Should I end the friendship?

Since we started college back in January, me and this girl became friends pretty fast, and i've kind of developed feelings for her, we hang out all the time at school and we've hung out at her place, just watched netflix nothing romantic or anything but she always mentions dates she goes on or a guy she likes and it kinda bothers me because I've never been on a date and I have a bit of a crush on her, so my question is should I end the friendship now before it gets any further? I've thought about quitting school because of anxiety and she always wants me to stay when I mention it to her, but I want to cut off all communication abruptly to spare the headache but I don't want to be mean either
Should I end the friendship?
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