Enable validation during overfitting

[rohitgr7]

What does this PR do?

Suggested and discussed with @tchaton

Does your PR introduce any breaking changes? If yes, please list them.

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Did you have fun?

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cc @Borda @justusschock @awaelchli @ninginthecloud

[tchaton]

LGTM !