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MC-MIPOG: A Parallel t-Way Test Generation Strategy for Multicore Systems

机译:MC-MIPOG:多核系统的并行t-way测试生成策略

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摘要

Combinatorial testing has been an active research area in recent years. One challenge in this area is dealing with the combinatorial explosion problem, which typically requires a very expensive computational process to find a good test set that covers all the combinations for a given interaction strength (t). Parallelization can be an effective approach to manage this computational cost, that is, by taking advantage of the recent advancement of multicore architectures. In line with such alluring prospects, this paper presents a new deterministic strategy, called multicore modified input parameter order (MC-MIPOG) based on an earlier strategy, input parameter order generalized (IPOG). Unlike its predecessor strategy, MC-MIPOG adopts a novel approach by removing control and data dependency to permit the harnessing of multicore systems. Experiments are undertaken to demonstrate speedup gain and to compare the proposed strategy with other strategies, including IPOG. The overall results demonstrate that MC-MIPOG outperforms most existing strategies (IPOG, IPOF, IPOF2, IPOG-D, ITCH, TConfig, Jenny, and TVG) in terms of test size within acceptable execution time. Unlike most strategies, MC-MIPOG is also capable of supporting high interaction strengths of t > 6.
机译:组合测试是近年来活跃的研究领域。该领域的一个挑战是解决组合爆炸问题,该问题通常需要非常昂贵的计算过程才能找到一个好的测试集,该测试集涵盖给定相互作用强度(t)的所有组合。并行化可以是一种有效的方法来管理此计算成本,也就是说,可以利用多核体系结构的最新发展。鉴于这种诱人的前景,本文提出了一种新的确定性策略,称为多核修改输入参数顺序(MC-MIPOG),该策略基于较早的策略,即输入参数顺序通用化(IPOG)。与以前的策略不同,MC-MIPOG采用了一种新颖的方法,即消除了控制和数据依赖性,从而可以利用多核系统。进行了实验以证明加速增益,并将拟议的策略与包括IPOG在内的其他策略进行比较。总体结果表明,在可接受的执行时间内,MC-MIPOG在测试规模方面优于大多数现有策略(IPOG,IPOF,IPOF2,IPOG-D,ITCH,TConfig,Jen​​ny和TVG)。与大多数策略不同,MC-MIPOG还能够支持t> 6的高交互强度。

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