Train from Urumqi to Dunhuang

Hi

In Mid Oct ,from Urumqi to Dunhuang. Need to get off in Liuyuan or is it direct to Dunhuang station. Remember there is a guy from Urumqi told me there is one direct to Dunhuang , but can not remember in which month.

Thanks advance for your helps