I've been looking into topic modeling lately. It looks like this is the best library for doing that: https://github.com/baidu/Familia Time to learn Mandarin I guess.
It looks like there are English docs too: https://github.com/baidu/Familia/blob/master/README.EN.md
And the pretrained models it ships with are trained against a Mandarin corpus.