Do we need a visa for this???

Hello im Arnel from the Phillipines, my girlfriend and I are going to hongkong on april 12 to april 17, 2016. we are planning to visit Guangzhou on april 15 to april 16 (probably less than 24hrs) then back to hongkong. Please help me to find reliable answer. Many thanks!