Support Kubernetes v1.32

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What you would like to be added?

We should support the latest k8s v1.32 release https://github.com/kubernetes/kubernetes/releases/tag/v1.32.2.

Why is this needed?

Kubeflow Trainer has decided to support Kubernetes v1.32: kubeflow/trainer#2434

REF PRs:

• Upgrade: K8s 1.32 trainer#2448
• Upgrade kubernetes Go module version to 1.32 trainer#2450

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Give it a 👍 We prioritize the features with most 👍

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/remove-label lifecycle/needs-triage

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/assign