Data wordlength optimization for FPGA synthesis

N. Hervé, D. Ménard, O. Sentieys
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引用次数: 36

Abstract

Field programmable gate arrays (FPGAs) are now considered as a real alternative for digital signal processing (DSP) applications. But, new methodologies are still needed to automatically map a DSP application into an FPGA with respect to design constraints such as area, power consumption, execution time and time-to-market. Moreover DSP applications are frequently specified using floating-point arithmetic whereas fixed-point arithmetic should be used on FPGA. In this paper, a high-level synthesis methodology under constraints is presented. The originality is to consider a computation accuracy constraint. The methodology is based on a fixed-point operator library which characterizes the operators cost according to their wordlength. An error noise propagation model is used to compute an analytical expression of the accuracy in function of the signals wordlength. To obtain an efficient hardware implementation, the data wordlength optimization process is coupled with the high-level synthesis. In addition, the accuracy evaluation is done through an analytical method, which drastically reduces the optimization time.
用于FPGA合成的数据字长优化
现场可编程门阵列(fpga)现在被认为是数字信号处理(DSP)应用的真正替代方案。但是,考虑到诸如面积、功耗、执行时间和上市时间等设计限制,仍然需要新的方法将DSP应用自动映射到FPGA中。此外,DSP应用通常使用浮点运算,而FPGA应该使用定点运算。本文提出了一种约束条件下的高级综合方法。其独创性在于考虑了计算精度约束。该方法基于一个定点算子库,该库根据算子的字长来表征算子的代价。利用误差噪声传播模型计算了精度与信号字长函数的解析表达式。为了获得高效的硬件实现,将数据字长优化过程与高级合成相结合。此外,通过解析法进行精度评估,大大缩短了优化时间。
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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