DocumentCode
1135160
Title
Algorithm-Based Fault Tolerance for Fail-Stop Failures
Author
Chen, Zizhong ; Dongarra, Jack
Author_Institution
Dept. of Math. & Comput. Sci., Colorado Sch. of Mines, Golden, CO
Volume
19
Issue
12
fYear
2008
Firstpage
1628
Lastpage
1641
Abstract
Fail-stop failures in distributed environments are often tolerated by checkpointing or message logging. In this paper, we show that fail-stop process failures in ScaLAPACK matrix-matrix multiplication kennel can be tolerated without checkpointing or message logging. It has been proved in previous algorithm-based fault tolerance that, for matrix-matrix multiplication, the checksum relationship in the input checksum matrices is preserved at the end of the computation no mater which algorithm is chosen. From this checksum relationship in the final computation results, processor miscalculations can be detected, located, and corrected at the end of the computation. However, whether this checksum relationship can be maintained in the middle of the computation or not remains open. In this paper, we first demonstrate that, for many matrix matrix multiplication algorithms, the checksum relationship in the input checksum matrices is not maintained in the middle of the computation. We then prove that, however, for the outer product version algorithm, the checksum relationship in the input checksum matrices can be maintained in the middle of the computation. Based on this checksum relationship maintained in the middle of the computation, we demonstrate that fail-stop process failures (which are often tolerated by checkpointing or message logging) in ScaLAPACK matrix-matrix multiplication can be tolerated without checkpointing or message logging.
Keywords
checkpointing; distributed processing; matrix multiplication; software fault tolerance; ScaLAPACK; checksum matrix; checksum relationship; distributed environment; fail-stop failure; fault tolerance; matrix-matrix multiplication; processor miscalculation; product version algorithm; Mathematical Software; Parallel algorithms; Reliability and robustness;
fLanguage
English
Journal_Title
Parallel and Distributed Systems, IEEE Transactions on
Publisher
ieee
ISSN
1045-9219
Type
jour
DOI
10.1109/TPDS.2008.58
Filename
4492768
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