Prescriptive analytics based compute sizing correction stack for cloud computing resource scheduling

A system including:

• network interface circuitry configured to:
• receive historical utilization data for a selected virtual machine;
• receive consumption metric data for the selected virtual machine;
• send a compute sizing correction (CSC) token to a host interface, the host interface configured to control requisition for at least the selected virtual machine;
• sizing circuitry in data communication with the network interface circuitry, the sizing circuitry configured to execute a CSC stack,
• the CSC stack including:
• a data staging layer;
• an input layer;
• a configuration layer;
• and
• a prescriptive engine layer;
• the CSC stack executable to:
• obtain, via the input layer, the historical utilization data, and the consumption metric data;
• process, at the input layer, the historical utilization data to generate cleansed utilization data;
• store, at the data staging layer, the cleansed utilization data, and the consumption metric data;
• determine, at the configuration layer, a compute utilization sizing criterion;
• store, at the data staging layer, the compute utilization sizing criterion;
• access, at the prescriptive engine layer, the cleansed utilization data and the compute utilization sizing criterion via a memory resource provided by the data staging layer;
• based on the cleansed utilization data and the compute utilization sizing criterion, determine, at the prescriptive engine layer, a CSC trajectory for the selected virtual machine;
• based on the CSC trajectory, determine a CSC cycle adjustment for the selected virtual machine;
• and
• based on the CSC cycle adjustment, generate the CSC token.