Refactoring-Aware Block Tracking in Commit History

Tracking the change history of statements in the commits of a project repository is in many cases useful for supporting various software maintenance, comprehension, and evolution tasks. A high level of accuracy can facilitate the adoption of code tracking tools by developers and researchers. To this end, we propose CodeTracker, a refactoring-aware tool that can generate the commit change history for code blocks. To evaluate its accuracy, we created an oracle with the change history of 1,280 code blocks found within 200 methods from 20 popular open-source project repositories. Moreover, we created a baseline based on the current state-of-the-art Abstract Syntax Tree diff tool, namely GumTree 3.0, in order to compare the accuracy and execution time. Our experiments have shown that CodeTracker has a considerably higher precision/recall and faster execution time than the GumTree-based baseline, and can extract the complete change history of a code block with a precision and recall of 99.5% within 3.6 seconds on average.

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Publication Details

Journal
IEEE Transactions on Software Engineering
Published
2024-10-22
DOI
https://doi.org/10.1109/tse.2024.3484586
Citations
2
Primary Topic
Advanced Database Systems and Queries
Type
article
Field-Weighted Citation Impact
0.70
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article

Refactoring-Aware Block Tracking in Commit History

Muzaffar Hasan, Nikolaos Tsantalis, Pouria Alikhanifard
2 citations
IEEE Transactions on Software Engineering
Advanced Database Systems and Queries
0.70
article

Refactoring-Aware Block Tracking in Commit History

Muzaffar Hasan, Nikolaos Tsantalis, Pouria Alikhanifard
article en
2 citations

Abstract

Tracking the change history of statements in the commits of a project repository is in many cases useful for supporting various software maintenance, comprehension, and evolution tasks. A high level of accuracy can facilitate the adoption of code tracking tools by developers and researchers. To this end, we propose CodeTracker, a refactoring-aware tool that can generate the commit change history for code blocks. To evaluate its accuracy, we created an oracle with the change history of 1,280 code blocks found within 200 methods from 20 popular open-source project repositories. Moreover, we created a baseline based on the current state-of-the-art Abstract Syntax Tree diff tool, namely GumTree 3.0, in order to compare the accuracy and execution time. Our experiments have shown that CodeTracker has a considerably higher precision/recall and faster execution time than the GumTree-based baseline, and can extract the complete change history of a code block with a precision and recall of 99.5% within 3.6 seconds on average.

IEEE Transactions on Software EngineeringVol. 50(12)
Concordia University (CA)
Openalex Percentile: Top 27%
Advanced Database Systems and Queries
0.70
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