If you are here, we assume that you have a Kubernetes cluster and helm setup.

This section includes guides to deploy:

Both deployments share some common Helm options.

This guide is a reference with commands to deploy, upgrade, and teardown a cluster.

Please consider reading the other configuration sections to have a deeper knowledge about how to configure and customize Polyaxon to fit your needs.

If you are deploying Polyaxon in production mode, you should take some time to read about some best practices when deploying Polyaxon.

Tip: The full list of the default values.yaml

Create a namespace for Polyaxon

Polyaxon is deployed on and uses a namespace to run operations independently of other applications running on your cluster, we recommend using polyaxon.

$ kubectl create namespace polyaxon

namespace "polyaxon" created

If you would like to use a different value, you must keep in mind to update the namespace value in your config.

Configuration

This section will help you create a configuration file to deploy Polyaxon. Polyaxon ships with default values, however and depending on your use case you might need to override some of these values. To do so, you need to create a configuration file and we recommend to save it somewhere safe so that you can reuse it in the future.

Create a config file config.yaml or polyaxon_config.yaml, and set up all information you want to override in the default config.

Example, adding database persistence:

postgresql:
  persistence:
    enabled: true
    size: 5Gi

Install Polyaxon

First of all, you need to add the Polyaxon helm repository to your helm, so you can install Polyaxon from it. This makes it easy to refer to the Polyaxon chart without having to use a long URL each time.

helm repo add polyaxon https://charts.polyaxon.com
helm repo update

Validate

You can validate that your deployment config.yml file is compatible with the version you are trying to deploy:

polyaxon admin deploy -f config.yml --check

Dry run

To perform a dry run:

polyaxon admin deploy -f config.yaml --dry_run

Deploy

Now you can install Polyaxon with your config.yml file.

Note: it's important to know that there's an initial delay before you can access Polyaxon API, and before some pods will turn green, which is set to 2 minutes.

You can use Polyaxon CLI to manage the deployment

polyaxon admin deploy -f config.yml

Or you can use Helm to do the same:

in Helm 2

helm install polyaxon/polyaxon \
    --name=<RELEASE_NAME> \
    --namespace=<NAMESPACE> \
    -f config.yml

in Helm 3

helm install <RELEASE_NAME> polyaxon/polyaxon \
    --namespace=<NAMESPACE> \
    -f config.yml

--name or name is an identifier used by helm to refer to this deployment. You need it when you are changing the configuration of this install or deleting it. We recommend using RELEASE_NAME = polyaxon or RELEASE_NAME = plx.

--namespace should be the same value of the namespace you created in the first step, we again recommend using polyaxon to make it always easy to remember.

Tip: We recommend using polyaxon for both the --name and --namespace to avoid too much confusion. The same command with polyaxon as a value:

helm install polyaxon/polyaxon \
--name=polyaxon \
--namespace=polyaxon \
-f config.yml

Note: "Release name already exists error" If you get a release named <RELEASE_NAME> already exists error, then you should delete the release by running helm delete --purge <RELEASE_NAME>.

You can see the pods being created by entering in a different terminal:

kubectl --namespace=<NAMESPACE> get pod

When helm is done deploying Polyaxon, it will output some instructions NOTES, these note will be different depending on your configuration (the service type used and/or ingress);

NOTES: ...

These notes are important for setting the CLI, and getting access to the dashboard.

Next step you need the Polyaxon CLI installed, and you need to configure the host and the ports based on these notes.

Port forward

If you are deploying Polyaxon Community Edition and you don't want to deal with securing your load balancer or ingress, you can use the default values and the command polyaxon port-forward. this command will expose the Polyaxon API and dashboard on your localhost and auto-configure the cli.

Upgrade Polyaxon

To upgrade Polyaxon to a newer version, you can simply run the following command using Polyaxon CLI:

polyaxon admin upgrade -f config.yml

Or using Helm

helm upgrade polyaxon polyaxon/polyaxon -f config.yml

Applying configuration changes

The general method to modify your Kubernetes deployment is to:

  1. Make a change to the config.yml
  2. [Optional] run polyaxon admin deploy -f config.yml --check
  3. Run a polyaxon admin upgrade -f config.yml or helm upgrade:

    $ helm upgrade <RELEASE_NAME> polyaxon/polyaxon -f config.yml

    Where <RELEASE_NAME> is the parameter you passed to --name when installing Polyaxon with helm install.

    If you don’t remember it, you can probably find it by doing helm list.

    If you used the default values suggested in the docs, the <RELEASE_NAME> should be polyaxon

  4. Wait for the upgrade to finish, and make sure that when you do kubectl --namespace=<NAMESPACE> get pod the pods are in Ready state.
Your configuration change has been applied!

Turn off Polyaxon

When you are done with Polyaxon, you can turn off the deployment, and depending on your persistence configuration you can keep all your data saved for future deployments.

You can also decide to completely turn off Polyaxon and remove the namespace and computational resources.

polyaxon admin teardown

Or

helm del --purge polyaxon

Stop/Delete running experiments/jobs

Polyaxon will by default stop all running jobs/experiments before a teardown, unless you prefer not to trigger the pre-delete hooks, in that case you should clean them on your own.

Delete Helm release

Delete the helm release. This deletes all resources that were created by helm during the deployment.

$ helm delete <RELEASE_NAME> --purge

If you used the default values, the command should be,

$ helm delete polyaxon --purge

If for some reason, your deployment did not succeed, you might need to delete Polyaxon with this command instead, to avoid triggering pre-delete hooks

$ helm delete polyaxon --purge --no-hooks

Delete the namespace

Delete the namespace Polyaxon was installed in. This deletes any disks that may have been created to store user’s logs|database, and any IP addresses that may have been provisioned.

$ kubectl delete namespace <your-namespace>

If you used the default values, the command should be,

$ kubectl delete namespace polyaxon