The shooting occurred near the intersection of Sunset and Wilton at approximately 12 p.m., according to a U.S. Marshals Service fugitive task force.
One suspect was hospitalized in unknown condition.
The suspect was wanted for escaping from prison.
No officers were injured in the incident.