b树索引,插值搜索和倾斜

G. Graefe
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引用次数: 41

摘要

最近存储硬件的性能改进对带宽的好处远远大于对延迟的好处。除其他含义外,这种趋势有利于大型b树页面。处理器硬件最近的性能改进对处理带宽的好处也远远超过对内存延迟的好处。除其他含义外,这种趋势有利于添加计算,如果它们可以保存缓存错误。通过少量的计算将搜索直接引导到所需的关键字,插值搜索比二分搜索更好地补充了这些趋势。如果键值的分布是完全一致的,那么它执行得很好,但如果不是这样,它可能是无用的,甚至是浪费的。本文收集并描述了在b树索引中进行插值搜索的十几种技术。它们中的大多数都试图避免偏差,或者很早就发现偏差,然后避免其不良影响。其中一些方法是b树搜索的一部分,而其他技术是新的。这项调查的目的是鼓励对这些技术及其在现代硬件上的性能进行研究。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
B-tree indexes, interpolation search, and skew
Recent performance improvements in storage hardware have benefited bandwidth much more than latency. Among other implications, this trend favors large B-tree pages. Recent performance improvements in processor hardware also have benefited processing bandwidth much more than memory latency. Among other implications, this trend favors adding calculations if they save cache faults.With small calculations guiding the search directly to the desired key, interpolation search complements these trends much better than binary search. It performs well if the distribution of key values is perfectly uniform, but it can be useless and even wasteful otherwise. This paper collects and describes more than a dozen techniques for interpolation search in B-tree indexes. Most of them attempt to avoid skew or to detect skew very early and then to avoid its bad effects. Some of these methods are part of the folklore of B-tree search, whereas other techniques are new. The purpose of this survey is to encourage research into such techniques and their performance on modern hardware.
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