Method, apparatus and system for real-time optimization of computer-implemented application operations using machine learning techniques
Various aspects described or referenced herein are directed to different methods, systems, and computer program products for facilitating real-time optimization of computer-implemented application operations using machine learning techniques.
1. A method comprising:
providing, by a network device executing a servo component and to an optimizer system, an indication of application settings and operational metrics associated with an application to be optimized, wherein the operational metrics are obtained from an application monitoring system;
initiating, by the network device and based on instructions received from the optimizer system, optimization of the application which includes a plurality of optimization steps comprising:
initiating, by the network device, a measurement of an operational metric of the application while the application is operating in accordance with a runtime configuration,
sending, from the network device and to the optimizer system, measurement results of the operational metric of the application,
performing, by the network device and based on the measurement results of the operational metric of the application, an update of the application by patching one or more objects of the application to effect changes to the application settings, and
sending, from the network device and to the optimizer system, patching results of the one or more objects of the application to complete the update of the application; and
receiving, at the network device and from the optimizer system, an indication that the optimization of the application is complete.
2. The method as in claim 1 , further comprising:
sending, from the network device and to the application monitoring system, a query requesting the operational metrics associated with the application.
3. The method as in claim 1 , further comprising:
sending, from the network device and to the application, a query requesting the application settings associated with the application.
4. The method as in claim 1 , wherein initiating the measurement of the operational metric of the application while the application is operating in accordance with the runtime configuration comprises:
receiving, at the network device and from the optimizer system, an instruction to initiate the measurement of the operational metric of the application.
5. The method as in claim 1 , wherein initiating the measurement of the operational metric of the application while the application is operating in accordance with the runtime configuration comprises:
sending, from the network device and to an application monitoring system, a query requesting the operational metric of the application while the application is operating in accordance with the runtime configuration.
6. The method as in claim 1 , wherein performing the update of the application by patching the one or more objects of the application to effect changes to the application settings comprises:
receiving, at the network device and from the optimizer system, an instruction to update the application.
7. The method as in claim 1 , wherein the plurality of optimization steps are repeated a plurality of times by the network device prior to receiving the indication that the optimization of the application is complete from the optimizer system.
8. An apparatus comprising:
one or more network interfaces to communicate with a software-defined wide area network (SD-WAN);
a processor coupled to the one or more network interfaces and configured to execute one or more processes; and
a memory configured to store a process that is executable by the processor, the process when executed configured to:
provide, via a servo component and to an optimizer system, an indication of application settings and operational metrics associated with an application to be optimized, wherein the operational metrics are obtained from an application monitoring system;
initiate, based on instructions received from the optimizer system, optimization of the application which includes a plurality of optimization steps comprising:
initiating a measurement of an operational metric of the application while the application is operating in accordance with a runtime configuration,
sending, to the optimizer system, measurement results of the operational metric of the application,
performing, based on the measurement results of the operational metric of the application, an update of the application by patching one or more objects of the application to effect changes to the application settings, and
sending, to the optimizer system, patching results of the one or more objects of the application to complete the update of the application; and
receive, from the optimizer system, an indication that the optimization of the application is complete.
9. The apparatus as in claim 8 , further comprising:
sending, from the apparatus and to the application monitoring system, a query requesting the operational metrics associated with the application.
10. The apparatus as in claim 8 , further comprising:
sending, from the apparatus and to the application, a query requesting the application settings associated with the application.
11. The apparatus as in claim 8 , wherein initiating the measurement of the operational metric of the application while the application is operating in accordance with the runtime configuration comprises:
receiving, at the apparatus and from the optimizer system, an instruction to initiate the measurement of the operational metric of the application.
12. The apparatus as in claim 8 , wherein initiating the measurement of the operational metric of the application while the application is operating in accordance with the runtime configuration comprises:
sending, from the apparatus and to an application monitoring system, a query requesting the operational metric of the application while the application is operating in accordance with the runtime configuration.
13. The apparatus as in claim 8 , wherein performing the update of the application by patching the one or more objects of the application to effect changes to the application settings comprises:
receiving, at the apparatus and from the optimizer system, an instruction to update the application.
14. The apparatus as in claim 8 , wherein the plurality of optimization steps are repeated a plurality of times by the apparatus prior to receiving the indication that the optimization of the application is complete from the optimizer system.
15. A tangible, non-transitory, computer-readable medium storing program instructions that cause a network device to execute a process comprising:
providing, by the network device executing a servo component and to an optimizer system, an indication of application settings and operational metrics associated with an application to be optimized, wherein the operational metrics are obtained from an application monitoring system
initiating, by the network device and based on instructions received from the optimizer system, optimization of the application which includes a plurality of optimization steps comprising:
initiating, by the network device, a measurement of an operational metric of the application while the application is operating in accordance with a runtime configuration,
sending, from the network device and to the optimizer system, measurement results of the operational metric of the application,
performing, by the network device and based on the measurement results of the operational metric of the application, an update of the application by patching one or more objects of the application to effect changes to the application settings, and
sending, from the network device and to the optimizer system, patching results of the one or more objects of the application to complete the update of the application; and
receiving, at the network device and from the optimizer system, an indication that the optimization of the application is complete.