Officers were called to the 2600 block of Richmond Highway after a disagreement between two groups of people near the Golden Food.
Two men suffered non-life-threatening gunshot wounds but drove themselves to the hospital, Crime Insider sources said.
Police believe that as the groups fled the area, one caused a couple of car crashes on Richmond Highway, including forcing an SUV off the road and into a nearby building.
Major Crimes detectives are working the investigation.
If you have information that could help detectives, call Crime Stoppers at 804-780-1000 or submit a tip online at https://rvacrimestoppers.org. The P3 Tips Crime Stoppers app for smartphones may also be used. All three Crime Stoppers methods of contact are anonymous.

WTVR CBS 6

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