v1.7.6

Commercial

  • Enhancement: Several improvements.

v1.7.5

CLI

  • Enhancement: Improve --git-preset --git-revision logic and error message.

Core

  • Fix: Do not break training if the KerasCallback cannot track a parameter.

Commercial

  • Enhancement: Several improvements.

v1.7.4

CLI

  • Fix: polyaxon -h documentation.

Core

  • Fix: Issue in container.env sanitization logic.

UI

  • Enhancement: Use open/closed locks to help distinguish visibility of organizations, projects, models, components.

Agent

  • Fix: Issue in converter.

Commercial

  • Enhancement: Add a note about the expiration date to the invitation email template.
  • Enhancement: Extend invitation expiration period from 2 days to 4 days.
  • Enhancement: Improve team member and team catalog scopes and permissions.

v1.7.3

CLI

  • Fix: polyaxon upgrade command to download the correct library.

UI

  • Enhancement: Show a link to the tracking docs in the widget form when no event was logged.
  • Enhancement: Remove beta badge from html, audio, and video widgets.
  • Fix: Issue with Bokeh charts in fullscreen mode not rendering.

Commercial

  • Enhancement: Add select button for dashboard creation to set the view level: any, single, and compare.
  • Fix: Typos in the modal forms for deleting dashboards and searches.
  • Fix: Issues in clones and streams lineage.

v1.7.2

Core

  • Fix: Corrupted release package.

v1.7.1 [deleted]

CLI

  • Fix: Issue with duplicate logs in stream phase.

Core

  • Enhancement: Improve parser’s typing system for str types, this should avoid evaluating dumped json string into dicts.
  • Enhancement: Improve RunClient creation methods to not trigger sys.exit(1) and raise an exception instead when used programmatically.
  • Fix: Regression with delete not triggering artifacts clean pods in CE when scheduler is enabled.

UI

  • Enhancement: Improve polyaxonfile tab to make the manifest take the full size of the page.
  • Enhancement: Update Bokeh bundle version to render charts generated by new Python versions.
  • Enhancement: Allow saving names and descriptions using ENTER.
  • Enhancement: Improve scroll behavior in flyout mode in chrome and safari.
  • Fix: Table loading indicator in safari.

v1.7.0

CLI

  • New: Add plx as a second CLI entrypoint (plx --help or polyaxon --help).
  • Enhancement: polyaxon create project ... --init will also create the .polyaxonignore file automatically.
  • Enhancement: polyaxon ops get ... will show the owner and project to reduce user’s confusion about the implicit values.
  • Enhancement: Add default limit value to the ls command to avoid any API regression impacting the behavior of the command.
  • Enhancement: Improve pagination metadata and navigation instructions.

Core

  • Enhancement: Reset the default limit for operations list to 20.
  • Fix: patch_strategy in jsonschema not using camel case.

UI

  • New: Allow to download results as CSV from the comparison table.
  • Enhancement: Use read-only editor for rendering Polyaxonfiles to allow folding sections.
  • Enhancement: Allow to select hover mode (closest and compare) for line charts.
  • Enhancement: Truncate charts legends when using UUIDs to 12 characters.
  • Enhancement: Improve scatter plot tooltips.
  • Enhancement: Improve dark theme line charts.
  • Enhancement: Add error boundary around charts to prevent bad widgets or external configs from taking down the complete UI.
  • Enhancement: Improve timeline hover tooltip.

Tracking

  • New: Add new callbacks and logging capabilities.
    • Add scikit tracking integration.
    • Add lightgbm tracking callback.
    • Add xgboost tracking callback.
    • Add PytorchLightning tracking callback.
  • Enhancement: Consolidate Keras callbacks into a single callback to track metrics and the model and expose flag to allow enabling and disabling some behaviors.
  • Enhancement: Improve tensorflow callback and expose flag to enable tracking of images, histo, …
  • Enhancement: Consolidate naming convention for contrib callbacks/loggers as PolyaxonCallback or polyaxon_callback.
  • Enhancement: Improve log_dataframe in the versioned assets interface to persist csv or html and allow other persisting formats using the manual logging only.
  • Enhancement: Sanitize inputs/params and outputs/results keys to fqn.
  • Enhancement: Improve artifact/model tracking.
  • Enhancement: Improve log_sklearn_pr_curve and log_sklearn_roc_auc_curve to handle multi-class curves.
  • Enhancement: Allow saving single and versioned artifacts and models by passing versioned=False.
  • Enhancement: Improve get_artifacts_path and get_outputs_path to handle rel_path as well as to ensure that the path exists using ensure_path=True.
  • Enhancement: Improve sanitization of params and filenames.
  • Enhancement: Improve offline mode.

Operator

  • Enhancement: Update CRD to apiextensions.k8s.io/v1.
    • The CustomResourceDefinition API type is promoted to apiextensions.k8s.io/v1 since K8s 1.16.
    • A flag is provided operator.useCRDV1Beta1 to keep the previous behaviour.

Docs

  • Enhancement: Improve tracking integration docs and add examples.
  • Enhancement: Improve visualization libraries integration docs and add examples.
  • Enhancement: Add new quick-start guide iterating with presets.

Examples

  • Enhancement: Add new examples with the new integrations.
  • Enhancement: Fix and improve several examples and polyaxonfile manifests.

Deployment & Setup

  • Enhancement: Add operator.useCRDV1Beta1 flag to force deploying with v1beta1 and to preserve compatibility with k8s cluster <= 1.15.
  • Fix: TFJob deployment chart.

House Keeping

  • Enhancement: Improve tests to avoid persisting events and artifacts during the tests.
  • Enhancement: Add ci for Python 3.9.

Commercial

  • Enhancement: Improve hyperparameter tuning pipelines.
  • Fix: Some issues in the organizations’ cleaning routines.