On the Effectiveness of the Tarantula Fault Localization Technique for Different Fault Classes

A. Bandyopadhyay, Sudipto Ghosh
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引用次数: 7

Abstract

Unlike test generation techniques, spectrum-based fault localization techniques have not been rigorously evaluated for their effectiveness in localizing different classes of faults. In this paper, we evaluate the effectiveness of the Tarantula fault localization technique. We state that the following three properties of a fault affect the effectiveness of localizing it: (1) accessibility, (2) original state failure condition, and (3) impact. Accessibility refers to how easy or hard it is to execute a faulty statement. It is measured by the size of the backward slice of the faulty statement. The original state failure condition is the condition that must be satisfied to create a local failure state upon executing the faulty statement. Impact refers to the fraction of the program that is affected by the execution of the faulty statement, measured by the size of the forward slice of the faulty statement. The results of our evaluation with the Siemens benchmark suite show that (1) original state failure condition based fault classes have no relationship with the effectiveness of localization, and (2) faults that are hard to access and have low impact are most effectively localized. These observations are consistent across random and branch coverage based test suites.
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狼蛛故障定位技术对不同类型故障的有效性研究
与测试生成技术不同,基于频谱的故障定位技术在定位不同类型故障方面的有效性尚未得到严格的评估。本文对Tarantula断层定位技术的有效性进行了评价。我们指出,故障的以下三个属性影响其定位的有效性:(1)可达性,(2)原始状态失效条件,(3)影响。可访问性是指执行错误语句的难易程度。它是通过错误语句的向后切片的大小来度量的。原始状态失败条件是在执行错误语句时创建本地失败状态必须满足的条件。影响是指受执行错误语句影响的程序部分,用错误语句的前向切片的大小来衡量。我们使用西门子基准套件进行评估的结果表明:(1)基于原始状态失效条件的故障分类与定位有效性无关;(2)难以接近且影响较小的故障最有效定位。这些观察结果在基于随机和分支覆盖的测试套件中是一致的。
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