• DocumentCode
    3350009
  • Title

    Localizing non-affine array references

  • Author

    Mitchell, Nicholas ; Carter, Larry ; Ferrante, Jeanne

  • Author_Institution
    California Univ., San Diego, La Jolla, CA, USA
  • fYear
    1999
  • fDate
    1999
  • Firstpage
    192
  • Lastpage
    202
  • Abstract
    Existing techniques can enhance the locality of arrays indexed by affine functions of induction variables. This paper presents a technique to localize non-affine array references, such as the indirect memory references common in sparse-matrix computation. Our optimization combines elements of tiling, data-centric tiling, data remapping and inspector-executor parallelization. We describe our technique, bucket tiling, which includes the tasks of permutation generation, data remapping, and loop regeneration. We show that profitability cannot generally be determined at compile-time, but requires an extension to run-time. We demonstrate our technique on three codes: integer sort, conjugate gradient, and a kernel used in simulating a beating heart. We observe speedups of 1.91 on integer sort, 1.57 on conjugate gradient, and 2.69 on the heart kernel
  • Keywords
    conjugate gradient methods; parallel processing; sparse matrices; affine functions; beating heart simulation kernel; bucket tiling; conjugate gradient; data remapping; data-centric tiling; indirect memory references; induction variables; inspector-executor parallelization; integer sort; loop regeneration; nonaffine array reference localisation; optimization; permutation generation; profitability; run-time; sparse-matrix computation; speedup; tiling; Algebra; Character generation; Electronic mail; Heart; Identity-based encryption; Parallel processing; Profitability; Runtime; Sorting; Sparse matrices;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Parallel Architectures and Compilation Techniques, 1999. Proceedings. 1999 International Conference on
  • Conference_Location
    Newport Beach, CA
  • ISSN
    1089-795X
  • Print_ISBN
    0-7695-0425-6
  • Type

    conf

  • DOI
    10.1109/PACT.1999.807526
  • Filename
    807526