Efficient symbolic execution for software testing

Johannes Kinder
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Abstract

Summary form only given. Symbolic execution has proven to be a practical technique for building automated test case generation and bug finding tools. While the basic technique had been introduced already in the 70s, the advent of modern SAT and SMT solvers has lead to a surge of tools and techniques in the area over the last decade. This tutorial will introduce and compare the different approaches to using symbolic execution for testing and discuss the specific challenges and trade-offs. A main challenge in symbolic execution is path explosion, and various proposals have been made to combat it. I will discuss how these techniques affect the number and type of solver queries that have to be made, and how this can lead to surprising effects on the efficiency of a symbolic execution engine. Going further, we will look at developments to increase the scope of symbolic execution to larger software systems. Specific topics covered include state merging, procedure summaries, abstraction, search strategies, and parallelization.
有效的符号执行软件测试
只提供摘要形式。符号执行已被证明是构建自动化测试用例生成和bug查找工具的实用技术。虽然基本技术早在70年代就已经被引入,但在过去的十年里,现代SAT和SMT求解器的出现导致了该领域工具和技术的激增。本教程将介绍和比较使用符号执行进行测试的不同方法,并讨论具体的挑战和权衡。符号执行的一个主要挑战是路径爆炸,已经提出了各种解决方案。我将讨论这些技术如何影响必须执行的求解器查询的数量和类型,以及这如何对符号执行引擎的效率产生惊人的影响。进一步,我们将研究如何将符号执行的范围扩展到更大的软件系统。涉及的特定主题包括状态合并、过程摘要、抽象、搜索策略和并行化。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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