The duo was spotted "getting cozy" at the Monday bash, says a partygoer

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He was last linked to Rihanna, but it looks like Drake may have a new gal in his life.

At his Memorial Day party on Monday, the rapper was spotted “getting cozy” with model Hailey Baldwin, a partygoer tells PEOPLE exclusively.

“They were having a lot of fun together and were very affectionate,” adds the source. Baldwin was last romantically linked to Justin Bieber, and the two took a tropical vacation together over New Year’s.

Reps for Drake and Baldwin did not immediately respond to request for comment.

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Drake’s epic Memorial Day bash was the place to be for several new couples, including Kylie Jenner and rapper PartyNextDoor, as well as her older sister Khloe Kardashian and NFL star Odell Beckham Jr.

Jenner and her new guy were seen “making out” at the party. “It was almost like she was trying to make a statement,” an onlooker told PEOPLE.

And though there were rumors Kardashian has been seeing Beckham Jr. for months, an insider says the duo only recently met and “hit it off” before partying together at Drake’s party.