将代码注释翻译成过程规范

Arianna Blasi, A. Goffi, Konstantin Kuznetsov, Alessandra Gorla, Michael D. Ernst, M. Pezzè, S. D. Castellanos
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引用次数: 80

摘要

过程规范在许多软件开发任务中都很有用。例如,在自动测试用例生成中,它们可以指导测试,充当能够揭示错误和识别非法输入的测试预言者。尽管在实践中很少有正式的规范可用,但开发人员使用半结构化注释来记录代码是标准的实践。这些注释混合了预定义的标记和自然语言来表达过程规范。本文介绍了Jdoctor,这是一种结合了模式、词法和语义匹配的方法,可以将Javadoc注释翻译成用Java表达式编写的可执行过程规范。在一项实证评估中,Jdoctor在将Javadoc翻译成过程规范方面达到了92%的准确率和83%的召回率。我们还向自动化测试用例生成工具Randoop提供了jdoctor派生的规范。规范使Randoop能够生成更高质量的测试用例。
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Translating code comments to procedure specifications
Procedure specifications are useful in many software development tasks. As one example, in automatic test case generation they can guide testing, act as test oracles able to reveal bugs, and identify illegal inputs. Whereas formal specifications are seldom available in practice, it is standard practice for developers to document their code with semi-structured comments. These comments express the procedure specification with a mix of predefined tags and natural language. This paper presents Jdoctor, an approach that combines pattern, lexical, and semantic matching to translate Javadoc comments into executable procedure specifications written as Java expressions. In an empirical evaluation, Jdoctor achieved precision of 92% and recall of 83% in translating Javadoc into procedure specifications. We also supplied the Jdoctor-derived specifications to an automated test case generation tool, Randoop. The specifications enabled Randoop to generate test cases of higher quality.
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