Keeper Of the Lost Cities by Shannon Messenger

At age 12, Sophie learns that the remarkable abilities that have always caused her to stand out identify her as an elf. After being brought to Eternalia to hone her skills, she discovers that she has secrets buried in her memory for which some would kill.