输入还是不输入:量化JavaScript中可检测的bug

Zheng Gao, C. Bird, Earl T. Barr
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引用次数: 69

摘要

JavaScript正在爆炸式地增长,现在甚至在web领域之外的大型成熟项目中也有使用。JavaScript也是一种动态类型语言,静态类型系统,特别是Facebook的Flow和微软的TypeScript,已经为其编写。这些静态类型系统提供了什么好处?利用JavaScript项目历史,我们选择一个已修复的bug,并在修复之前检出代码。我们手动向有问题的代码中添加类型注释,并测试Flow和TypeScript是否会在有问题的代码中报告错误,从而可能促使开发人员在公开发布之前修复错误。然后我们报告这些类型系统报告错误的bug的比例。根据公共bug对静态类型系统进行评估是保守的:它低估了它们在私有开发期间检测bug的有效性,更不用说它们的其他好处,比如促进代码搜索/完成和作为文档。尽管存在这种不公平的竞争环境,但我们的主要发现是,这两个静态类型系统都发现了相当大比例的公开bug: Flow 0.30和TypeScript 2.0都成功地检测到了15%!
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To Type or Not to Type: Quantifying Detectable Bugs in JavaScript
JavaScript is growing explosively and is now used in large mature projects even outside the web domain. JavaScript is also a dynamically typed language for which static type systems, notably Facebook's Flow and Microsoft's TypeScript, have been written. What benefits do these static type systems provide? Leveraging JavaScript project histories, we select a fixed bug and check out the code just prior to the fix. We manually add type annotations to the buggy code and test whether Flow and TypeScript report an error on the buggy code, thereby possibly prompting a developer to fix the bug before its public release. We then report the proportion of bugs on which these type systems reported an error. Evaluating static type systems against public bugs, which have survived testing and review, is conservative: it understates their effectiveness at detecting bugs during private development, not to mention their other benefits such as facilitating code search/completion and serving as documentation. Despite this uneven playing field, our central finding is that both static type systems find an important percentage of public bugs: both Flow 0.30 and TypeScript 2.0 successfully detect 15%!.
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