I feel like a bullet to the head would be the most efficient and they can fire it correctly so that it kills you instantly (or almost)
although that would also probably seem fairly cruel because instead of some elaborate setup like someplace to hang, guillotine, injection table, or electric chair, youre just holding a gun to someones head and pulling the trigger