Blog

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

MLOps vs Dataops

How MLOps is different from DataOps.

MLOps vs DevOps

How MLOps is different from DataOps.

Polyaxon v1.15: Global Search & Recently Viewed

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

Using kubectl logs

Use kubectl logs to inspect pod, container, and owner resource logs, including timestamps, tailing, selectors, and recent output.

Kubernetes vs. Docker for ML workloads

Understand how Docker containers and Kubernetes orchestration solve different parts of the ML delivery path, from reproducible images to scheduled production workloads.

Polyaxon v1.14: Component Latest Runs

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

Kubernetes architecture for ML workloads

A practical overview of Kubernetes architecture and how its control plane, worker nodes, services, and storage affect ML workloads.

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.

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.