Police said the female driver of the Bentley was speeding, driving recklessly and may have been under the influence.
Pursuing units lost the speeding vehicle for a brief moment, but spotted it parked behind an apartment complex in Panorama City.
Witnesses said the driver parked the car and calmly walked away carrying a small dog.
The suspect is still sought.