If you are here, it means that you have a Kubernetes cluster and helm setup.
Please consider reading our configuration guides to have a deeper knowledge about how to configure and customize Polyaxon to your need, we also made this interactive app to help you navigate the most important options to install Polyaxon.
If you are deploying Polyaxon in production mode, you should take some time to read about some best practices when deploying Polyaxon.
Please also check the helm reference for all default values.
Create a namespace for Polyaxon
Polyaxon installs and uses a namespace to run experiments
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 name, you must keep im mind to update the namespace
value in your config.
Configuration
This section will guide you through how you can 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, disabling ingress and RBAC
rbac:
enabled: false
ingress:
enabled: false
serviceType: LoadBalancer
Example, adding database persistence
postgresql:
persistence:
enabled: true
size: 5Gi
Example, updating the default user:
user:
username: "root"
email: "[email protected]"
password: "dummypassword"
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
Deploy
Now you can install Polyaxon with your config.yml
file
You can use Polyaxon CLI to manage the deployment
polyaxon admin deploy -f config.yml
Or you can use Helm to do the same:
helm install polyaxon/polyaxon \
--name=<RELEASE_NAME> \
--namespace=<NAMESPACE> \
-f config.yml
--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 withpolyaxon
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 runninghelm 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:
Polyaxon is currently running:
1. Get the application URL by running these commands:
NOTE: It may take a few minutes for the LoadBalancer IP to be available.
You can watch the status by running:
'kubectl get --namespace polyaxon svc -w polyaxon-polyaxon-api'
export POLYAXON_IP=$(kubectl get svc --namespace polyaxon polyaxon-polyaxon-ingress -o jsonpath='{.status.loadBalancer.ingress[0].ip}')
export POLYAXON_PORT=80
echo http://$POLYAXON_IP:$POLYAXON_PORT
2. Setup your cli by running theses commands:
polyaxon config set --host=$POLYAXON_IP --port=$POLYAXON_PORT
3. Log in with superuser
USER: root
PASSWORD: Get login password with
kubectl get secret --namespace polyaxon polyaxon-polyaxon-secret -o jsonpath="{.data.POLYAXON_ADMIN_PASSWORD}" | base64 --decode
These notes are important for setting the CLI, and getting access to the dashboard.
Next step you need the Polyaxon CLI installed, and you need to configure the host and the ports based on these notes.
Upgrade Polyaxon
To upgrade Polyaxon to a newer version, you can simply run the following command using Polyaxon CLI:
helm update
polyaxon admin upgrade -f config.yml
Or using Helm
helm update
helm upgrade polyaxon polyaxon/polyaxon -f polyaxon-config.yml
Applying configuration changes
The general method to modify your Kubernetes deployment is to:
-
Make a change to the config.yml
-
[Optional] run
polyaxon admin deploy -f config.yml --check
-
Run a
polyaxon admin upgrade -f config.yml
orhelm upgrade
:$ helm upgrade <RELEASE_NAME> polyaxon/polyaxon -f config.yml
Where
<RELEASE_NAME>
is the parameter you passed to--name
when installing Polyaxon withhelm 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 bepolyaxon
-
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