The phrase "to pig out" means to eat a large amount of food, often unhealthily or excessively. It is used as an idiomatic expression and can refer to eating too much of any type of food, but it usually implies overeating junk food or fast food. The term comes from the idea that one might be consuming an amount of food that would satisfy a pig's appetite.