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On Energy Proportionality and Time-Energy Performance of Heterogeneous Clusters

Authors: Lavanya Ramapantulu; Dumitrel Loghin; Yong Meng Teo;

On Energy Proportionality and Time-Energy Performance of Heterogeneous Clusters

Abstract

Energy efficiency is an area of growing importance in datacenters. While the energy proportionality wall poses a challenge to further improve the dynamic power range of servers, heterogeneous systems offer a new opportunity to achieve higher energy efficiency by improving the match between application workload demands on the large heterogeneous system configuration space. This paper proposes a model-driven energy proportionality analysis of heterogeneous clusters consisting of server nodes with different performance-to-power ratio (PPR). Our analysis shows that inter-node heterogeneity has a positive effect of scaling the energy proportionality wall by exposing configurations with sub-linear energy proportionality. Secondly, analysis of these sub-linear configurations on the 95th percentile response time shows that heterogeneity is beneficial in workloads where the PPR of wimpy nodes is higher than brawny nodes.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
2
Average
Average
Average
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