Product articles

Work interactively with Polyaxon sandboxes

Choose between sandbox shells and exec, understand PTY lifetime and output replay, and manage terminal attachment explicitly through the Python SDK.

Connect your local tools to Polyaxon with SSH

Connect native terminals and IDEs to a Polyaxon service, forward application ports, and use tmux explicitly when you want to resume a shell.

Reconnect to your Polyaxon shell

Learn how ordinary ops shells differ from tmux sessions, then detach and reconnect to the same Polyaxon shell from the CLI or UI.

Combine run filters with AND and OR

Use OR to combine metric thresholds, negated conditions, and independent groups of filters in Polyaxon queries.

Automate multiple runs with async Python clients

Monitor several Polyaxon runs concurrently with async Python clients, retrieve recent logs, and manage concurrency, timeouts, and client cleanup.

Write shorter Polyaxonfiles

Use direct parameter values and let input and output defaults imply optionality, with a look ahead at simpler workload definitions planned for Polyaxon v3.

Upload multiple files and folders with Polyaxon CLI

Upload code, configuration, and small datasets in one Polyaxon CLI command, then save the same path mappings in a declarative mount section.

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.