Ryan Gosling and Michelle Williams have signed on for the indie drama Blue Valentine.

According to Variety, Gosling and Williams play a couple whose marriage is failing. As their relationship hits the rocks, they recall better days. Derek Cianfrance, Cami Delavigne and Joey Curtis penned the script; Cianfrance directs.

Mike Vogel, John Doman and Maryann Plunkett round out the cast.

Filming is under way in New York and Pennsylvania.