负载测试的自动性能分析

Z. Jiang, A. Hassan, Gilbert Hamann, P. Flora
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引用次数: 122

摘要

负载测试的目标是发现负载下系统的功能和性能问题。性能问题是指系统遭受意外的高响应时间或低吞吐量的情况。由于缺乏正式定义的性能目标和必须检查的大量数据,在负载测试中很难检测到性能问题。本文提出了一种自动分析负载测试执行日志以找出性能问题的方法。我们首先从以前的运行中得出系统的性能基线。然后,我们对派生的性能基线进行深入的性能比较。案例研究表明,我们的方法产生的误报很少(精度为77%),并且可以很好地适用于大型工业系统。
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Automated performance analysis of load tests
The goal of a load test is to uncover functional and performance problems of a system under load. Performance problems refer to the situations where a system suffers from unexpectedly high response time or low throughput. It is difficult to detect performance problems in a load test due to the absence of formally-defined performance objectives and the large amount of data that must be examined. In this paper, we present an approach which automatically analyzes the execution logs of a load test for performance problems. We first derive the system's performance baseline from previous runs. Then we perform an in-depth performance comparison against the derived performance baseline. Case studies show that our approach produces few false alarms (with a precision of 77%) and scales well to large industrial systems.
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