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:
Aug. 02, 2022

Filed:

Feb. 05, 2020
Applicant:

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

Inventors:

Biswajit Mohapatra, Pune, IN;

Prasanta Kumar Pal, Balasore, IN;

Venkata Vinay Kumar Parisa, Secunderabad, IN;

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06F 9/46 (2006.01); G06F 9/50 (2006.01); G06F 9/455 (2018.01); G06N 20/00 (2019.01); G06F 9/445 (2018.01); G06N 3/08 (2006.01);
U.S. Cl.
CPC ...
G06F 9/466 (2013.01); G06F 9/445 (2013.01); G06F 9/5027 (2013.01); G06N 20/00 (2019.01); G06F 9/5005 (2013.01); G06F 9/505 (2013.01); G06F 2009/4557 (2013.01); G06F 2009/45575 (2013.01); G06F 2209/5014 (2013.01); G06F 2209/5019 (2013.01); G06N 3/08 (2013.01);
Abstract

Predictive scaling of containers is provided based on obtaining, by one or more processors, prior transaction data on one or more of a user's prior transactions on one or more transaction-centric applications, and analyzing by the processor(s), the prior transaction data to predict whether a current transaction of the user on an application is deterministic or non-deterministic as to one or more functional layers of multiple functional layers of the application. Based on predicting that the current transaction is deterministic as to the functional layer(s) of the application, the processor(s) determines compute resource requirements for the deterministic transaction, and launches one or more containers in advance to run the functional layer(s) based, at least in part, on the computed resource requirements of the deterministic transaction.


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