Kernel Composition in SYCL

Ralph Potter, Paul Keir, Russell Bradford, Alastair Murray

Research output: Chapter in Book/Report/Conference proceedingConference contribution

8 Citations (Scopus)

Abstract

Parallel primitives libraries reduce the burden of knowledge required for developers to begin developing parallel applications and accelerating them with OpenCL. Unfortunately some current libraries implement primitives as individual kernels and so incur a high performance cost in off-chip memory operations for intermediate variables.

We describe a methodology for creating efficient domain specific embedded languages on top of the SYCL for OpenCL standard for parallel programming. Using this approach, a small example language was developed which provides an environment for composing image processing pipelines from a library of more primitive operations, while retaining the capability to generate a single kernel from a complex expression, and so eliminate unnecessary intermediate loads and stores to global memory. This elimination of global memory accesses leads to a 2.75x speedup over implementing an unsharp mask in OpenCLIPP.

We give details of our domain specific embedded language, and provide experimental performance measurements of both primitive performance and an unsharp mask operation composed of multiple primitives.
Original languageEnglish
Title of host publicationIWOCL '15 Proceedings of the 3rd International Workshop on OpenCL
PublisherAssociation for Computing Machinery
Number of pages7
ISBN (Electronic)978-1-4503-3484-6
DOIs
Publication statusPublished - 2015

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Keywords

  • OpenCL
  • SYCL
  • GPU computing
  • Kernel Fusion

Cite this

Potter, R., Keir, P., Bradford, R., & Murray, A. (2015). Kernel Composition in SYCL. In IWOCL '15 Proceedings of the 3rd International Workshop on OpenCL [ 11] Association for Computing Machinery. https://doi.org/10.1145/2791321.2791332