In Russia, they have only 1 party left, so the party clearly doesn’t matter. In Usa, it is not an official dictator yet. In other countries with a dictatorship, I don’t know about their parties. So do you know any examples where the parties still matter?
I don’t understand the question, what do you mean by it mattering which party a dictator belongs to? It depends what you’re asking/concerned about.