Systems and methods for proactive and predictive power consumption reduction during workload execution

A system comprising:

• one or more processors;
• and
• a proactive and predictive power management controller (PPPMC) that is configured to:
• model utilization of a particular processor of the one or more processors executing different workloads based on telemetry data associated with the particular processor executing the different workloads;
• deploy a workload to the particular processor;
• determine that telemetry data associated with executing a first part of the workload matches the utilization of the particular processor executing a prior workload of the different workloads;
• configure dynamic thresholds for the particular processor based on the modeling of the utilization of the particular processor executing the prior workload, wherein configuring the dynamic thresholds comprises:
• restricting the particular processor to an upper frequency that is less than a maximum frequency supported by the particular processor prior to the particular processor reaching a threshold at which the particular processor is throttled;
• and
• increasing one or more of an operating frequency or power consumption of the particular processor for a second part of the workload in response to a modeled subsequent part of the utilization of the particular processor executing the prior workload corresponding to an increase in workload demand;
• and
• execute the workload with the upper frequency of the particular processor restricted according to the dynamic thresholds.

A non-transitory computer-readable medium storing program instructions that, when executed by one or more hardware processors of a system, cause the system to perform operations comprising:

• modeling utilization of a particular processor of the one or more hardware processors executing different workloads based on telemetry data associated with the particular processor executing the different workloads;
• deploying a workload to the particular processor;
• determining that telemetry data associated with executing a first part of the workload matches the utilization of the particular processor executing a prior workload of the different workloads;
• configuring dynamic thresholds for the particular processor based on the modeling of the utilization of the particular processor executing the prior workload, wherein configuring the dynamic thresholds comprises:
• restricting the particular processor to an upper frequency that is less than a maximum frequency supported by the particular processor prior to the particular processor reaching a threshold at which the particular processor is throttled;
• and
• increasing one or more of an operating frequency or power consumption of the particular processor for a second part of the workload in response to a modeled subsequent part of the utilization of the particular processor executing the prior workload corresponding to an increase in workload demand;
• and
• executing the workload with the upper frequency of the particular processor restricted according to the dynamic thresholds.