I'm Colombian citizen living in Australia. I need a temporary visa to travel trough Guangzhou?

I've already buy the flights and I'd like to know if I need to process any permit because I'll spend more than 12 hours waiting the flight connection and I'd really like to walk around the city and have lunch at someplace. If so, please let me know what kind I need and what I must do in order to get it. Thank you.