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Exploration of Erasure-Coded Storage Systems for High Performance, Reliability, and Inter-operability

机译:探索采用擦除编码的存储系统以实现高性能,可靠性和互操作性

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摘要

With the unprecedented growth of data and the use of low commodity drives in local disk-based storage systems and remote cloud-based servers has increased the risk of data loss and an overall increase in the user perceived system latency. To guarantee high reliability, replication has been the most popular choice for decades, because of simplicity in data management. With the high volume of data being generated every day, the storage cost of replication is very high and is no longer a viable approach.Erasure coding is another approach of adding redundancy in storage systems, which provides high reliability at a fraction of the cost of replication. However, the choice of erasure codes being used affects the storage efficiency, reliability, and overall system performance. At the same time, the performance and interoperability are adversely affected by the slower device components and complex central management systems and operations.To address the problems encountered in various layers of the erasure coded storage system, in this dissertation, we explore the different aspects of storage and design several techniques to improve the reliability, performance, and interoperability. These techniques range from the comprehensive evaluation of erasure codes, application of erasure codes for highly reliable and high-performance SSD system, to the design of new erasure coding and caching schemes for Hadoop Distributed File System, which is one of the central management systems for distributed storage. Detailed evaluation and results are also provided in this dissertation.
机译:随着数据的空前增长以及在基于本地磁盘的存储系统和基于远程云的服务器中使用低商品驱动器,增加了数据丢失的风险,并增加了用户感知的系统延迟。为了保证高可靠性,由于数据管理的简便性,复制已成为数十年来最受欢迎的选择。随着每天生成大量数据,复制的存储成本非常高,不再可行。擦除编码是在存储系统中增加冗余的另一种方法,它以高昂的成本提供了高可靠性复制。但是,所使用的擦除码的选择会影响存储效率,可靠性和整体系统性能。同时,性能和互操作性受到设备组件速度降低以及复杂的中央管理系统和操作的不利影响。为了解决擦除编码存储系统各层所遇到的问题,本论文探讨了存储的不同方面。存储和设计几种技术来提高可靠性,性能和互操作性。这些技术包括对擦除代码的综合评估,针对高度可靠和高性能SSD系统的擦除代码的应用,针对Hadoop分布式文件系统的新擦除代码和缓存方案的设计,这是Hadoop分布式文件系统的中央管理系统之一。分布式存储。本文还提供了详细的评估和结果。

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    Subedi Pradeep;

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  • 年度 2016
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