A competition was held to choose a person to design the new building ; local architect Joseph Reed , who later designed the Melbourne Town Hall and the Royal Exhibition Building , won the competition . A competition was held to decide who would design the new building ; local architect Joseph Reed , who later designed the Melbourne Town Hall and the Royal Exhibition Building , won the commission .