Perry, 31 and Bloom, 39 looked "completely in love," reported Us magazine.
"They were kissing, dancing and holding hands all night," a source said.
The source added that Perry and Bloom are "totally a couple." The party was also attended Ariana Grande, Miguel, Fergie and Matt Bellamy.
The day before the celebration, the duo were spotted leaving an Adele.
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