It happened Sunday morning around 1:30 a.m. near Main and Church Street.
Officers learned that two men had got into a fight when one of them pulled out a gun and started shooting.
Both men took off running after shots were fired.
Police found that a bullet went through the window of a nearby Bank of the Sierra which was closed.
No injuries have been reported.