Transist visa for Sri Lankan passport with Chinese working visa

Dear Sir/ Madam, I'm Sri Lankan living in shanghai, married to chinese husband . in China I'm working and having Chinese resident for work permit. I need to go to france for vacation. Do I need to apply transist visa in Hongkong? Please advice soon.
Thank you!