N.B.: If you are upgrading from polyaxon v1.x, please check the v2 release notes and the migration guide.

V2.10.0 [WIP]

Core

  • Beta: Add possibility to launch persistent Ray clusters.
  • Beta: Add possibility to launch persistent Dask clusters.
  • Beta: Add possibility to launch persistent Spark clusters.
  • Beta: Add support for pod failure policy https://kubernetes.io/docs/tasks/job/pod-failure-policy/ in termination.

CLI

  • Beta: Add polyaxon clusters command group.

Operator

  • Beta: Add logic to cull idle notebooks.

UI

  • New: Add new tabs to the infra section to launch and monitor Ray/Dask/Spark clusters.
  • New: Add markdown, scalar, summary, lineage, and performance widgets.
  • Enhancement: Allow visualizing multiple images (index range) at the same time.
  • Enhancement: Implement lazy loading of widgets in dashboards based on their visibility in viewport.
  • Enhancement: Do not render large artifacts and provide preview button.
  • Enhancement: Simplify switching to data view in metrics widgets.
  • Fix: Some UI issues and dropdowns styles.

Commercial

  • New: Stabilize and enable the new notifications/alerts/events layer to the clients to allow sending mid-run events to external systems.
  • New: Stabilize and enable automations to create a monitoring of conditions and events and trigger actions.
  • New: Stabilize and enable the control plane integrations.