Private API Access and Functional Mocking in Automated Unit Test Generation

Andrea Arcuri, G. Fraser, René Just
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引用次数: 39

Abstract

Not all object oriented code is easily testable: Dependency objects might be difficult or even impossible to instantiate, and object-oriented encapsulation makes testing potentially simple code difficult if it cannot easily be accessed. When this happens, then developers can resort to mock objects that simulate the complex dependencies, or circumvent object-oriented encapsulation and access private APIs directly through the use of, for example, Java reflection. Can automated unit test generation benefit from these techniques as well? In this paper we investigate this question by extending the EvoSuite unit test generation tool with the ability to directly access private APIs and to create mock objects using the popular Mockito framework. However, care needs to be taken that this does not impact the usefulness of the generated tests: For example, a test accessing a private field could later fail if that field is renamed, even if that renaming is part of a semantics-preserving refactoring. Such a failure would not be revealing a true regression bug, but is a false positive, which wastes the developer's time for investigating and fixing the test. Our experiments on the SF110 and Defects4J benchmarks confirm the anticipated improvements in terms of code coverage and bug finding, but also confirm the existence of false positives. However, by ensuring the test generator only uses mocking and reflection if there is no other way to reach some part of the code, their number remains small.
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自动化单元测试生成中的私有API访问和功能模拟
并非所有面向对象的代码都容易测试:依赖对象可能很难或甚至不可能实例化,而面向对象的封装使得测试潜在的简单代码变得困难,如果它不容易被访问的话。发生这种情况时,开发人员可以求助于模拟复杂依赖关系的模拟对象,或者绕过面向对象的封装,通过使用(例如Java反射)直接访问私有api。自动化的单元测试生成也能从这些技术中获益吗?在本文中,我们通过扩展EvoSuite单元测试生成工具来研究这个问题,该工具具有直接访问私有api和使用流行的Mockito框架创建模拟对象的能力。但是,需要注意的是,这不会影响生成的测试的有用性:例如,如果对私有字段进行重命名,访问该字段的测试可能会失败,即使重命名是保留语义的重构的一部分。这样的失败不会揭示真正的回归错误,而是一个误报,这会浪费开发人员调查和修复测试的时间。我们在SF110和Defects4J基准测试上的实验证实了在代码覆盖率和bug发现方面的预期改进,但也证实了误报的存在。然而,通过确保测试生成器只在没有其他方法到达代码的某些部分时使用模拟和反射,它们的数量仍然很小。
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