Practical power consumption estimation for real life HPC applications
Future Generation Computer Systems
Power and Performance Management of GPUs Based Cluster
International Journal of Cloud Applications and Computing
Modeling energy consumption for master---slave applications
The Journal of Supercomputing
GPU-accelerated molecular visualization on petascale supercomputing platforms
UltraVis '13 Proceedings of the 8th International Workshop on Ultrascale Visualization
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We present an inexpensive hardware system for monitoring power usage of individual CPU hosts and externally attached GPUs in HPC clusters and the software stack for integrating the power usage data streamed in real-time by the power monitoring hardware with the cluster management software tools. We introduce a measure for quantifying the overall improvement in performance-per-watt for applications that have been ported to work on the GPUs. We use the developed hardware/software infrastructure to demonstrate the overall improvement in performance-per-watt for several HPC applications implemented to work on GPUs.