20 hours layover in Guangzhou

Hi, I hold Indonesian Passport. We are coming from Jakarta to Toronto and the flight will transit in Guangzhou for 20 hours layover. Do we need a visa if we want to leave the airport to find hotel or just eat while waiting for the time?

Thank you