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The singer attended the Key Club in LA to perform with rockers Metal Skool and was reportedly drunk while on stage.
A source told In Touch: "She sang laying on the floor because she seemed too drunk to stand."
She was then allegedly seen "making out" with Walker, who has worked with the popstar on past albums.
"They were making out and looking very together," said a witness.