Array operation synthesis to optimize HPF programs

Gwan Hwan Hwang, Jenq Kuen Lee, D. C.R. Ju

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

6 Citations (Scopus)

Abstract

The synthesis of consecutive array operations or array expressions into a composite access function of the source arrays at compile time can reduce the redundant data movement, temporary storage usage and loop synchronization overhead on flat shared-memory parallel machines with uniform memory accesses. However, it remains open how the synthesis scheme can be incorporated into optimizing HPF (High-Performance Fortran) programs on distributed-memory machines by taking into account communication costs. In this paper, we propose solutions to address this open problem. We first apply the array operation synthesis (developed for Fortran 90 programs) to HPF programs and demonstrate its performance benefits on distributed-memory machines. In addition, to prevent a situation we call the »synthesis performance anomaly», we derive a cost model and present an optimal solution based on this model to guide the array synthesis process on distributed-memory machines. We also show that the optimal problem is NP-hard. Therefore, we develop a practical heuristic algorithm for compilers to devise a synthesis strategy on distributed-memory machines with HPF programs. Experimental results show a significant performance improvement over the base codes for HPF code fragments from real applications on a DEC Alpha processor farm by incorporating our proposed optimizations.

Original languageEnglish
Title of host publicationSoftware
EditorsK. Pingali
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages1-8
Number of pages8
ISBN (Electronic)081867623X
DOIs
Publication statusPublished - 1996 Jan 1
Event25th International Conference on Parallel Processing, ICPP 1996 - Ithaca, United States
Duration: 1996 Aug 121996 Aug 16

Publication series

NameProceedings of the International Conference on Parallel Processing
Volume3
ISSN (Print)0190-3918

Other

Other25th International Conference on Parallel Processing, ICPP 1996
CountryUnited States
CityIthaca
Period96/8/1296/8/16

ASJC Scopus subject areas

  • Software
  • Mathematics(all)
  • Hardware and Architecture

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    Hwang, G. H., Lee, J. K., & Ju, D. C. R. (1996). Array operation synthesis to optimize HPF programs. In K. Pingali (Ed.), Software (pp. 1-8). [538553] (Proceedings of the International Conference on Parallel Processing; Vol. 3). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICPP.1996.538553