Existence of supremum in matrix norm definition

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My Numerical Analysis professor defined matrix p-norm in today's class as

$$ ||A||_p = \sup_{||y||_p=1} ||Ay||_p $$

My question is how can we guarantee that the supremum exists in the first place?