Using the GPGPU for scaling up mining software repositories

Rina Nagano, Hiroki Nakamura, Yasutaka Kamei, Bram Adams, Kenji Hisazumi, Naoyasu Ubayashi, Akira Fukuda

研究成果: Conference contribution

1 被引用数 (Scopus)

抄録

The Mining Software Repositories (MSR) field integrates and analyzes data stored in repositories such as source control and bug repositories to support practitioners. Given the abundance of repository data, scaling up MSR analyses has become a major challenge. Recently, researchers have experimented with conventional techniques like a supercomputer or cloud computing, but these are either too expensive or too hard to configure. This paper proposes to scale up MSR analysis using "general-purpose computing on graphics processing units" (GPGPU) on off-the-shelf video cards. In a representative MSR case study to measure co-change on version history of the Eclipse project, we find that the GPU approach is up to a factor of 43.9 faster than a CPU-only approach.

本文言語English
ホスト出版物のタイトルProceedings - 34th International Conference on Software Engineering, ICSE 2012
ページ1435-1436
ページ数2
DOI
出版ステータスPublished - 2012
外部発表はい
イベント34th International Conference on Software Engineering, ICSE 2012 - Zurich, Switzerland
継続期間: 2012 6 22012 6 9

出版物シリーズ

名前Proceedings - International Conference on Software Engineering
ISSN(印刷版)0270-5257

Conference

Conference34th International Conference on Software Engineering, ICSE 2012
国/地域Switzerland
CityZurich
Period12/6/212/6/9

ASJC Scopus subject areas

  • ソフトウェア

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