Patents by Inventor Tushar Makkar
Tushar Makkar has filed for patents to protect the following inventions. This listing includes patent applications that are pending as well as patents that have already been granted by the United States Patent and Trademark Office (USPTO).
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Publication number: 20240126543Abstract: A method, system, and apparatus are disclosed for adding library models to a library knowledge base by defining a library configuration file format for conveying information about each library model, custom inputs and code snippets to facilitate library comparison operations, and education content for the library model, where the library configuration file format may be automatically loaded and validated to ensure that the file is in the correct format and satisfies the constraints provided by the library recommendation engine.Type: ApplicationFiled: December 7, 2023Publication date: April 18, 2024Applicant: DevFactory Innovations FZ-LLCInventor: Tushar Makkar
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Patent number: 11875148Abstract: A library model addition engine adds library models to a library knowledge base by defining a library configuration file format for conveying information about each library model, custom inputs and code snippets to facilitate library comparison operations, and education content for the library model. The library configuration file format may be automatically loaded and validated to ensure that the file is in the correct format and satisfies the constraints provided by the library recommendation engine.Type: GrantFiled: April 25, 2022Date of Patent: January 16, 2024Assignee: DevFactory Innovations FZ-LLCInventor: Tushar Makkar
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Publication number: 20240004644Abstract: A method, system, and apparatus are disclosed for adding library models to a library knowledge base by defining a template for a library configuration file that conveys information about each library model, custom inputs and code snippets to facilitate library comparison operations, and education content for the library model, where the library configuration file template may be automatically filled by populating selected data fields in the template with information identifying the library model and a set of custom inputs for the library model, and then passing a set of test cases from the set of custom inputs to an input/output matching engine to evaluate a repository of code snippets and identify a set of functionally similar code snippets for inclusion one or more data fields in the template.Type: ApplicationFiled: September 12, 2023Publication date: January 4, 2024Applicant: DevFactory Innovations FZ-LLCInventor: Tushar Makkar
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Patent number: 11829739Abstract: A method and apparatus are disclosed for enhancing operable functionality of input source code files from a software program by identifying a first code snippet and a first library function which generate similar outputs from a shared input by parsing each and every line of code in a candidate code snippet to generate a templatized code snippet data structure for the first code snippet, and then testing the templatized code snippet data structure against extracted library function information to check for similarity of outputs between the first code snippet and the first library function in response to a shared input so that the developer is presented with a library function recommendation which includes the first code snippet, the first library function, and instructions for replacing the first code snippet with the first library function.Type: GrantFiled: October 13, 2022Date of Patent: November 28, 2023Assignee: DevFactory FZ-LLCInventors: Tushar Makkar, Mukund Mandyam Kannappan
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Publication number: 20230350645Abstract: A method and apparatus are disclosed for enhancing operable functionality of input source code files from a software program by identifying a first code snippet and a first library function which have similar execution flow similarity measures by evaluating a first contiguous sequence of n items extracted from the first code snippet against a second contiguous sequence of n items extracted from the first library function using an Ngram threshold that is calculated for the first library function and one or more literals from the first code snippet so that the developer is presented with a library function recommendation which includes the first code snippet, the first library function, and instructions for replacing the first code snippet with the first library function.Type: ApplicationFiled: July 7, 2023Publication date: November 2, 2023Applicant: DevFactory Innovations FZ-LLCInventor: Tushar Makkar
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Patent number: 11797298Abstract: A library model addition engine adds library models to a library knowledge base by defining a template for a library configuration file that conveys information about each library model, custom inputs and code snippets to facilitate library comparison operations, and education content for the library model, where the library configuration file template may be automatically filled by populating selected data fields in the template with information identifying the library model and a set of custom inputs for the library model, and then passing a set of test cases from the set of custom inputs to an input/output matching engine to evaluate a repository of code snippets and identify a set of functionally similar code snippets for inclusion one or more data fields in the template.Type: GrantFiled: July 8, 2021Date of Patent: October 24, 2023Assignee: DevFactory FZ-LLCInventor: Tushar Makkar
