Analysis and evaluation of greedy thread swapping based dynamic power management for MPSoC platforms

C. Ravishankar, S. Ananthanarayanan, S. Garg, A. Kennings
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引用次数: 7

Abstract

Thread migration (TM) is a recently proposed dynamic power management technique for heterogeneous multi-processor system-on-chip (MPSoC) platforms that eliminates the area and power overheads incurred by fine-grained dynamic voltage and frequency scaling (DVFS) based power management. In this paper, we take the first step towards formally analyzing and experimentally evaluating the use of power-aware TM for parallel data streaming applications on MPSoC platforms. From an analysis perspective, we characterize the optimal mapping of threads to cores and prove the convergence properties of a complexity effective greedy thread swapping based TM algorithm to the globally optimal solution. The proposed techniques are evaluated on a 9-core FPGA based MPSoC prototype equipped with fully-functional TM and DVFS support, and running a parallelized video encoding benchmark based on the Motion Picture Experts Group (MPEG-2) standard. Our experimental results validate the proposed theoretical analysis, and show that the proposed TM algorithm provides within 8% of the DVFS performance under the same power budget, and assuming no overheads for DVFS. Assuming voltage regulator inefficiency of 80%, the proposed TM algorithm has 9% higher performance than DVFS, again under the same total power budget.
基于贪婪线程交换的MPSoC平台动态电源管理分析与评价
线程迁移(TM)是最近提出的一种用于异构多处理器片上系统(MPSoC)平台的动态电源管理技术,它消除了基于细粒度动态电压和频率缩放(DVFS)的电源管理所带来的面积和功耗开销。在本文中,我们迈出了正式分析和实验评估在MPSoC平台上并行数据流应用中使用功耗感知TM的第一步。从分析的角度,刻画了线程到核的最优映射,证明了一种基于复杂度有效贪婪线程交换的TM算法对全局最优解的收敛性。在一个支持全功能TM和DVFS的9核FPGA MPSoC原型上对所提出的技术进行了评估,并运行了一个基于MPEG-2标准的并行视频编码基准测试。我们的实验结果验证了提出的理论分析,并表明所提出的TM算法在相同功率预算下的性能在DVFS的8%以内,并且假设DVFS没有开销。假设稳压器效率为80%,在相同的总功率预算下,所提出的TM算法的性能比DVFS高9%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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