cut one's losses
Withdraw from a losing situation, as in They decided to close down the unprofitable branch and cut their losses. This expression uses cut in the sense of "reduce" (also see cut down, def. 2).
Dictionary.com presents 366 FAQs, incorporating some of the frequently asked questions from the past with newer queries.