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US Patent 11379220 Vector embedding of relational code sets

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Is a
Patent
Patent
0

Patent attributes

Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
0
Patent Number
113792200
Patent Inventor Names
Xianjun Zhu0
Bradley C. Herrin0
Bo Zhang0
Alexander Sobran0
Date of Patent
July 5, 2022
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Patent Application Number
166935240
Date Filed
November 25, 2019
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Patent Citations
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US Patent 10534863 Systems and methods for automatic semantic token tagging
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US Patent 10175979 Defect ownership assignment system and predictive analysis for codebases
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US Patent 10628683 System and method for CNN layer sharing
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US Patent 10909459 Content embedding using deep metric learning algorithms
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US Patent 10949907 Systems and methods for deep learning model based product matching using multi modal data
Patent Citations Received
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US Patent 11907191 Content based log retrieval by using embedding feature extraction
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US Patent 11681541 Methods, apparatus, and articles of manufacture to generate usage dependent code embeddings
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Patent Primary Examiner
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Ted T. Vo
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CPC Code
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G06F 8/75
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G06F 16/1734
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G06F 8/73
0
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G06N 3/0454
0
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G06F 8/71
0
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G06F 40/157
0

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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