Harnessing the Power of FPGAs with the Intel FPGA SDK for OpenCL™

Byron Sinclair, A. Ling, Genady Paikin
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Abstract

In this tutorial, we will introduce you to the reconfigurable hardware architecture and programming of Field Programmable Gate Arrays (FPGAs). You will learn why FPGAs have become so popular in recent years, and understand the many advantages of using FPGAs in your HPC application. In particular, we will cover architectural features of FPGAs that make them well suited to many complex operations, including matrix multiplications and convolutions. In addition, we will introduce you to programming FPGAs using the Intel FPGA SDK for OpenCL™, and how specific OpenCL coding techniques can lead to efficient circuits implemented on the FPGA. Finally, we will go over several case studies where FPGAs have shown very competitive performance when programmed using OpenCL, including convolutional neural nets, FFTs, and astronomy de-dispersion algorithms.
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利用英特尔OpenCL™FPGA SDK利用FPGA的强大功能
在本教程中,我们将向您介绍现场可编程门阵列(fpga)的可重构硬件架构和编程。您将了解为什么fpga近年来变得如此流行,并了解在HPC应用程序中使用fpga的许多优点。特别是,我们将介绍fpga的架构特征,使它们非常适合许多复杂的操作,包括矩阵乘法和卷积。此外,我们将向您介绍使用OpenCL™的英特尔FPGA SDK编程FPGA,以及特定的OpenCL编码技术如何在FPGA上实现高效电路。最后,我们将讨论几个案例研究,其中fpga在使用OpenCL编程时显示出非常有竞争力的性能,包括卷积神经网络,fft和天文去色散算法。
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