Formal Methods for GPGPU Programming: Is the Demand Met?

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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.

Originele taal-2Engels
TitelIntegrated Formal Methods - 16th International Conference, IFM 2020, Proceedings
RedacteurenBrijesh Dongol, Elena Troubitsyna
UitgeverijSpringer
Pagina's160-177
Aantal pagina's18
ISBN van geprinte versie9783030634605
DOI's
StatusGepubliceerd - 2020
Evenement16th International Conference on Integrated Formal Methods, IFM 2020 - Lugano, Zwitserland
Duur: 16 nov 202020 nov 2020

Publicatie series

NaamLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume12546 LNCS
ISSN van geprinte versie0302-9743
ISSN van elektronische versie1611-3349

Congres

Congres16th International Conference on Integrated Formal Methods, IFM 2020
LandZwitserland
StadLugano
Periode16/11/2020/11/20

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