Importing and Deploying your First BYOM Model

This tutorial covers basic tasks that are related to BYOM Model training, evaluation, approval and deployment within multiple environments.

In this tutorial, you will complete the following tasks:

Define a PMML Model

Property Value
Name PMML BYOM
Description My First PMML BYOM Model
Format PMML
Link to BYOM Optionally allows you to specify the external link to BYOM version.

To define a BYOM of type PMML:

  1. From List of Projects, open the Demo project.

    The List of Models displays for the Demo project.

  2. Click the Define BYOM Model button.

    The Define BYOM Model dialog displays.

    https://docs.tdaoa.com/images/byom_dialog.png

  3. In the Basic tab, set the properties:

    Property

    Value

    Name

    PMML BYOM

    Description

    My First PMML BYOM Model

    Format

    PMML

    Link to BYOM

    Optionally allows you to specify the external link to BYOM version.
    https://docs.tdaoa.com/images/byom_basic.png

  4. In the Advanced tab, set the properties:

    Property

    Value

    Configuration

    An optional property that allows adding further details about the BYOM model.

    Automation

    An optional property that allows adding automation configuration about the BYOM model.
    https://docs.tdaoa.com/images/byom_advanced.png

  5. Click Save to save the defined BYOM model.

    Note: Clicking Save & Import Versions will move you directly towards the Import Versions dialog. For details, see Import a Model Version.

    The BYOM model adds to the List of Models.

See Also

Import a BYOM Model Version

To import a model version for the defined BYOM model:

  1. From the List of Models, select PMML BYOM and click the View Model Versions icon.

    The PMML BYOM model versions page displays.

  2. Click the Import Model button.
    The Import Model Version dialog displays.

    https://docs.tdaoa.com/images/byom_import_version_dialog.png

  3. Set the properties:

    Property

    Value

    External ID

    12345

    Link to BYOM Model Version

    Format

    PMML

    Tags

    PMML, BYOM

    Enable Model Evaluation

    Checked

    Upload Files

    model.pmml, evaluation.py, requirements.txt
    https://docs.tdaoa.com/images/byom_import_version_properties.png

    Note: Deselecting the Enable Model Evaluation option does not allow the model version evaluation. For details, see Model Evaluation in AnalyticOps User Guide.

  4. Click Import.
    The import process progress displays in the dialog and the imported model displays in the model versions list.

See Also

Evaluate BYOM Model Version

To initiate the evaluation of an imported PMML model version, two methods can be followed.

First Method

  1. From the PMML BYOM model versions, select the Imported version of the model.
    The Actions icon displays on the top.

  2. Click the Actions icon to see the menu. Select Evaluate.

    https://docs.tdaoa.com/images/evaluate_byom_action_1.png

Second Method

  1. From the PMML BYOM model versions, select the View Events icon for the Imported version of the model.
    The Model version lifecycle page displays.

  2. Click the Evaluate button.
    The Evaluate Model Version dialog displays.

    https://docs.tdaoa.com/images/evaluate_byom_dialog.png

  3. In the Basic tab, set the properties:

    Property

    Value

    Dataset Template

    PIMA Diabetes

    Dataset

    PIMA Diabetes Evaluate

    Connection

    Vantage Demo
    https://docs.tdaoa.com/images/evaluate_byom_basic.png

  4. In the Advanced tab, set the properties:

    Property

    Value

    Engine

    Docker Image

    Resource Template

    S Standard
    https://docs.tdaoa.com/images/evaluate_byom_advanced.png

  5. Click Evaluate. The model version evaluation progress displays on the screen as below.

    Note: For more information about Evaluation job progress, see Model Lifecycle in AnalyticOps User Guide.

  6. Click Done when the evaluation progress completes.
    The model version status is changed to Evaluated.

    The Evaluation Details display on the model version lifecycle page.

See Also

Approve BYOM Model Version

To initiate the approval of an evaluated PMML BYOM model version, two methods can be followed.

First Method

  1. From the PMML BYOM model versions, select the Evaluated version of the model.
    The Actions icon displays on the top.

  2. Click the Actions icon to see the menu. Select Approve.

    Comment: Screen for Approval flow from Model versions list will display here. The feature is not available

Second Method

  1. From the PMML BYOM model versions, select the View Events icon for the Evaluated version of the model.
    The Model version lifecycle page displays.

  2. Click the Approve button.
    The Approve Model Version dialog displays.

    https://docs.tdaoa.com/images/approve_byom_dialog.png

  3. Insert Comments and click Approve.
    The model version status is changed to Approved.

    The Approval Details display on the model version lifecycle page.

Note: For more information about Approval and Rejection of model version, see Model Lifecycle in AnalyticOps User Guide.

See Also

Deploy BYOM Model Version as Batch

To deploy an approved PMML BYOM model version, two methods can be followed.

First Method

  1. From the PMML BYOM model versions, select the Approved version of the model.
    The Actions icon displays on the top.

