Scattered in the adjacent hills are scenic caves and caverns, such as Jade-Milk Cave, Purple Cloud Cave, Stone House Cave, Water Music Cave and Rosy Cloud Cave, most of which have many stone sculptures carved on their walls.

• 山上多岩洞，如玉乳洞、紫来洞、黄龙洞、紫云洞、石屋洞、水乐洞、烟霞洞等，洞内景色优美，且多古代石刻；