My daughter learned of graduation parties the year before when we visited several family and friends parties. So it was only natural that after she found out that preschool had a graduation where they walked in caps and gowns that she would think she got a party too. Her party was just cake, grandparents, and aunts and uncles. (and a few small gifts)
It was so much fun!