Patent ID: 11900078
Assignee: INTERNATIONAL BUSINESS MACHINES CORPORATION
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 16:
17. A system comprising:
a processor, a computer readable memory, one or more computer readable storage media, and program instructions collectively stored on the one or more computer readable storage media, the program instructions executable to:
determine a container orchestrator module is performing actions to run a workload;
determine a programming language of the workload;
select a profiler module in view of the programming language;
determine characteristics of the workload using the profiler module;
identify a persona of the workload from the determined characteristics by utilizing machine learning to train identity data of the persona and learn the persona which corresponds with the determined characteristics;
identify orchestration policies which map to the persona by utilizing machine learning to learn which of the orchestration policies map to the persona;
tune the container orchestrator module in view of the orchestration policies; and
deploy containers to the workload using the tuned container orchestrator module,
wherein the determined characteristics include a lower input of homogenous data, a high output of homogenous data, and a fluctuating memory profile of a streaming workload.