What I wanted to do is use:

     :ref:`Caching <django:django-cache-framework>`

on other project docs.

I tried doing as @mjtamlyn wrote but didn't work. I tried several combinations, also using :ref: instead of :doc: and didn't work. And I am using last Sphinx version.