To leave home, or other place of residence, usually unannounced, or to make good on a threat, with such action usually performed by a child or juvenile.
To become a runaway.
To flee by running.
win by a mile
How often have the words run away and win by a mile occurred in a corpus of books? (source: Google Ngram Viewer )