异构多处理器SoC的应用算法性能优化方法  被引量:5

Performance Optimization of Application Algorithms for Heterogeneous Multi-Processor System-on-Chips

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作  者:赵鹏[1] 严明[1] 李思昆[1] 

机构地区:[1]国防科学技术大学计算机学院,湖南长沙410073

出  处:《软件学报》2011年第7期1475-1487,共13页Journal of Software

基  金:国家自然科学基金(90207019;90707003)

摘  要:在嵌入式多媒体处理领域中,多处理器片上系统(multi-processor system-on-chip,简称MPSoC)的应用越来越广泛.多媒体处理MPSoC通常采用"主处理器核+多个异构协处理器核"的主流体系结构.该结构兼顾了MPSoC系统的通用性与灵活性、性能与功耗,但也向MPSoC的性能优化方法提出了更高的要求.针对异构MPSoC上的多媒体应用算法,提出了一种MPSoC多媒体处理性能优化方法.该方法经过应用特征分析、循环仿射划分、应用向MPSoC各处理器核的映射,实现了优化的数据局部性与多级并行性,从而提高了异构MPSoC上多媒体应用算法的性能.实验结果表明,该方法对于多媒体应用算法在异构MPSoC上的处理性能优化方面取得了明显效果.MPSoCs (multi-processor system-on-chips) are comprehensively applied in the embedded multimediaprocessing field. Multimedia MPSoCs often adopt the "host processor+multiple heterogeneous synergistic processor" architecture, which makes the trade-off between universality and flexibility. MPSoCs also take into consideration both performance and power-consumption, but challenges the method of performance optimization of System-on-Chip applications. This paper proposes an approach that improves the performance of application algorithms running on heterogeneous MPSoCs. The approach includes three stages: Application feature analysis, affine partitioning of kernel loops, and "application-architecture" mapping. It optimizes the multi-level parallelism and data locality of application algorithms to improve MPSoC performance. Experimental results show that the proposed approach can greatly improve the multimedia processing performance on heterogeneous MPSoCs.

关 键 词:片上系统 多处理器片上系统 嵌入式系统 多媒体处理 

分 类 号:TP311[自动化与计算机技术—计算机软件与理论]

 

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