In the early hours of Thursday police and EMS crews responded to reports of injured people on Polson Ave at Andrews Street.
Two people were taken to hospital, one in critical condition the other stable.
Police are not saying if weapons were involved but are calling the incident a serious assault.
Police continue to investigate.