How to calculate and retrieve the best matching document for a query from a list of document?

[Aritra02091998]

I have been trying to fetch the best matched document given a query. But the code given in the examples seems to work only pairwise, given a query and document it finds the similarity. I want to find the best document from a list given a query fast. How can I achieve this please help.