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Publication number: 20230315401Abstract: A method and apparatus are disclosed for enhancing operable functionality of input source code files from a software program by identifying candidate code snippets from the plurality of input source code files that meet a similarity threshold measure for library functions stored in the system library and then identifying at least a first validated code snippet from the candidate code snippets that matches a first library function stored in the system memory on the basis of at least first and second matching metrics so that the developer is presented with a library function recommendation which includes the first validated code snippet, the first library function, and instructions for replacing the first validated code snippet with the first library function.Type: ApplicationFiled: June 9, 2023Publication date: October 5, 2023Applicant: DevFactory Innovations FZ-LLCInventor: Tushar Makkar
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Patent number: 11740876Abstract: A method and apparatus are disclosed for enhancing operable functionality of input source code files from a software program by identifying a first code snippet and a first library function which have similar execution flow similarity measures by evaluating a first contiguous sequence of n items extracted from the first code snippet against a second contiguous sequence of n items extracted from the first library function using an Ngram threshold that is calculated for the first library function and one or more literals from the first code snippet so that the developer is presented with a library function recommendation which includes the first code snippet, the first library function, and instructions for replacing the first code snippet with the first library function.Type: GrantFiled: June 9, 2021Date of Patent: August 29, 2023Assignee: DEVFACTORY INNOVATIONS FZ-LLCInventor: Tushar Makkar
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Patent number: 11714611Abstract: A method and apparatus are disclosed for enhancing operable functionality of input source code files from a software program by identifying candidate code snippets from the plurality of input source code files that meet a similarity threshold measure for library functions stored in the system library and then identifying at least a first validated code snippet from the candidate code snippets that matches a first library function stored in the system memory on the basis of at least first and second matching metrics so that the developer is presented with a library function recommendation which includes the first validated code snippet, the first library function, and instructions for replacing the first validated code snippet with the first library function.Type: GrantFiled: June 17, 2021Date of Patent: August 1, 2023Assignee: DevFactory Innovations FZ-LLCInventor: Tushar Makkar
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Publication number: 20230077030Abstract: A method and apparatus are disclosed for enhancing operable functionality of input source code files from a software program by identifying a first code snippet and a first library function which generate similar outputs from a shared input by parsing each and every line of code in a candidate code snippet to generate a templatized code snippet data structure for the first code snippet, and then testing the templatized code snippet data structure against extracted library function information to check for similarity of outputs between the first code snippet and the first library function in response to a shared input so that the developer is presented with a library function recommendation which includes the first code snippet, the first library function, and instructions for replacing the first code snippet with the first library function.Type: ApplicationFiled: October 13, 2022Publication date: March 9, 2023Applicant: DevFactory Innovations FZ-LLCInventors: Tushar Makkar, Mukund Mandyam Kannappan
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Publication number: 20230038889Abstract: A method, system, and apparatus are disclosed for adding library models to a library knowledge base by defining a template for a library configuration file that conveys information about each library model, custom inputs and code snippets to facilitate library comparison operations, and education content for the library model, where the library configuration file template may be automatically filled with extracted data using an iterative sequence of operations to retrieve, scrape or extract data to automatically populate data fields in library configuration file template for validation processing to ensure that the file is in the correct format and satisfies the constraints provided by the library recommendation engine.Type: ApplicationFiled: September 29, 2022Publication date: February 9, 2023Applicant: DevFactory Innovations FZ-LLCInventor: Tushar Makkar
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Patent number: 11507354Abstract: A method and apparatus are disclosed for enhancing operable functionality of input source code files from a software program by identifying a first code snippet and a first library function which generate similar outputs from a shared input by parsing each and every line of code in a candidate code snippet to generate a templatized code snippet data structure for the first code snippet, and then testing the templatized code snippet data structure against extracted library function information to check for similarity of outputs between the first code snippet and the first library function in response to a shared input so that the developer is presented with a library function recommendation which includes the first code snippet, the first library function, and instructions for replacing the first code snippet with the first library function.Type: GrantFiled: August 17, 2020Date of Patent: November 22, 2022Assignee: DevFactory Innovations FZ-LLCInventors: Tushar Makkar, Mukund Mandyam Kannappan
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Patent number: 11494181Abstract: A library model addition engine adds library models to a library knowledge base by defining a template for a library configuration file that conveys information about each library model, custom inputs and code snippets to facilitate library comparison operations, and education content for the library model. The library configuration file template may be automatically filled with extracted data using an iterative sequence of operations to retrieve, scrape, or extract data to automatically populate data fields in a library configuration file template for validation processing to ensure that the file is in the correct format and satisfies the constraints provided by the library recommendation engine.Type: GrantFiled: May 4, 2020Date of Patent: November 8, 2022Assignee: DevFactory Innovations FZ-LLCInventor: Tushar Makkar
