三维正交瓷砖尺寸问题:数学规划方法

R. Andonov, N. Yanev, H. Bourzoufi
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引用次数: 4

摘要

本文讨论了在分布式存储通用机器的二维环面/网格上寻找三维均匀递归的最优平铺变换问题。我们证明,即使对于允许这种转换的最简单的递归情况,相应的最小化总运行时间的问题也是一个非平凡的非线性整数规划问题。对于后者,我们导出了一个O(1)算法来寻找一个好的近似解。理论计算和实验结果表明,在所考虑的问题中,所得到的解与原最小值足够接近。这样的分析结果很有意义,可以成功地用于并行编译器以及并行代码的性能调优。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Three-dimensional orthogonal tile sizing problem : mathematical programming approach
We discuss in this paper the problem of finding the optimal tiling transformation of three-dimensional uniform recurrences on a two-dimensional torus/grid of distributed-memory general-purpose machines. We show that even for the simplest case of recurrences which allows for such transformation, the corresponding problem of minimizing the total running time is a non-trivial non-linear integer programming problem. For the later we derive an O(1) algorithm for finding a good approximation solution. The theoretical evaluations and the experimental results show that the obtained solution approximates the original minimum sufficiently well in the context of the considered problem. Such analytical results are of obvious interest and can be successfully used in parallelizing compilers as well as in performance tuning of parallel codes.
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