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Fight a losing battle
Persistence Tone
The phrase often suggests continued effort despite the likelihood of failure. 
Negative Outcome
It's used when the situation seems hopeless or the outcome seems inevitable. 
Not Literal
The phrase is metaphorical, not about an actual physical battle. 