How do I not invite my girlfriend?

Why dont you just explain exactly how you feel to her? say that although u have a ton of fun with her and want to spend time with her also the party is your time to have fun with your hometown guys and u dont want her to feel left out which she will if your spending time with them. offer her to come but let her know if she does ull b spending time with them and itll be no fun for her.