异构FPGA放置的遗传算法中的超基因

P. Jamieson, Farnaz Gharibian, Lesley Shannon
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引用次数: 9

摘要

超基因是遗传算法基因组的一个补充,它复制基因组中的基因,代表局部优化,并且有可能在复制的基因上表达。我们在FPGA放置的遗传算法中引入了超基因,其中放置算法放置细粒度组件和中粒度组件的混合(其中中粒度组件是细粒度组件大小的2到10倍)。据我们所知,这是第一个可以处理这种混合组件的放置算法。我们的结果表明,超基因将放置度量(FPGA的时钟速度)提高了大约10%。我们还展示和探索了超基因上的突变算子,并通过实验证明,对于我们的放置问题,超基因的表达可以通过二元函数有效地控制。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Supergenes in a genetic algorithm for heterogeneous FPGA placement
Supergenes are an addition to a genetic algorithm's genome that duplicate genes in the genome, represent local optimizations, and have the potential to be expressed overriding the duplicated gene. We introduce supergenes in a genetic algorithm for FPGA placement where a placement algorithm places a mix of fine-grain components and medium-grain components (where a medium-grain component is 2 to 10 times the size of a finegrain component). This is the first placement algorithm, to our knowledge, that can deal with such a mix of components. Our results show that supergenes improve a placement metric (clock speed of the FPGA) by approximately 10%. We also show and explore mutation operators on supergenes, and we experimentally demonstrate that the expression of a supergene can be effectively controlled via a binary function for our placement problem.
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