We have two understandings of unity:
1- Showing other Muslims good Akhlaaq and peacefully coexisting with them. The Imams commanded their Shia to do this.
2- To compromise our beliefs or praise the enemies of Ahlulbayt (a) for the sake of unity. We do no advocate for such unity.