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Move EKS Karpenter GPU NodePool setup to Prepare()

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Add GPU support to kubernetes_scale on EKS Karpenter #6313

Move EKS Karpenter GPU NodePool setup to Prepare()
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Google CLA / cla/google succeeded Jan 7, 2026 in 1s

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The following contributors were found for this pull request:

633ce80 Author: @kiryl-filatau <ki*****il​@gmail.com>

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