Cloud SQL Proxy doesn't create Unix Socket on Mac OSX Catalina

Question

I try to open a connection with my MySql DB from my python script. The DB is a MySql 8 instance running on Google Cloud.

For that, I use the Cloud SQL Proxy from Goog