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公开(公告)号:US12287804B2
公开(公告)日:2025-04-29
申请号:US18241028
申请日:2023-08-31
Applicant: Microsoft Technology Licensing, LLC
Inventor: Shaily Jignesh Fozdar , David Joseph Donahue , Fang Liu , Noelle Yanhui Li , Abhishek Narain , Irene Rogan Shaffer , Wee Hyong Tok , Ehimwenma Nosakhare , Vivek Gupta , Gust Verbruggen , Vu Minh Le , Jordan Joseph Henkel , Avrilia Floratou , Joyce Yu Cahoon , Richard Anarfi , Jason Wang , Daniel Muñoz Huerta , Yan Qiu
IPC: G06F17/00 , G06F16/242 , G06F16/25
Abstract: A computer-implemented method for performing natural language-based data integration includes causing execution of a data integration application on a remote device via a network and causing surfacing of a GUI corresponding to the data integration application on a display of the remote device. The method includes receiving, via the GUI, a natural language input representing a data integration task, generating, via an LLM, a set of ordered activities corresponding to the data integration task represented by the natural language input, and selecting, via the LLM, one or more APIs for performing each activity within the set of ordered activities. The method also includes generating a data pipeline based on the set of ordered activities and the API(s) for performing each activity, as well as back-translating the data pipeline to a desired data format for execution by the data integration application.
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公开(公告)号:US12260265B2
公开(公告)日:2025-03-25
申请号:US17556781
申请日:2021-12-20
Applicant: Microsoft Technology Licensing, LLC
Inventor: Wenjing Wang , Joyce Yu Cahoon , Yiwen Zhu , Ya Lin , Subramaniam Venkatraman Krishnan , Neetu Singh , Raymond Truong , Xingyu Liu , Maria Alexandra Ciortea , Sreraman Narasimhan , Pratyush Rawat , Haitao Song
Abstract: Methods, systems, apparatuses, and computer-readable storage mediums described herein are directed to determining and recommending an optimal compute resource configuration for a cloud-based resource (e.g., a server, a virtual machine, etc.) for migrating a customer to the cloud. The embodiments described herein utilize a statistically robust approach that makes recommendations that are more flexible (elastic) and account for the full distribution of the amount of resource usage. Such an approach is utilized to develop a personalized rank of relevant recommendations to a customer. To determine which compute resource configuration to recommend to the customer, the customer's usage profile is matched to a set of customers that have already migrated to the cloud. The compute resource configuration that reaches the performance most similar to the performance of the configurations utilized by customers in the matched set is recommended to the user.
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公开(公告)号:US11900085B2
公开(公告)日:2024-02-13
申请号:US17692770
申请日:2022-03-11
Applicant: Microsoft Technology Licensing, LLC
Inventor: Avrilia Floratou , Andreas Christian Mueller , Dalitso Hansini Banda , Joyce Yu Cahoon , Anja Gruenheid , Neha Godwal
IPC: G06F8/41
Abstract: Systems, methods, and devices are described for enabling a user to import a library into a computer program under development. The library includes a data storage interface, one or more semantic objects, and one or more data manipulation or data analysis operations. A user is able to reference code of the library within the computer program under development to generate a dataset from data obtained via the data storage interface and associate the one or more semantic objects with the dataset to generate a semantically-annotated dataset. Systems, methods, and devices enable, based on the importing: the user to invoke a semantic-guided operation of the library that utilizes the semantically-annotated dataset to infer an aspect of a data manipulation or data analysis operation to be performed on the semantically-annotated dataset; or the suggestion of a data manipulation or data analysis operation to the user based on the semantically-annotated dataset.
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