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. 17, 2024

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 skillbot. The QSS includes: (i) a plurality of deployments in a serving pool, and (ii) a plurality of deployments in a free pool. The QSS determines whether a first deployment from the plurality of deployments in the serving pool can serve the query based on an identifier of the skillbot. In response to determining that the first deployment cannot serve the query, the QSS selects a second deployment from the plurality of deployments in the free pool to be assigned to the skillbot, and loads a machine-learning model associated with the skillbot into the second deployment, wherein the machine-learning model is trained to serve the query for the skillbot. The query is served using the machine-learning model loaded into the second deployment.


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