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:
Jul. 05, 2022

Filed:

Nov. 25, 2019
Applicant:

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

Inventors:

Alexander Sobran, Chapel Hill, NC (US);

Bo Zhang, Cary, NC (US);

Bradley C. Herrin, Austin, TX (US);

Xianjun Zhu, Cary, NC (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 9/44 (2018.01); G06F 8/71 (2018.01); G06F 8/73 (2018.01); G06F 16/17 (2019.01); G06N 3/04 (2006.01); G06F 8/75 (2018.01); G06F 40/157 (2020.01);
U.S. Cl.
CPC ...
G06F 8/71 (2013.01); G06F 8/73 (2013.01); G06F 8/75 (2013.01); G06F 16/1734 (2019.01); G06F 40/157 (2020.01); G06N 3/0454 (2013.01);
Abstract

In an approach, one or more computer processors create a dictionary for each source code commit in a set of historical source code commits associated with a software deployment; create a similarity model based on the created dictionary for each source code commit in the set of historical source code commits; generate a vector embedding for a source code commit pair based on a set of log differences between source code commit pairs utilizing the created similarity model; generate, responsive to a new source code commit, a new vector embedding based on a set of log differences between the new source code commit and a preceding source code commit utilizing the created similarity model; generate a defect likelihood utilizing the generated new vector embedding; determine, responsive to the generated defect likelihood exceeding a defect likelihood threshold, that the new source code commit contains defects.


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