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Polyaxon v1.10: Queues Quotas

Organization owners can now set resources quotas on their queues to limit operations concurrecy based on CPU/Memory/GPU/TPU/...

New queueing features

Our commercial scheduler received several new enhancements and features, namely the new queueing logic and concurrency quotas:

  • Resources aware queues: This feature allows setting a new restriction on the queue concurrency based on CPU/GPU/TPU/Memory… of the runs attached to it.
  • Cost aware queues: This feature allows setting a new restriction on the queue concurrency based on the cost of the runs attached to it.

quota-create

quota-view

Users can also provide cost estimation for their components and operations and derive new analytics about the cost related to their projects.

For more information about the scheduling strategies and the queues management guide

Learn More about Polyaxon

This blog post just goes over a couple of features that we shipped in v1.10. To learn more about all the features, fixes, and enhancements, please visit the release notes and the short term roadmap.

Polyaxon continues to grow quickly and keeps improving and providing the simplest machine learning abstraction. We hope that these updates will improve your workflows and increase your productivity, and again, thank you for your continued feedback and support.

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