A Comparison of SYCL, OpenCL, CUDA, and OpenMP for Massively Parallel Support Vector Machine Classification on Multi-Vendor Hardware

Author:

Breyer Marcel1,Van Craen Alexander1,Pflüger Dirk1

Affiliation:

1. Institute for Parallel and Distributed Systems, University of Stuttgart, Germany

Publisher

ACM

Reference28 articles.

1. Aksel Alpay . 2021 . hipSYCL in 2021: Peculiarities , Unique Features and SYCL 2020 . https://www.iwocl.org/wp-content/uploads/23-iwocl-syclcon-2021-alpay-slides.pdf slide 20. Aksel Alpay. 2021. hipSYCL in 2021: Peculiarities, Unique Features and SYCL 2020. https://www.iwocl.org/wp-content/uploads/23-iwocl-syclcon-2021-alpay-slides.pdf slide 20.

2. David  A Beckingsale , Jason Burmark , Rich Hornung , Holger Jones , William Killian , Adam  J Kunen , Olga Pearce , Peter Robinson , Brian  S Ryujin , and Thomas  RW Scogland . 2019 . Raja: Portable Performance for Large-Scale Scientific Applications. In 2019 IEEE/ACM International Workshop on Performance, Portability and Productivity in HPC (P3HPC). IEEE, IEEE , Denver, CO, USA, 71–81. David A Beckingsale, Jason Burmark, Rich Hornung, Holger Jones, William Killian, Adam J Kunen, Olga Pearce, Peter Robinson, Brian S Ryujin, and Thomas RW Scogland. 2019. Raja: Portable Performance for Large-Scale Scientific Applications. In 2019 IEEE/ACM International Workshop on Performance, Portability and Productivity in HPC (P3HPC). IEEE, IEEE, Denver, CO, USA, 71–81.

3. LIBSVM

4. A Comparative Study of SYCL, OpenCL, and OpenMP

5. Evaluating the performance of HPC-style SYCL applications

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