Configuration optimization with performance prediction
An information handling system may include at least one processor; and a non-transitory memory coupled to the at least one processor. The information handling system may be configured to: execute a plurality of virtual machines having workloads associated therewith; during selected times, apply a plurality of configuration settings relating to the at least one processor while executing the workloads of the plurality of virtual machines; track a plurality of performance metrics relating to the at least one processor during the selected times; and predictively determine a selected one of the plurality of configuration settings that is predicted to improve performance of the workloads.
1. An information handling system comprising:
at least one processor; and
a non-transitory memory coupled to the at least one processor;
wherein the information handling system is configured to:
execute a plurality of virtual machines having workloads associated therewith;
during selected times, apply a plurality of configuration settings relating to the at least one processor while executing the workloads of the plurality of virtual machines;
track a plurality of performance metrics relating to the at least one processor during the selected times;
determine a performance index for each configuration setting and the selected time associated therewith, the performance index including a weighted sum of the plurality of performance metrics;
determine a performance delta for each configuration setting and the selected time associated therewith, the performance delta including a difference between an individual performance index and an average performance index;
determine a performance score for each configuration setting, the performance score being indicative of a degree to which an individual performance index differs from the average performance index across all of the selected time periods; and
based on the performance delta and the performance score, predictively determine a selected one of the plurality of configuration settings that is predicted to improve performance of the workloads.
2. The information handling system of claim 1 , wherein the performance metrics include CPU Ready on the information handling system (CRhost), CPU Utilization on the information handling system (CUhost), and CPU Utilization on virtual machines (CUvm).
3. The information handling system of claim 1 , wherein the plurality of configuration settings comprises a core count, a base frequency, and a turbo frequency.
4. The information handling system of claim 1 , wherein the selected times comprise a plurality of equal lengths of time.
5. The information handling system of claim 1 , further configured to apply the selected configuration setting.
6. The information handling system of claim 5 , wherein the selected configuration setting is applied during a reboot and/or a defined maintenance window.
7. A method comprising:
executing, on an information handling system, a plurality of virtual machines having workloads associated therewith;
during selected times, applying a plurality of configuration settings relating to at least one processor of the information handling system while executing the workloads of the plurality of virtual machines;
tracking a plurality of performance metrics relating to the at least one processor during the selected times;
determining a performance index for each configuration setting and the selected time associated therewith, the performance index including a weighted sum of the plurality of performance metrics;
determining a performance delta for each configuration setting and the selected time associated therewith, the performance delta including a difference between an individual performance index and an average performance index;
determining a performance score for each configuration setting, the performance score being indicative of a degree to which an individual performance index differs from the average performance index across all of the selected time periods; and
based on the performance delta and the performance score, predictively determining a selected one of the plurality of configuration settings that is predicted to improve performance of the workloads.
8. The method of claim 7 , wherein the performance metrics include CPU Ready on the information handling system (CRhost), CPU Utilization on the information handling system (CUhost), and CPU Utilization on virtual machines (CUvm).
9. The method of claim 7 , wherein the plurality of configuration settings comprises a core count, a base frequency, and a turbo frequency.
10. The method of claim 7 , wherein the selected times comprise a plurality of equal lengths of time.
11. The method of claim 7 , further comprising applying the selected configuration setting to the information handling system upon a subsequent reboot.
12. An article of manufacture comprising a non-transitory, computer-readable medium having computer-executable code thereon that is executable by a processor of an information handling system for:
executing a plurality of virtual machines having workloads associated therewith;
during selected times, applying a plurality of configuration settings relating to the processor while executing the workloads of the plurality of virtual machines;
tracking a plurality of performance metrics relating to the processor during the selected times;
determining a performance index for each configuration setting and the selected time associated therewith, the performance index including a weighted sum of the plurality of performance metrics;
determining a performance delta for each configuration setting and the selected time associated therewith, the performance delta including a difference between an individual performance index and an average performance index;
determining a performance score for each configuration setting, the performance score being indicative of a degree to which an individual performance index differs from the average performance index across all of the selected time periods; and
based on the performance delta and the performance score, predictively determining a selected one of the plurality of configuration settings that is predicted to improve performance of the workloads.
13. The article of claim 12 , wherein the performance metrics include CPU Ready on the information handling system (CRhost), CPU Utilization on the information handling system (CUhost), and CPU Utilization on virtual machines (CUvm).
14. The article of claim 12 , wherein the plurality of configuration settings comprises a core count, a base frequency, and a turbo frequency.
15. The article of claim 12 , wherein the selected times comprise a plurality of equal lengths of time.
16. The article of claim 12 , wherein the code is further executable for:
applying the selected configuration setting.
17. The article of claim 16 , wherein the selected configuration setting is applied during a reboot and/or a defined maintenance window.