At first I was confused by this. Is "version 2" an upgrade, or a downgrade, from where I am now??
Answer: version 3 is the latest, and is the default if you don't specify a version. So don't worry about version 2.
Ref: https://docs.docker.com/compose/compose-file/#/versioning