Question about nightlife / dressing in Chengdu

I’ve heard lots of great things about Chengdu’s nightlife, but yet to decide where to go. I’m a little shy / apprehensive because I’m a female wasian traveller. What types of dressing is appropriate? In NZ/Australia you can get away with wearing whatever. Is it the same in China? What time would be the best time to go? Thanks in advance.