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Throw in the towel
Sports Origin
The phrase originates from boxing, where a trainer throws a towel into the ring to stop the fight. 
Metaphorical Use
Used metaphorically to express giving up on challenges beyond sports, like work or relationships. 
Not Literal
The phrase is never used in a literal sense in modern English; it always indicates quitting an activity or effort. 