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P2 How bad can a bug get? an empirical analysis of software failures in the OpenStack cloud computing platform

一个 bug 能有多严重?OpenStack 云计算平台中软件故障的实证分析
FSE Proceedings of the 2019 27th ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering2019匹配度 1/10 · 该论文是面向 OpenStack 云管理系统的故障注入实证研究,关注故障影响、日志检测与跨组件传播,属于分布式系统可靠性与测试调试方向;与用户画像中的静态分析、LLM/Agent 交叉、浮点程序分析和贝叶斯程序分析均无直接关联,也未涉及理论形式化或 LLM 工具链。引用 81 inbox
Domenico Cotroneo, Luigi De Simone, Pietro Liguori, Roberto Natella, Nematollah Bidokhti
crossref: 2026-09-12

AI 速览

一句话:通过故障注入实证分析 OpenStack 云管理系统中软件故障的影响、检测与传播,揭示故障常被静默扩散。

论文关注云管理系统中的残余软件缺陷可能引发长时间宕机、数据丢失等高严重度故障。作者在广泛使用的 OpenStack 云管理平台上开展故障注入实验,并从三方面分析故障影响:是否表现为 fail-stop、能否通过日志被及时检测与通知、以及故障如何在组件之间传播。结果显示,大多数故障未能被及时检测和告警,许多故障会随时间静默传播并跨越多个组件,说明现有运行时检查与故障隔离不足。作者据此呼吁加强运行时检查与故障遏制机制,以提升云管理系统的可靠性。

问题
云管理系统中的残余软件 bug 可能导致高严重度故障,但 OpenStack 等平台中故障的可检测性与传播影响尚缺系统实证。
方法
对 OpenStack 进行故障注入,并分析故障的 fail-stop 行为、基于日志的检测情况以及跨组件传播。
评估
通过故障注入实验和失败案例分析,发现多数故障未被及时检测或通知,且会静默传播,需要更强的运行时检查与故障遏制。
原文摘要(Abstract)

Cloud management systems provide abstractions and APIs for programmatically configuring cloud infrastructures. Unfortunately, residual software bugs in these systems can potentially lead to high-severity failures, such as prolonged outages and data losses. In this paper, we investigate the impact of failures in the context widespread OpenStack cloud management system, by performing fault injection and by analyzing the impact of the resulting failures in terms of fail-stop behavior, failure detection through logging, and failure propagation across components. The analysis points out that most of the failures are not timely detected and notified; moreover, many of these failures can silently propagate over time and through components of the cloud management system, which call for more thorough run-time checks and fault containment.

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BibTeX
@inproceedings{paperbot5033,
  title = {How bad can a bug get? an empirical analysis of software failures in the OpenStack cloud computing platform},
  author = {Domenico Cotroneo and Luigi De Simone and Pietro Liguori and Roberto Natella and Nematollah Bidokhti},
  booktitle = {FSE},
  year = {2019},
  doi = {10.1145/3338906.3338916}
}