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From weddings to Italian vacations to sweet Instagram posts, it's no secret that Harry Styles and Olivia Wilde are feeling the love. And now we're feeling the love because the two packed on the PDA during a Los Angeles outing.

The "Watermelon Sugar" singer and Booksmart director were photographed looking cute with their arms around each other and wearing practically matching outfits. The actor, who just wrapped filming for his upcoming movie My Policeman, held Wildes' hand over his shoulder and wore an oversized Beastie Boys band tee, which he paired with baggy, ripped jeans, sneakers, a blue baseball cap, and his '70s-esque round white glasses.

Wilde wore a collared plain white tee and dark wash baggy, ripped denim with white sneakers. She completed the look with oversized black aviator sunglasses, a wide-brimmed sunhat, and a simple gold necklace.

Olivia Wilde, Harry Styles
Olivia Wilde, Harry Styles
| Credit: Toni Anne Barson/WireImage, Kevin Mazur/Getty Images for The Recording Academy

During their outing, they joined friends for a midday lunch in the City of Stars, where they continued to hold hands and look in love. The two appear to have been inseparable because other day, Styles was spotted at Wilde's house, where he repped a Ted Lasso-styled mustache and greeted guests for a gathering that the two were hosting. Before L.A., the two spent some time romancing it up along the seaside of Italy after Style's wrapped filming.