Mary-Kate Olsen seems to be having a lovely time in Los Angeles with her husband.

On Wednesday, Daily Mail posted photos of the fashion designer and her spouse, Olivier Sarkozy, after they were leaving a West Hollywood restaurant. The two seemed to be in great spirits as Sarkozy sported a blue blazer with matching pants and his wife wore a black shirt with a white coat and fancy heels.

Olsen was looking away from the camera, which the site pointed out could've been because she didn't have a smudge of makeup on.

Check out the photos here.

Olsen and her twin sister, Ashley, have been working on their fashion collection The Row, something that's been a part of their lives for a while. The girls used to be actresses, one of their most memorable roles sharing the part of Michelle Tanner on sitcom Full House.

It was speculated if the sisters would reprise their role on the Netflix revival Fuller House, but that didn't happen. Creator Jeff Franklin opened up to Vulture on how he was hoping the twins would've stopped by for at least a brief appearance.

"That was a giant bummer, but their participation was never a precondition for doing that show," Franklin said. "I hoped that they would come back and do one episode, but I didn't think that they were going to be regulars."

The series centers on DJ, Stephanie and Kimmy living together in the Tanner house taking care of kids and conquering hysterical hardships along the way.

Tags: Mary-Kate and Ashley Olsen Olivier Sarkozy