A regression approach to performance analysis for the Differential File Architecture

Timothy R. Hill, A. Srinivasan
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Abstract

The Differential File Architecture (DFA) has been previously proposed as a physical database design which confines the volatility of a large database into a small, more manageable file. Although this approach affords many advantages, the use of dual files often results in two accesses to secondary storage. The response performance of the DFA is therefore a key issue, yet the only predictive performance model currently in existence assumes an ideal environment. This paper represents a preliminary step toward developing a general model of DFA performance, applicable to realistic settings in which the distribution of key accesses and the hashing distribution of keys to filter switches are non-uniform. In support of a regression approach to the problem, a metric is developed and tested for suitability as a predictor of non-uniformity effects.
差分文件体系结构性能分析的回归方法
差分文件体系结构(DFA)以前被提出作为一种物理数据库设计,它将大型数据库的波动性限制在一个小的、更易于管理的文件中。尽管这种方法提供了许多优点,但使用双文件通常会导致对辅助存储的两次访问。因此,DFA的响应性能是一个关键问题,但目前存在的唯一预测性能模型假设了一个理想的环境。本文代表了开发DFA性能通用模型的初步步骤,该模型适用于键访问分布和过滤开关键的哈希分布不均匀的实际设置。为了支持对该问题的回归方法,开发并测试了一个度量作为非均匀性影响的预测器的适用性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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