No, you can join the Party in your senior year, and at most you will become a preparatory party member after graduation.

Generally speaking, it takes one year to study from becoming a party activist (training in school) to preparing for party member, and one year to study from preparing for party member to party member. If you have participated in school training, you can join the party in your senior year. If you haven't attended the training, it's a bit difficult.