  2. Click the Actions icon to see the menu. Select Deploy.

    https://docs.tdaoa.com/images/deploy_byom_batch_action_1.png

Second Method

  1. From the PMML BYOM model versions, select the View Events icon for the Deployed version of the model.
    The Model version lifecycle page displays.

  2. Click the Deploy button.
    The Deploy Model Version dialog displays.

    https://docs.tdaoa.com/images/deploy_byom_batch_dialog.png

  3. In the Basic tab, set the properties:

    Property

    Value

    Engine Type

    Batch

    Dataset Template

    PIMA Diabetes

    Connextion

    Vantage Demo

    Schedule

    Hourly

    Hours

    1

    Mins

    0
    https://docs.tdaoa.com/images/deploy_byom_batch_basic.png

  4. In the Advanced tab, set the properties:

    Property

    Value

    Engine

    Docker Image

    Resource Template

    S Standard
    https://docs.tdaoa.com/images/deploy_byom_batch_advanced.png

  5. Click Deploy.
    The model version deployment progress displays on the screen as below.

    Note: For more information about Deployment job progress, see Model Lifecycle in AnalyticOps User Guide.

  6. Click Done when the deployment progress completes.
    The model version status remains as Deployed.

    The Deployment Details display on the model version lifecycle page.

See Also

Deploy BYOM Model Version in Vantage

To deploy an approved or deployed PMML BYOM model version, two methods can be followed.

First Method

  1. From the PMML BYOM model versions, select the Deployed version of the model.
    The Actions icon displays on the top.

  2. Click the Actions icon to see the menu. Select Deploy.

    https://docs.tdaoa.com/images/deploy_byom_vantage_action_1.png

Second Method

  1. From the PMML BYOM Model model versions, select the View Events icon for the Deployed version of the model.
    The Model version lifecycle page displays.

  2. Click the Deploy button.
    The Deploy Model Version dialog displays.

    https://docs.tdaoa.com/images/deploy_byom_vantage_dialog.png

  3. In the Basic tab, set the properties:

    Property

    Value

    Engine Type

    In-Vantage

    Connection

    Vantage Demo

    Database

    AOA_DEMO
    https://docs.tdaoa.com/images/deploy_byom_vantage_basic.png

  4. In the Advanced tab, set the properties:

    Property

    Value

    Engine

    Docker Image

    Resource Template

    S Standard
    https://docs.tdaoa.com/images/deploy_byom_vantage_advanced.png

  5. Click Deploy. The model version deployment progress displays on the screen as below.

    Note: For more information about Deployment job progress, see Model Lifecycle in AnalyticOps User Guide.

  6. Click Done when the deployment progress completes.

    The model version status remains as Deployed.

    The Deployment Details display on the model version lifecycle page.

    See Also

Retire All Deployments

To retire the active deployments for PMML BYOM model version, two methods can be followed.

First Method

  1. From the PMML Diabetes Prediction model versions, select the Deployed version of the model.
    The Actions icon displays on the top.

  2. Click the Actions icon to see the menu. Select Retire.

    https://docs.tdaoa.com/images/retire_byom_batch_action_1.png

Second Method

  1. From the PMML BYOM Model model versions, select the View Events icon for the Deployed version of the model.
    The Model version lifecycle page displays.

  2. Click the Retire button.
    The Retire Model Version dialog displays.

    https://docs.tdaoa.com/images/retire_byom_batch_dialog.png

Retire Batch Deployment

  1. Select the Batch Deployment ID in the Retire Model Version dialog.

    https://docs.tdaoa.com/images/retire_byom_batch_basic.png

  2. Click Retire.
    The model version retirement progress displays on the screen as below.

    Comment: Screenshot needs to update as Retiring a BYOM is not working at the moment: https://github.com/ThinkBigAnalytics/AoaCoreService/issues/574

    Note: For more information about Retiring job logs, see “Retire Job Progress” in AnalyticOps User Guide.

  3. Click Done when the retirement progress completes.
    The model version status is Deployed as there are still active deployments running for the model version.

    Comment: Screenshot needs to update as Retiring a BYOM is not working at the moment: https://github.com/ThinkBigAnalytics/AoaCoreService/issues/574

    The Retirement Details display on the model version lifecycle page.

    Comment: Screenshot needs to update as Retiring a BYOM is not working at the moment: https://github.com/ThinkBigAnalytics/AoaCoreService/issues/574

Retire Vantage Deployment

  1. Select the Vantage Deployment ID in the Retire Model Version dialog.

    Comment: Screenshot needs to update as Retiring a BYOM is not working at the moment: https://github.com/ThinkBigAnalytics/AoaCoreService/issues/574

  2. Click Retire.

    The model version retirement progress displays on the screen as below.

    Note: For more information about Retiring job progress, see Model Lifecycle in AnalyticOps User Guide.

  3. Click Done when the retirement progress completes.
    The model version status changes to Retired since there is no active deployment for the version.

    The Retirement Details display on the model version lifecycle page.

See Also