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Manage Model and Version Lifecycle


The full lifecycle of a model starts from the model development and training and ends at the model decommissioning (retire). It covers the following phases:


Phase Name Tag Description Actionable Operations
Development & training phase No tag The model is still under continuous development in the MI Lab Model development
Staging phase Candidate (staging) The model version is newly staged, which is in the candidate status and has not been deployed yet without traffic or computing resources Online deployment, testing and deletion
Production phase In production The model is in production, and you can allocate traffic and computing resources as per appropriate upgrade policies Retiring
Decommissioning phase Decommissioning (archive) The model is decommissioned for storage and archiving without traffic or computing resources Reusing and deletion


The lifecycle of the model version is shown in the figure below:


../_images/model_lifecycle.png

Upgrad Model Versions

After the development of a new model version is completed, the new model version can be staged into the MI Hub, and then be upgraded through the specified deployment method.


For more information about upgrading model versions, see Upgrading a Model Version.

Decommission Model Versions

If a model version is no longer needed for production due to business reasons, it can be decommissioned, but cannot be deleted.

  1. In the model version list, find out the target version that is in Production status and click the instance number.

    ../_images/archive_version.png

  2. In the online instance list, click the deployment instance name to open the model deployment page.

  3. Click Configure to open the editing canvas, select the version card to be decommissioned and click delete_icon.

    ../_images/deleting_version_deployment.png

  4. Click Deploy to deploy the updated model version, the deployment instance becomes offline after the deployment completes. If all deployment instances for a model version are offline, the model version status changes to Retire.

Reuse Model Versions

If you need to reuse a retired model version, you can redeploy it online.

  1. In the model version list, find out the target version in Retire status, and click the Reuse icon in the Operations column.

    ../_images/reusing_version.png

  2. After checking that the status of the model version changes to Staging, you can deploy the model version again.

Delete Model Versions

You can delete a model version in Staging or Retire status.

  1. In the model version list, find out the target version that is in Staging or Retire status and then click the Delete icon delete_icon.
  2. (Optional) To delete model versions in batches, click Batch Delete on the Model Version Management page to select the model versions to be deleted.
  3. Click Delete to delete the model versions. Any deleted versions cannot be restored. Please operate with caution.