组件间通信中性能反模式的自动检测

Alexander Wert, M. Oehler, Christoph Heger, Roozbeh Farahbod
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引用次数: 24

摘要

软件应用程序中的高响应时间等性能问题对客户满意度有重大影响。在企业应用程序中,性能问题经常表现为由于糟糕的体系结构设计或实现而导致的软件组件之间低效或不必要的通信模式。由于大量的手工工作,在实践中经常忽略彻底的性能分析。为了克服这个问题,需要使用自动化工程方法来检测性能问题。在本文中,我们介绍了几种基于测量的启发式方法,用于检测组件间通信中众所周知的性能反模式。检测启发式包括性能测试的负载和仪器描述以及相应的检测规则。我们将这些启发式方法与Dynamic Spotter(一个自动检测性能问题的框架)集成在一起。我们基于电子商务基准(TPC-W)在四个评估场景中评估我们的启发式方法,其中启发式方法检测预期的通信性能反模式并查明其根本原因。
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Automatic detection of performance anti-patterns in inter-component communications
Performance problems such as high response times in software applications have a significant effect on the customer's satisfaction. In enterprise applications, performance problems are frequently manifested in inefficient or unnecessary communication patterns between software components originating from poor architectural design or implementation. Due to high manual effort, thorough performance analysis is often neglected, in practice. In order to overcome this problem, automated engineering approaches are required for the detection of performance problems. In this paper, we introduce several heuristics for measurement-based detection of well-known performance anti-patterns in inter-component communications. The detection heuristics comprise load and instrumentation descriptions for performance tests as well as corresponding detection rules. We integrate these heuristics with Dynamic Spotter, a framework for automatic detection of performance problems. We evaluate our heuristics on four evaluation scenarios based on an e-commerce benchmark (TPC-W) where the heuristics detect the expected communication performance anti-patterns and pinpoint their root causes.
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