The effect of buffering on the performance of R-trees

Scott T. Leutenegger, M. Lopez
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引用次数: 94

Abstract

Past R tree studies have focused on the number of nodes visited as a metric of query performance. Since database systems usually include a buffering mechanism, we propose that the number of disk accesses is a more realistic measure of performance. We develop a buffer model to analyze the number of disk accesses required for spatial queries using R trees. The model can be used to evaluate the quality of R tree update operations, such as various node splitting and tree restructuring policies, as measured by query performance on the resulting tree. We use our model to study the performance of three well known R tree packing algorithms. We show that ignoring buffer behavior and using number of nodes accessed as a performance metric can lead to incorrect conclusions, not only quantitatively, but also qualitatively. In addition, we consider the problem of how many levels of the R tree should be pinned in the buffer.
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缓冲对r树性能的影响
过去的R树研究主要关注访问节点的数量,将其作为查询性能的度量。由于数据库系统通常包含缓冲机制,因此我们建议将磁盘访问次数作为更实际的性能度量。我们开发了一个缓冲区模型来分析使用R树进行空间查询所需的磁盘访问次数。该模型可用于评估R树更新操作的质量,例如通过对结果树的查询性能来衡量各种节点拆分和树重组策略。我们使用我们的模型来研究三种著名的R树填充算法的性能。我们表明,忽略缓冲区行为并使用访问的节点数量作为性能指标可能导致不正确的结论,不仅在定量上,而且在定性上。此外,我们还考虑了R树的多少层应该固定在缓冲区中的问题。
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