Input lag with ddr on pcsx rearmed

Did Dance Dance Revolution (2nd remix to be exact) always have input lag on the playstation, or is something causing it in retroarch? I noticed that the game is pretty close to impossible to play properly since you have to hit notes slightly early. Anyone else ever tried the same game?