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:
Sep. 02, 2025

Filed:

Apr. 13, 2021
Applicant:

Oracle International Corporation, Redwood Shores, CA (US);

Inventors:

Vishal Vishnoi, Redwood Shores, CA (US);

Suman Mallapura Somasundar, Sunnyvale, CA (US);

Xin Xu, San Jose, CA (US);

Stevan Malesevic, Glen Ellyn, IL (US);

Assignee:

ORACLE INTERNATIONAL CORPORATION, Redwood Shores, CA (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 11/34 (2006.01); G06F 16/2458 (2019.01); G06N 5/043 (2023.01); H04L 51/02 (2022.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 11/3409 (2013.01); G06F 16/2471 (2019.01); G06N 5/043 (2013.01); H04L 51/02 (2013.01);
Abstract

Techniques are disclosed for providing a scalable multi-tenant serve pool for chatbot systems. A query serving system (QSS) receives a request to serve a query for a new skillbot. The QSS comprises a plurality of deployments, each of which is configured to host a plurality of machine-learning models, each machine-learning model being associated with a skillbot, each deployment including a serving container and a model manager container that hosts a model manager, the serving container including a plurality of sub-containers, each of which hosts one of the machine-learning models downloaded by the model manager. The QSS selects a first deployment to be assigned to the new skillbot based on a first criterion, and loads the machine-learning model associated with the new skillbot into the first deployment. The machine-learning model is trained to serve the query for the new skillbot. The query is served using the machine-learning model.


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