使用代码变更的时间依赖性来度量项目的进度

Omar Alam, Bram Adams, A. Hassan
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引用次数: 12

摘要

跟踪项目的进度通常是通过不精确的人工收集的信息来完成的,比如进度报告,或者通过自动度量,比如代码行(Lines of Code, LOC)。这样的量度过于粗粒度和不精确,无法捕获项目的所有方面。本文对源代码库中的代码变更进行了挖掘,并研究了代码变更的时间依赖性概念。使用这个概念,我们可以像跟踪建筑的进度一样跟踪软件项目的进度。我们可以检查变更是如何随着时间的推移相互建立的,并确定这些变更对项目质量的影响。特别是,我们研究新的变更是否及时构建,或者是否构建在较旧的、稳定的代码上。通过对两个大型开源项目(PostgreSQL和FreeBSD)的案例研究,我们展示了时间依赖性在不同的项目和每个项目的整个生命周期中是不同的。我们还展示了在新代码上构建和bug发生之间存在高度的线性相关性。
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Measuring the progress of projects using the time dependence of code changes
Tracking the progress of a project is often done through imprecise manually gathered information, like progress reports, or through automatic metrics such as Lines Of Code (LOC). Such metrics are too coarse-grained and too imprecise to capture all facets of a project. In this paper, we mine the code changes in the source code repository and study the concept of time dependence of code changes. Using this concept, we can track the progress of a software project as the progress of a building. We can examine how changes build on each other over time and determine the impact of these changes on the quality of a project. In particular, we study whether new changes are built just-in-time or if they build on older, stable code. Through a case study on two large open source projects (PostgreSQL and FreeBSD), we show that time dependence varies across projects and throughout the lifetime of each project. We also show that there is a high linear correlation between building on new code and the occurrence of bugs.
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