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Publication number: 20220269594Abstract: A method, system, and apparatus are disclosed for adding library models to a library knowledge base by defining a template for a library configuration file that conveys information about each library model, custom inputs and code snippets to facilitate library comparison operations, and education content for the library model, where the library configuration file template may be automatically filled by populating selected data fields in the template with information identifying the library model, scraping documentation pages to extract test cases, and then scraping test case code to extract the test case input parameters for input to an input/output matching engine to evaluate a repository of code snippets and identify a set of functionally similar code snippets for inclusion one or more data fields in the template.Type: ApplicationFiled: May 8, 2022Publication date: August 25, 2022Applicant: DevFactory Innovations FZ-LLCInventor: Tushar Makkar
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Publication number: 20220253308Abstract: A method, system, and apparatus are disclosed for adding library models to a library knowledge base by defining a library configuration file format for conveying information about each library model, custom inputs and code snippets to facilitate library comparison operations, and education content for the library model, where the library configuration file format may be automatically loaded and validated to ensure that the file is in the correct format and satisfies the constraints provided by the library recommendation engine.Type: ApplicationFiled: April 25, 2022Publication date: August 11, 2022Applicant: DevFactory Innovations FZ-LLCInventor: Tushar Makkar
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Patent number: 11354225Abstract: A library model addition engine adds library models to a library knowledge base by defining a template for a library configuration file that conveys information about each library model, custom inputs and code snippets to facilitate library comparison operations, and education content for the library model, where the library configuration file template may be automatically filled by populating selected data fields in the template with information identifying the library model, scraping documentation pages to extract test cases, and then scraping test case code to extract the test case input parameters for input to an input/output matching engine to evaluate a repository of code snippets and identify a set of functionally similar code snippets for inclusion one or more data fields in the template.Type: GrantFiled: May 29, 2020Date of Patent: June 7, 2022Assignee: DevFactory Innovations FZ-LLCInventor: Tushar Makkar
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Patent number: 11340896Abstract: A library model addition engine adds library models to a library knowledge base by defining a library configuration file format for conveying information about each library model, custom inputs and code snippets to facilitate library comparison operations, and education content for the library model. The library configuration file format may be automatically loaded and validated to ensure that the file is in the correct format and satisfies the constraints provided by the library recommendation engine.Type: GrantFiled: June 23, 2020Date of Patent: May 24, 2022Assignee: DevFactory Innovations FZ-LLCInventor: Tushar Makkar
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Publication number: 20220091827Abstract: A method and apparatus are disclosed for enhancing operable functionality of input source code files from a software program by preprocessing input source code files with codeword processing operations to generate a plurality of preprocessed input source code files, identifying candidate code snippets by pruning one or more preprocessed input source code files that do not meet a similarity threshold measure for library functions stored in the system library, and identifying at least a first validated code snippet from the one or more candidate code snippets that matches a first library function stored in the system memory on the basis of at least first and second matching metrics.Type: ApplicationFiled: December 3, 2021Publication date: March 24, 2022Applicant: DevFactory Innovations FZ-LLCInventor: Tushar Makkar
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Publication number: 20220051080Abstract: A system and method include one or more processing devices to implement a sequence of transformer neural networks, first and second sequence-to-sequence layers that each comprises a sequence of nodes, and an output layer to provide the first set and second set of score vectors to a downstream application of a natural language processing (NLP) task.Type: ApplicationFiled: August 14, 2020Publication date: February 17, 2022Applicant: Eightfold AI Inc.Inventors: Sanjeet Hajarnis, Varun Kacholia, Tushar Makkar, Xingjian Wang, Yi Ding
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Patent number: 11221832Abstract: A method and apparatus are disclosed for enhancing operable functionality of input source code files from a software program by preprocessing input source code files with codeword processing operations to generate a plurality of preprocessed input source code files, identifying candidate code snippets by pruning one or more preprocessed input source code files that do not meet a similarity threshold measure for library functions stored in the system library, and identifying at least a first validated code snippet from the one or more candidate code snippets that matches a first library function stored in the system memory on the basis of at least first and second matching metrics.Type: GrantFiled: May 29, 2020Date of Patent: January 11, 2022Inventor: Tushar Makkar