Interval Constraint-Based Mutation Testing of Numerical Specifications
Fri 16 Jul 2021 10:20 - 10:40 at ISSTA 1 - Session 17 (time band 3) Testing Miscellaneous Systems Chair(s): Thuan Pham
Mutation testing is an established approach for checking whether
code satisfies a code-independent functional specification, and for
evaluating whether a test set is adequate. Current mutation testing
approaches, however, do not account for accuracy requirements
that appear with numerical specifications implemented in floating-
point arithmetic code, but which are a frequent part of safety-critical
software. We present Magneto, an instantiation of mutation testing
that fully automatically generates a test set from a real-valued specification. The generated tests check numerical code for accuracy,
robustness and functional behavior bugs. Our technique is based on
formulating test case and oracle generation as a constraint satisfaction problem over interval domains, which soundly bounds errors,
but is nonetheless efficient. We evaluate Magneto on a standard
floating-point benchmark set and find that it outperforms a random
testing baseline for producing useful adequate test sets.
Thu 15 JulDisplayed time zone: Brussels, Copenhagen, Madrid, Paris change
19:00 - 20:20 | Session 11 (time band 1) Machine Learning and TestingTechnical Papers at ISSTA 1 Chair(s): August Shi University of Texas at Austin | ||
19:00 20mTalk | Interval Constraint-Based Mutation Testing of Numerical Specifications Technical Papers Clothilde Jeangoudoux MPI-SWS, Eva Darulova MPI-SWS, Christoph Lauter University of Alaska at Anchorage DOI | ||
19:20 20mTalk | Predoo: Precision Testing of Deep Learning Operators Technical Papers Xufan Zhang Nanjing University, Ning Sun Nanjing University, Chunrong Fang Nanjing University, Jiawei Liu Nanjing University, Jia Liu Nanjing University, Dong Chai Huawei, Jiang Wang Huawei, Zhenyu Chen Nanjing University DOI | ||
19:40 20mTalk | TERA: Optimizing Stochastic Regression Tests in Machine Learning Projects Technical Papers Saikat Dutta University of Illinois at Urbana-Champaign, Jeeva Selvam University of Illinois at Urbana-Champaign, Aryaman Jain University of Illinois at Urbana-Champaign, Sasa Misailovic University of Illinois at Urbana-Champaign DOI | ||
20:00 20mTalk | Deep Just-in-Time Defect Prediction: How Far Are We? Technical Papers Zhengran Zeng Southern University of Science and Technology, Yuqun Zhang Southern University of Science and Technology, Haotian Zhang Kwai, Lingming Zhang University of Illinois at Urbana-Champaign DOI |
Fri 16 JulDisplayed time zone: Brussels, Copenhagen, Madrid, Paris change
10:00 - 11:20 | Session 17 (time band 3) Testing Miscellaneous Systems Technical Papers at ISSTA 1 Chair(s): Thuan Pham The University of Melbourne | ||
10:00 20mTalk | Empirical Evaluation of Smart Contract Testing: What Is the Best Choice? Technical Papers Meng Ren Tsinghua University, Zijing Yin Tsinghua University, Fuchen Ma Tsinghua University, Zhenyang Xu University of Waterloo, Yu Jiang Tsinghua University, Chengnian Sun University of Waterloo, Huizhong Li WeBank, Yan Cai Institute of Software at Chinese Academy of Sciences DOI File Attached | ||
10:20 20mTalk | Interval Constraint-Based Mutation Testing of Numerical Specifications Technical Papers Clothilde Jeangoudoux MPI-SWS, Eva Darulova MPI-SWS, Christoph Lauter University of Alaska at Anchorage DOI | ||
10:40 20mTalk | TERA: Optimizing Stochastic Regression Tests in Machine Learning Projects Technical Papers Saikat Dutta University of Illinois at Urbana-Champaign, Jeeva Selvam University of Illinois at Urbana-Champaign, Aryaman Jain University of Illinois at Urbana-Champaign, Sasa Misailovic University of Illinois at Urbana-Champaign DOI | ||
11:00 20mTalk | Predoo: Precision Testing of Deep Learning Operators Technical Papers Xufan Zhang Nanjing University, Ning Sun Nanjing University, Chunrong Fang Nanjing University, Jiawei Liu Nanjing University, Jia Liu Nanjing University, Dong Chai Huawei, Jiang Wang Huawei, Zhenyu Chen Nanjing University DOI |