Tessellating Stencils

Liang Yuan, Yunquan Zhang, Peng Guo, Shan Huang
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引用次数: 14

Abstract

Stencil computations represent a very common class of nested loops in scientific and engineering applications. The exhaustively studied tiling is one of the most powerful transformation techniques to explore the data locality and parallelism. Unlike previous work, which mostly blocks the iteration space of a stencil directly, this paper proposes a novel two-level tessellation scheme. A set of blocks are designed to tessellate the spatial space in various ways. The blocks can be processed in parallel without redundant computation. This corresponds to extending them along the time dimension and can form a tessellation of the iteration space. Experimental results show that our code performs up to 12% better than the existing highly concurrent schemes for the 3d27p stencil.
镶嵌细工的模板
模板计算在科学和工程应用程序中代表了一类非常常见的嵌套循环。经过深入研究的平铺是探索数据局部性和并行性的最强大的转换技术之一。与以往的工作不同,本文提出了一种新的两级镶嵌方案。设计了一组块,以各种方式镶嵌空间空间。这些块可以并行处理,而无需进行冗余计算。这对应于沿着时间维度扩展它们,并且可以形成迭代空间的镶嵌。实验结果表明,我们的代码比现有的3d27p模板高并发方案的性能提高了12%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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