The phrase "eat a large quantity" means to consume a substantial amount of food.

• Eat: To put food into your mouth and swallow it.
• Large Quantity: A considerable or substantial amount of something, in this case, food.

So, putting it together, "eat a large quantity" simply means to eat a lot.