Gummer's film credits include "Evening" and "Taking Woodstock."
She and Walker, who reportedly have been dating for about a year-and-a-half, co-starred in last year's Broadway production of "Les Liasions Dangereuses."
"He proposed two days ago," Usmagazine.com quoted Gummer as saying Monday. "He did it on one knee!"
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