Why does husband keep ditching me?

He keeps ditching you because you keep letting him come back. You can't change his behaviour, but you can change the way you react to it. Stop being such a doormat and get divorced already. You've been wasting your time for the past year - it should be crystal clear to you by now there is no reconciling happening here.