Optional-test-infra Deprecation Notice - Katib

[PatrickXYS]

This issue serves as Katib sub-issue of the main issue: kubeflow/testing#993.

TLDR: Katib WG should start to research and choose a preferable testing solution for the E2E testing use case before June 2022.

/cc @kubeflow/wg-automl-leads