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Multidimensional Dynamic Programming for Homology Search on Distributed Systems

机译:分布式系统同源性搜索的多维动态规划

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Alignment problems in computational biology have been focused recently because of the rapid growth of sequence databases. By computing alignment, we can understand similarity among the sequences. Dynamic programming is a technique to find optimal alignment, but it requires very long computation time. We have shown that dynamic programming for more than two sequences can be efficiently processed on a compact system which consists of an off-the-shelf FPGA board and its host computer (node). The performance is, however, not enough for comparing long sequences. In this paper, we describe a computation method for the multidimensional dynamic programming on distributed systems. The method is now being tested using two nodes connected by Ethernet. According to our experiments, it is possible to achieve 5.1 times speedup with 16 nodes, and more speedup can be expected for comparing longer sequences using more number of nodes. The performance is affected only a little by the data transfer delay when comparing long sequences. Therefore, our method can be mapped on any kinds of networks with large delays.
机译:由于序列数据库的快速增长,计算生物学中的比对问题最近受到关注。通过计算比对,我们可以了解序列之间的相似性。动态编程是一种找到最佳对齐方式的技术,但它需要非常长的计算时间。我们已经展示了可以在一个紧凑的系统上有效地处理两个以上序列的动态编程,该系统由一个现成的FPGA板及其主机(节点)组成。但是,该性能不足以比较长序列。在本文中,我们描述了一种用于分布式系统的多维动态规划的计算方法。现在正在使用通过以太网连接的两个节点测试该方法。根据我们的实验,有可能用16个节点实现5.1倍的加速,并且使用更多数量的节点比较更长的序列时,可以期望有更大的加速。比较长序列时,数据传输延迟对性能的影响很小。因此,我们的方法可以映射到任何具有较大延迟的网络上。

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