Characterization and optimization of behavioral hardware accelerators in heterogeneous MPSoCs

Yidi Liu, M. Villaverde, F. Moreno, Benjamin Carrión Schäfer
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引用次数: 1

Abstract

This work presents a method to characterize and optimize hardware accelerators (HWaccs) given as Behavioral IPs (BIPs) mapped as loosely coupled HWaccs in heterogenous MPSoCs. The proposed HWacc exploration flow is composed of two main stages. The first stage characterizes each BIPs individually by performing a High-Level Synthesis (HLS) Design Space Exploration (DSE) on each of the BIPs to obtain a trade-off curve of Pareto-optimal designs. It then continues by exploring the system-level design space using these Pareto-optimal designs and finding configurations with unique area vs. performance trade-offs. Our proposed system-level explorer makes use of cycle-accurate simulation models to explore the search space fast and accurately. Experimental results show that our proposed method works well for MPSoCs of different sizes ranging from systems with 1 to 4 masters and with 3 to 7 HWaccs.
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异构mpsoc中行为硬件加速器的表征与优化
本研究提出了一种表征和优化硬件加速器(HWaccs)的方法,该硬件加速器(HWaccs)作为行为ip (bip)在异构mpsoc中映射为松耦合HWaccs。提出的HWacc勘探流程由两个主要阶段组成。第一阶段通过在每个bip上执行高级综合(HLS)设计空间探索(DSE)来单独表征每个bip,以获得帕累托最优设计的权衡曲线。然后继续使用这些帕累托最优设计探索系统级设计空间,并找到具有独特面积与性能权衡的配置。我们提出的系统级资源管理器利用周期精确的仿真模型来快速准确地探索搜索空间。实验结果表明,该方法适用于1到4个主节点和3到7个hwacc的不同尺寸的mpsoc。
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