We've released autoscaling for model serving and deployments.

To get more details on autoscaling we invite you to checkout the blogpost and read the docs!

You can now provision and manage machines on Paperspace programmatically using the new Terraform provider. To get started watch the demo below, read the blogpost, or head over to the GitHub repo.

Managed private clusters have launched on Gradient!

You can now set up a managed private cluster for your machine learning team in the web console or on the command line.

Read the full blogpost here.

You'll see a few new options under "Workspaces" that enable you to pull down data (eg from a Git repository) when creating a new notebook.  Check out the docs to learn more. 

The latest version of the Paperspace desktop app is now shipping with 4K support on all Dedicated GPU machines.

All you have to do is plug-in to your 4K-enabled display, check your settings, and go!

Read the blogpost for more information.

Two additional quality of life updates have also been released: the bandwidth adjustment algorithm has been enhanced to improve streaming quality, and key/mouse input capture has been improved to provide a more reliable experience.

You should notice an overall snappier and more responsive streaming experience.

Gradient now includes the ability to tag entities for improved navigation, search, and management of your ML workflow. Tags can be created and updated in both the user interface and CLI.

You can add tags to several elements including Projects, Experiments, Models, and Deployments.

Certain pages of the console were taking a while to load. We improved the load time of several pages making the app more responsive and quicker to navigate 🙌

The YAML config file simplifies your work from the command line by storing default arguments for different tasks. If you find yourself repeatedly typing the same commands and want the configuration to be reusable (and with integrated version control), this tool is for you.

Instead of typing out each argument every time you want to run something from the Gradient CLI, you can save your preferred default arguments in the config.yaml file.

Read more on our blog here.

UX & Performance

The performance of various has been optimized to load faster & the design of a couple modals couple (upgrades, accounts) have been improved.

Billing

There is now an option to receive an email after billing runs each month. Find this under Team->Billing->Recent Invoices.

The native app now supports QUIC by default - the latency experienced
during streaming a virtual desktop is minimized without incurring any
hits to performance

Added social profiles, the ability to make notebooks public/shareable to your friends & a free GPU. These features are in closed beta at the moment, reach out to support to have it enabled.

Continue to make improvements to the CLI (https://github.com/Paperspace/gradient-cli/releases)

Bug fixes to model processing where the summary for tensorflow models was not getting populated correctly.