The chihuahua I would expect to be more of an issue? Bad attitude unless well trained and I doubt that would be the case?
But it could be workable?
Treat it like a real dog:
Two or More Dogs
I just got a rescued dog – what do I do? | stickydogblog
Leerburg Dog Training | Dealing with the Dominant Dog
And you should be fine