Product articles

Polyaxon v1.13: Queues saturation

The queues table shows now a saturation bar for queues with quotas or concurrency limits and stats about the runs assigned to each queue.

Polyaxon v1.13: Integration with HuggingFace

A new logger for the HuggingFace transformer library.

Polyaxon v1.13: Easy hyperparameter tuning from CLI

Users can now use the cli to pass hyperparaeter directlu from the CI without creating a YAML file.

Polyaxon v1.12: Runs comparison, Diff mode, Filtering for/out values in the runs table, Tags management, Backfill, and many more

Polyaxon v1.12 release of our MLOps platform builds on top of the previous version and brings new features and improvements to the specification and dashboard experience.

Polyaxon v1.12: Models and Artifacts initializers

Improved init section with support for promoted models and artifacts.

Polyaxon v1.12: Date and Datetime Hyperparam Generators & Backfills

New hyperparam generators for dates and datetimes and Backfill scheduling strategy.

Polyaxon v1.12: Inputs/Outpts/Param to Env Vars

A new feature for IO and Params sectiosn to turn parameters to environment variables `toEnv`.

Polyaxon v1.12: Transfer Runs

Managing cross project runs and moving runs from one project to another to re-organize or refactor previous work.

Polyaxon v1.12: Tags Management

Admins can create predefined tags with colors and specific description to organize projects and runs.

Polyaxon v1.12: Table - Visualization Resizing

Improved table - dashboard layout and resizing.

Polyaxon v1.12: Filter for/out values

A new feature to automatically query or exclude runs based on a value directlu from the table cells.

Polyaxon v1.12: Runs compare table

A new feature to compare runs.

Polyaxon v1.11: Improved rendering and faster events loading, new plotting and charts capabilities, improved resizing and caching

Polyaxon v1.11 release of our MLOps platform builds on top of the previous version and brings new features and improvements to the dashboarding experience.

Polyaxon v1.11: New Logging Interface

Reworked logs UI with new features and several fixes.

Polyaxon v1.11: UI Operation Inspection and Container Shell

Improved inspection and monitoring capabilities and Container Shell debugging in the UI.

Polyaxon v1.11: New dashboards capabilities

Improved rendering and faster events loading, new plotting and charts capabilities, improved resizing and caching.

Polyaxon v1.10: New filtering capabilities, Improved CSV download, multi-section and multi-layout dashboards

Polyaxon v1.10 release of our MLOps platform brings several new features and improvements to the search and dashboarding experience.

Polyaxon v1.10: Queues Quotas

Organization owners can now set resources quotas on their queues to limit operations concurrecy based on CPU/Memory/GPU/TPU/...

Polyaxon v1.10: New filtering capabilities

The search and filtering experience was improved with suggestions, multi-run actions, browser persistence, and many more enhancements.

Polyaxon v1.10: Multi-section and multi-layout dashboards

The new dashboarding capabilities allows users to define advanced dashboards and visualizations widgets.

Polyaxon v1.9: Serving models in-cluster guides, UI managed connections, Improved Tensorboard services, Improved upload command

Today, we are pleased to announce the v1.9 release of our MLOps platform, a stable version that brings several new guides for serving machine learning REST APIs on Kubernetes, running Tensorboard in sync mode, new upload command improvements, new copy mode capabilities, and a UI based connections management.

Polyaxon v1.9: UI managed connections

Organization owners and managers can now add, update, and delete connections directly from the UI.

Polyaxon v1.9: Pending logic

Polyaxon compiler has a uniform logic to deal with pending runs.

Polyaxon v1.9: Improved run and project overview pages

The run and project overview pages were improved to display basic stats and progress information.