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. 19, 2023

Filed:

Mar. 29, 2021
Applicant:

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

Inventors:

Shiwan Zhao, Beijing, CN;

Bo Yang, Beijing, CN;

HongLei Guo, Beijing, CN;

Zhong Su, Beijing, CN;

Yunhui Zheng, Chappaqua, NY (US);

Jim Alain Laredo, Katonah, NY (US);

Alessandro Morari, New York, NY (US);

Marco Pistoia, Amawalk, NY (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 8/71 (2018.01); G06F 8/40 (2018.01); G06F 8/41 (2018.01); G06F 11/36 (2006.01); G06N 3/04 (2023.01); G06N 3/08 (2023.01); G06F 21/57 (2013.01); G06F 21/56 (2013.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
G06F 11/3624 (2013.01); G06N 3/04 (2013.01); G06N 3/08 (2013.01); G06F 11/3608 (2013.01); G06F 11/3616 (2013.01); G06F 21/563 (2013.01); G06F 21/577 (2013.01); G06F 2221/033 (2013.01); G06N 20/00 (2019.01);
Abstract

Approaches presented herein enable fault detection. More specifically, implementation code of one or more functions is identified from source code. The implementation code of the one or more functions is converted to corresponding Abstract Syntax Trees (ASTs). The implementation code of the one or more functions is represented as a first plurality of sets of AST paths over the ASTs. Classification results for the one or more functions are generated with a classifier based on the first plurality of sets of AST paths for the implementation code of the one or more functions. Each of the classification results indicates a probability of having at least one fault in a corresponding function of the one or more functions. Fault detection results of the source code are generated based on the classification results.


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