System and method for automated freedom-constraint calibration

A computerized system for optimizing resource use within a physical system, the computerized system comprising:

• a memory;
• and
• one or more first computer processors configured to:
• based on telemetry data, compute a freedom value for the physical system, wherein the computing is performed by subtracting a constraint value from a resource value, wherein the resource value describes an amount of a resource provided to the physical system, and wherein the constraint value describes a constraint which limits a use of the resource by the physical system;
• and
• adjust the use of the resource by the physical system, wherein the adjusting comprises:
• balancing the computed freedom value with respect to the subtracted constraint value, and altering a state of the physical system based on the balancing.

A method of calibrating a graphical processing unit (GPU), the method comprising, using one or more first computer processors:

• based on telemetry data comprising:
• a temperature reading, a voltage reading, and a clock reading, calculating a freedom value for the GPU, wherein the GPU comprises one or more second computer processors executing a neural network, the one or more second computer processors separate from the one or more first computer processors,
• wherein the computing is performed by subtracting a constraint value from a resource value, wherein the resource value describes an amount of a resource provided to the GPU, and wherein the constraint value describes a constraint which limits a use of the resource by the GPU;
• and
• adjusting the use of the resource by the GPU, wherein the adjusting comprises:
• balancing the computed freedom value with respect to the subtracted constraint value, and altering a state of the GPU based on the balancing.