You do need to forgive yourself and move on with your life.

You do not need to forgive him.

Eventually, as you move on with your life, you will realize that you have learned some lessons from being with this man. But you will realize it without efforting - it will just come to you. You do not need to dwell on thinking that you need or need not forgive him.