多层平铺:M为1的价格

DaeGon Kim, Lakshminarayanan Renganarayanan, D. Rostron, S. Rajopadhye, M. Strout
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引用次数: 83

摘要

平铺是一种广泛使用的循环转换,用于暴露/利用并行性和数据局部性。高性能实现使用多层平铺来利用并行性和缓存/寄存器局部性的层次结构。高效地生成多级平铺代码对于有效地使用多级平铺至关重要。参数化的平铺代码,其中平铺大小不是固定的,而是保留为符号参数,可以启用几个动态和运行时优化。以前多级平铺循环生成的解决方案仅限于在编译时固定平铺大小的情况。我们提出了一种算法,它能以与生成单级平铺循环相同的代价生成多级参数化平铺循环。在几个基准测试中证明了我们方法的有效性。我们还提出了一种方法-有用的注册平铺-分离部分和完整的瓦片在任何任意水平的平铺。我们实现的代码生成器是一个开源工具。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Multi-level tiling: M for the price of one
Tiling is a widely used loop transformation for exposing/exploiting parallelism and data locality. High-performance implementations use multiple levels of tiling to exploit the hierarchy of parallelism and cache/register locality. Efficient generation of multi-level tiled code is essential for effective use of multi-level tiling. Parameterized tiled code, where tile sizes are not fixed but left as symbolic parameters can enable several dynamic and run-time optimizations. Previous solutions to multi-level tiled loop generation are limited to the case where tile sizes are fixed at compile time. We present an algorithm that can generate multi-level parameterized tiled loops at the same cost as generating single-level tiled loops. The efficiency of our method is demonstrated on several benchmarks. We also present a method-useful in register tiling-for separating partial and full tiles at any arbitrary level of tiling. The code generator we have implemented is available as an open source tool.
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