Kubeflow

This guide describes the general steps required to install Charmed Kubeflow (CKF).

CKF can be installed on any CNCF certified Kubernetes (K8s), including MicroK8s, AKS, EKS, GKE, Openshift and any kubeadm-deployed cluster.

Requirements

A running K8s cluster including these requirements:

• 1.27-1.29 version.
• A default storage class configured.

Bootstrap Juju

CKF is deployed to Kubernetes with Juju. Before deployment, Juju must be bootstrapped to the K8s cluster. For bootstrapping instructions, see Get started with Juju.

Create the kubeflow model

To create a Juju model for CKF, run:

juju add-model kubeflow

See Juju OLM | add-model for more details.

Deploy CKF

To deploy the most recent stable version of CKF, run:

juju deploy kubeflow --trust --channel=1.9/stable

See Charmhub | kubeflow for more details.

You can monitor the deployment status with Juju as follows:

juju status --watch 5s

Access CKF dashboard

You can interact with CKF using its central dashboard, accessed through an IP address. To access the dashboard, you need to do the following:

1. Set credentials
2. Access the dashboard IP address
3. Log in

Set credentials

Configure dex-auth with a username and password:

juju config dex-auth static-username=<new username>
juju config dex-auth static-password=<new password>

See Juju config and Dex configurations for more details.

Access the dashboard IP address

First, find the dashboard IP address by running this command:

kubectl get services -n kubeflow

See kubectl get for more details.

This IP is related to the LoadBalancer service, applied by the istio-gateway charm.

Depending on the used K8s substrate, these steps apply:

• For MicroK8s with metallb add-on enabled, the dashboard is accessible at the LoadBalancer IP, typically http://10.64.140.43.nip.io. Otherwise, it should be accessible at the Cluster or NodePort IP when configured. See Istio Gateway configurations for more information.

• For other K8s, you can make the dashboard accessible by configuring its public URL to be the same as the LoadBalancer’s public IP. You can do so as follows:

PUBLIC_URL="http://$(kubectl -n kubeflow get svc istio-ingressgateway-workload -o jsonpath='{.status.loadBalancer.ingress[0].ip}')"
echo PUBLIC_URL: $PUBLIC_URL

juju config dex-auth public-url=$PUBLIC_URL
juju config oidc-gatekeeper public-url=$PUBLIC_URL

Log in

Once you have accessed the dashboard IP address, log in using the credentials previously set.

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