PerfGen: Automated Performance Benchmark Generation for Big Data Analytics

Proceedings of the 34th ACM International Conference on the Foundations of Software Engineering 2026 Open access

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Authors: Jiyuan Wang, Jason Teoh, Muhammand Ali Gulza, Qian Zhang, Miryung Kim
DOI: 10.1145/3803437.3806095
Cited by: 0
References: 52

Abstract

Many symptoms of poor performance in big data analytics such as computational skews, data skews, and memory skews are input dependent. However, due to lack of inputs that can trigger such performance symptoms, it is hard to debug and test big data analytics.

Fields of Study & Subjects

Cloud Computing and Resource Management

Publication details

Journal / source
Proceedings of the 34th ACM International Conference on the Foundations of Software Engineering
Publisher
ACM
Pages
1749–1760
Publication date
5 July 2026
Language
EN