FFTW代码的高吞吐量硬件加速器:初看

L. Pileggi, Siyuan Chen, Keshav Harisrikanth, Guanglin Xu, K. Mai, F. Franchetti
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引用次数: 0

摘要

快速傅里叶变换(FFT)是科学和工程中许多应用的关键计算方法。它的实现在各种计算平台上得到了广泛的研究和优化,FFTW库已成为高性能计算的标准接口。在这项工作中,我们提出通过在硬件中加入软件代码来实现FFTW库的硬件加速。硬件通过与FFTW兼容的软件库向用户公开,而实际的计算则在定制加速器的幕后进行。为了演示这个想法,我们设计了一个用于FFTW旋转代码片段的高吞吐量加速器。FFT硬件使用SPIRAL自动生成,测试芯片采用台积电28nm制程制造。我们提供了测试芯片的测量结果,并讨论了未来工作的许多机会。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A High Throughput Hardware Accelerator for FFTW Codelets: A First Look
The Fast Fourier Transform (FFT) is a critical computation for numerous applications in science and engineering. Its implementation has been widely studied and optimized on various computing platforms, with the FFTW library becoming the standard interface in HPC. In this work, we propose hardware acceleration of the FFTW library by putting a software code let into hardware. The hardware is exposed to the user through an FFTW -compatible software library while actual computation takes place behind the scenes on a custom accelerator. To demonstrate a first look at this idea, we design a high throughput accelerator for FFTW twiddle codelets. The FFT hardware is automatically generated using SPIRAL and a test chip is fabricated in a TSMC 28nm process. We provide measured results of the test chip and discuss many opportunities for future work.
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