Title
Power-performance tradeoffs in data center servers: DVFS, CPU pinning, horizontal, and vertical scaling.
Abstract
Dynamic Voltage and Frequency Scaling (DVFS), CPU pinning, horizontal, and vertical scaling, are four techniques that have been proposed as actuators to control the performance and energy consumption on data center servers. This work investigates the utility of these four actuators, and quantifies the power-performance tradeoffs associated with them. Using replicas of the German Wikipedia running on our local testbed, we perform a set of experiments to quantify the influence of DVFS, vertical and horizontal scaling, and CPU pinning on end-to-end response time (average and tail), throughput, and power consumption with different workloads. Results of the experiments show that DVFS rarely reduces the power consumption of underloaded servers by more than 5%, but it can be used to limit the maximal power consumption of a saturated server by up to 20% (at a cost of performance degradation). CPU pinning reduces the power consumption of underloaded server (by up to 7%) at the cost of performance degradation, which can be limited by choosing an appropriate CPU pinning scheme. Horizontal and vertical scaling improves both the average and tail response time, but the improvement is not proportional to the amount of resources added. The load balancing strategy has a big impact on the tail response time of horizontally scaled applications.
Year
DOI
Venue
2018
10.1016/j.future.2017.10.044
Future Generation Computer Systems
Keywords
Field
DocType
Power-performance tradeoffs,Dynamic Voltage and Frequency Scaling (DVFS),CPU pinning,Horizontal scaling,Vertical scaling
Load balancing (computing),Computer science,Server,Response time,Real-time computing,Processor affinity,Frequency scaling,Throughput,Energy consumption,Data center
Journal
Volume
Issue
ISSN
81
C
0167-739X
Citations 
PageRank 
References 
3
0.38
29
Authors
5
Name
Order
Citations
PageRank
Jakub Krzywda193.31
Ahmed Ali-Eldin244224.01
Trevor E. Carlson341127.09
Per-Olov ÖStberg47812.11
Erik Elmroth51675149.84