haive.agents.rag
================

.. py:module:: haive.agents.rag

.. autoapi-nested-parse::

   RAG (Retrieval-Augmented Generation) agents for the Haive framework.

   Available agents:
   - BaseRAGAgent: Foundation retriever with HuggingFace embeddings
   - SimpleRAGAgent: Retriever + answer agent in sequence
   - DynamicRAGAgent: Multi-source dynamic retrieval
   - LLMRAGAgent: LLM-based RAG
   - AgenticRAGAgent: ReactAgent with retrieval tools
   - CorrectiveRAGAgent: Self-correcting retrieval
   - SelfReflectiveRAGAgent: Reflective retrieval with grading
   - SelfRouteRAGAgent: Query-aware retrieval routing
   - StepBackRAGAgent: Abstract query generation for better retrieval
   - HyDERAGAgent: Hypothetical document embeddings
   - FLARERAGAgent: Forward-looking active retrieval
   - MultiQueryRAGAgent: Multiple query variants
   - RAGFusionAgent: Reciprocal rank fusion
   - SpeculativeRAGAgent: Hypothesis + parallel verification
   - DocumentGradingRAGAgent: Document relevance grading
   - AdaptiveRAGAgent: Adaptive strategy selection
   - QueryDecomposerAgent: Hierarchical query decomposition
   - HallucinationGraderAgent: Output hallucination detection
   - MemoryAwareRAGAgent: RAG with memory context



Submodules
----------

.. toctree::
   :maxdepth: 1

   /autoapi/haive/agents/rag/adaptive/index
   /autoapi/haive/agents/rag/adaptive_tools/index
   /autoapi/haive/agents/rag/agentic/index
   /autoapi/haive/agents/rag/agentic_router/index
   /autoapi/haive/agents/rag/base/index
   /autoapi/haive/agents/rag/corrective/index
   /autoapi/haive/agents/rag/db_rag/index
   /autoapi/haive/agents/rag/document_grading/index
   /autoapi/haive/agents/rag/dynamic/index
   /autoapi/haive/agents/rag/filtered/index
   /autoapi/haive/agents/rag/flare/index
   /autoapi/haive/agents/rag/fusion/index
   /autoapi/haive/agents/rag/hallucination_grading/index
   /autoapi/haive/agents/rag/hyde/index
   /autoapi/haive/agents/rag/llm_rag/index
   /autoapi/haive/agents/rag/memory_aware/index
   /autoapi/haive/agents/rag/models/index
   /autoapi/haive/agents/rag/multi_query/index
   /autoapi/haive/agents/rag/multi_strategy/index
   /autoapi/haive/agents/rag/query_decomposition/index
   /autoapi/haive/agents/rag/query_planning/index
   /autoapi/haive/agents/rag/self_corr/index
   /autoapi/haive/agents/rag/self_reflective/index
   /autoapi/haive/agents/rag/self_route/index
   /autoapi/haive/agents/rag/simple/index
   /autoapi/haive/agents/rag/speculative/index
   /autoapi/haive/agents/rag/step_back/index
   /autoapi/haive/agents/rag/typed/index
   /autoapi/haive/agents/rag/utils/index