Wattch: a framework for architectural-level power analysis and optimizations
Proceedings of the 27th annual international symposium on Computer architecture
Energy-driven integrated hardware-software optimizations using SimplePower
Proceedings of the 27th annual international symposium on Computer architecture
Saving energy with just in time instruction delivery
Proceedings of the 2002 international symposium on Low power electronics and design
PowerScope: A Tool for Profiling the Energy Usage of Mobile Applications
WMCSA '99 Proceedings of the Second IEEE Workshop on Mobile Computer Systems and Applications
The Tau Parallel Performance System
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Valgrind: a framework for heavyweight dynamic binary instrumentation
Proceedings of the 2007 ACM SIGPLAN conference on Programming language design and implementation
Dynamic voltage scaling under EDF revisited
Real-Time Systems
The Journal of Supercomputing
Energy Profiling and Analysis of the HPC Challenge Benchmarks
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Journal of Signal Processing Systems
Scientific Programming - Software Development for Multi-core Computing Systems
HPCTOOLKIT: tools for performance analysis of optimized parallel programs http://hpctoolkit.org
Concurrency and Computation: Practice & Experience - Scalable Tools for High-End Computing
PowerPack: Energy Profiling and Analysis of High-Performance Systems and Applications
IEEE Transactions on Parallel and Distributed Systems
CCGRID '10 Proceedings of the 2010 10th IEEE/ACM International Conference on Cluster, Cloud and Grid Computing
ompP: a profiling tool for OpenMP
IWOMP'05/IWOMP'06 Proceedings of the 2005 and 2006 international conference on OpenMP shared memory parallel programming
LIKWID: A Lightweight Performance-Oriented Tool Suite for x86 Multicore Environments
ICPPW '10 Proceedings of the 2010 39th International Conference on Parallel Processing Workshops
An ISO-Energy-Efficient Approach to Scalable System Power-Performance Optimization
CLUSTER '11 Proceedings of the 2011 IEEE International Conference on Cluster Computing
Automatic performance analysis of OpenMP codes on a scalable shared memory system using periscope
PARA'10 Proceedings of the 10th international conference on Applied Parallel and Scientific Computing - Volume 2
Further improving the scalability of the scalasca toolset
PARA'10 Proceedings of the 10th international conference on Applied Parallel and Scientific Computing - Volume 2
Network Energy Optimization for MPI Operations
ICICTA '12 Proceedings of the 2012 Fifth International Conference on Intelligent Computation Technology and Automation
Determine energy-saving potential in wait-states of large-scale parallel programs
Computer Science - Research and Development
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Performance analysis is a crucial step in HPC architectures including clouds. Traditional performance analysis methodologies that were proposed, implemented, and enacted are functional with the objective of identifying bottlenecks or issues related to memory, programming languages, hardware, and virtualization aspects. However, the need for energy efficient architectures in highly scalable computing environments, such as, Grid or Cloud, has widened the research thrust on developing performance analysis methodologies that analyze the energy inefficiency of HPC applications or their associated hardware. This paper surveys the performance analysis methodologies that investigates into the available energy monitoring and energy awareness mechanisms for HPC architectures. In addition, the paper validates the existing tools in terms of overhead, portability, and user-friendly parameters by conducting experiments at HPCCLoud Research Laboratory at our premise. This research work will promote HPC application developers to select an apt monitoring mechanism and HPC tool developers to augment required energy monitoring mechanisms which fit well with their basic monitoring infrastructures.