Add kNN Retriever

[hotchpotch]

We have added kNN Retriver, a counterpart to SVM Retriver. #2947

This is useful for applications to see which results are better than SVM Retriver.

You can also use vector store retriver and use kNN implemented in vector store, but this one is on-memory and pure python.