Police say the three people were shot at the Ultra Hookah Lounge located on Airport near the Gulf Freeway around 4:30 a.m.
According to authorities, two women were inside the hookah lounge arguing when a male took out a gun and started shooting people inside.
Three men were shot. One man was shot in the chest and transported to the hospital in stable condition.
The other two victims, including a security guard, was shot in the leg and transported to the hospital in an unknown condition.
The suspected shooter is described as a Hispanic male in his late 20s or early 30s.