• DocumentCode
    598583
  • Title

    Tiling stencil computations to maximize parallelism

  • Author

    Bandishti, V. ; Pananilath, I. ; Bondhugula, Uday

  • Author_Institution
    Dept. of Comput. Sci. & Autom., Indian Inst. of Sci., Bangalore, India
  • fYear
    2012
  • fDate
    10-16 Nov. 2012
  • Firstpage
    1
  • Lastpage
    11
  • Abstract
    Most stencil computations allow tile-wise concurrent start, i.e., there always exists a face of the iteration space and a set of tiling hyperplanes such that all tiles along that face can be started concurrently. This provides load balance and maximizes parallelism. However, existing automatic tiling frameworks often choose hyperplanes that lead to pipelined start-up and load imbalance. We address this issue with a new tiling technique that ensures concurrent start-up as well as perfect load-balance whenever possible. We first provide necessary and sufficient conditions on tiling hyperplanes to enable concurrent start for programs with affine data accesses. We then provide an approach to find such hyperplanes. Experimental evaluation on a 12-core Intel Westmere shows that our code is able to outperform a tuned domain-specific stencil code generator by 4% to 27%, and previous compiler techniques by a factor of 2× to 10.14×.
  • Keywords
    concurrency control; pipeline processing; program compilers; resource allocation; Intel Westmere; affine data accesses; automatic tiling frameworks; load balance; load imbalance; necessary and sufficient conditions; pipelined start-up; tile-wise concurrent start-up; tiling hyperplanes; tiling stencil computations; tuned domain-specific stencil code generator; Equations; Face; Parallel processing; Schedules; Silicon; Tiles; Vectors; Compilers; Program transformation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    High Performance Computing, Networking, Storage and Analysis (SC), 2012 International Conference for
  • Conference_Location
    Salt Lake City, UT
  • ISSN
    2167-4329
  • Print_ISBN
    978-1-4673-0805-2
  • Type

    conf

  • DOI
    10.1109/SC.2012.107
  • Filename
    6468470