give it the gun
give it the gun or give her the gun {v. phr.}, {slang}
To gun or speed up a motor; make a car, airplane, or something driven by a motor go faster.
The race driver gave it the gun.
The speedboat pilot gave her the gun.
Compare: STEP ON IT.
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Source: A Dictionary of American Idioms