Optimizing i/o-intensive transactions in highly interactive applications

M. Sharaf, Panos K. Chrysanthis, Alexandros Labrinidis, C. Amza
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引用次数: 15

Abstract

The performance provided by an interactive online database system is typically measured in terms of meeting certain pre-specified Service Level Agreements (SLAs), with expected transaction latency being the most commonly used type of SLA. This form of SLA acts as a soft deadline for each transaction, and user satisfaction can be measured in terms of minimizing tardiness, that is, the deviation from SLA. This objective is further complicated for I/O-intensive transactions, where the storage system becomes the performance bottleneck. Moreover, common I/O scheduling policies employed by the Operating System with a goal of improving I/O throughput or average latency may run counter to optimizing per-transaction performance since the Operating System is typically oblivious to the application high-level SLA specifications. In this paper, we propose a new SLA-aware policy for scheduling I/O requests of database transactions. Our proposed policy synergistically combines novel deadline-aware scheduling policies for database transactions with features of Operating System scheduling policies designed for improving I/O throughput. This enables our proposed policy to dynamically adapt to workload and consistently provide the best performance.
在高度交互的应用程序中优化i/o密集型事务
交互式在线数据库系统提供的性能通常是根据满足某些预先指定的服务水平协议(Service Level Agreements, SLA)来衡量的,预期事务延迟是最常用的SLA类型。这种形式的SLA作为每个事务的软截止日期,用户满意度可以通过最小化延迟来衡量,即与SLA的偏差。对于I/ o密集型事务,这个目标更加复杂,因为存储系统成为性能瓶颈。此外,操作系统采用的以提高I/O吞吐量或平均延迟为目标的通用I/O调度策略可能与优化每事务性能背道而驰,因为操作系统通常不注意应用程序高级SLA规范。在本文中,我们提出了一种新的sla感知策略来调度数据库事务的I/O请求。我们提出的策略协同结合了新的数据库事务的截止日期感知调度策略和旨在提高I/O吞吐量的操作系统调度策略的特性。这使我们建议的策略能够动态地适应工作负载并始终如一地提供最佳性能。
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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