According to FOX40 sister station KTLA, the crash was reported around 2 a.m. when police spotted a car that had been reported stolen.
Officers attempted to stop the driver, but the person sped off. Witnesses at the scene said the driver was going about 70 mph before the person crashed near the intersection of Hollywood Boulevard and Gower Street.
"It's clear that at one point they lost control," LAPD Sgt. Barry Montgomery said about the driver. "It was short of a miracle that nobody on the sidewalk or other vehicles were struck."
Lauren Weening and a friend had just left a club in the area and were in an Uber when they saw the vehicle speed by them and run through a red light. They saw several LAPD units following the vehicle.
Video from the scene showed the car was engulfed in flames. Responding police officers tried to put out the flames, but were not able to. Los Angeles firefighters eventually extinguished the blaze and officers eventually put a white sheet over the involved vehicle. The people in the vehicle have not been identified, but they were apparently the driver and a passenger.
A stretch of Hollywood Blvd. was closed for hours after the crash and was reopened around 1:45 p.m.
The Los Angeles Fire Department also responded to the scene.