公共Git归档:一个大的代码数据集

Vadim Markovtsev, Waren Long
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引用次数: 38

摘要

开源软件项目的数量呈指数级增长。主要的在线软件存储库主机GitHub已经积累了数千万个公开可用的Git版本控制存储库。虽然可用的开源代码所支持的研究潜力显然是巨大的,但没有重要的大规模开源代码数据集存在。在本文中,我们展示了公共Git存档-来自GitHub的182,014个顶级书签Git存储库的数据集。我们描述了一种新的数据检索管道来再现它。我们还详细阐述了执行数据集更新和法律问题的策略。公共Git Archive在磁盘上占用3.0 TB,比当前的源代码数据集大一个数量级。该数据集通过HTTP提供,并提供项目的源代码、相关的元数据和开发历史。数据检索管道采用了优化的工作队列模型和优化的归档格式来有效地存储分叉的Git存储库,减少了需要下载和持久化的数据量。公共Git Archive旨在为“大代码”研究打开无数的新机会。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Public Git Archive: A Big Code Dataset for All
The number of open source software projects has been growing exponentially. The major online software repository host, GitHub, has accumulated tens of millions of publicly available Git version-controlled repositories. Although the research potential enabled by the available open source code is clearly substantial, no significant large-scale open source code datasets exist. In this paper, we present the Public Git Archive – dataset of 182,014 top-bookmarked Git repositories from GitHub. We describe the novel data retrieval pipeline to reproduce it. We also elaborate on the strategy for performing dataset updates and legal issues. The Public Git Archive occupies 3.0 TB on disk and is an order of magnitude larger than the current source code datasets. The dataset is made available through HTTP and provides the source code of the projects, the related metadata, and development history. The data retrieval pipeline employs an optimized worker queue model and an optimized archive format to efficiently store forked Git repositories, reducing the amount of data to download and persist. Public Git Archive aims to open a myriad of new opportunities for "Big Code" research.
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