Green’s Dictionary of Slang

the person who is throwing the dice in a game of dice craps.

1931		D. Runyon ‘Blood Pressure’ in Runyon on Broadway (1954) 78: Who is the gunner?
1950		Goldin et al. DAUL 88/2: Gunner. [...] 2. The roller in a craps game.