Katy Perry and Justin Trudeau had a "fantastic evening" at Montreal restaurant Le Violon on Monday, July 28, a rep for the establishment tells PEOPLE.

Justin Trudeau and Katy Perry’s dating rumors have been taking the internet by storm, especially after the pair dined together in Montreal. Even so, sources close to Trudeau insisted that the high-profile dinner was nothing but a friendly meal.

Orlando Bloom is getting in on the joke. After the satirical outlet The Onion shared a fake article on social media about the Pirates of the Caribbean actor on a date with former German Chancellor Angela Merkel,