The shooting happened just before 11 p.m. Wednesday at Citygarden, near Market and Ninth streets.
The victims were two women and a man.
Details about their injuries have not been released, but police said that all of the victims were conscious and breathing when officers arrived.
Police say at least 10 shots were fired.
Citygarden is an urban sculpture park that covers two blocks along Market Street.