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. 23, 2025

Filed:

Nov. 30, 2021
Applicant:

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

Inventors:

Mudhakar Srivatsa, White Plains, NY (US);

Raghu Kiran Ganti, White Plains, NY (US);

Carlos Henrique Andrade Costa, White Plains, NY (US);

Linsong Chu, White Plains, NY (US);

Joshua M. Rosenkranz, White Plains, NY (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 9/44 (2018.01); G06F 8/75 (2018.01); G06F 8/77 (2018.01); G06F 11/3604 (2025.01); G06N 5/02 (2023.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
G06N 5/02 (2013.01); G06F 8/75 (2013.01); G06F 8/77 (2013.01); G06F 11/3608 (2013.01); G06N 20/00 (2019.01);
Abstract

A system, computer program product, and method are provided for distributed data workflow semantics. A pipeline, such as a machine learning (ML) pipeline, is represented in a data flow graph (DFG). The represented pipeline is subject to annotations, with the annotations including pipeline nodes and object references. The pre-processed pipeline is subject to execution or processing with the annotated object references capturing object lineage. Output from the executed pipeline is constructed and a corresponding control signal is formatted to dynamically and selectively control an operatively coupled physical hardware device or software.


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