At the point someone gives you $500,000, they are subject to a gift tax (so they would be paying). Once you receive the money though, it would be yours free and clear so you would only be subject to the capital gains (the 500K would be part of the basis).

NOTE: I'm not an accountant, so you should really check with one and give them your detailed specifics if you are going to go forward.