Do srilankan passport holder need to apply transit visa to travel from Japan to Singapore via peking?

I m holding a srilankan passport and hope to travel from Japan to Singapore via peking, as the transit airport. Transit time will be less than 5 hours. Should I apply for a transit visa for this?