The pair are said to be 'taking a break', with one source telling People magazine the break-up is down to 'conflicting priorities.
The news comes after a series of stormy headlines about the couple and their movie Don't Worry Darling, which they were first introduced while filming.
Olivia, 38 and budding actor Harry, 28, developed a romantic and professional relationship while working on the physiological thriller.