Validating communication network configurations in cloud and HPC systems using Metamorphic Testing

P. Cañizares, Miguel Pérez, A. Núñez, Rosa Filgueira
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Abstract

During the last years, the fast evolution of computers and networks has led to the creation of a wide variety of services that have changed the way we live, like video streaming, online gaming and online shopping. These services are supported by complex systems, which require not only high computational power but high-speed and low-latency networks to fulfil the expected quality requirements. However, a misleading configuration in one of the thousand components that compose these systems may cause performance bottlenecks and functioning disruptions. Unfortunately, conventional testing methods are not adequate for checking these systems since, on many occasions, there is no mechanism to determine if the behaviour of a system is the expected one. Fortunately, Metamorphic Testing is a valuable and promising testing technique that alleviates the two fundamental problems of testing: the oracle problem and the reliable test set problem. In this paper, we combine Metamorphic Testing and simulation techniques for validating communication network configurations in HPC systems. For this, we rely on a catalogue of Metamorphic Relations, based on network communications knowledge, for checking their correctness. In addition, we have conducted an experimental study for analysing the communication networks of HPC systems. The results show that Metamorphic Testing is appropriate for checking the correctness of communication networks supported by complex topologies in HPC systems.
使用变形测试验证云和高性能计算系统中的通信网络配置
在过去的几年里,计算机和网络的快速发展导致了各种各样的服务的产生,这些服务改变了我们的生活方式,比如视频流媒体、在线游戏和在线购物。这些服务是由复杂的系统支持的,这不仅需要高计算能力,而且需要高速和低延迟的网络来满足预期的质量要求。然而,在组成这些系统的上千个组件中的一个中,错误的配置可能会导致性能瓶颈和功能中断。不幸的是,传统的测试方法不足以检查这些系统,因为在许多情况下,没有机制来确定系统的行为是否符合预期。幸运的是,变形测试是一种有价值且有前途的测试技术,它缓解了测试的两个基本问题:oracle问题和可靠测试集问题。在本文中,我们结合了变形测试和仿真技术来验证HPC系统中的通信网络配置。为此,我们依靠基于网络通信知识的变质关系目录来检查它们的正确性。此外,我们还对高性能计算系统的通信网络进行了实验研究。结果表明,变形测试适用于高性能计算系统中复杂拓扑支持的通信网络的正确性检验。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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