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The album is sonically cohesive, often described as a mix of "laid-back slacker soul and hypnotic production, like a lava lamp bobbing along calm waves". This soundscape is a deliberate departure from the hard-edged hip-hop of his peers, drawing from jazz, R&B, and psychedelic influences. Miller’s flow is described as "limber and self-deprecating," as he tries any pattern of singing or rapping that might lift his spirits. The album has no credited features, keeping the focus squarely on Miller, but it contains uncredited vocal contributions from Dâm-Funk, Dev Hynes, Snoop Dogg, Syd, Thundercat, and JID. Mac Miller Swimming zip