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:
Jun. 27, 2023

Filed:

Sep. 10, 2020
Applicant:

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

Inventors:

Bradley William Fawcett, Byron, MN (US);

Paul Gerver, Rochester, MN (US);

Jingdong Sun, Rochester, MN (US);

Jason A. Nikolai, Rochester, MN (US);

Henry Chiu, San Jose, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 9/50 (2006.01); G06N 20/00 (2019.01); G06F 9/48 (2006.01); G06F 18/214 (2023.01);
U.S. Cl.
CPC ...
G06F 9/5077 (2013.01); G06F 9/4881 (2013.01); G06F 9/50 (2013.01); G06F 9/5061 (2013.01); G06F 18/214 (2023.01); G06N 20/00 (2019.01);
Abstract

Computer software executing on computer hardware that performs the following operations: (i) training a machine learning model to determine allocations of computing resources to processing elements of a stream processing job according to a specified objective; and (ii) allocating a set of computing resources to the processing elements by: allocating to the processing elements a first subset of the set of computing resources based, at least in part, on a minimum resource requirement for the processing elements, and allocating to the processing elements a second subset of the set of computing resources based, at least in part, on an allocation determined using the trained machine learning model.


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