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
Link To Document :
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