共享内存的FFT程序生成:SMP和多核

F. Franchetti, Y. Voronenko, Markus Püschel
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引用次数: 93

摘要

芯片制造商对即将结束的CPU频率缩放的回应是多核系统,它提供与传统共享内存平台相同的编程范例,但具有不同的性能特征。这种情况大大增加了库开发人员的负担,并加强了自动性能调优框架(如Spiral)的使用,它是用于离散傅立叶变换(DFT)等线性变换的程序生成器和优化器。我们提出了一个螺旋共享内存扩展。螺旋中的扩展包括一个重写系统,它操纵转换算法的结构来实现负载平衡并避免错误共享,以及一个后端来生成多线程代码。对DFT的应用产生了一种适用于多核系统的新型算法,实验结果验证了这一点:我们已经展示了适合L1缓存的大小的并行化加速,并且在所有中小型DFT和考虑的平台上与其他DFT库进行了比较
本文章由计算机程序翻译,如有差异,请以英文原文为准。
FFT Program Generation for Shared Memory: SMP and Multicore
The chip maker's response to the approaching end of CPU frequency scaling are multicore systems, which offer the same programming paradigm as traditional shared memory platforms but have different performance characteristics. This situation considerably increases the burden on library developers and strengthens the case for automatic performance tuning frameworks like Spiral, a program generator and optimizer for linear transforms such as the discrete Fourier transform (DFT). We present a shared memory extension of Spiral. The extension within Spiral consists of a rewriting system that manipulates the structure of transform algorithms to achieve load balancing and avoids false sharing, and of a backend to generate multithreaded code. Application to the DFT produces a novel class of algorithms suitable for multicore systems as validated by experimental results: we demonstrate a parallelization speed-up already for sizes that fit into L1 cache and compare favorably to other DFT libraries across all small and midsize DFTs and considered platforms
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