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Phrase(s): knock back a drink [and] knock one back; knock one over
Sl. to swallow a drink of an alcoholic beverage. • Todd knocked back one drink, and then had another. • Kelly knocked one back. • She knocked one over and left the bar.
McGrawhill's American Idioms And Phrasal Verbs