A gunman opened fire on a Long Island, New York pool party at a high end hotel attended by 150 to 200 people, wounding three.

The shooter began firing in the lobby of the Mansion at Glen Cover, a hotel and event center, following a fight that occurred during the party, Fox News reported.

The gunfire wounded three people, two of whom were party attendees.

After the shooting, the suspect got away and the NYPD began searching for him.

The victims all suffered non-life threatening bullet wounds.

The shooting began at around 5 p.m. on Sunday as "one of the security guards working the event tried to escort persons out of the mansion,” police said.

The sound of gunfire caused a panic, sending partiers fleeing.

The NYPD is still looking for the suspect.