An investigation of distributed computing for combinatorial testing

IF 1.5 4区 计算机科学 Q3 COMPUTER SCIENCE, SOFTWARE ENGINEERING
Edmond La Chance, Sylvain Hallé
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引用次数: 0

Abstract

Combinatorial test generation, also called t ‐way testing, is the process of generating sets of input parameters for a system under test, by considering interactions between values of multiple parameters. In order to decrease total testing time, there is an interest in techniques that generate smaller test suites. In our previous work, we used graph techniques to produce high‐quality test suites. However, these techniques require a lot of computing power and memory, which is why this paper investigates distributed computing for t ‐way testing. We first introduce our distributed graph colouring method, with new algorithms for building the graph and for colouring it. Second, we present our distributed hypergraph vertex covering method and a new heuristic. Third, we show how to build a distributed IPOG algorithm by leveraging either graph colouring or hypergraph vertex covering as vertical growth algorithms. Finally, we test these new methods on a computer cluster and compare them to existing t ‐way testing tools.

Abstract Image

面向组合测试的分布式计算研究
组合测试生成,也称为t - way测试,是通过考虑多个参数值之间的相互作用,为被测系统生成输入参数集的过程。为了减少总的测试时间,人们对生成更小的测试套件的技术很感兴趣。在我们之前的工作中,我们使用图形技术来生成高质量的测试套件。然而,这些技术需要大量的计算能力和内存,这就是为什么本文研究用于t - way测试的分布式计算。我们首先介绍了我们的分布式图着色方法,用新的算法来构建图和给图着色。其次,提出了分布式超图顶点覆盖方法和一种新的启发式算法。第三,我们展示了如何通过利用图着色或超图顶点覆盖作为垂直增长算法来构建分布式IPOG算法。最后,我们在计算机集群上测试了这些新方法,并将它们与现有的t - way测试工具进行了比较。
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来源期刊
Software Testing Verification & Reliability
Software Testing Verification & Reliability 工程技术-计算机:软件工程
CiteScore
3.70
自引率
0.00%
发文量
34
审稿时长
>12 weeks
期刊介绍: The journal is the premier outlet for research results on the subjects of testing, verification and reliability. Readers will find useful research on issues pertaining to building better software and evaluating it. The journal is unique in its emphasis on theoretical foundations and applications to real-world software development. The balance of theory, empirical work, and practical applications provide readers with better techniques for testing, verifying and improving the reliability of software. The journal targets researchers, practitioners, educators and students that have a vested interest in results generated by high-quality testing, verification and reliability modeling and evaluation of software. Topics of special interest include, but are not limited to: -New criteria for software testing and verification -Application of existing software testing and verification techniques to new types of software, including web applications, web services, embedded software, aspect-oriented software, and software architectures -Model based testing -Formal verification techniques such as model-checking -Comparison of testing and verification techniques -Measurement of and metrics for testing, verification and reliability -Industrial experience with cutting edge techniques -Descriptions and evaluations of commercial and open-source software testing tools -Reliability modeling, measurement and application -Testing and verification of software security -Automated test data generation -Process issues and methods -Non-functional testing
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