The simulation and evaluation of dynamic voltage scaling algorithms
ISLPED '98 Proceedings of the 1998 international symposium on Low power electronics and design
Proceedings of the 33rd annual ACM/IEEE international symposium on Microarchitecture
Performance directed energy management for main memory and disks
ACM Transactions on Storage (TOS)
A performance-conserving approach for reducing peak power consumption in server systems
Proceedings of the 19th annual international conference on Supercomputing
Limiting the power consumption of main memory
Proceedings of the 34th annual international symposium on Computer architecture
Cross-component energy management: Joint adaptation of processor and memory
ACM Transactions on Architecture and Code Optimization (TACO)
The PARSEC benchmark suite: characterization and architectural implications
Proceedings of the 17th international conference on Parallel architectures and compilation techniques
Mini-rank: Adaptive DRAM architecture for improving memory power efficiency
Proceedings of the 41st annual IEEE/ACM International Symposium on Microarchitecture
The Datacenter as a Computer: An Introduction to the Design of Warehouse-Scale Machines
The Datacenter as a Computer: An Introduction to the Design of Warehouse-Scale Machines
Scalable thread scheduling and global power management for heterogeneous many-core architectures
Proceedings of the 19th international conference on Parallel architectures and compilation techniques
Predictive coordination of multiple on-chip resources for chip multiprocessors
Proceedings of the international conference on Supercomputing
Power management of online data-intensive services
Proceedings of the 38th annual international symposium on Computer architecture
Pack & Cap: adaptive DVFS and thread packing under power caps
Proceedings of the 44th Annual IEEE/ACM International Symposium on Microarchitecture
Self-aware computing in the Angstrom processor
Proceedings of the 49th Annual Design Automation Conference
A Flexible Framework for Throttling-Enabled Multicore Management (TEMM)
ICPP '12 Proceedings of the 2012 41st International Conference on Parallel Processing
A generalized software framework for accurate and efficient management of performance goals
Proceedings of the Eleventh ACM International Conference on Embedded Software
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We examine the problem of assigning computing resources to an application to meet a performance goal while minimizing energy consumption. We present a general formulation of this problem as a linear program, discuss several potential heuristic solutions, and evaluate these heuristics on two real systems (one purchased in 2010, the other in 2013). We find that the well-known race-to-idle heuristic is close to the optimal solution on the older machine. On the newer machine, however, the optimal solution outperforms race-to-idle by over 35%. A generalization of race-to-idle, called pace-to-idle, is found to provide better results in a wider range of scenarios.