用多SMT求解器和实算法扩展CREST

Do Quoc Huy, Trương Anh Hoàng, N. Binh
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引用次数: 3

摘要

生成具有高代码覆盖率的测试输入,同时最小化测试输入的数量,是一个实际但困难的问题。符号执行与SMT求解器相结合的应用为解决这一问题提供了一种很有前途的方法。最近,有几个工具可以帮助生成C程序的测试输入,但是它们的能力仍然有限,这取决于所选择的特定SMT求解器,而且大多数工具目前都不支持真正的算术。我们提出了一种克服唯一求解器能力限制的方法,通过使用多个SMT求解器并结合它们的结果来获得最佳解。我们还提出了一种用于符号检验的实算法推理方法。我们已经在一个叫做real CREST的开源符号测试工具中实现了这种方法。我们的实验结果是非常肯定的。
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Extending CREST with Multiple SMT Solvers and Real Arithmetic
Generating the test inputs, that have high code coverage while minimizing the number of test inputs, is a practical but difficult problem. The application of symbolic execution in combination with SMT solvers gives a promising way to solve it. Recently, there have been several tools that help generating the test inputs for C programs, but their abilities are still limited, depending on the particular chosen SMT solver and most of them currently do not support real arithmetic. We propose an approach to overcome the limitation of unique solver’s ability by using multiple SMT solvers and combining their results to get the best solution. We also propose a method of reasoning real arithmetic for symbolic testing. We have implemented this approach in an open source symbolic testing tool called real CREST. Our experimental results are very positive.
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