硬浮点和dsp fpga的单精度自然对数体系结构

M. Langhammer, B. Pasca
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引用次数: 6

摘要

本文将提出一种利用Altera Arria~10 DSP Block架构的浮点单精度加法和乘法特性来实现浮点(FP)初等函数的新方法。我们的应用程序示例将使用log(x),这是新兴数据中心和计算FPGA目标最常用的函数之一。我们将解释为什么新的FPGA技术的结合,同时,计算性能要求的大量增加,推动了这项工作的需要。我们展示了对整体功能和架构的每个小节的全面误差分析,表明硬FP (HFP)块与FPGA的传统灵活性和连接性相结合,可以提供鲁棒性和高性能的解决方案。这些方法创建了一个高度精确的单精度IEEE754函数,它符合OpenCL。我们的方法直接映射到几乎完全嵌入的结构,因此与目前的方法相比,可以显著减少逻辑资源和路由压力,并证明新引入的FPGA路由架构可以利用几乎不使用软资源。我们还表明,log(x)函数的延迟可以独立于体系结构和功能而改变,从而允许将函数的性能直接调整为系统时钟速率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Single Precision Natural Logarithm Architecture for Hard Floating-Point and DSP-Enabled FPGAs
In this paper we will present a novel method for implementing floating point (FP) elementary functions using the new FP single precision addition and multiplication features of the Altera Arria~10 DSP Block architecture. Our application example will use log(x), one of the most commonly required functions for emerging datacenter and computing FPGA targets. We will explain why the combination of new FPGA technology, and at the same time, a massive increase in computing performance requirement, fuels the need for this work. We show a comprehensive error analysis, both for the overall function, and each subsection of the architecture, demonstrating that the hard FP (HFP) Blocks, in conjunction with the traditional flexibility and connectivity of the FPGA, can provide a robust and high performance solution. These methods create a highly accurate single precision IEEE754 function, which is OpenCL conformant. Our methods map directly to almost exclusively embedded structures, and therefore result in significant reduction in logic resources and routing stress compared to current methods, and demonstrate that newly introduced FPGA routing architectures can be leveraged to use almost no soft resources. We also show that the latency of the log(x) function can be changed independently of the architecture and function, allowing the performance of the function to be adjusted directly to the system clock rate.
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