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. 12, 2021

Filed:

Aug. 26, 2019
Applicant:

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

Inventors:

Al Chakra, Apex, NC (US);

Tian Ming Pan, Beijing, CN;

Peng Fei Tian, Beijing, CN;

Chu Yun Tong, Beijing, CN;

Fan Zhang, Beijing, CN;

Cheng Fang Wang, Beijing, CN;

Bo Chen Zhu, Xi'an, CN;

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06F 11/34 (2006.01); G06K 9/62 (2006.01); G06F 8/41 (2018.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
G06F 11/3466 (2013.01); G06F 8/443 (2013.01); G06F 11/3409 (2013.01); G06F 11/3447 (2013.01); G06K 9/6256 (2013.01); G06F 2201/875 (2013.01); G06N 20/00 (2019.01);
Abstract

Aspects of the invention include detecting and predicting application performance. A non-limiting example computer-implemented method includes receiving source code and generating a first model of the source code by labeling a word of the source code. The computer implemented method optimizes the first model of the source code by assembling the first model of the source code with a plurality of models generated by a model generation module into a second model of the source code and extracts at least two basic features from the second model of the source code. The computer-implemented method provides an estimated performance of the source code based on historical data of the basic features extracted from the second model of the source code.


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