The incident took place at about 07:00 local time on Monday (23:00 GMT on Sunday) at the kindergarten's gate.
According to the People's Daily newspaper, the five victims were hospitalised. However, the newspaper did not indicate how many of them are kids. Eyewitnesses reportedly saw at least two students lying injured on the ground.
The suspect in the attack has been detained, the newspaper added.