The story is set during their years in Paris in the mid-1930s and leads to a dramatic conclusion during the Spanish Civil War.
It will be directed by Paul Andrew Williams, the writer-director behind Song for Marion and London to Brighton.
Principal photography is set to begin in June 2013.
Production companies are Camera Entertainment BV (Netherlands), Kanzaman S.A. (Spain) and Steel Mill Pictures (UK).
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