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:
Oct. 24, 2023

Filed:

Oct. 22, 2021
Applicant:

Microsoft Technology Licensing, Llc., Redmond, WA (US);

Inventors:

Colin Bruce Clement, Seattle, WA (US);

Shao Kun Deng, Bellevue, WA (US);

Neelakantan Sundaresan, Bellevue, WA (US);

Alexey Svyatkovskiy, Bellevue, WA (US);

Michele Tufano, Bellevue, WA (US);

Assignee:

MICROSOFT TECHNOLOGY LICENSING, Redmond, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 8/30 (2018.01); G06F 11/36 (2006.01); G06F 8/41 (2018.01); G06F 8/77 (2018.01); G06N 3/04 (2023.01); G06N 3/088 (2023.01);
U.S. Cl.
CPC ...
G06F 11/3684 (2013.01); G06F 8/41 (2013.01); G06F 8/77 (2013.01); G06N 3/04 (2013.01); G06N 3/088 (2013.01);
Abstract

A test-driven development system utilizes a neural transformer model with attention to generate method bodies for a focal method given its associated test cases, and optionally a method signature and a docstring of the focal method. The candidate method bodies are validated for syntactic correctness, tested using the given test cases, and tested with a donor class in a target system. Those candidate method bodies passing the validation and testing are then ranked based on a PLUM score that analyzes the candidate method bodies against various quality and performance metrics.


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