The brawl broke out around 8:30 Monday night while a cheerleading competition took place inside the building.
When officers arrived a police assist was called out for extra officers to get to the scene. Temple Police, SEPTA Police and the Philadelphia Police converged onto the crowd breaking up the fight.
No one was seriously injured.
No word on how many people were arrested.