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Safe regression test suite optimization: A review

机译:安全回归测试套件优化:回顾

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Systems are frequently regression tested for frequently occurring changes due to corrective, preventive, adaptive or perfective actions. Regression testing is used to prevent the undesired effect of these changes on the previously tested version. Due to these changes, new test cases become part of the test suite making it huge and inefficient for `retest all' strategy. The ultimate solution of this problem is optimization or reduction of the test suite. Computational intelligence (CI) based approaches like evolutionary computation, fuzzy logic, neural networks and swarm optimization has been used for test suite reduction. Optimization approaches reduce the test suite by compromising its safety. Ideally optimization of test suite must guarantee safe reduction. In this work, we have optimized the test suite using some CI based approaches and then analyzed the test suite for `safe reduction'. Safe reduction can be gauged using control flow graphs. Test cases of optimal solutions were traversed on these graphs. We found that these solutions partially cover control flow graph. This showed that optimal solutions returned by CI based approaches except fuzzy logic are not safe and will be inadequate for regression testing.
机译:经常对系统进行回归测试,以检查由于纠正,预防,适应或完善措施而引起的频繁发生的变化。回归测试用于防止这些更改对先前测试的版本产生不良影响。由于这些更改,新的测试用例成为测试套件的一部分,使其对于“全部重新测试”策略而言非常庞大且效率低下。这个问题的最终解决方案是优化或减少测试套件。基于计算智能(CI)的方法(例如进化计算,模糊逻辑,神经网络和群体优化)已用于减少测试套件。优化方法通过损害测试套件的安全性来减少测试套件。理想情况下,测试套件的优化必须保证安全减少。在这项工作中,我们使用了一些基于CI的方法对测试套件进行了优化,然后对测试套件进行了“安全降低”分析。可以使用控制流程图来测量安全降低量。在这些图中遍历了最佳解决方案的测试案例。我们发现这些解决方案部分覆盖了控制流程图。这表明除模糊逻辑以外,基于CI的方法返回的最佳解决方案并不安全,并且不足以进行回归测试。

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