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Update documentation about KatibConfig API #2186

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Because we improve the KatibConfig In #2176, we need to update the docs about katib-config.

https://www.kubeflow.org/docs/components/katib/katib-config/

Also, updating the Debveloper Guide because we introduced Golang better way to the Katib since #2176.

  • Using go-cmp instead of reflect would be more useful in the test since avoiding eyeball grep 👀
  • Defining test cases as maps instead of slices would be more reasonable since we can avoid depending on the running order.

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