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Modeling and Optimization of Latency in Erasure-coded Storage Systems

机译:擦除编码存储系统延迟的建模与优化

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摘要

As consumers are increasingly engaged in social networking and E-commerce activities, businesses grow to rely on Big Data analytics for intelligence, and traditional IT infrastructures continue to migrate to the cloud and edge, these trends cause distributed data storage demand to rise at an unprecedented speed. Erasure coding has seen itself quickly emerged as a promising technique to reduce storage cost while providing similar reliability as replicated systems, widely adopted by companies like Facebook, Microsoft and Google. However, it also brings new challenges in characterizing and optimizing the access latency when data objects are erasure coded in distributed storage. The aim of this monograph is to provide a review of recent progress (both theoretical and practical) on systems that employ erasure codes for distributed storage. In this monograph, we will first identify the key challenges and taxonomy of the research problems and then give an overview of different models and approaches that have been developed to quantify latency of erasure-coded storage. This includes recent work leveraging MDS-Reservation, Fork-Join, Probabilistic, and Delayed-Relaunch scheduling policies, as well as their applications to characterizing access latency (e.g., mean, tail, and asymptotic latency) of erasure-coded distributed storage systems. We will also extend the discussions to video streaming from erasure-coded distributed storage systems. Next, we will bridge the gap between theory and practice, and discuss lessons learned from prototype implementations. In particular, we will discuss exemplary implementations of erasure-coded storage, illuminate key design degrees of freedom and tradeoffs, and summarize remaining challenges in real-world storage systems such as in content delivery and caching. Open problems for future research are discussed at the end of each chapter.
机译:由于消费者越来越多地参与社交网络和电子商务活动,企业将依赖于智能的大数据分析,而传统的IT基础架构继续迁移到云和边缘,这些趋势导致分布式数据存储需求在前所未有的情况下升高速度。擦除编码本身被迅速出现为有希望的技术,以降低储存成本,同时提供类似的可靠性作为复制系统,由Facebook,Microsoft和Google等公司广泛采用。但是,当数据对象在分布式存储中编码编码时,它还带来了新的挑战。本专着的目的是提供对采用分布式存储擦除代码的系统的最近进度(理论和实用)的审查。在本专着中,我们首先将确定研究问题的关键挑战和分类,然后概述了已经开发出来的不同模型和方法,以量化擦除编码存储的延迟。这包括最近的工作利用MDS预留,叉协议,概率和延迟重新启动调度策略以及它们的应用程序,以表征擦除编码的分布式存储系统的访问延迟(例如,平均值,尾部和渐近)。我们还将将讨论扩展到从擦除编码的分布式存储系统中展开视频流。接下来,我们将介绍理论与实践之间的差距,并讨论从原型实施中吸取的经验教训。特别地,我们将讨论擦除编码存储的示例性实现,照亮了关键设计自由度和权衡,并总结了现实世界存储系统中的剩余挑战,例如内容传递和缓存。每章结束时讨论了未来研究的开放问题。

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