As someone who has been cheated on and tried staying together afterwards, I would highly recommend leaving this relationship. However, if you guys choose to stay together, you will need to get counseling for both of you. Also, I would not recommend keeping this a secret from people in your life. I tried to and I think it was much healthier after we broke up and I started to talk about what happened. Good luck with whatever you decide to do!