为Tachyon(一个主存数据库管理系统)设计和实现一个缓存敏感的索引管理器

Kyung-Tae Lee, Inbum Jung, C. Choi, W. Choi, Sang-Wook Kim
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引用次数: 1

摘要

主内存DBMS (MMDBMS)有效地支持各种需要高性能的数据库应用程序,因为它使用主内存而不是磁盘作为主存储。本文讨论了下一代MMDBMS Tachyon的缓存敏感索引管理器。索引管理器是DBMS的重要子组件,用于根据特定的搜索条件加速从大量数据库中检索对象的速度。近年来,由于CPU技术的飞速发展,CPU处理时间与主存访问时间之间的差距越来越大。通过设计利用CPU中缓存行为的数据结构和算法,我们能够大大提高mmdbms的整体性能。本文讨论了在开发Tachyon的缓存敏感索引管理器过程中遇到的实际实现问题及解决方案。涉及的主要问题有:(1)考虑缓存行为,(2)索引条目的紧凑表示,(3)支持变长键,(4)支持多属性键,(5)支持重复键,以及(6)定义索引的系统目录。我们还通过大量的实验证明了我们的方法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Design and implementation of a cache-conscious index manager for the Tachyon, a main memory DBMS
The main memory DBMS (MMDBMS) efficiently supports various database applications that require high performance since it employs main memory rather than disk as a primary storage. In this paper, we discuss the cache-conscious index manager of the Tachyon, a next generation MMDBMS. The index manager is an essential sub-component of a DBMS used to speed up the retrieval of objects from a large volume of a database in response to a certain search condition. Recently, the gap between the CPU processing and main memory access times is becoming much wider due to rapid advance of CPU technology. By devising data structures and algorithms that utilize the behavior of the cache in CPU, we are able to enhance the overall performance of MMDBMSs considerably. In this paper, we address the practical implementation issues and our solutions for them obtained in developing the cache-conscious index manager of the Tachyon. The main issues touched are (1) consideration of the cache behavior, (2) compact representation of an index entry, (3) support of variable-length keys, (4) support of multiple-attribute keys, (5) support of duplicated keys, and (6) definition of the system catalog for indexes. We also show the effectiveness of our approach through extensive experiments.
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