haive.agents.rag.hallucination_grading.agent
============================================

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

.. autoapi-nested-parse::

   Hallucination Grading Agents.

   Modular agents for detecting and grading hallucinations in RAG responses.
   Can be plugged into any workflow with compatible I/O schemas.



Classes
-------

.. autoapisummary::

   haive.agents.rag.hallucination_grading.agent.AdvancedHallucinationGrade
   haive.agents.rag.hallucination_grading.agent.AdvancedHallucinationGraderAgent
   haive.agents.rag.hallucination_grading.agent.HallucinationGrade
   haive.agents.rag.hallucination_grading.agent.HallucinationGraderAgent
   haive.agents.rag.hallucination_grading.agent.RealtimeHallucinationCheck
   haive.agents.rag.hallucination_grading.agent.RealtimeHallucinationGraderAgent


Functions
---------

.. autoapisummary::

   haive.agents.rag.hallucination_grading.agent.create_hallucination_grader
   haive.agents.rag.hallucination_grading.agent.get_hallucination_grader_io_schema


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

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

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


   Advanced hallucination assessment with detailed analysis.

   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:: AdvancedHallucinationGraderAgent

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


   Advanced hallucination grading with detailed analysis.


   .. py:method:: build_graph()

      Build advanced hallucination analysis graph.



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

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


   Single hallucination assessment.

   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:: HallucinationGraderAgent

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


   Basic hallucination grading agent.


   .. py:method:: build_graph()

      Build hallucination grading graph.



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

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


   Quick hallucination check for real-time applications.

   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:: RealtimeHallucinationGraderAgent

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


   Fast hallucination checker for real-time applications.


   .. py:method:: build_graph()

      Build realtime hallucination check graph.



.. py:function:: create_hallucination_grader(grader_type = 'basic', llm_config = None, **kwargs)

   Create a hallucination grader agent.

   :param grader_type: Type of grader to create
   :param llm_config: LLM configuration
   :param \*\*kwargs: Additional arguments

   :returns: Configured hallucination grader agent


.. py:function:: get_hallucination_grader_io_schema()

   Get I/O schema for hallucination graders for compatibility checking.