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AD-LRU: An efficient buffer replacement algorithm for flash-based databases

机译:AD-LRU:一种用于基于闪存的数据库的高效缓冲区替换算法

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摘要

Flash memory has characteristics of out-of-place update and asymmetric I/O latencies for read, write, and erase operations. Thus, the buffering policy for flash-based databases has to consider those properties to improve the overall performance. This article introduces a new approach to buffer management for flash-based databases, called AD-LRU (Adaptive Double LRU), which focuses on improving the overall runtime efficiency by reducing the number of write/erase operations and by retaining a high buffer hit ratio. We conduct trace-driven experiments both in a simulation environment and in a real DBMS, using a real OLTP trace and four kinds of synthetic traces: random, read-most, write-most, and Zipf. We make detailed comparisons between our algorithm and the best-known competitor methods. The experimental results show that AD-LRU is superior to its competitors in most cases.
机译:闪存具有就读,写和擦除操作的就地更新和非对称I / O延迟的特性。因此,基于闪存的数据库的缓冲策略必须考虑那些属性以提高整体性能。本文介绍了一种新的基于闪存的数据库缓冲区管理方法,称为AD-LRU(自适应双LRU),该方法着重于通过减少写入/擦除操作的数量并保持较高的缓冲区命中率来提高整体运行时效率。 。我们使用真实的OLTP迹线和四种合成迹线在模拟环境和真实的DBMS中进行迹线驱动的实验:随机,最读取,最写入和Zipf。我们在算法和最著名的竞争对手方法之间进行了详细的比较。实验结果表明,AD-LRU在大多数情况下都优于其竞争对手。

著录项

  • 来源
    《Data & Knowledge Engineering》 |2012年第2012期|p.83-102|共20页
  • 作者单位

    School of Computer Science and Technology, University of Science and Technology of China, China Department of Computer Science, University of Kaiserslautern, D-67663 Kaiserslautern, Germany;

    School of Computer Science and Technology, University of Science and Technology of China, China Department of Computer Science, University of Kaiserslautern, D-67663 Kaiserslautern, Germany;

    School of Computer Science and Technology, University of Science and Technology of China, China Department of Computer Science, University of Kaiserslautern, D-67663 Kaiserslautern, Germany;

    School of Computer Science and Technology, University of Science and Technology of China, China Department of Computer Science, University of Kaiserslautern, D-67663 Kaiserslautern, Germany;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    flash memory; database buffer management; replacement policy; flash-based DBMS;

    机译:闪存数据库缓冲区管理;更换政策;基于闪存的DBMS;

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