Towards energy efficient scheduling with DVFS for precedence constrained tasks on heterogeneous cluster system

N. Kaur, S. Bansal, R. Bansal
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引用次数: 10

Abstract

Power/Energy management nowadays is emerging as a significant issue in designing the modern electronic circuits to cut electricity costs & bills, improve reliability, and certain ecological concerns. Recent technological advances in high performance computing (HPC) have resulted in versatile performance improvements, though at the cost of increased energy consumption and resources. In this paper, we have developed an energy efficient algorithm for scheduling any directed acyclic graph (DAG) on heterogeneous cluster system to address bi-objectives issues: maintain performance and improve the total system energy consumption accounting for both computation energy (busy + idle) of processor and communication energy of network interconnect. We integrate dynamic voltage and frequency scaling (DVFS) technique to the existing non energy aware list based scheduling algorithm HEFT to generate a new energy efficient scheduling algorithm called - LDVS. From the exhaustive simulation results of different random and real task graphs, it is analyzed that LDVS maintains performance (overall makespan) and also exhibits significant improvements in processor and total energy over HEFT.
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基于DVFS的异构集群系统优先级约束任务节能调度研究
如今,电源/能源管理正在成为设计现代电子电路的一个重要问题,以降低电力成本和账单,提高可靠性和某些生态问题。高性能计算(HPC)方面的最新技术进步带来了多方面的性能改进,但代价是能源消耗和资源的增加。在本文中,我们开发了一种在异构集群系统上调度任何有向无环图(DAG)的节能算法,以解决双目标问题:兼顾处理器的计算能量(繁忙+空闲)和网络互连的通信能量,保持性能和提高系统总能耗。我们将动态电压频率缩放(DVFS)技术与现有的基于非能量感知列表的调度算法HEFT相结合,生成了一种新的节能调度算法LDVS。从不同随机任务图和真实任务图的详尽仿真结果分析,ldv保持了性能(总makespan),并且在处理器和总能量方面也比HEFT有了显著的改进。
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