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Optimization methodologies for complex FPGA-based signal processing systems with CAL

机译:具有CAL的基于FPGA的复杂信号处理系统的优化方法

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摘要

Signal processing designs are becoming increasingly complex with demands for more advanced algorithms. Designers are now seeking high-level tools and methodology to help manage complexity and increase productivity. Recently, CAL dataflow language has been specified which is capable of synthesizing dataflow description into RTL codes for hardware implementation, and based on several case studies, have shown promising results. However, no work has been done on global network analysis, which could increase the optimization space. In this paper, we introduce methodologies to analyze and optimize CAL programs by determining which actions should be parallelized, pipelined, or refactored for the highest throughput gain, and then providing tools and techniques to achieve this using minimum resource. As a case study on the RVC MPEG-4 SP Intra decoder for implementation on Virtex-5 FPGA, experimental results confirmed our analysis with throughput gain of up to 3.5x using relatively-minor additional slice compared to the reference design.
机译:信号处理设计正变得越来越复杂,需要更先进的算法。设计师现在正在寻求高级工具和方法来帮助管理复杂性并提高生产率。最近,已经指定了CAL数据流语言,该语言能够将数据流描述合成为用于硬件实现的RTL代码,并且基于一些案例研究,已显示出令人鼓舞的结果。但是,有关全局网络分析的工作尚未完成,这可能会增加优化空间。在本文中,我们介绍了分析和优化CAL程序的方法,方法是确定应该并行化,管线化或重构哪些操作以获得最高的吞吐量,然后提供使用最少资源来实现此目的的工具和技术。作为在Virtex-5 FPGA上实现的RVC MPEG-4 SP Intra解码器的案例研究,实验结果证实了我们的分析,与参考设计相比,使用相对较小的附加切片可以使吞吐量增益提高3.5倍。

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