A multi-FPGA application-specific architecture for accelerating a floating point Fourier Integral Operator

Jason Lee, Lesley Shannon, M. Yedlin, G. Margrave
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引用次数: 5

Abstract

Many complex systems require the use of floating point arithmetic that is exceedingly time consuming to perform on personal computers. However, floating point operators are also hardware resource intensive and require longer latencies than fixed point operators to complete. Due to the reduced logic density of FPGAs relative to ASICs, it is often only possible to accelerate a portion of a floating point application in hardware. This paper presents an application-specific architecture for the hardware acceleration of a complete Fourier Integral Operator (FIO) kernel used in seismic imaging on a multi-FPGA platform. The design utilizes several floating point computing elements (CEs) to calculate the FIO kernel in parallel stages on multiple FPGAs. A detailed study of floating point CEs, including a Fast Fourier Transform (FFT) CE, and a complete FIO prototype implementation on the BEE2 platform is described. The prototype implementation has a 12.4x increase in throughput over an optimized software implementation, and a predicted 15.8x increase in throughput on the BEE3 platform.
用于加速浮点傅里叶积分算子的多fpga应用特定架构
许多复杂的系统需要使用浮点运算,这在个人计算机上执行非常耗时。然而,浮点运算符也是硬件资源密集型的,并且需要比定点运算符更长的延迟才能完成。由于fpga相对于asic的逻辑密度较低,通常只能在硬件中加速浮点应用程序的一部分。本文提出了一种用于多fpga平台地震成像的完全傅立叶积分算子(FIO)内核硬件加速的专用体系结构。该设计利用多个浮点计算元件(CEs)在多个fpga上并行计算FIO内核。详细研究了浮点CE,包括快速傅里叶变换(FFT) CE,以及在BEE2平台上完整的FIO原型实现。与优化的软件实现相比,原型实现的吞吐量提高了12.4倍,在BEE3平台上的吞吐量预计提高了15.8倍。
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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