工程一个快速的在线持久后缀树构建

Srikanta J. Bedathur, J. Haritsa
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引用次数: 58

摘要

由于I/O成本过高,在线持久后缀树结构被认为是不切实际的。然而,这些先前的研究并没有考虑缓冲区管理策略和后缀树的内部节点结构对构建I/O行为和随后对树的检索的影响。我们在大基因组DNA和蛋白质序列的背景下详细研究了这两个问题。特别是,我们做出了以下贡献:(i)一种称为TOP-Q的新型低开销缓冲策略,它改善了后缀树构建和后续检索的磁盘行为,以及(ii)经验证据表明,与数组表示相比,后缀树节点的空间高效链表表示提供了明显较差的性能。这些结果表明,仔细选择实现策略可以使在线持久后缀树构建的可扩展性大大提高——就固定内存预算索引的序列长度而言,比目前所认为的要高。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Engineering a fast online persistent suffix tree construction
Online persistent suffix tree construction has been considered impractical due to its excessive I/O costs. However, these prior studies have not taken into account the effects of the buffer management policy and the internal node structure of the suffix tree on I/O behavior of construction and subsequent retrievals over the tree. We study these two issues in detail in the context of large genomic DNA and protein sequences. In particular, we make the following contributions: (i) a novel, low-overhead buffering policy called TOP-Q which improves the on-disk behavior of suffix tree construction and subsequent retrievals, and (ii) empirical evidence that the space efficient linked-list representation of suffix tree nodes provides significantly inferior performance when compared to the array representation. These results demonstrate that a careful choice of implementation strategies can make online persistent suffix tree construction considerably more scalable - in terms of length of sequences indexed with a fixed memory budget, than currently perceived.
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