working_enhanced_retriever
==========================

.. py:module:: working_enhanced_retriever

.. autoapi-nested-parse::

   Working Enhanced MCP Retriever - Parent-Child + Self-Query Combined.

   This demonstrates the key pattern: metadata on child chunks enables
   self-query filtering while returning full parent documents.



Classes
-------

.. autoapisummary::

   working_enhanced_retriever.WorkingEnhancedRetriever


Functions
---------

.. autoapisummary::

   working_enhanced_retriever.main


Module Contents
---------------

.. py:class:: WorkingEnhancedRetriever

   Working implementation of combined parent-child + self-query retriever.


   .. py:method:: create_self_query_on_chunks(llm, query: str, k: int = 5)

      Create self-query retriever that operates on child chunks.



   .. py:method:: enhanced_query(llm, query: str, k: int = 5)
      :async:


      The magic: Use self-query on chunks, return parent documents.



   .. py:method:: setup()

      Set up the enhanced retriever.



   .. py:attribute:: child_vectorstore
      :value: None



   .. py:attribute:: doc_loader


   .. py:attribute:: embeddings


   .. py:attribute:: parent_retriever
      :value: None



   .. py:attribute:: parent_store


.. py:function:: main()
   :async:


   Run working example.