haive.agents.rag.memory_aware.agent
===================================

.. py:module:: haive.agents.rag.memory_aware.agent

.. autoapi-nested-parse::

   Memory-Aware RAG Agents.

   from typing import Any
   Memory-aware RAG with persistent context and iterative learning.
   Uses structured output models for memory management.



Classes
-------

.. autoapisummary::

   haive.agents.rag.memory_aware.agent.MemoryAwareRAGAgent
   haive.agents.rag.memory_aware.agent.MemoryImportance
   haive.agents.rag.memory_aware.agent.MemoryItem
   haive.agents.rag.memory_aware.agent.MemoryRetrievalAgent
   haive.agents.rag.memory_aware.agent.MemoryType


Functions
---------

.. autoapisummary::

   haive.agents.rag.memory_aware.agent.create_memory_aware_rag_agent
   haive.agents.rag.memory_aware.agent.get_memory_aware_rag_io_schema


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

.. py:class:: MemoryAwareRAGAgent

   Bases: :py:obj:`haive.agents.multi.base.SequentialAgent`


   Complete Memory-Aware RAG agent with persistent learning.


   .. py:method:: from_documents(documents, llm_config = None, max_memories = 100, **kwargs)
      :classmethod:


      Create Memory-Aware RAG agent from documents.



.. py:class:: MemoryImportance

   Bases: :py:obj:`str`, :py:obj:`enum.Enum`


   Importance levels for memory items.

   Initialize self.  See help(type(self)) for accurate signature.


.. py:class:: MemoryItem(/, **data)

   Bases: :py:obj:`pydantic.BaseModel`


   Individual memory item with metadata.

   Create a new model by parsing and validating input data from keyword arguments.

   Raises [`ValidationError`][pydantic_core.ValidationError] if the input data cannot be
   validated to form a valid model.

   `self` is explicitly positional-only to allow `self` as a field name.


.. py:class:: MemoryRetrievalAgent

   Bases: :py:obj:`haive.agents.base.agent.Agent`


   Agent that retrieves relevant memories for context enhancement.


   .. py:method:: build_graph()

      Build memory retrieval graph.



.. py:class:: MemoryType

   Bases: :py:obj:`str`, :py:obj:`enum.Enum`


   Types of memory in the system.

   Initialize self.  See help(type(self)) for accurate signature.


.. py:function:: create_memory_aware_rag_agent(documents, llm_config = None, memory_mode = 'adaptive', **kwargs)

   Create a Memory-Aware RAG agent.


.. py:function:: get_memory_aware_rag_io_schema()

   Get I/O schema for Memory-Aware RAG agents.