Is staying in abusive relationship a good idea?

You should definitely go. An abusive relationship is unhealthy for you both physically and emotionally. If you continue to stay with that abusive person, you will more than likely end up being attracted to more abusive people in the future. In fact some abusive relationships can lead to suicide and/or being murdered.