Michiko Hoizu and the Magnolia Tree: Book 1

https://www.amazon.com/dp/B073MC4WT8/     

An orphaned girl with a dream to go to college. A mysterious stranger who whisks her away to a university of the magical arts. A story about love, loss, magic, and growing up in an imperfect world.