Is it possible that the girl will be pregnant for more than 2 months if you have contact with her for about three weeks only?

Are you saying that she's 2 months pregnant, but you've only been having sex for the last 3 weeks?

Yes, it's possible that she's 2 months pregnant, but no, the baby isn't yours.

Yes very possible, if she had sex with someone 2 months ago.