Re-deploy an Existing Build

Re-deploying a model involves re-publishing a previously-deployed model in a new serving environment - this is, with an updated number of replicas or memory/CPU/GPU allocation.

For example, circumstances that require a re-deployment might include:
  • An active model that previously requested a large number of CPUs/GPUs that are not being used efficiently.
  • An active model that is dropping requests because it is falling short of replicas.
  • An active model needs to be rolled back to one of its previous versions.

To re-deploy an existing model:

  1. Go to the model Overview page.
  2. Click Deployments.
  3. Select the version you want to deploy and click Re-deploy this Build.

  4. Modify the model serving environment as needed.
  5. Click Deploy Model.