Title :
The Fault Tolerant Parallel Algorithm: the Parallel Recomputing Based Failure Recovery
Author :
Yang, Xuejun ; Du, Yunfei ; Wang, Panfeng ; Fu, Hongyi ; Jia, Jia ; Wang, Zhiyuan ; Suo, Guang
Author_Institution :
Nat. Univ. of Defense Technol., Changsha
Abstract :
This paper addresses the issue of fault tolerance in parallel computing, and proposes a new method named parallel recomputing. Such method achieves fault recovery automatically by using surviving processes to recompute the workload of failed processes in parallel. The paper firstly defines the fault tolerant parallel algorithm (FTPA) as the parallel algorithm which tolerates failures by parallel recomputing. Furthermore, the paper proposes the inter-process definition-use relationship analysis method based on the conventional definition-use analysis for revealing the relationship of variables in different processes. Under the guidance of this new method, principles of fault tolerant parallel algorithm design are given. At last, the authors present the design of FTPAs for matrix-matrix multiplication and NPB kernels, and evaluate them by experiments on a cluster system. The experimental results show that the overhead of FTPA is less than the overhead of checkpointing.
Keywords :
fault tolerant computing; parallel algorithms; fault tolerant parallel algorithm; interprocess definition-use relationship analysis; parallel recomputing based failure recovery; Algorithm design and analysis; Application software; Checkpointing; Concurrent computing; Fault tolerance; High performance computing; Large-scale systems; Parallel algorithms; Parallel processing; Scientific computing;
Conference_Titel :
Parallel Architecture and Compilation Techniques, 2007. PACT 2007. 16th International Conference on
Conference_Location :
Brasov
Print_ISBN :
978-0-7695-2944-8
DOI :
10.1109/PACT.2007.4336212