Write a Blog >>
ICSE 2023
Sun 14 - Sat 20 May 2023 Melbourne, Australia
Fri 19 May 2023 16:00 - 16:15 at Meeting Room 102 - Metamorphic testing Chair(s): Shiva Nejati

Computer graphics are powered by graphics APIs (e.g., OpenGL, Direct3D) and their associated shader compilers, which render high-quality images by compiling and optimizing user-written high-level shader programs into GPU machine code. Graphics rendering is extensively used in production scenarios like virtual reality (VR), gaming, autonomous driving, and robotics. Despite the development by industrial manufacturers such as Intel, Nvidia, and AMD, shader compilers — like traditional software — may produce ill-rendered outputs. In turn, these errors may result in negative results, from poor user experience in entertainment to accidents in driving assistance systems.

This paper introduces FSHADER, a metamorphic testing (MT) framework designed specifically for shader compilers to uncover erroneous compilations and optimizations. FSHADER tests shader compilers by mutating input shader programs via four carefully-designed metamorphic relations (MRs). In particular, FSHADER fuses two shader programs via an MR and checks the visual consistency between the image rendered from the fused shader program with the output of fusing individually rendered images. Our study of 13 shader compilers covers five mainstream GPU vendors, including Intel, AMD, Nvidia, ARM, and Apple. We successfully uncover over 16K error-triggering inputs that generate incorrect rendering outputs. We manually locate and characterize buggy optimization places, and developers have confirmed representative bugs.

Fri 19 May

Displayed time zone: Hobart change

15:45 - 17:15
15:45
15m
Talk
MTTM: Metamorphic Testing for Textual Content Moderation Software
Technical Track
Wenxuan Wang The Chinese University of Hong Kong, Jen-tse Huang The Chinese University of Hong Kong, Weibin Wu Sun Yat-sen University, Jianping Zhang The Chinese University of Hong Kong, Yizhan Huang The Chinese University of Hong Kong, Shuqing Li The Chinese University of Hong Kong, Pinjia He Chinese University of Hong Kong at Shenzhen, Michael Lyu The Chinese University of Hong Kong
16:00
15m
Talk
Metamorphic Shader Fusion for Testing Graphics Shader Compilers
Technical Track
Dongwei Xiao The Hong Kong University of Science and Technology, Zhibo Liu Hong Kong University of Science and Technology, Shuai Wang Hong Kong University of Science and Technology
16:15
15m
Paper
Metamorphic Testing and Debugging of Tax Preparation Software
SEIS - Software Engineering in Society
Saeid Tizpaz-Niari University of Texas at El Paso, Verya Monjezi University of Texas at El Paso, Morgan Wagner University of Texas at El Paso, Shiva Darian University of Colorado Boulder, Krystia Reed University of Texas at El Paso, Ashutosh Trivedi University of Colorado Boulder
Pre-print
16:30
7m
Talk
Biasfinder: Metamorphic test generation to uncover bias for sentiment analysis systems
Journal-First Papers
Muhammad Hilmi Asyrofi School of Computing and Information Systems, Singapore Management University, Zhou Yang Singapore Management University, Imam Nur Bani Yusuf Singapore Management University, Singapore, Hong Jin Kang UCLA, Ferdian Thung Singapore Management University, David Lo Singapore Management University
16:37
7m
Talk
Automated Metamorphic Testing using Transitive Relations for Specializing Stance Detection Models
SEIP - Software Engineering in Practice
Alisa Arno IBM Research - Tokyo, Futoshi Iwama IBM Research - Tokyo, Mikio Takeuchi IBM Research - Tokyo
16:45
15m
Talk
MorphQ: Metamorphic Testing of the Qiskit Quantum Computing Platform
Technical Track
Matteo Paltenghi University of Stuttgart, Germany, Michael Pradel University of Stuttgart
Pre-print