The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Dec. 12, 2023

Filed:

Mar. 31, 2021
Applicant:

International Business Machines Corporation, Armonk, NY (US);

Inventors:

Sunyanan Choochotkaew, Koto, JP;

Tatsuhiro Chiba, Bunkyo-ku, JP;

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06F 9/54 (2006.01); G06F 9/50 (2006.01); G06N 5/02 (2023.01);
U.S. Cl.
CPC ...
G06F 9/5005 (2013.01); G06F 9/542 (2013.01); G06N 5/02 (2013.01);
Abstract

A computer-implemented method for scheduling and scaling a cloud system for microservice applications is provided including identifying a plurality of nodes within one or more clusters associated with a plurality of containers, generating a model for predicting resource usage among the plurality of nodes, automatically deciding on a number of replicated containers, node bindings, and weight for each replicated container according to application requests and current usage status of a cluster of the one or more clusters that reduce resource usages and microservice cohesion, and determining at least node redistribution of the plurality of nodes within the plurality of containers and workload partitioning to reconfigure scaling, scheduling, and balance deployment requirements of the microservice applications.


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