What is the relationship between Galadriel and Gandalf?

It seems to be one of love, but how would that fit with Celeborn and Galadriel's marriage?

It is my understanding that Galadriel played an important part in the summoning of the five wizards to Middle-Earth. Why doesn't the same good exist between her and Saruman?