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[core][autoscaler] Select different node types when a node type is unavailable #53636

@kevin85421

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@kevin85421

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When trying to utilize spot instance types, we noticed the Autoscaler would get stuck attempting to scale up a node type with no availability and never recover / move on to try other node types. This change introduces some randomness, with weighting, so that the Autoscaler will try different node types on each loop and prevent the described scenario.

#49983

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    coreIssues that should be addressed in Ray Corecore-autoscalerautoscaler related issuesenhancementRequest for new feature and/or capabilitystability

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