Fitness-guided Resilience Testing of Microservice-based Applications

Zhenyue Long, Guoquan Wu, Xiaojiang Chen, Chengxu Cui, W. Chen, Jun Wei
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引用次数: 6

Abstract

Modern distributed applications are moving toward a microservice architecture, in which each service is developed and managed independently, and new features and updates are delivered continuously. A guiding principle of microservice architecture is that it is vital to anticipate and mitigate a variety of hardware and software failures. In order to test the fault handling capabilities of microservices automatically, this paper presents IntelliFT, a guided resilience testing technique for microservice based applications, which aims to expose the defects in the fault-handling logic effectively within a fixed time limit. The characteristic of IntelliFT is that it leverages existing integration tests of the applications under test to explore the fault space, and decides whether injected faults can lead to severe failures by designing fitness-guided search technique. Our experimental results on a medium-size microservice benchmark system show that the proposed technique is effective, improves the state-of-the-art, and can quickly expose bugs in the recovery logic.
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基于微服务的应用的适应度引导弹性测试
现代分布式应用正在向微服务架构发展,在微服务架构中,每个服务都是独立开发和管理的,新功能和更新会不断交付。微服务架构的一个指导原则是,预测和减轻各种硬件和软件故障是至关重要的。为了自动测试微服务的故障处理能力,本文提出了一种基于微服务应用的引导弹性测试技术IntelliFT,该技术旨在在固定的时间内有效地暴露故障处理逻辑中的缺陷。IntelliFT的特点是利用被测应用的现有集成测试来探索故障空间,并通过设计适应度引导搜索技术来判断注入故障是否会导致严重故障。我们在一个中等规模的微服务基准系统上的实验结果表明,所提出的技术是有效的,改进了最先进的技术,并且可以快速暴露恢复逻辑中的错误。
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