I agree - though it might seem important to stay because you love him, I think in most cases this type of treatment gets worse not better. You can't change him, you can't stop him from being rough with you. And the more it happens the more lines he will trust.

You need to learn to be ok, being yourself, lonely at first but I think you can fill up that loneliness with new things you haven't thought of yet