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+++ title = "Upgrading Kubeflow Deployments" description = "Upgrading your Kubeflow deployment" weight = 30 +++

Until version 1.0 Kubeflow makes no promises of backwards compatibility or upgradeability. Nonetheless, here are some instructions for updating your deployments.

Upgrading Kubeflow

Updating your deployment is a two step process:

  1. Update your ksonnet application:

  2. We recommend checking your app into source control to back it up before proceeding.

  3. Use the script [upgrade_ks_app.py](https://github.com/kubeflow/kubeflow/tree/{{< params "githubbranch" >}}/scripts) to update your ksonnet app with the current version for the Kubeflow packages.

    Note: ksonnet is working on support for this capability. See https://github.com/ksonnet/ksonnet/issues/237

  4. Update the actual deployment:

  5. Delete TFJobs v1alpha1 because Kubernetes can't deploy multiple versions of a CRD:

    kubectl delete crd tfjobs.kubeflow.org

  6. Redeploy Kubeflow:

    ks apply ${ENVIRONMENT} -c ${COMPONENT}

Upgrading or reinstalling Kubeflow Pipelines

Read the Kubeflow Pipelines upgrade guide to make use of the following capabilities:

  • Upgrade: You can upgrade your Kubeflow Pipelines deployment to a later version without deleting and recreating the cluster.
  • Reinstall: You can delete a cluster and create a new cluster, specifying the storage to retrieve the original data in the new cluster.