How to prove the dual of a norm

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I am studying convex optimization and saw the following. How do I prove it ? I would use what i learnt - lagrangian multipliers to formulate the dual but I don't know how to do it. There are no constraints on the original function.

And every website I go to just shows this property without proving it.

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