├── GraphRAG ├── .env ├── input │ └── book.txt ├── prompts │ ├── claim_extraction.txt │ ├── community_report.txt │ ├── drift_search_system_prompt.txt │ ├── entity_extraction.txt │ ├── global_search_knowledge_system_prompt.txt │ ├── global_search_map_system_prompt.txt │ ├── global_search_reduce_system_prompt.txt │ ├── local_search_system_prompt.txt │ ├── question_gen_system_prompt.txt │ └── summarize_descriptions.txt ├── settings.yaml └── utils │ └── graph_visual_with_neo4j.py ├── LightRAG ├── Dockerfile ├── LICENSE ├── README.md ├── examples │ ├── batch_eval.py │ ├── generate_query.py │ ├── graph_visual_with_html.py │ ├── graph_visual_with_neo4j.py │ ├── insert_custom_kg.py │ ├── lightrag_api_openai_compatible_demo.py │ ├── lightrag_api_oracle_demo..py │ ├── lightrag_azure_openai_demo.py │ ├── lightrag_bedrock_demo.py │ ├── lightrag_hf_demo.py │ ├── lightrag_lmdeploy_demo.py │ ├── lightrag_ollama_demo.py │ ├── lightrag_openai_compatible_demo.py │ ├── lightrag_openai_demo.py │ ├── lightrag_oracle_demo.py │ ├── lightrag_siliconcloud_demo.py │ └── vram_management_demo.py ├── get_all_edges_nx.py ├── lightrag │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-311.pyc │ │ ├── base.cpython-311.pyc │ │ ├── lightrag.cpython-311.pyc │ │ ├── llm.cpython-311.pyc │ │ ├── operate.cpython-311.pyc │ │ ├── prompt.cpython-311.pyc │ │ ├── storage.cpython-311.pyc │ │ └── utils.cpython-311.pyc │ ├── base.py │ ├── kg │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-311.pyc │ │ │ ├── neo4j_impl.cpython-311.pyc │ │ │ └── oracle_impl.cpython-311.pyc │ │ ├── neo4j_impl.py │ │ └── oracle_impl.py │ ├── lightrag.py │ ├── llm.py │ ├── operate.py │ ├── prompt.py │ ├── storage.py │ └── utils.py ├── lightrag_hku.egg-info │ ├── PKG-INFO │ ├── SOURCES.txt │ ├── dependency_links.txt │ ├── requires.txt │ └── top_level.txt ├── nangeAGICode │ ├── input │ │ └── book.txt │ └── test.py ├── nangeAGICode1201 │ ├── files │ │ ├── incremental_inputs │ │ │ ├── 6.txt │ │ │ ├── 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