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Hybrid MPI/OpenMP Strategy for Biological Multiple Sequence Alignment with DIALIGN-TX in Heterogeneous Multicore Clusters

机译:用于异构多​​核群中的生物多序列对齐的混合MPI / OpenMP策略

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Multiple Sequence Alignment (MSA) is a fundamental problem in Bioinformatics that aims to align more than two biological sequences in order to emphasize similarity regions. This problem is known to be NP-Complete, so heuristic methods are used to solve it. DIALIGN-TX is an iterative heuristic method for MSA that is based on dynamic programming and generates alignments by concatenating ungapped regions with high similarity. This paper proposes an MPI/OpenMP master/slave parallel strategy to run DIALIGN-TX in heterogeneous multicore clusters, with multiple allocation policies. The results obtained in a 28-core heterogeneous cluster with real sequence sets show that the execution time can be drastically reduced. Also, we show that an appropriate choice of the allocation policy and the master node has great impact on the overall system performance.
机译:多序列对准(MSA)是生物信息学中的基本问题,其旨在对准两个以上的生物序列以强调相似性区域。已知这个问题是NP完整的,所以使用启发式方法来解决它。 Dialign-TX是一种迭代启发式方法,适用于基于动态编程的MSA,并通过通过高相似性连接未被折叠的区域来生成对齐。本文提出了一种MPI / OpenMP主/从并行策略来运行异构多核集群中的Dialign-Tx,具有多种分配策略。在具有实际序列组的28核异构簇中获得的结果表明执行时间可以大大降低。 Also, we show that an appropriate choice of the allocation policy and the master node has great impact on the overall system performance.

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