分布式系统中软件升级失败的理解与检测

Q3 Computer Science
Yongle Zhang, Junwen Yang, Zhuqi Jin, Utsav Sethi, Kirk Rodrigues, Shan Lu, Ding Yuan
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引用次数: 22

摘要

升级是破坏分布式系统可用性的最具破坏性但又不可避免的维护任务之一。升级过程中的任何失败都是灾难性的,因为它进一步扩展了升级造成的服务中断。持续部署的日益普及进一步增加了升级任务的频率和负担。在实践中,升级失败导致了当今许多引人注目的云中断。不幸的是,人们对它们的特征知之甚少。本文对用户在8个广泛使用的分布式系统中报告的123个实际升级失败进行了深入研究,揭示了升级失败的严重性、根本原因、暴露条件和修复策略。在我们研究的指导下,我们设计了一个测试框架DUPTester,它揭示了4个分布式系统中20个以前未知的升级失败,并应用了一系列静态检查器DUPChecker,它发现了800多个可能导致升级失败的跨版本数据格式不兼容。HBase开发人员一直要求将DUPChecker集成到他们的工具链中。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Understanding and Detecting Software Upgrade Failures in Distributed Systems
Upgrade is one of the most disruptive yet unavoidable maintenance tasks that undermine the availability of distributed systems. Any failure during an upgrade is catastrophic, as it further extends the service disruption caused by the upgrade. The increasing adoption of continuous deployment further increases the frequency and burden of the upgrade task. In practice, upgrade failures have caused many of today's high-profile cloud outages. Unfortunately, there has been little understanding of their characteristics. This paper presents an in-depth study of 123 real-world upgrade failures that were previously reported by users in 8 widely used distributed systems, shedding lights on the severity, root causes, exposing conditions, and fix strategies of upgrade failures. Guided by our study, we have designed a testing framework DUPTester that revealed 20 previously unknown upgrade failures in 4 distributed systems, and applied a series of static checkers DUPChecker that discovered over 800 cross-version data-format incompatibilities that can lead to upgrade failures. DUPChecker has been requested by HBase developers to be integrated into their toolchain.
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来源期刊
Operating Systems Review (ACM)
Operating Systems Review (ACM) Computer Science-Computer Networks and Communications
CiteScore
2.80
自引率
0.00%
发文量
10
期刊介绍: Operating Systems Review (OSR) is a publication of the ACM Special Interest Group on Operating Systems (SIGOPS), whose scope of interest includes: computer operating systems and architecture for multiprogramming, multiprocessing, and time sharing; resource management; evaluation and simulation; reliability, integrity, and security of data; communications among computing processors; and computer system modeling and analysis.
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