matrix inversion. As experimental grid middleware we use the XtremWeb system to manage the Grid´5000 computational resources. We also compare these results with those obtained on large non-dedicated computational platforms distributed on two geographic sites in France and Japan, we show the effectiveness of the presented data placement techniques but that some constraints and limitations on the experimentation and underlying tools make scalability and realistic expectations more difficult
Keywords :
grid computing; mathematics computing; matrix algebra; parallel processing; storage management; Gauss-Jordan method; Grid´5000 large scale distributed platform; XtremWeb system; explicit memory management; matrix inversion; parallel basic matrix algebra; performance evaluation; persistent data placement; Gaussian processes; Instruments; Large-scale systems; Matrices; Memory management; Middleware; Monitoring; Resource management; Scalability; Testing; Matrix algebra; Out-of-Core programming; Persistent data storage; The Grid´5000 platform;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Cluster Computing, 2006 IEEE International Conference on
Conference_Location :
Barcelona
ISSN :
1552-5244
Print_ISBN :
1-4244-0327-8
Electronic_ISBN :
1552-5244
Type :
conf
DOI :
10.1109/CLUSTR.2006.311894
Filename :
4100400
Link To Document :
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