We heard from our community over the years that having more visibility and control of compute spend was a high-priority. Today, we added the instance cost to the dropdown of the start notebook menu. We have several projects lined-up that will contribute to this effort of increasing transparency. Stay tuned!
The console just got much faster. You'll notice up to 40% speed improvements across the app -- from notebooks to machines to settings and everything in between!
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.
The Gradient code viewer now features a visual diff tool!
With this tool you'll be able to compare files, directories, and projects in Gradient.
Read the update to learn more.
If you look in the user menu in the console, you should now see a Hotkeys option! This option will reveal a modal with all the new keyboard shortcuts now available for use in the Paperspace console.
To access the menu, click you user icon in the top left and then the hotkeys button:
These hotkeys cover all the different views available from the Paperspace console -- from Notebooks, to Jobs, to Projects, to Machines, and more!
We hope you enjoy this new super easy way to switch contexts in the Paperspace console.
Tags are a new feature that allow you to give customized organizational structure to your team's Projects, Experiments, Notebooks, Jobs, Models, and Deployments.
Tags are extremely helpful as your library of entities grows. Use them to quickly locate resources, identify bottlenecks, and plan future releases.
We added a new handy tooltip which displays info about the underlying compute instance used in Experiments, Jobs, Notebooks, and Deployments. This tooltip includes the complete specs of the instance, including CPU and GPU as well as a link to the details provided by the provider.
A popular request for Gradient Notebooks was to free up screen real estate by making the banner at the top of the screen minimizable. You'll now see a small arrow in the top right-hand corner of the screen to collapse the banner. To expand the banner, just click the arrow again. Enjoy!
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.
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.
