Power-Aware Parallel Loop Scheduling Method for Heterogeneous System

Abstract

PDF HTML阅读 XML下载 导出引用 引用提醒 异构系统功耗感知的并行循环调度方法 DOI: 10.3724/SP.J.1001.2011.03883 作者: 作者单位: 作者简介: 通讯作者: 中图分类号: 基金项目: 国家自然科学基金(60921062, 60903059, 60903044); 国家科技重大专项(2009ZX01036-001-003-001) Power-Aware Parallel Loop Scheduling Method for Heterogeneous System Author: Affiliation: Fund Project: 摘要 | 图/表 | 访问统计 | 参考文献 | 相似文献 | 引证文献 | 资源附件 | 文章评论 摘要:以类OpenMP的并行程序为研究对象,在满足性能约束的条件下,结合异构系统并行循环调度和处理器动态电压调节技术优化系统功耗.首先建立了异构系统功耗感知的并行循环调度问题基本模型;然后,通过分析方法给出异构系统并行循环调度的能耗下界,该下界可用于评估功耗优化方法的实际效率;进而将异构系统并行循环调度问题归纳为整数规划问题,在此基础上,提出了处理器内循环再调度方法进一步降低功耗.最后,以CPU-GPU 异构系统为平台评测了10 个典型kernel 程序.实验结果表明,该方法可以有效降低系统功耗,提高系统效能. Abstract:Based on the OpenMP-like parallel program, a loop scheduling and dynamic voltage scaling technology is coordinated to optimize system power consumption under the given performance constraint. First, the basic model for power-aware loop scheduling on the heterogeneous system is presented. After that, through theoretical analysis, it has been concluded that the lower bound of energy consumption for parallel loop scheduling on heterogeneous systems, can be used as a baseline to evaluate the efficiency of optimization technology. Furthermore, this paper induces the scheduling problem as a typical integer programming problem and proposes inner-processor loop re-scheduling method to further reduce power consumption. Finally, 10 typical kernel programs on a CPU-GPU heterogeneous system are created. The experimental results demonstrate that the proposed method can effectively reduce the total energy consumption of the whole system and improve the system energy efficiency. 参考文献 相似文献 引证文献