自动诊断和修复C语言中的错误处理bug

Yuchi Tian, Baishakhi Ray
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引用次数: 54

摘要

正确的错误处理对于构建可靠和安全的系统至关重要。不幸的是,像C这样的低级语言通常不支持任何错误处理原语,而是让开发人员创建自己的错误传播和处理机制。然而,在实践中,开发人员经常在编写重复和繁琐的错误处理代码时犯错误,并无意中引入bug。这种错误处理错误通常会造成严重的后果,破坏受影响系统的安全性和可靠性。修复这些bug也很累人——它们是重复的,实现起来很麻烦。因此,开发支持自动检测和修复错误处理错误的工具是至关重要的。为了理解在广泛使用的C程序中出现的错误处理错误的本质,我们对现实世界中的错误处理错误及其修复进行了全面的研究。利用这些知识,我们然后设计、实现和评估ErrDoc,这个工具不仅可以检测和描述不同类型的错误处理错误,还可以自动修复它们。我们对五个开源项目的评估表明,ErrDoc可以以100%到84%的准确率和95%左右的召回率检测错误处理bug,并以83%到96%的准确率和90%以上的召回率对它们进行分类。因此,ErrDoc将精度提高了5个百分点,召回率提高了44个百分点。我们还证明了ErrDoc可以高精度地修复错误。
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Automatically diagnosing and repairing error handling bugs in C
Correct error handling is essential for building reliable and secure systems. Unfortunately, low-level languages like C often do not support any error handling primitives and leave it up to the developers to create their own mechanisms for error propagation and handling. However, in practice, the developers often make mistakes while writing the repetitive and tedious error handling code and inadvertently introduce bugs. Such error handling bugs often have severe consequences undermining the security and reliability of the affected systems. Fixing these bugs is also tiring-they are repetitive and cumbersome to implement. Therefore, it is crucial to develop tool supports for automatically detecting and fixing error handling bugs. To understand the nature of error handling bugs that occur in widely used C programs, we conduct a comprehensive study of real world error handling bugs and their fixes. Leveraging the knowledge, we then design, implement, and evaluate ErrDoc, a tool that not only detects and characterizes different types of error handling bugs but also automatically fixes them. Our evaluation on five open-source projects shows that ErrDoc can detect error handling bugs with 100% to 84% precision and around 95% recall, and categorize them with 83% to 96% precision and above 90% recall. Thus, ErrDoc improves precision up to 5 percentage points, and recall up to 44 percentage points w.r.t. the state-of-the-art. We also demonstrate that ErrDoc can fix the bugs with high accuracy.
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