My wife talks about divorce and walking out over small fights. Should I just concede defeat?

You should try to sit down and talk heart-to-heart with you wife first to find out why she has these negative feelings on the marriage. If there isn't any solution, seek professional counselor's help. I would say divorce is the last solution. A marriage takes 2 parties to maintain and thus both sides have to make efforts.