1
general::
Hurry up, go faster, as in Step on it or we are going to be late. This idiom alludes to stepping on a vehicle's gas pedal. [Colloquial; c. 1920]
American Heritage Idioms
2
general::
Phrase(s): step on it
Go to step on the gas.
McGrawhill's American Idioms And Phrasal Verbs