Installation

How to set up Model Registry

This section details how to set up and configure Model Registry on your Kubernetes cluster with Kubeflow.

Prerequisites

These are the minimal requirements to install Model Registry:

  • Kubernetes >= 1.27
  • Kustomize >= 5.0.3 (see more)

Installing Model Registry

Kubeflow Model registry may be installed as part of a Kubeflow Platform, or as a standalone component. The best option for you will depend on your specific requirements.

Installing on Kubeflow Platform

Kubeflow Model Registry is available as an opt-in alpha component in Kubeflow Platform 1.9+, see Installing Kubeflow to learn more about deploying the Kubeflow Platform.

If you have deployed the Kubeflow manifests, you may follow these instructions to deploy Model Registry; please raise any feedback on kubeflow/model-registry.

Standalone installation

If you want to install Model Registry separately from Kubeflow, or to get a later version of Model Registry, you can install the Model Registry manifests directly from the Model Registry repository.

By default, the manifests deploy the Model Registry in the kubeflow namespace; you must ensure the kubeflow namespace is available (for example: kubectl create namespace kubeflow) or modify the kustomization file to your desired namespace.

See the list of available versions on the GitHub releases of the kubeflow/model-registry repository. To install a specific release of the Model Registry, modify the following commands with the desired ref=<GIT_TAG>.

Run the following command to install the v0.2.0-alpha release of Model Registry:

kubectl apply -k "https://github.com/kubeflow/model-registry/manifests/kustomize/overlays/db?ref=v0.2.0-alpha"

If your Kubernetes cluster uses Istio, you MUST apply the Istio-compatibility manifests (e.g. when using a full Kubeflow Platform). However, these are NOT required for non-Istio clusters.

kubectl apply -k "https://github.com/kubeflow/model-registry/manifests/kustomize/options/istio?ref=v0.2.0-alpha"

Check Model Registry setup

You can check the status of the Model Registry deployment with your Kubernetes tooling, or for example with:

kubectl wait --for=condition=available -n kubeflow deployment/model-registry-deployment --timeout=1m
kubectl logs -n kubeflow deployment/model-registry-deployment

Optionally, you can also manually forward the REST API container port of Model Registry and interact with the REST API, for example with:

kubectl port-forward svc/model-registry-service -n kubeflow 8081:8080
# in another terminal:
curl -X 'GET' \
  'http://localhost:8081/api/model_registry/v1alpha3/registered_models?pageSize=100&orderBy=ID&sortOrder=DESC' \
  -H 'accept: application/json' | jq

If you are not receiving a 2xx response, it might be the case you are trying to consume a different version (v1alphaX) of the REST API than intended.

Next steps

Feedback

Was this page helpful?