Shenzhen visa on arrival for Indonesian but leaving (flight) from Singapore

I am Indonesian and will take a flight to HongKong via Singapore airport but after visit Hongkong , i will go to shenzhen , so can I apply the the visa when I arrive at Shenzhen (on Arrival) or do I still need to apply visit beforehand?
Thank you