Title of article :
Optimal semi-oblique tiling
Author/Authors :
R.، Andonov, نويسنده , , S.، Balev, نويسنده , , S.، Rajopadhye, نويسنده , , N.، Yanev, نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2003
Pages :
-943
From page :
944
To page :
0
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 Fickettʹs 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!.
Keywords :
Patients
Journal title :
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS
Serial Year :
2003
Journal title :
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS
Record number :
92299
Link To Document :
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