what railway do I take the fast train from Guangzhou to beijing?

For the fast train, do you mean the K-trains or bullet trains in China?
If you mean the K-train, there is only one K-train, K600/K597 between the two cities from GZ Railway Station.
If you mean the bullet trains, there are four trains from GZ South Railway Station.