Just know that most married men don't leave their wives. It is so much easier for them to keep things the way they are.
It is very rare that a man will leave their wife for the girlfriend. If the wife does find out about you, she will still stay...at least for a while, until it is her turn to cheat on him. Then you will already be a long way down the road when that happens.
Take care.