At the end, i solved it.
To use php files as partials for angularjs routes, i had to include the file wp_load.php
on them.
In code, on top of each partial:
<?php include_once('wp_load.php'); ?>
And i can now use wp functions wherever i want. Keep in mind that you need relative path, so you should adapt it to your situations. It was as simple as that.