There is a parameter unix_socket you can use within your config.yml.
See full configuration example:
# Doctrine Configuration
doctrine:
dbal:
default_connection: default
connections:
default:
driver: %database_driver%
dbname: %database_name%
user: %database_user%
host: %database_host%
password: %database_password%
unix_socket: /tmp/mysql.sock