Publish a model

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When you publish a model, its online features are mapped. The model is then loaded into prediction nodes for online prediction.

Prerequisites

  • The model has been successfully submitted in the development stage.

  • The feature groups required for model deployment have been added to Online Features.

Procedure

  1. Log on to the Multi-party Secure Modeling console.

  2. In the navigation pane on the left, click Model Deployment > Model Publishing.

  3. Click MPC Model or Standard Model.

    This topic uses an MPC model as an example. The configuration steps for a standard model are similar.

  4. Click Publish New Model. On the Publish New Model (MPC) page, configure the following parameters.

    Parameter

    Description

    Select model to publish

    From the submitted models, select the model that you want to publish. Follow the path: Model Project > Model > Version.

    Published Version

    Select the system-generated model version number.

    Set deployment node

    For each of the two prediction nodes, select an active feature group. In MPC mode, the prediction nodes and training nodes are already mapped in the project configuration.

    Match feature model

    Match each input feature of the model to an online feature in the prediction node. The system displays the available online features for the current deployment node in the drop-down menu.

    Note

    If an input feature and an online feature have the same name, click Match by Name to automatically populate the mapping.

  5. After you complete the configuration, click OK.

What to do next

Configure service integration