"Harry Potter and the Goblet of Fire" director Mike Newell will helm the project from a script by Don Roos and Tom Bezucha, according to The Hollywood Reporter.
The film, set in the aftermath of World War II, follows a journalist, who forms a bond with the eccentric Guernsey Literary and Potato Peel Pie Society, a book club formed on Guernsey Island.
Paula Mazur, Mitchell Kaplan, Graham Broadbent and Pete Czernin will produce the film.
On TV, he played Daario Naharis on HBO's hit "Game of Thrones" and also appeared on "Orphan Black" and "Nashville".
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