├── .devcontainer ├── Dockerfile └── devcontainer.json ├── .github └── workflows │ └── publish.yml ├── .gitignore ├── .pre-commit-config.yaml ├── .python-version ├── .readthedocs.yaml ├── .vscode └── launch.json ├── LICENSE ├── README.md ├── docs ├── architecture │ └── overview.md ├── guides │ ├── data_flow_examples.md │ ├── graph_extraction │ │ ├── .gitignore │ │ ├── er_extraction.ipynb │ │ ├── graph_generator.ipynb │ │ ├── index.md │ │ └── sample-data │ │ │ └── base_text_units.parquet │ ├── indexing_pipeline.md │ ├── query_system.md │ └── text_units_extraction.ipynb └── index.md ├── examples ├── .gitignore ├── input-data │ └── book.txt └── simple-app │ ├── .env.example │ ├── README.md │ └── app │ ├── __init__.py │ ├── common.py │ ├── indexer.py │ ├── main.py │ ├── py.typed │ └── query.py ├── mkdocs.yml ├── mypy.ini ├── pyproject.toml ├── requirements-docs.txt ├── ruff.toml ├── scripts ├── gen_ref_pages.py └── post-create.sh ├── src └── langchain_graphrag │ ├── __init__.py │ ├── indexing │ ├── __init__.py │ ├── _graph_utils.py │ ├── artifacts.py │ ├── artifacts_generation │ │ ├── __init__.py │ │ ├── entities.py │ │ ├── relationships.py │ │ ├── reports.py │ │ └── text_units.py │ ├── embedding_generation │ │ ├── __init__.py │ │ └── graph │ │ │ ├── __init__.py │ │ │ └── node2vec.py │ ├── graph_clustering │ │ ├── __init__.py │ │ └── leiden_community_detector.py │ ├── graph_generation │ │ ├── __init__.py │ │ ├── entity_relationship_extraction │ │ │ ├── __init__.py │ │ │ ├── _default_prompts.py │ │ │ ├── _output_parser.py │ │ │ ├── extractor.py │ │ │ └── prompt_builder.py │ │ ├── entity_relationship_summarization │ │ │ ├── __init__.py │ │ │ ├── _default_prompts.py │ │ │ ├── prompt_builder.py │ │ │ └── summarizer.py │ │ ├── generator.py │ │ └── graphs_merger.py │ ├── report_generation │ │ ├── __init__.py │ │ ├── _default_prompts.py │ │ ├── _output_parser.py │ │ ├── generator.py │ │ ├── prompt_builder.py │ │ ├── utils.py │ │ └── writer.py │ ├── simple_indexer.py │ └── text_unit_extractor.py │ ├── py.typed │ ├── query │ ├── __init__.py │ ├── global_search │ │ ├── __init__.py │ │ ├── community_report.py │ │ ├── community_weight_calculator.py │ │ ├── key_points_aggregator │ │ │ ├── __init__.py │ │ │ ├── _system_prompt.py │ │ │ ├── aggregator.py │ │ │ ├── context_builder.py │ │ │ └── prompt_builder.py │ │ ├── key_points_generator │ │ │ ├── __init__.py │ │ │ ├── _output_parser.py │ │ │ ├── _system_prompt.py │ │ │ ├── context_builder.py │ │ │ ├── generator.py │ │ │ ├── prompt_builder.py │ │ │ └── utils.py │ │ └── search.py │ └── local_search │ │ ├── __init__.py │ │ ├── _system_prompt.py │ │ ├── context_builders │ │ ├── __init__.py │ │ ├── communities_reports.py │ │ ├── context.py │ │ ├── entities.py │ │ ├── relationships.py │ │ └── text_units.py │ │ ├── context_selectors │ │ ├── __init__.py │ │ ├── communities_reports.py │ │ ├── context.py │ │ ├── entities.py │ │ ├── relationships.py │ │ └── text_units.py │ │ ├── prompt_builder.py │ │ ├── retriever.py │ │ 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