There are many factors to this answer. Things such as physical condition, temperature, humidity, the length of the trip, and the type of terrain determine how much you need. The average person loses roughly 500ml of water a day. Increase this when you add in exercise and high temperatures. For a day-long trip 3 gallons of water should suffice.