How long before graduation can one declare bankruptcy and remove college loan debt?

You cannot discharge student loan debt through bankruptcy unless you can prove undue hardship, which is a very high legal bar. The timing of when you declare bankruptcy relative to graduation is irrelevant; the key factor is meeting the undue hardship standard, which courts interpret strictly. Simply declaring bankruptcy before or after graduation won't automatically eliminate your student loan debt.