I am a Husband and a father. I believe my wife has given up on the marriage as a result of betrayal. What do i?

What have you done to help her get past your unfaithfulness? Have you begged for forgiveness constantly? Sorry, but that's how it has to happen. Even then she may not buy it but if you're not acting remorseful enough, don't expect her to forgive and forget.