How to use AWS session manager port forwarding to connect to RDS instance

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I am new to AWS Session manager. And my requirement is as follows.

I have a RDS instance I need to connect to. Currently it is not publicly accessible. I am using VPN to connect to it.

Since I heard about AWS session manager with port forwarding feature, I need to use it to connect to my RDS instance from the local machine for local development.

How can I do this? When I read through the documentation, I can only connect to the EC2 instance using session manager, how can I achieve this to connect to my rds from local with port forwarding?

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