There is a sales agency on Zhongshan Second Road or Middle Road, which is not too far from the railway station. This is official. You can check it. I bought it there, too. If you can't get it at the train station, you can buy it there, but the queue at peak hours is also considerable.
PS: Now many train tickets can be booked online or soon! Official, you can check. . .