18759333. APPLICATION AND TRAFFIC AWARE MACHINE LEARNING-BASED POWER MANAGER (Juniper Networks, Inc.)
APPLICATION AND TRAFFIC AWARE MACHINE LEARNING-BASED POWER MANAGER
Organization Name
Inventor(s)
Raja Kommula of Cupertino CA (US)
Ganesh Byagoti Matad Sunkada of Bengaluru (IN)
Thayumanavan Sridhar of Sunnyvale CA (US)
Raj Yavatkar of Los Gatos CA (US)
APPLICATION AND TRAFFIC AWARE MACHINE LEARNING-BASED POWER MANAGER
This abstract first appeared for US patent application 18759333 titled 'APPLICATION AND TRAFFIC AWARE MACHINE LEARNING-BASED POWER MANAGER
Original Abstract Submitted
Example systems and techniques are disclosed for power management. An example system includes one or more memories and one or more processors. The one or more processors are configured to obtain workload metrics from a plurality of nodes of a cluster. The one or more processors are configured to obtain network function metrics from the plurality of nodes of the cluster. The one or more processors are configured to execute at least one machine learning model to predict a corresponding measure of criticality of traffic of each node. The one or more processors are configured to determine, based on the corresponding measure of criticality of traffic of each node, a corresponding power mode for at least one processing core of each node. The one or more processors are configured to recommend or apply the corresponding power mode to the at least one processing core of each node.