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Optimal semi-oblique tiling
- 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!.
- Subjects :
- Sequence
Dependency (UML)
Computational complexity theory
Computer science
Computation
Oblique case
Boundary (topology)
Parallel computing
Loop tiling
Distribution (mathematics)
Computational Theory and Mathematics
Hardware and Architecture
visual_art
Signal Processing
visual_art.visual_art_medium
Tile
Closed-form expression
SPMD
Algorithm
Mathematics
Block (data storage)
Subjects
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