Hardware acceleration for the banded Smith-Waterman algorithm with the cycled systolic array

Peng Chen, Chao Wang, Xi Li, Xuehai Zhou
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引用次数: 13

Abstract

The Smith-Waterman is one of the most popular algorithms in the molecular sequence alignment. It is often used to find the best local alignment between two strings by calculating the similarity score of the pair of strings. The algorithm is of great potential to be parallelized and has been employed by a lot of FPGA-based solutions, mostly with the systolic array manner. However, the architecture designers always find the number of the process elements (PE) in their implementation quite limited by the resources available on the FPGA devices. They either make decomposition or fold the implementation of their applications when facing a large requirement for the process elements number. In this paper, we put forward a novel FPGA-based architecture which could address the problem with a bounded number of PEs to realize any lengths of systolic array. It is mainly based on the idea of the banded Smith-Waterman but with a key distinguish that it reuses the PEs which are beyond the boundary. Analysis shows that the approach is as fast as the normal systolic fabric and obtains quite considerable resource reduction.
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循环收缩阵列带状Smith-Waterman算法的硬件加速
Smith-Waterman算法是分子序列比对中最流行的算法之一。它通常通过计算字符串对的相似度分数来寻找两个字符串之间的最佳局部对齐。该算法具有很大的并行化潜力,并已被许多基于fpga的解决方案所采用,大多采用收缩阵列方式。然而,架构设计人员总是发现,在他们的实现中,过程元素(PE)的数量受到FPGA设备上可用资源的限制。当面临对过程元素数量的大量需求时,他们要么分解应用程序,要么折叠应用程序的实现。在本文中,我们提出了一种新的基于fpga的架构,该架构可以解决pe数量有限的问题,以实现任意长度的收缩阵列。它主要基于带状史密斯-沃特曼的思想,但有一个关键的区别,即它重用了超出边界的pe。分析表明,该方法与常规收缩织物一样快,并获得相当可观的资源节约。
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