It happened near the Merced County Behavioral Health and Recovery Services off 13th and D Street in Merced.
Police say no one was hit, and there is no evidence that anyone was shooting at a specific person.
It is not confirmed who the vigil was for at this time.
This is in the same area where two 15-year-olds were shot and killed on Monday night.
No arrests have been made in that case.