Using time skewing to eliminate idle time due to memory bandwidth and network limitations

D. Wonnacott
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引用次数: 140

Abstract

Time skewing is a compile-time optimization that can provide arbitrarily high cache hit rates for a class of iterative calculations, given a sufficient number of time steps and sufficient cache memory. Thus, it can eliminate processor idle time caused by inadequate main memory bandwidth. In this article, we give a generalization of time skewing for multiprocessor architectures, and discuss time skewing for multilevel caches. Our generalization for multiprocessors lets us eliminate processor idle time caused by any combination of inadequate main memory bandwidth, limited network bandwidth, and high network latency, given a sufficiently large problem and sufficient cache. As in the uniprocessor case, the cache requirement grows with the machine balance rather than the problem size. Our techniques for using multilevel caches reduce the LI cache requirement, which would otherwise be unacceptably high for some architectures when using arrays of high dimension.
使用时间倾斜来消除由于内存带宽和网络限制造成的空闲时间
时间倾斜是一种编译时优化,在给定足够数量的时间步长和足够的缓存内存的情况下,它可以为一类迭代计算提供任意高的缓存命中率。因此,它可以消除因主存带宽不足而导致的处理器空闲时间。在本文中,我们给出了多处理器体系结构的时间倾斜的概括,并讨论了多层缓存的时间倾斜。我们对多处理器的一般化使我们能够消除由于主内存带宽不足、网络带宽有限和网络延迟高的任何组合而导致的处理器空闲时间,只要问题足够大且缓存足够。在单处理器的情况下,缓存需求随着机器的平衡而不是问题的大小而增长。我们使用多级缓存的技术减少了LI缓存需求,否则在使用高维数组时,对于某些架构来说,LI缓存需求高得令人无法接受。
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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