Shanghai - Jiuzhaigou about flight

I'm trying to get from Shanghai (well Suzhou) to Jiuzhaigou for the May Day holiday, but I don't seem to be able to find any flights. I don't want to get the train as I only have a couple of days - will flights be released closer to the time? Do you know how much they would be?

Thank you!