Why would you want to? Whilst it hurts so badly at times, these trials, heartbreaks, deaths, triumphs and joys inform who were are as a person.
If we forget our past, we are likely to repeat the same mistakes. Learn from the events in your past and accept them. Then you'll be at peace with what has happened.