Polyaxon can natively work with RBAC enabled clusters and ships with an RBAC enabled by default.

Polyaxon provides several deployment options, all of our deployment options allows to keep code, data, models, logs, and artifacts on-premise or on your cloud account.

If you deploy the community open-source version, the billing is not handled by Polyaxon and is done by the cloud provider of your choice.

Polyaxon discovers your cluster's graphics processing units (GPUs) and enables you to leverage their compute power for your experiments, jobs, and Jupyter notebooks.

Please make sure that Polyaxon Operation CRD and Polyaxon Operator are installed in the namespace.

Polyaxon follows Kubernetes conventions for scheduling resources with Recommended Labels.

Polyaxon ships with an ingress allowing to customize your host.

Parallelism and concurrency management depends on your distribution and it's configurable per deployment for the commercial offering.

All your workload is scheduled on your own clusters whether you are using Polyaxon Cloud, Polyaxon EE, or Polyaxon CE.

Please make sure to update the default timeout value from 30s to 600s.