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. 13, 2023

Filed:

May. 11, 2021
Applicant:

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

Inventors:

Namit Kabra, Hyderabad, IN;

Ritesh Kumar Gupta, Hyderabad, IN;

Yannick Saillet, Stuttgart, DE;

Vijay Ekambaram, Chennai, IN;

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06F 16/901 (2019.01); G06F 11/36 (2006.01); G06N 5/022 (2023.01); G06N 3/08 (2023.01); G06F 18/21 (2023.01);
U.S. Cl.
CPC ...
G06F 16/9024 (2019.01); G06F 11/3684 (2013.01); G06F 11/3692 (2013.01); G06F 18/217 (2023.01); G06N 3/08 (2013.01); G06N 5/022 (2013.01);
Abstract

An approach is provided for completing a pipeline graph. Using a deep learning based sequence model, an initial data pipeline having a sequence of nodes is generated. Mismatch(es) between data formats required by input and output in the sequence of nodes is identified. Virtual gap node(s) that correct the mismatch(es) are added to the initial data pipeline. For a given virtual gap node, tentative graph structures are determined using knowledge graphs and a crowd sourced validation system. Reuse forecast scores and performance scores for the tentative graph structures are calculated. Based on the reuse forecast scores and the performance scores, a final graph structure for implementing the given virtual gap node is determined.


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