Parallel Biological Sequence Comparison on Heterogeneous High Performance Computing Platforms with BSP++

Khaled Hamidouche, F. Mendonca, J. Falcou, D. Etiemble
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引用次数: 3

Abstract

Biological Sequence Comparison is an important operation in Bioinformatics that is often used to relate organisms. Smith and Waterman proposed an exact algorithm (SW) that compares two sequences in quadratic time and space. Due to high computing and memory requirements, SW is usually executed on HPC platforms such as multicore clusters and CellBEs. Since HPC architectures exhibit very different hardware characteristics, porting an application between them is an error-prone time-consuming task. BSP++ is an implementation of BSP that aims to reduce the effort to write parallel code. In this paper, we propose and evaluate a parallel BSP++ strategy to execute SW in multiple platforms like MPI, OpenMP, MPI/OpenMP, CellBE and MPI/CellBE. The results obtained with real DNA sequences show that the performance of our versions is comparable to the ones in the literature, evidencing the appropriateness and flexibility of our approach.
基于BSP++的异构高性能计算平台上并行生物序列比较
生物序列比较是生物信息学中的一项重要操作,通常用于联系生物体。Smith和Waterman提出了一种精确算法(SW),可以在二次时间和空间中比较两个序列。由于对计算和内存的要求很高,软件通常在多核集群和cellbe等高性能计算平台上执行。由于HPC体系结构表现出非常不同的硬件特征,因此在它们之间移植应用程序是一项容易出错的耗时任务。BSP++是BSP的一个实现,旨在减少编写并行代码的工作量。在本文中,我们提出并评估了并行BSP++策略,以在MPI, OpenMP, MPI/OpenMP, CellBE和MPI/CellBE等多个平台上执行SW。用真实DNA序列获得的结果表明,我们的版本的性能与文献中的版本相当,证明了我们方法的适当性和灵活性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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