Defects4REST: A Benchmark of Real-World Defects to Enable Controlled Testing and Debugging Studies for REST APIs
Rahil Mehta, Pushpak Katkhede, Manish Motwani
摘要
Existing research on REST API testing and debugging often relies on arbitrarily selected APIs for evaluation, leaving a critical gap in our understanding of real world defects in REST API based projects, particularly those that can be automatically detected or repaired. To address this gap, we present Defects4REST, the first public benchmark of defects in REST API projects, systematically mined from open source GitHub repositories. Using a semi-automated process that combines clustering, topic modeling, and manual validation, we build a dataset of 607 REST API defects from 50 projects and organize them into a taxonomy of 6 defect types and 13 sub-types. Each defect is linked to an issue report, the developer-modified versions of the patched files, and the corresponding commit messages. Defects4REST features easy access to the buggy and patched versions of projects for each defect and enables analysis of the associated artifacts. To evaluate current automated testing capabilities, we assess four state-of-the-art REST API testing tools on a sample of 30 defects from 11 projects. Our evaluation reveals that tools detect only 10% (3/30) of real-world defects due to nine fundamental limitations including semantic validation, stateful testing, and infrastructure-aware testing. We release both the benchmark and the issue mining framework to support reproducible research in REST APIs, enabling the development and evaluation of REST API testing and debugging techniques.
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