重叠和多版本b树的成本模型

Yufei Tao, D. Papadias, Jun Zhang
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引用次数: 8

摘要

重叠和多版本技术是两种流行的框架,它们将临时索引转换为多个逻辑树结构,以支持数据库的版本控制。虽然这两个框架都产生了许多高效的索引方法,但它们的性能分析相当有限;因此,在给定数据和查询特征的情况下,对备选结构的行为和最佳结构的选择没有明确的理解。此外,基于这些方法的查询优化目前是不可能的。由于在一些传统(如银行)和新兴(如时空)应用中合并了重叠和多版本技术,这些问题很严重。在本文中,我们提出了将重叠和多版本结构的性能分析简化为相应的短暂结构的性能分析的框架,从而大大简化了问题。这些框架产生了准确的成本模型,可以预测树的大小、节点访问和查询选择性。虽然我们关注的是基于b树的结构,但所提出的模型可以用于各种索引。
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Cost models for overlapping and multi-version B-trees
Overlapping and multi-version techniques are two popular frameworks that transform an ephemeral index into a multiple logical-tree structure in order to support versioning databases. Although both frameworks have produced numerous efficient indexing methods, their performance analysis is rather limited; as a result, there is no clear understanding about the behavior of the alternative structures and the choice of the best one, given the data and query characteristics. Furthermore, query optimization based on these methods is currently impossible. These are serious problems due to the incorporation of overlapping and multi-version techniques in several traditional (e.g. banking) and emerging (e.g. spatio-temporal) applications. In this paper, we propose frameworks for reducing the performance analysis of overlapping and multi-version structures to that of the corresponding ephemeral structures, thus simplifying the problem significantly. The frameworks lead to accurate cost models that predict the sizes of the trees, the node accesses and query selectivity. Although we focus on B-tree-based structures, the proposed models can be employed with a variety of indexes.
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