Software Call Translations for On-Device Machine Learning Execution

    公开(公告)号:US20240176603A1

    公开(公告)日:2024-05-30

    申请号:US18059613

    申请日:2022-11-29

    CPC classification number: G06F8/51 G06F8/36

    Abstract: Aspects of the present disclosure are directed to translating application calls for on-device machine learning execution. A translation layer supports on-device machine learning execution by translating JavaScript software application call data to achieve interoperability with on-device machine learning models. For example, JavaScript software applications interact with data, such as images, audio, video, and/or text, in a format or data type that is compatible with the application. On the other hand, machine learning models interact with data in a form conducive to mathematical operations, such as a data structure representation (e.g., tensor representation). Implementations translate data types and/or data files to provide compatible data to each of a native JavaScript software application and on-device machine learning models. The translation layer can translate JavaScript application calls to provide compatible data to the machine learning model(s), and output from the machine learning model(s) to provide compatible data to the JavaScript application.

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