Compiling tiled iteration spaces for clusters

G. Goumas, Nikolaos Drosinos, Maria Athanasaki, N. Koziris
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引用次数: 16

Abstract

We present a complete end-to-end framework to generate automatic message-passing code for tiled iteration spaces. We consider general parallelepiped tiling transformations and general convex iteration spaces. We aim to address all problems concerning data parallel code generation efficiently by transforming the initial non-rectangular tile to a rectangular one. In this way, data distribution and communication become simple and straightforward. We have implemented our parallelizing techniques in a tool which automatically generates MPI code and run several experiments on a cluster of PCs. Our experimental results show the merit of general parallelepiped tiling transformations, and confirm previous theoretical work on scheduling-optimal tile shapes.
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为集群编译平铺迭代空间
我们提出了一个完整的端到端框架来为平铺迭代空间生成自动消息传递代码。我们考虑了一般的平行六面体平铺变换和一般的凸迭代空间。我们的目标是通过将初始的非矩形贴图转换为矩形贴图来有效地解决所有有关数据并行代码生成的问题。通过这种方式,数据分发和通信变得简单直接。我们已经在一个工具中实现了我们的并行化技术,该工具可以自动生成MPI代码并在pc集群上运行几个实验。实验结果表明了一般平行六面体平铺变换的优点,并证实了以往关于调度最优平铺形状的理论工作。
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