PENCIL: A Platform-Neutral Compute Intermediate Language for Accelerator Programming

Riyadh Baghdadi, Ulysse Beaugnon, Albert Cohen, Tobias Grosser, Michael Kruse, Chandan Reddy, Sven Verdoolaege, Adam Betts, Alastair F. Donaldson, Jeroen Ketema, Javed Absar, Svenvan V. Haastregt, A. Kravets, Anton Lokhmotov, Robert David, Elnar Hajiyev

Research output: Contribution to journalConference articlepeer-review

Abstract

Programming accelerators such as GPUs withlow-level APIs and languages such as OpenCL and CUDAis difficult, error-prone, and not performance-portable. Au-tomatic parallelization and domain specific languages (DSLs)have been proposed to hide complexity and regain performanceportability. We present P ENCIL, a rigorously-defined subset ofGNU C99 - enriched with additional language constructs - that enables compilers to exploit parallelism and produce highlyoptimized code when targeting accelerators. P ENCIL aims toserve both as a portable implementation language for libraries, and as a target language for DSL compilers. We implemented a P ENCIL-to-OpenCL backend using astate-of-the-art polyhedral compiler. The polyhedral compiler, extended to handle data-dependent control flow and non-affinearray accesses, generates optimized OpenCL code. To demon-strate the potential and performance portability of P ENCILand the P ENCIL-to-OpenCL compiler, we consider a numberof image processing kernels, a set of benchmarks from theRodinia and SHOC suites, and DSL embedding scenarios forlinear algebra (BLAS) and signal processing radar applications(SpearDE), and present experimental results for four GPUplatforms: AMD Radeon HD 5670 and R9 285, NVIDIAGTX 470, and ARM Mali-T604.

Original languageEnglish (US)
Article number7429301
Pages (from-to)138-149
Number of pages12
JournalParallel Architectures and Compilation Techniques - Conference Proceedings, PACT
DOIs
StatePublished - 2015
Event24th International Conference on Parallel Architecture and Compilation, PACT 2015 - San Francisco, United States
Duration: Oct 18 2015Oct 21 2015

Keywords

  • Automatic optimization
  • Domain specific languages
  • Intermediate language
  • OpenCL
  • Polyhedral model

ASJC Scopus subject areas

  • Software
  • Theoretical Computer Science
  • Hardware and Architecture

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