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[Data] Deprecate V1 cluster autoscaler in favor of V2 #60459

@bveeramani

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@bveeramani

Motivation
The V2 motivation has behind a feature flag for some time now. Since we have reasonable confidence that it's stable and an improvement over V1, we should turn it on by default.

Steps

  • Add the DeprecatedAPI annotation to the V1 class
  • Add a deprecation warning in the V1 constructor
  • Change the default in cluster_autoscaler/__init__.py

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P1Issue that should be fixed within a few weeksdataRay Data-related issues

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