What would you do?

So, I recently cheated on my boyfriend and sex with another guy. I cried, I feel horrible about it. No one knows about, even the guy I had sex with doesn't know I have a boyfriend. I honestly love my boyfriend and want to be with him but I just can't believe I cheated on him. Should I tell him or keep a secret?