METHODS AND APPARATUS TO OPTIMIZE WORKFLOWS
    46.
    发明公开

    公开(公告)号:US20230342196A1

    公开(公告)日:2023-10-26

    申请号:US18301755

    申请日:2023-04-17

    CPC classification number: G06F9/4881 G06N20/00

    Abstract: Methods, apparatus, systems and articles of manufacture are disclosed that optimize workflows. An example apparatus includes an intent determiner to determine an objective of a user input, the objective indicating a task to be executed in an infrastructure, a configuration composer to compose a plurality of workflows based on the determined objective, a model executor to execute a machine learning model to create a confidence score relating to the plurality of workflows, and a workflow selector to select at least one of the plurality of workflows for execution in the infrastructure, the selection of the at least one of the plurality of workflows based on the confidence score.

    Methods, systems, articles of manufacture and apparatus to identify code semantics

    公开(公告)号:US11635949B2

    公开(公告)日:2023-04-25

    申请号:US17555051

    申请日:2021-12-17

    Abstract: Methods, apparatus, systems, and articles of manufacture are disclosed to identify code semantics. An example apparatus includes processor circuitry to perform at least one of first, second, or third operations to instantiate validated repository parse circuitry to identify embedding values corresponding to validated code, syntax analysis circuitry to identify syntax information based on statistical recurrence metrics of the embedding values, bidirectional model circuitry to train a forward semantic model and a backward semantic model based on (a) semantic information corresponding to the syntax information and (b) divisional segmentation information corresponding to the syntax information, and target repository mining circuitry to generate target code model input fragments including learned syntactic information, learned semantic information, and learned divisional segmentation information, the target code model input fragments to facilitate inference with the forward semantic model and the backward semantic model.

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