# Install Kubeflow Model Registry

This folder contains [Kubeflow Model Registry](https://www.kubeflow.org/docs/components/model-registry/installation/) Kustomize manifests

## Overview

This is the full installation guide, for a quick install in an existing Kubeflow installation, follow [these instructions](https://www.kubeflow.org/docs/components/model-registry/installation/).
**Ensure you are running all these commands from the directory containing this README.md file (e.g.: you could check with `pwd`).**

## Kubeflow Central Dashboard Installation

These instructions assume that you've installed Kubeflow from the [manifests](https://github.com/kubeflow/manifests/), if you're using a distribution consult its documentation instead.

Kubeflow Central Dashboard uses [profiles](https://www.kubeflow.org/docs/components/central-dash/profiles/) to handle user namespaces and permissions. You will need to deploy Model Registry into a profile namespace.

> **🛈 Note:** If you're not sure of the profile name, you can find it in the name space drop-down on the Kubeflow Dashboard.

The commands in this section assume that you've defined an environment variable with the target profile namespace:

```sh
PROFILE_NAME=<your-profile>
```

Deploy Model Registry:

```sh
kubectl apply -k overlays/db -n $PROFILE_NAME
kubectl apply -k options/istio -n $PROFILE_NAME
```

Check that everything is up and running:

```bash
kubectl wait --for=condition=available-n $PROFILE_NAME deployment/model-registry-deployment --timeout=2m
kubectl logs -n $PROFILE_NAME deployment/model-registry-deployment
```

Now, to install the Model Registry UI as a Kubeflow component, you need first to deploy the Model Registry UI:

```bash
kubectl apply -k options/ui/overlays/istio
```

And then to make it accessible through Kubeflow Central Dashboard, you need to edit the `centraldashboard-config` ConfigMap to add the Model Registry UI link to the Central Dashboard by running the following command:

```bash
kubectl get configmap centraldashboard-config -n kubeflow -o json | jq '.data.links |= (fromjson | .menuLinks += [{"icon": "assignment", "link": "/model-registry/", "text": "Model Registry", "type": "item"}] | tojson)' | kubectl apply -f - -n kubeflow
```

Alternatively, you can edit the ConfigMap manually by running:

```bash
kubectl edit configmap -n kubeflow centraldashboard-config
```

```yaml
apiVersion: v1
data:
  links: |-
    {
        "menuLinks": [
            {
                "icon": "assignment",
                "link": "/model-registry/",
                "text": "Model Registry",
                "type": "item"
            },
            ...
```

Now you should be able to see the Model Registry UI in the Kubeflow Central Dashboard, and access to the Model Registry deployment in the profile namespace.

### Uninstall

To uninstall the Kubeflow Model Registry run:

```bash
# Uninstall Model Registry Instance
PROFILE_NAME=<your-profile>
kubectl delete -k overlays/db -n $PROFILE_NAME
kubectl delete -k options/istio -n $PROFILE_NAME

# Uninstall Model Registry UI
kubectl delete -k options/ui/overlays/istio
```

## Model Registry as a separate component Installation

The following instructions will summarize how to deploy Model Registry as separate component in the context of a default Kubeflow >=1.9 installation.

```bash
kubectl apply -k overlays/db -n kubeflow
```

As the default Kubeflow installation provides an Istio mesh, apply the necessary manifests:

```bash
kubectl apply -k options/istio -n kubeflow
```

Check everything is up and running:

```bash
kubectl wait --for=condition=available -n kubeflow deployment/model-registry-deployment --timeout=2m
kubectl logs -n kubeflow deployment/model-registry-deployment
```

Optionally, you can also port-forward the REST API container port of Model Registry to interact with it from your terminal:

```bash
kubectl port-forward svc/model-registry-service -n kubeflow 8081:8080
```

And then, from another terminal:

```bash
curl -sX 'GET' \
  'http://localhost:8081/api/model_registry/v1alpha3/registered_models?pageSize=100&orderBy=ID&sortOrder=DESC' \
  -H 'accept: application/json' | jq
```

### Usage

For a basic usage of the Kubeflow Model Registry, follow the [Kubeflow Model Registry getting started documentation](https://www.kubeflow.org/docs/components/model-registry/getting-started/)

### Uninstall

To uninstall the Kubeflow Model Registry run:

```bash
# Delete istio options
kubectl delete -k options/istio -n kubeflow

# Delete model registry db and deployment
kubectl delete -k overlays/db -n kubeflow
```
