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To stay up smoking the marijuana rather than sleeping. Usually followed by an attack of the munchies, resulting in a loss of snack food.
"I'm sorry i fell asleep in your class, Professor, but I was up all night burning the green midnight oil."
by xcaptain7howdyx January 24, 2010