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Formal Methods for GPGPU Programming: Is the Demand Met?

Authors :
Haak, Lars B. van den
Wijs, Anton
Brand, Mark van den
Huisman, Marieke
Dongol, Brijesh
Troubitsyna, Elena
Digital Society Institute
Formal Methods and Tools
Source :
Lecture Notes in Computer Science ISBN: 9783030634605, IFM, Integrated Formal Methods: 16th International Conference, IFM 2020, Lugano, Switzerland, November 16–20, 2020, Proceedings, 160-177, STARTPAGE=160;ENDPAGE=177;TITLE=Integrated Formal Methods
Publication Year :
2020

Abstract

Over the years, researchers have developed many formal method tools to support software development. However, hardly any studies are conducted to determine whether the actual problems developers encounter are sufficiently addressed. For the relatively young field of GPU programming, we would like to know whether the tools developed so far are sufficient, or whether some problems still need attention. To this end, we first look at what kind of problems programmers encounter in OpenCL and CUDA. We gather problems from Stack Overflow and categorise them with card sorting. We find that problems related to memory, synchronisation of threads, threads in general and performance are essential topics. Next, we look at (verification) tools in industry and research, to see how these tools addressed the problems we discovered. We think many problems are already properly addressed, but there is still a need for easy to use sound tools. Alternatively, languages or programming styles can be created, that allows for easier checking for soundness .

Details

Language :
English
ISBN :
978-3-030-63460-5
ISSN :
03029743
ISBNs :
9783030634605
Database :
OpenAIRE
Journal :
Integrated Formal Methods
Accession number :
edsair.doi.dedup.....16936a41a4b1772c314c95a2b5a358f3