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Automatic Pipeline Construction Focused on Similarity of Rate Law Functions for an FPGA-based Biochemical Simulator

机译:基于FpGa生化模拟器的速率律函数相似性的自动流水线构造

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摘要

For FPGA-based scientific simulation systems, hardware design technique that can reduce required amount of hardware resources is a key issue, since the size of simulation target is often limited by the size of the FPGA. Focusing on FPGA-based biochemical simulation, this paper proposes hardware design methodology which finds and combines common datapath for similar rate law functions appeared in simulation target models, so as to generate area-effective pipelined hardware modules. In addition, similarity-based clustering techniques of rate law functions are also presented in order to alleviate negative effects on performance for combined pipelines. Empirical evaluation with a practical biochemical model reveals that our method enables the simulation with 66% of the original hardware resources at a reasonable cost of 20% performance overhead.
机译:对于基于FPGA的科学仿真系统,可以减少所需硬件资源量的硬件设计技术是一个关键问题,因为仿真目标的大小通常受FPGA大小的限制。针对基于FPGA的生化模拟,本文提出了一种硬件设计方法,该方法为模拟目标模型中出现的相似速率定律函数找到并结合了通用数据路径,从而生成面积有效的流水线硬件模块。此外,还提出了基于相似度的费率定律函数聚类技术,以减轻对组合管道性能的负面影响。实际生化模型的经验评估表明,我们的方法能够以原始硬件资源的66%进行仿真,而性能开销仅为20%。

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