Shut the f**k (offensive word) up, or STFU for short, is a phrase that means that the person, to which the phrase was addressed, should stop saying unnecessary dog-sh** and just close their mouth.
"The fitness gram-pacer test is a multi-stage..."
"SHUT THE F**K UP YOU SON OF A B**CH WHO CARES ANYWAY"