Product articles

Polyaxon's new MLOps sandbox feature

At Polyaxon, we're always looking for ways to push the boundaries of what's possible with machine learning infrastructure, this is why we are excited about the upcoming sandbox deployment capabilities.

Polyaxon v1.18: Improved run control

The run control, i.e. cog icon, is now visible on all tabs to allow users to easily perform actions on a run

Polyaxon v1.18: New comparison features

Polyaxon UI has new features that allows users to quickly compare and filter their runs

Polyaxon v1.18: New Tensorboard component and initializer

You can now start Tensorboard using the experiment names instead of the experiment uuids

Polyaxon v1.18: Improve CLI with rich interface

We recently worked on an effort to improve the visual experience our CLI

Polyaxon v1.18: Support for annotations and env vars in connections schema

You can now define annotations and environment variables in your connections' schema

Polyaxon v1.18: Improved query language

Users can now filter by connections and artifacts

Polyaxon v1.18: Admin command to force clean operations

Admin users with access to kubectl can now force kill operations in a namespace

Polyaxon v1.17: Pulling & Pushing runs

Users can now package and pull runs to local paths or push runs from local paths to a Polyaxon deployment

Polyaxon v1.16: Inspecting chart data

Using the line chart widget you can now inspect the underlying data as an interactive table.

Polyaxon v1.16: Transferring runs, models, components, & artifacts

Users can now transfer runs, models, components, & artifacts from one project to another to reorganize their workspaces

Polyaxon v1.16: Progress tracking

Users can now log the progress of their runs and have a progress bar in the UI to get a quick overview of their runs.

Polyaxon v1.16: CLI Operation shell & inspection

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

Polyaxon v1.16: Automatic CSV/TSV/Dataframes/... rendering

Polyaxon UI can now render CSV/TSV/Dataframes/... automatically as a table

Polyaxon v1.15: Global Search & Recently Viewed

Users can search organizations they belong to and project they have access and access recently viewed items.

Polyaxon v1.14: Component Latest Runs

Users can quickly search by a specific component and see recent runs for a specific component.

Polyaxon v1.13: Billing & Read Only Seats

Organization's owners and managers can now invite read-only seats and billing seats to their organization.

Polyaxon v1.13: Service Accounts

Organization's owners and managers can create service accounts to issue tokens for CI/CD/CT services.

Polyaxon v1.13: Experiments Table Heatmap

How to turn the runs table into a heatmap using the new heat field feature.

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.