DocumentCode :
688173
Title :
Consolidating Applications for Energy Efficiency in Heterogeneous Computing Systems
Author :
Jing Zhang ; Hao Wang ; Heshan Lin ; Wu-Chun Feng
Author_Institution :
Dept. of Comput. Sci., Virginia Tech, Blacksburg, VA, USA
fYear :
2013
fDate :
13-15 Nov. 2013
Firstpage :
399
Lastpage :
406
Abstract :
By scheduling multiple applications with complementary resource requirements on a smaller number of compute nodes, we aim to improve performance, resource utilization, energy consumption, and energy efficiency simultaneously. In addition to our naive consolidation approach, which already achieves the aforementioned goals, we propose a new energy efficiency-aware (EEA) scheduling policy and compare its performance with current state-of-the-art policies, namely round-robin (RR), resource utilization-aware (RUA), adaptive shortest-job first (ASJF) in order to support the consolidation of applications in heterogeneous computing systems, and in turn, simultaneously improve performance, resource utilization, energy consumption, and energy efficiency, as measured by the energy-delay product. Of particular note, our experimental results on a real heterogeneous computing system demonstrate the efficacy of our scheduling policies by improving overall energy efficiency by an order of magnitude.
Keywords :
distributed processing; energy conservation; resource allocation; scheduling; ASJF policy; EEA scheduling policy; RR policy; RUA policy; adaptive shortest-job first policy; energy consumption; energy efficiency; energy efficiency-aware scheduling policy; energy-delay product; heterogeneous computing systems; resource requirements; resource utilization; resource utilization-aware policy; round-robin policy; Algorithm design and analysis; Benchmark testing; Energy consumption; Graphics processing units; Kernel; Power demand; Schedules; CPU; GPU; benchmarks; consolidation; energy efficiency; energy-delay product; heterogeneous computing; resource utilization; scheduling;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
High Performance Computing and Communications & 2013 IEEE International Conference on Embedded and Ubiquitous Computing (HPCC_EUC), 2013 IEEE 10th International Conference on
Conference_Location :
Zhangjiajie
Type :
conf
DOI :
10.1109/HPCC.and.EUC.2013.64
Filename :
6831946
Link To Document :
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