Not much of a dress code per se, however as you mentioned, it is a more young hip crowd so tshirt and shorts may be out of place although I had a nice t-shirt and jeans on that night and didn't look or feel out of place. Just use common judgement and hygiene etiquette and you should fit in fine. I imagine they are busier on the weekends though and you may want to dress a little nicer.