Support Kubernetes v1.28 - v1.31

[andreyvelich]

What you would like to be added?

Similar to Training Operator, we should support Kubernetes v1.28 - v1.31 for Katib: kubeflow/trainer#2291

By following these PRs, we can see what changes are required for Katib:

• Upgrade Kubernetes to v1.30.7 trainer#2332
• Upgrade Kubernetes to v1.31.3 trainer#2330

/good-first-issue

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[google-oss-prow]

@andreyvelich:
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Please ensure the request meets the requirements listed here.

If this request no longer meets these requirements, the label can be removed
by commenting with the /remove-good-first-issue command.

In response to this:

What you would like to be added?

Similar to Training Operator, we should support Kubernetes v1.28 - v1.31 for Katib: kubeflow/trainer#2291.

By following these PRs, we can see what changes are required for Katib:

• Upgrade Kubernetes to v1.30.7 trainer#2332
• Upgrade Kubernetes to v1.31.3 trainer#2330

/good-first-issue

Why is this needed?

..

Love this feature?

Give it a 👍 We prioritize the features with most 👍

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[andreyvelich]

cc @kubeflow/wg-training-leads @Electronic-Waste

[Electronic-Waste]

I would like to help:)

/assign

[andreyvelich]

We need to migrate to 1.31 also.