DocumentCode
3015613
Title
Out-of-core and pipeline techniques for wavefront algorithms
Author
Caron, E. ; Desprez, F. ; Suter, F.
Author_Institution
GRAAL, LIP, Lyon, France
fYear
2005
fDate
4-8 April 2005
Abstract
Several numerical computation algorithms exhibit dependences that lead to a wavefront of the computation. Depending on the data distribution chosen, pipelining communication and computation can be the only way to avoid a sequential execution of the parallel code. The computation grain has to be wisely chosen to obtain at the same time a maximum parallelism and a small communication overhead. On the other hand, when the size of data exceeds the memory capacity of the target platform, data have to be stored on disk. The concept of out-of-core computation aims at minimizing the impact of the I/O needed to compute on such data. It has been applied successfully on several linear algebra applications. In this paper we apply out-of-core techniques to wavefront algorithms. The originality of our approach is to overlap computation, communication, and I/O. An original strategy is proposed using several memory blocks accessed in a cyclic way. The resulting pipeline algorithm achieves a saturation of the disk resource, which is the bottleneck in out-of-core algorithms.
Keywords
parallel algorithms; pipeline processing; storage management; linear algebra; out-of-core computation; parallel algorithms; pipeline technique; storage management; wavefront algorithm; Concurrent computing; Costs; Delay; Distributed computing; Hardware; Linear algebra; Memory management; Parallel processing; Pipeline processing; Software libraries;
fLanguage
English
Publisher
ieee
Conference_Titel
Parallel and Distributed Processing Symposium, 2005. Proceedings. 19th IEEE International
Conference_Location
Denver, CO
Print_ISBN
0-7695-2312-9
Type
conf
DOI
10.1109/IPDPS.2005.318
Filename
1419825
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