Install Seldon-Core¶

Pre-requisites:¶

Kubernetes cluster >= 1.23
- For Openshift it requires version >= 4.10
Installer method
- Helm version >= 3.0
- Kustomize version >= 0.1.0
Ingress
- Istio : we recommend >= 1.16
- Ambassador v1 and v2

Running older versions of Seldon Core?¶

Make sure you read the “Upgrading Seldon Core Guide”

Seldon Core will stop supporting versions prior to 1.0 so make sure you upgrade.
If you are running an older version of Seldon Core, and will be upgading it please make sure you read the Upgrading Seldon Core docs to understand breaking changes and best practices for upgrading.
Please see Migrating from Helm v2 to Helm v3 if you are already running Seldon Core using Helm v2 and wish to upgrade.

Install Seldon Core with Helm¶

First install Helm 3.x. When helm is installed you can deploy the seldon controller to manage your Seldon Deployment graphs.

If you want to provide advanced parameters with your installation you can check the full Seldon Core Helm Chart Reference.

The namespace seldon-system is preferred, so we can create it:

kubectl create namespace seldon-system

Now we can install Seldon Core in the seldon-system namespace.

Istio

helm install seldon-core seldon-core-operator \
    --repo https://storage.googleapis.com/seldon-charts \
    --set usageMetrics.enabled=true \
    --set istio.enabled=true \
    --namespace seldon-system

Ambassador

helm install seldon-core seldon-core-operator \
    --repo https://storage.googleapis.com/seldon-charts \
    --set usageMetrics.enabled=true \
    --set ambassador.enabled=true \
    --namespace seldon-system

For full instructions on installation with Istio and Ambassador read the following pages:

Install a specific version¶

In order to install a specific version you can do so by running the same command above with the --version flag, followed by the version you want to run.

Install a SNAPSHOT version¶

Whenever a new PR was merged to master, we have set up our CI to build a “SNAPSHOT” version, which would contain the Docker images for that specific development / master-branch code. Whilst the images are pushed under SNAPSHOT, they also create a new “dated” SNAPSHOT version entry, which pushes images with the tag "<next-version>-SNAPSHOT_<timestamp>". A new branch is also created with the name "v<next-version>-SNAPSHOT_<timestamp>", which contains the respective helm charts, and allows for the specific version (as outlined by the version in version.txt) to be installed.

This means that you can try out a dev version of master if you want to try a specific feature before it’s released.

For this you would be able to clone the repository, and then checkout the relevant SNAPSHOT branch.

Once you have done that you can install seldon-core using the following command:

helm install helm-charts/seldon-core-operator seldon-core-operator

In this case helm-charts/seldon-core-operator is the folder within the repository that contains the charts.

Install with cert-manager¶

You can follow the cert manager documentation to install it.

You can then install seldon-core with:

helm install seldon-core seldon-core-operator \
    --repo https://storage.googleapis.com/seldon-charts \
    --set usageMetrics.enabled=true \
    --namespace seldon-system \
    --set certManager.enabled=true

Seldon Core Kustomize Install¶

The Kustomize installation can be found in the /operator/config folder of the repo. You should copy this template to your own kustomize location for editing.

To use the template directly, there is a Makefile which has a set of useful commands:

For kubernetes clusters of version higher than 1.15, make sure you comment the patch_object_selector here.

Install cert-manager

make install-cert-manager

Install Seldon using cert-manager to provide certificates.

make deploy

Install Seldon with provided certificates in config/cert/

make deploy-cert

Other Options¶

Install Production Integrations¶

Now that you have Seldon Core installed, you can set it up with:

Install with Kubeflow¶

Install Seldon as part of Kubeflow.

GCP MarketPlace¶

If you have a Google Cloud Platform account you can install via the GCP Marketplace.

OpenShift¶

You can install Seldon Core via OperatorHub on the OpenShift console UI.

OperatorHub¶

You can install Seldon Core from Operator Hub.

Upgrading from Previous Versions¶

See our upgrading notes

Advanced Usage¶

Install Seldon Core in a single namespace (version >=1.0)¶

You will need a k8s cluster >= 1.15

Helm¶

You can install the Seldon Core Operator so it only manages resources in its namespace. An example to install in a namespace seldon-ns1 is shown below:

kubectl create namespace seldon-ns1
kubectl label namespace seldon-ns1 seldon.io/controller-id=seldon-ns1

We label the namespace with seldon.io/controller-id=<namespace> to ensure if there is a clusterwide Seldon Core Operator that it should ignore resources for this namespace.

Install the Operator into the namespace:

helm install seldon-namespaced seldon-core-operator  --repo https://storage.googleapis.com/seldon-charts  \
    --set singleNamespace=true \
    --set image.pullPolicy=IfNotPresent \
    --set usageMetrics.enabled=false \
    --set crd.create=true \
    --namespace seldon-ns1

We set crd.create=true to create the CRD. If you are installing a Seldon Core Operator after you have installed a previous Seldon Core Operator on the same cluster you will need to set crd.create=false.

Kustomize¶

An example install is provided in the Makefile in the Operator folder:

make deploy-namespaced1

See the multiple server example notebook.

Label focused Seldon Core Operator (version >=1.0)¶

You will need a k8s cluster >= 1.15

You can install the Seldon Core Operator so it manages only SeldonDeployments with the label seldon.io/controller-id where the value of the label matches the controller-id of the running operator. An example for a namespace seldon-id1 is shown below:

Helm¶

kubectl create namespace seldon-id1

To install the Operator run:

helm install seldon-controllerid seldon-core-operator  --repo https://storage.googleapis.com/seldon-charts  \
    --set singleNamespace=false \
    --set image.pullPolicy=IfNotPresent \
    --set usageMetrics.enabled=false \
    --set crd.create=true \
    --set controllerId=seldon-id1 \
    --namespace seldon-id1

We set crd.create=true to create the CRD. If you are installing a Seldon Core Operator after you have installed a previous Seldon Core Operator on the same cluster you will need to set crd.create=false.

For kustomize you will need to uncomment the patch_object_selector here

Kustomize¶

An example install is provided in the Makefile in the Operator folder:

make deploy-controllerid

See the multiple server example notebook.

Install behind a proxy¶

When your kubernetes cluster is behind a proxy, the kube-apiserver typically inherits the system proxy variables. This can block the kube-apiserver from reaching the webhooks needed to create Seldon resources.

You could see this error:

Internal error occurred: failed calling webhook "v1.vseldondeployment.kb.io": Post https://seldon-webhook-service.seldon-system.svc:443/validate-machinelearning-seldon-io-v1-seldondeployment?timeout=30s: Service Unavailable

To fix this, ensure the no_proxy environment variable for the kube-apiserver includes .svc,.svc.cluster.local. See this Github Issue Comment for reference. As described there, the error could also occur for the cert-manager-webhook.