Don't worry, the Fair will have a final third stage, and when it kicks off, you’ll pick up exactly where you left off the previous time. With the opportunity to get missed rewards! Just don't forget that some of the Fair resources have a timer, so don't miss your chance to exchange resources!
Unfortunately, even the inhabitants of the Fair themselves do not know when the new stage will take place. Artists, you never know what's on their minds.