Deep-learning model catalog creation

US11605006B2 · kind B2 · utility

Assignee

• International Business Machines Corporation · US

Inventors

• Shreya Khare · Bengaluru, IN
• Srikanth Govindaraj Tamilselvam · Ezhil Nagar, IN
• Anush Sankaran · Kanchinakote, IN
• Naveen Panwar · Bengaluru, IN
• Rahul Aralikatte · Bengaluru, IN
• Senthil Kumar Mani · Manesar, IN

Key dates

• Filing date: May 6, 2019
• Grant date: Mar 14, 2023
• Expiry date: Jan 12, 2042

Classification

• Technology area (CPC G): Physics
• CPC primary: G06N5/01
• WIPO field: Computer technology
• WIPO sector: Electrical engineering

Abstract

One embodiment provides a method, including: mining a plurality of deep-learning models from a plurality of input sources; extracting information from each of the deep-learning models, by parsing at least one of (i) code corresponding to the deep-learning model and (ii) text corresponding to the deep-learning model; identifying, for each of the deep-learning models, operators that perform operations within the deep-learning model; producing, for each of the deep-learning models and from (i) the extracted information and (ii) the identified operators, an ontology comprising terms and features of the deep-learning model, wherein the producing comprises populating a pre-defined ontology format with features of each deep-learning model; and generating a deep-learning model catalog comprising the plurality of deep-learning models, wherein the catalog comprises, for each of the deep-learning models, the ontology corresponding to the deep-learning model.