Towards effective assessment of steady state performance in Java software: Are we there yet?
Microbenchmarking is a widely used form of performance testing in Java software. A microbenchmark repeatedly executes a small chunk of code while collecting measurements related to its performance. Due to Java Virtual Machine optimizations, microbenchmarks are usually subject to severe performance fluctuations in the first phase of their execution (also known as warmup). For this reason, software developers typically discard measurements of this phase and focus their analysis when benchmarks reach a steady state of performance. Developers estimate the end of the warmup phase based on their expertise, and configure their benchmarks accordingly. Unfortunately, this approach is based on two strong assumptions: (i) benchmarks always reach a steady state of performance and (ii) developers accurately estimate warmup. In this paper, we show that Java microbenchmarks do not always reach a steady state, and often developers fail to accurately estimate the end of the warmup phase. We found that a considerable portion of studied benchmarks do not hit the steady state, and warmup estimates provided by software developers are often inaccurate (with a large error). This has significant implications both in terms of results quality and time-effort. Furthermore, we found that dynamic reconfiguration significantly improves warmup estimation accuracy, but still it induces suboptimal warmup estimates and relevant side-effects. We envision this paper as a starting point for supporting the introduction of more sophisticated automated techniques that can ensure results quality in a timely fashion.
Wed 6 DecDisplayed time zone: Pacific Time (US & Canada) change
14:00 - 15:30 | PerformanceResearch Papers / Industry Papers / Journal First at Golden Gate C1 Chair(s): Aitor Arrieta Mondragon University | ||
14:00 15mTalk | A Highly Scalable, Hybrid, Cross-Platform Timing Analysis Framework Providing Accurate Differential Throughput Estimation via Instruction-Level Tracing Research Papers Min-Yih Hsu University of California, Irvine, Felicitas Hetzelt University of California, Irvine, David Gens University of California, Irvine, Michael Maitland SiFive, Michael Franz University of California, Irvine Media Attached | ||
14:15 15mTalk | Towards effective assessment of steady state performance in Java software: Are we there yet? Journal First Luca Traini University of L'Aquila, Vittorio Cortellessa Università dell'Aquila, Italy, Daniele Di Pompeo University of L'Aquila, Michele Tucci University of L'Aquila Link to publication DOI Media Attached | ||
14:30 15mTalk | Adapting Performance Analytic Techniques in a Real-World Database-Centric System: An Industrial Experience Report Industry Papers Lizhi Liao University of Waterloo, Heng Li Polytechnique Montréal, Weiyi Shang University of Waterloo, Catalin Sporea ERA Environmental Management Solutions, Andrei Toma ERA Environmental Management Solutions, Sarah Sajedi ERA Environmental Management Solutions DOI Media Attached | ||
14:45 15mTalk | IoPV: On Inconsistent Option Performance Variations Research Papers Jinfu Chen Jiangsu University, Zishuo Ding University of Waterloo, Yiming Tang Rochester Institute of Technology, Mohammed Sayagh ETS Montreal, University of Quebec, Heng Li Polytechnique Montréal, Bram Adams Queen's University, Kingston, Ontario, Weiyi Shang University of Waterloo Pre-print Media Attached | ||
15:00 15mTalk | Predicting Software Performance with Divide-and-Learn Research Papers Pre-print Media Attached | ||
15:15 15mTalk | [Remote] Discovering Parallelisms in Python Programs Research Papers Siwei Wei State Key Laboratory of Computer Science, Institute of Software, Chinese Academy of Sciences, and University of Chinese Academy of Sciences Beijing, China, Guyang Song AntGroup, Senlin Zhu AntGroup, Ruoyi Ruan AntGroup, Shihao Zhu State Key Laboratory of Computer Science,Institute of Software,Chinese Academy of Sciences,China, Yan Cai State Key Laboratory of Computer Science, Institute of Software, Chinese Academy of Sciences, and University of Chinese Academy of Sciences Beijing, China Media Attached |