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soft-NEON: A study on replacing the NEON engine of an ARM SoC with a reconfigurable fabric

机译:soft NEON:使用可重新配置的结构替换ARM SoC的NEON引擎的研究

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Power is a limiting factor in the design of embedded processors. For this reason adding more instruction extensions is not a scalable option. To overcome this issue, we study the effects of replacing the NEON unit of an ARM SoC with an FPGA-like reconfigurable fabric. We measure the gap between the conventional hard-NEON and a soft-NEON implementation. We found that the soft-NEON has an overhead of 25.17× and 6.23× for area and latency, respectively. This overhead is reduced by exploiting the reconfigurability of the fabric by incorporating FPGA-specific optimization techniques. Moreover, we show that instead of implementing the pre-defined NEON instruction set, custom instructions can be loaded to the reconfigurable fabric by using a HLS compilation flow. With this approach performance gains of over 2.8× have been obtained for some kernels.
机译:功耗是嵌入式处理器设计中的限制因素。因此,添加更多指令扩展名不是可扩展的选项。为了克服这个问题,我们研究了用类似FPGA的可重配置结构替换ARM SoC的NEON单元的效果。我们测量了传统的硬NEON和软NEON实现之间的差距。我们发现,软NEON的面积和延迟分别具有25.17倍和6.23倍的开销。通过结合特定于FPGA的优化技术来利用结构的可重新配置性,可以减少这种开销。此外,我们展示了可以使用HLS编译流程将自定义指令加载到可重新配置的结构中,而不是实现预定义的NEON指令集。通过这种方法,对于某些内核,性能已提高了2.8倍以上。

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