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Optimal semi-oblique tiling

Authors :
Rumen Andonov
Sanjay Rajopadhye
Stefan Balev
Nicola Yanev
Source :
SPAA
Publication Year :
2001
Publisher :
ACM, 2001.

Abstract

For 2D iteration space tiling, we address the problem of determining the tile parameters that minimize the total execution time on a parallel machine. We consider uniform dependency computations tiled so that (at least) one of the tile boundaries is parallel to the domain boundaries. We determine the optimal tile size as a closed form solution. In addition, we determine the optimal number of processors and also the optimal slope of the oblique tile boundary. Our results are based on the BSP model, which assures the portability of the results. Our predictions are justified on a sequence global alignment problem specialized to similar sequences using Fickett's k-band algorithm, for which our optimal semi-oblique tiling yields an improvement of a factor of 2.5 over orthogonal tiling. Our optimal solution requires a block-cyclic distribution of tiles to processors. The best one can obtain with only block distribution (as many authors require) is three times slower. Furthermore, our best running time is within 10 percent of the "predicted theoretical peak" performance of the machine!.

Details

Database :
OpenAIRE
Journal :
Proceedings of the thirteenth annual ACM symposium on Parallel algorithms and architectures
Accession number :
edsair.doi.dedup.....7ced7a632f2c4f33e4d7d1ab83ee2d3e
Full Text :
https://doi.org/10.1145/378580.378619