The incident occurred at about 7 a.m. in the 7900 block of Fontaine Street, which runs alongside Interstate Highway 580, according to police.
The suspect was a man who allegedly fled in a vehicle, police said.
Oakland police are investigating a rape that occurred in the western part of the city Friday morning.