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P2 Understanding and Detecting On-The-Fly Configuration Bugs

理解与检测运行时配置更新缺陷
ICSE 2023 IEEE/ACM 45th International Conference on Software Engineering (ICSE)2023匹配度 1/10 · 该论文研究运行时配置更新缺陷的实证与差分测试,属于软件测试/调试方向,与用户关注的静态分析、LLM/Agent 交叉、浮点程序分析或贝叶斯程序分析均无直接关联。虽然包含真实系统实证与工具实现,但研究目标和方法不在用户画像的核心范围内。引用 15 inbox
Teng Wang, Zhouyang Jia, Shanshan Li, Si Zheng, Yue Yu, Erci Xu, Shaoliang Peng, Xiangke Liao
crossref: 2026-09-12dblp: 2026-09-12

AI 速览

一句话:首次实证研究运行时配置更新缺陷(OCBug),并提出差分测试框架 Parachute 自动检测此类缺陷。

现代软件系统提供大量配置选项并支持运行时在线更新,但更新不当会导致崩溃或功能错误,这类缺陷称为 OCBug。本文首次对来自 5 个广泛使用系统的 75 个真实 OCBug 进行实证研究,总结其症状、根因与触发条件,并据此设计实现了自动化测试框架 Parachute。其核心洞察是:同一配置项在启动加载与在线更新两种方式下对程序的影响应当一致;Parachute 通过变异已有测试生成在线更新测试,并用差分分析识别 OCBug。在 7 个真实系统上的评估显示,它检出 75%(42/56)的已知 OCBug,并报告 13 个未知缺陷,其中 11 个已获确认或修复。

问题
运行时(on-the-fly)配置更新可能引发崩溃或功能错误,但此类缺陷此前缺乏系统性的实证理解与自动检测手段。
方法
对 5 个系统中共 75 个真实 OCBug 进行实证研究,归纳症状、根因与触发条件;据此实现 Parachute,通过变异已有测试生成配置更新测试,并基于“启动加载与在线更新对程序影响应一致”的洞察做差分分析。
评估
在 7 个真实软件系统上评估,Parachute 检出 75%(42/56)的已知 OCBug,并报告 13 个未知缺陷,其中 11 个已获开发者确认或修复。
原文摘要(Abstract)

Software systems introduce an increasing number of configuration options to provide flexibility, and support updating the options on the fly to provide persistent services. This mechanism, however, may affect the system reliability, leading to unexpected results like software crashes or functional errors. In this paper, we refer to the bugs caused by on-the-fly configuration updates as on-the-fly configuration bugs, or OCBugs for short. In this paper, we conducted the first in-depth study on 75 real-world OCBugs from 5 widely used systems to understand the symptoms, root causes, and triggering conditions of OCBugs. Based on our study, we designed and implemented Parachute, an automated testing framework to detect OCBugs. Our key insight is that the value of one configuration option, either loaded at the startup phase or updated on the fly, should have the same effects on the target program. Parachute generates tests for on-the-fly configuration updates by mutating the existing tests and conducts differential analysis to identify OCBugs. We evaluated Parachute on 7 real-world software systems. The results show that Parachute detected 75% (42/56) of the known OCBugs, and reported 13 unknown bugs, 11 of which have been confirmed or fixed by developers until the time of writing.

链接与引用

DOI 原文 · DBLP

BibTeX
@inproceedings{WangJLZYXPL23,
  title = {Understanding and Detecting On-The-Fly Configuration Bugs},
  author = {Teng Wang and Zhouyang Jia and Shanshan Li and Si Zheng and Yue Yu and Erci Xu and Shaoliang Peng and Xiangke Liao},
  booktitle = {ICSE},
  year = {2023},
  doi = {10.1109/icse48619.2023.00062}
}