This event is organized every year by the National Heritage Institute.  There are various venues around the country participating.  Prague Castle has a program starting at 3:00 PM on the 29th of August at the gardens below the castle.  You can buy your 100 CZK ticket at the entrance and enjoy the castle grounds as well as some guided tours.  Enjoy music, food and fencing.