A what is the type of landscape in rainy regions where caverns sinkholes and deep valleys are common is called?

The type of landscape you're describing is a karst landscape. It is characterized by soluble bedrock such as limestone that dissolves over time to create features like caverns, sinkholes, and valleys due to the process of chemical weathering.