As a native English speaker, I would give you a very strange look if you said that! Apparently, it means "let us depart this place", and refers to starting a Harley Davidson motorbike (nicknamed "a hog"). It's certainly not a common phrase, though I can understand why some people might like it.

Peachey's explanation below makes sense, but I have never heard it used it real life.