├── .gitattributes ├── .github ├── ISSUE_TEMPLATE │ ├── bug_report.yml │ ├── config.yml │ ├── feature_request.yml │ └── general_issue.yml ├── dependabot.yml ├── pull_request_template.md └── workflows │ ├── gh-pages.yml │ ├── issues-autoresolve.yml │ ├── python-ci.yml │ ├── python-integration-tests.yml │ ├── python-notebook-tests.yml │ ├── python-publish.yml │ ├── python-smoke-tests.yml │ ├── semver.yml │ └── spellcheck.yml ├── .gitignore ├── .semversioner ├── 0.1.0.json ├── 0.2.0.json ├── 0.2.1.json ├── 0.2.2.json ├── 0.3.0.json ├── 0.3.1.json ├── 0.3.2.json ├── 0.3.3.json ├── 0.3.4.json ├── 0.3.5.json ├── 0.3.6.json ├── 0.4.0.json ├── 0.4.1.json ├── 0.5.0.json ├── 0.9.0.json ├── 1.0.0.json ├── 1.0.1.json ├── 1.1.0.json ├── 1.1.1.json ├── 1.1.2.json └── 1.2.0.json ├── .vscode ├── extensions.json ├── launch.json └── settings.json ├── .vsts-ci.yml ├── CHANGELOG.md ├── CODEOWNERS ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── DEVELOPING.md ├── LICENSE ├── RAI_TRANSPARENCY.md ├── README.md ├── SECURITY.md ├── SUPPORT.md ├── cspell.config.yaml ├── dictionary.txt ├── docs ├── blog_posts.md ├── cli.md ├── config │ ├── env_vars.md │ ├── init.md │ ├── overview.md │ └── yaml.md ├── data │ └── operation_dulce │ │ ├── ABOUT.md │ │ ├── Operation Dulce v2 1 1.md │ │ └── dataset.zip ├── developing.md ├── examples_notebooks │ ├── api_overview.ipynb │ ├── drift_search.ipynb │ ├── global_search.ipynb │ ├── global_search_with_dynamic_community_selection.ipynb │ ├── index_migration.ipynb │ ├── inputs │ │ └── operation dulce │ │ │ ├── ABOUT.md │ │ │ ├── Operation Dulce v2 1 1.md │ │ │ ├── create_final_communities.parquet │ │ │ ├── create_final_community_reports.parquet │ │ │ ├── create_final_covariates.parquet │ │ │ ├── create_final_documents.parquet │ │ │ ├── create_final_entities.parquet │ │ │ ├── create_final_nodes.parquet │ │ │ ├── create_final_relationships.parquet │ │ │ ├── create_final_text_units.parquet │ │ │ ├── input.parquet │ │ │ └── lancedb │ │ │ ├── default-community-full_content.lance │ │ │ ├── _transactions │ │ │ │ ├── 0-c414b6c8-9525-4982-b2ba-595f265afd34.txn │ │ │ │ └── 1-ca35e11a-d8db-44bf-9727-fdbc97871344.txn │ │ │ ├── _versions │ │ │ │ ├── 1.manifest │ │ │ │ └── 2.manifest │ │ │ └── data │ │ │ │ └── 5e4a0d9c-9b8d-4b33-a32d-d35b58f075ff.lance │ │ │ ├── default-entity-description.lance │ │ │ ├── _transactions │ │ │ │ ├── 0-158f79e4-2f9f-4710-99cf-9b0425ae781c.txn │ │ │ │ └── 1-50344f8a-be36-4389-b356-f474f6e9b260.txn │ │ │ ├── _versions │ │ │ │ ├── 1.manifest │ │ │ │ └── 2.manifest │ │ │ └── data │ │ │ │ └── 7a3c1625-3116-4dc0-8642-2a2bba58626d.lance │ │ │ ├── default-text_unit-text.lance │ │ │ ├── _transactions │ │ │ │ ├── 0-e15dabba-9c5e-480a-ac7a-a24b94931123.txn │ │ │ │ └── 1-3e36ff9c-7d4a-4e57-bfdf-c5d10b76d2d8.txn │ │ │ ├── _versions │ │ │ │ ├── 1.manifest │ │ │ │ └── 2.manifest │ │ │ └── data │ │ │ │ └── 917ddb60-bbef-4f63-88f9-f1396cd7d0cf.lance │ │ │ └── entity_description_embeddings.lance │ │ │ ├── _transactions │ │ │ ├── 0-08336a29-08c5-442b-aca4-cd5c16d61192.txn │ │ │ ├── 1-919d5bbf-f5be-4c4e-ba2a-c3b5efd35846.txn │ │ │ ├── 10-0752a360-8a56-4e2a-8364-2afeb9bd6207.txn │ │ │ ├── 11-13ca8d23-49c2-4c89-945b-efe15e4d0cde.txn │ │ │ ├── 12-05435a61-8d93-423a-9cad-dd618f590fd8.txn │ │ │ ├── 13-40474375-dc77-4166-b27f-a3b51c6a534a.txn │ │ │ ├── 14-8b279616-14fd-48b5-a93d-febbf6719d3e.txn │ │ │ ├── 15-e158f3dc-339d-46a3-901e-cb93a823940b.txn │ │ │ ├── 16-38fb0c0b-2d0e-401b-9083-be5ba9b67435.txn │ │ │ ├── 17-632a9a9d-8f01-4443-9d90-290825647012.txn │ │ │ ├── 18-fe38cf8b-4241-4fb8-87d7-25f99b3efe12.txn │ │ │ ├── 19-894182b1-2385-46e7-b1d2-162a5aeb3535.txn │ │ │ ├── 2-e2abe90d-7359-468d-9ea4-66cf4e0b2546.txn │ │ │ ├── 20-1f0f8c29-29e5-475c-a08e-e34b6364a417.txn │ │ │ ├── 21-02a7d748-6400-49b1-976f-ce6fb4bb0e17.txn │ │ │ ├── 22-75b2d4c6-cd58-4781-acb0-f33738faf11f.txn │ │ │ ├── 23-c8484375-09d9-4e51-baa4-9aa82fcf112f.txn │ │ │ ├── 24-d9923d7d-4f83-4961-99e5-3568237b8b30.txn │ │ │ ├── 25-2cf875fe-4589-4c6c-b845-9cce9455ec0b.txn │ │ │ ├── 26-ea37ca18-d235-4027-9a86-83ad6b918a94.txn │ │ │ ├── 27-cf7d5781-44e5-4af2-b0f9-40dab0df8ac9.txn │ │ │ ├── 28-023764c8-2bf4-4c58-9f48-5f4919fd39c8.txn │ │ │ ├── 29-24d6d99a-83ec-4634-9142-49eeddf110c0.txn │ │ │ ├── 3-ba7aab5d-0152-47a5-826e-359a848c4f94.txn │ │ │ ├── 30-b2373328-005f-44f6-8466-53063e5d33b6.txn │ │ │ ├── 31-8e1ad806-bbfa-47e5-a068-84b9af412e56.txn │ │ │ ├── 32-8d69e9a7-3517-47a5-9b92-fe8782386a57.txn │ │ │ ├── 33-d78867d1-7d1b-40f4-bb50-35b818535c0f.txn │ │ │ ├── 34-646a654a-8214-4a5a-9122-d4c484796232.txn │ │ │ ├── 35-04f7c9fb-7c2a-456d-bbb7-a180a5e454d0.txn │ │ │ ├── 36-dc8b6ba1-1d97-4a54-99f5-a04496432c8f.txn │ │ │ ├── 37-1e63f868-3fe0-44eb-a70a-ef8ef7eccaeb.txn │ │ │ ├── 38-c07a72f7-95d3-4edf-b0ea-7115e1f01909.txn │ │ │ ├── 39-a760fc65-75b5-4159-96fb-1696809adcb0.txn │ │ │ ├── 4-38ecd466-1b50-41e4-9006-f9ac8c7653fe.txn │ │ │ ├── 40-05c6f6f4-057f-4391-8b93-f379b9052b04.txn │ │ │ ├── 41-4ffe457a-144a-4956-827a-8ca5dc9a9b0e.txn │ │ │ ├── 42-ccc9228d-5bc6-4511-819f-d8b8775951ba.txn │ │ │ ├── 43-2b80d17e-4001-41dc-93da-377bf6175a0a.txn │ │ │ ├── 44-55c8dc40-6a31-4102-beda-d28efbcf02dc.txn │ │ │ ├── 45-62038787-229e-4905-a810-e4c43de5ce5b.txn │ │ │ ├── 46-98addd13-5b1a-4d98-b759-f4ca554b2fea.txn │ │ │ ├── 47-74c60cf2-dec8-49df-87c5-b440ba93f432.txn │ │ │ ├── 48-7fb8b616-10e0-48c0-b79f-d40b8ab23118.txn │ │ │ ├── 49-1be6e916-41c0-47d7-8096-21dc60c35e47.txn │ │ │ ├── 5-a24d1669-9f6e-48a9-818f-4af72eaeaa4f.txn │ │ │ ├── 50-8908d830-799c-494e-b5ed-1abfcb44b959.txn │ │ │ ├── 51-325c8ef7-a348-4faf-ba19-1ab17f39923c.txn │ │ │ ├── 52-eaf6e47c-ab24-443b-b4eb-fbd70cb1d8db.txn │ │ │ ├── 53-3064c382-61f6-4830-b986-5c280ba399bc.txn │ │ │ ├── 54-ecdad5c1-e529-4d63-85b1-7899161dab68.txn │ │ │ ├── 55-dc360126-e6ce-4893-b60b-5660cba6e0f2.txn │ │ │ ├── 6-142bd58b-ed49-41e0-be12-0dd0c8c6b004.txn │ │ │ ├── 7-6483cdf4-c9dc-466a-8179-cb6f75fbb3c7.txn │ │ │ ├── 8-b935f883-0c2b-4c45-984e-00c9e74e2124.txn │ │ │ └── 9-b8785b98-49c0-4d03-be37-66daca385f48.txn │ │ │ ├── _versions │ │ │ ├── 1.manifest │ │ │ ├── 10.manifest │ │ │ ├── 11.manifest │ │ │ ├── 12.manifest │ │ │ ├── 13.manifest │ │ │ ├── 14.manifest │ │ │ ├── 15.manifest │ │ │ ├── 16.manifest │ │ │ ├── 17.manifest │ │ │ ├── 18.manifest │ │ │ ├── 19.manifest │ │ │ ├── 2.manifest │ │ │ ├── 20.manifest │ │ │ ├── 21.manifest │ │ │ ├── 22.manifest │ │ │ ├── 23.manifest │ │ │ ├── 24.manifest │ │ │ ├── 25.manifest │ │ │ ├── 26.manifest │ │ │ ├── 27.manifest │ │ │ ├── 28.manifest │ │ │ ├── 29.manifest │ │ │ ├── 3.manifest │ │ │ ├── 30.manifest │ │ │ ├── 31.manifest │ │ │ ├── 32.manifest │ │ │ ├── 33.manifest │ │ │ ├── 34.manifest │ │ │ ├── 35.manifest │ │ │ ├── 36.manifest │ │ │ ├── 37.manifest │ │ │ ├── 38.manifest │ │ │ ├── 39.manifest │ │ │ ├── 4.manifest │ │ │ ├── 40.manifest │ │ │ ├── 41.manifest │ │ │ ├── 42.manifest │ │ │ ├── 43.manifest │ │ │ ├── 44.manifest │ │ │ ├── 45.manifest │ │ │ ├── 46.manifest │ │ │ ├── 47.manifest │ │ │ ├── 48.manifest │ │ │ ├── 49.manifest │ │ │ ├── 5.manifest │ │ │ ├── 50.manifest │ │ │ ├── 51.manifest │ │ │ ├── 52.manifest │ │ │ ├── 53.manifest │ │ │ ├── 54.manifest │ │ │ ├── 55.manifest │ │ │ ├── 56.manifest │ │ │ ├── 6.manifest │ │ │ ├── 7.manifest │ │ │ ├── 8.manifest │ │ │ └── 9.manifest │ │ │ └── data │ │ │ ├── 025292d0-3ecd-4226-9773-be0a64be5a53.lance │ │ │ ├── 07d16c06-5246-48e6-93f5-e640393d2eb6.lance │ │ │ ├── 0f482116-0385-422f-a3fe-4eee26ffcf07.lance │ │ │ ├── 122c3e50-9e84-4954-9efe-7d2951b30e45.lance │ │ │ ├── 149aab5a-e6b0-4e46-be13-866b644e2072.lance │ │ │ ├── 3c8a45bd-3475-4fae-8d5c-38469813d712.lance │ │ │ ├── 4a7980fe-2ec4-4186-8671-0d3e97025972.lance │ │ │ ├── 548400ab-8a63-4239-9143-400d0c0a2a53.lance │ │ │ ├── 5a28ed16-b99d-4ddd-9e50-8d9937bc887a.lance │ │ │ ├── 5f807054-09cd-4b33-8036-8174537a50d9.lance │ │ │ ├── 6bf04d77-f4b8-41b4-b3d0-95f4708c529a.lance │ │ │ ├── 6fbbecaa-818c-4c0e-848c-84827bf47022.lance │ │ │ ├── 78c0b84b-78d6-4d30-9a9c-34a3d7fe03e8.lance │ │ │ ├── 85451d38-fbe1-4ac2-8945-e3289e946d71.lance │ │ │ ├── 89ec822f-3a91-44b4-9ad8-dd9d088b6f54.lance │ │ │ ├── 9289c9d3-beb3-4d66-974a-05e9a217dcaa.lance │ │ │ ├── b0b54d80-1f9e-499b-879c-20dd9f93af67.lance │ │ │ ├── b1822816-a24e-4b60-accc-afdc78e4e60a.lance │ │ │ ├── b8d02525-7fd9-48c6-89ad-f44f202a6d64.lance │ │ │ ├── bb86c032-c777-46db-9041-41fc0dfa03c8.lance │ │ │ ├── c2006b40-cf7d-40ea-98b0-b5cabbf45004.lance │ │ │ ├── c7b0dfff-6b5d-47e4-b52a-453c69acd9a6.lance │ │ │ ├── d3bb2d86-9295-4c5e-9574-00ada53a9127.lance │ │ │ ├── d5a696a6-250a-426d-a22c-09d8c1714fa6.lance │ │ │ ├── db32a41d-0595-46ff-9146-a940e8247cc2.lance │ │ │ ├── e4da9a11-6522-4771-b68e-48766a373f5a.lance │ │ │ ├── e96e5430-421c-4022-966e-acf304bfd5f5.lance │ │ │ └── fe4acb62-d4bc-4ea2-8f1f-51d173d3605f.lance │ └── local_search.ipynb ├── get_started.md ├── img │ ├── GraphRag-Figure1.jpg │ ├── auto-tune-diagram.png │ ├── drift-search-diagram.png │ ├── pipeline-running.png │ └── viz_guide │ │ ├── gephi-appearance-pane.png │ │ ├── gephi-initial-graph-example.png │ │ ├── gephi-layout-forceatlas2-pane.png │ │ ├── gephi-layout-pane.png │ │ └── gephi-network-overview-settings.png ├── index.md ├── index │ ├── architecture.md │ ├── default_dataflow.md │ ├── outputs.md │ └── overview.md ├── prompt_tuning │ ├── auto_prompt_tuning.md │ ├── manual_prompt_tuning.md │ └── overview.md ├── query │ ├── drift_search.md │ ├── global_search.md │ ├── local_search.md │ ├── notebooks │ │ └── overview.md │ ├── overview.md │ └── question_generation.md ├── scripts │ └── create_cookie_banner.js ├── stylesheets │ └── extra.css └── visualization_guide.md ├── example_settings ├── doubao │ └── settings.yaml ├── ollama │ └── settings.yaml ├── qianfan │ └── settings.yaml └── tongyi │ └── settings.yaml ├── examples ├── api_usage │ ├── __init__.py │ ├── custom_search.py │ └── search_by_config_file.py └── resources │ └── pg24022.txt ├── examples_notebooks ├── community_contrib │ ├── README.md │ ├── neo4j │ │ └── graphrag_import_neo4j_cypher.ipynb │ └── yfiles-jupyter-graphs │ │ └── graph-visualization.ipynb └── inputs │ └── operation dulce │ └── lancedb │ └── entity_description_embeddings.lance │ ├── _latest.manifest │ ├── _transactions │ ├── 0-498c6e24-dd0a-42b9-8f7e-5e3d2ab258b0.txn │ └── 1-bf5aa024-a229-461f-8d78-699841a302fe.txn │ ├── _versions │ ├── 1.manifest │ └── 2.manifest │ └── data │ └── fe64774f-5412-4c9c-8dea-f6ed55c81119.lance ├── graphrag ├── __init__.py ├── __main__.py ├── api │ ├── __init__.py │ ├── index.py │ ├── prompt_tune.py │ └── query.py ├── cache │ ├── __init__.py │ ├── factory.py │ ├── json_pipeline_cache.py │ ├── memory_pipeline_cache.py │ ├── noop_pipeline_cache.py │ └── pipeline_cache.py ├── callbacks │ ├── __init__.py │ ├── blob_workflow_callbacks.py │ ├── console_workflow_callbacks.py │ ├── factory.py │ ├── file_workflow_callbacks.py │ ├── global_search_callbacks.py │ ├── llm_callbacks.py │ ├── noop_workflow_callbacks.py │ ├── progress_workflow_callbacks.py │ ├── workflow_callbacks.py │ └── workflow_callbacks_manager.py ├── cli │ ├── __init__.py │ ├── index.py │ ├── initialize.py │ ├── main.py │ ├── prompt_tune.py │ └── query.py ├── config │ ├── __init__.py │ ├── config_file_loader.py │ ├── create_graphrag_config.py │ ├── defaults.py │ ├── enums.py │ ├── environment_reader.py │ ├── errors.py │ ├── init_content.py │ ├── load_config.py │ ├── logging.py │ ├── models │ │ ├── __init__.py │ │ ├── basic_search_config.py │ │ ├── cache_config.py │ │ ├── chunking_config.py │ │ ├── claim_extraction_config.py │ │ ├── cluster_graph_config.py │ │ ├── community_reports_config.py │ │ ├── drift_search_config.py │ │ ├── embed_graph_config.py │ │ ├── entity_extraction_config.py │ │ ├── global_search_config.py │ │ ├── graph_rag_config.py │ │ ├── input_config.py │ │ ├── llm_config.py │ │ ├── llm_parameters.py │ │ ├── local_search_config.py │ │ ├── parallelization_parameters.py │ │ ├── reporting_config.py │ │ ├── snapshots_config.py │ │ ├── storage_config.py │ │ ├── summarize_descriptions_config.py │ │ ├── text_embedding_config.py │ │ └── umap_config.py │ ├── read_dotenv.py │ └── resolve_path.py ├── fnllm │ ├── __init__.py │ └── openai │ │ ├── __init__.py │ │ ├── factories │ │ ├── __init__.py │ │ └── embeddings.py │ │ └── llm │ │ ├── __init__.py │ │ └── embeddings.py ├── index │ ├── __init__.py │ ├── bootstrap.py │ ├── config │ │ ├── __init__.py │ │ ├── cache.py │ │ ├── embeddings.py │ │ ├── input.py │ │ ├── pipeline.py │ │ ├── reporting.py │ │ ├── storage.py │ │ └── workflow.py │ ├── context.py │ ├── create_pipeline_config.py │ ├── errors.py │ ├── flows │ │ ├── __init__.py │ │ ├── compute_communities.py │ │ ├── create_base_text_units.py │ │ ├── create_final_communities.py │ │ ├── create_final_community_reports.py │ │ ├── create_final_covariates.py │ │ ├── create_final_documents.py │ │ ├── create_final_entities.py │ │ ├── create_final_nodes.py │ │ ├── create_final_relationships.py │ │ ├── create_final_text_units.py │ │ ├── extract_graph.py │ │ └── generate_text_embeddings.py │ ├── input │ │ ├── __init__.py │ │ ├── csv.py │ │ ├── factory.py │ │ └── text.py │ ├── llm │ │ ├── __init__.py │ │ ├── load_llm.py │ │ ├── manager.py │ │ ├── mock_llm.py │ │ └── types.py │ ├── operations │ │ ├── __init__.py │ │ ├── chunk_text │ │ │ ├── __init__.py │ │ │ ├── chunk_text.py │ │ │ ├── strategies.py │ │ │ └── typing.py │ │ ├── cluster_graph.py │ │ ├── compute_degree.py │ │ ├── compute_edge_combined_degree.py │ │ ├── create_graph.py │ │ ├── embed_graph │ │ │ ├── __init__.py │ │ │ ├── embed_graph.py │ │ │ ├── embed_node2vec.py │ │ │ └── typing.py │ │ ├── embed_text │ │ │ ├── __init__.py │ │ │ ├── embed_text.py │ │ │ └── strategies │ │ │ │ ├── __init__.py │ │ │ │ ├── mock.py │ │ │ │ ├── openai.py │ │ │ │ └── typing.py │ │ ├── extract_covariates │ │ │ ├── __init__.py │ │ │ ├── claim_extractor.py │ │ │ ├── extract_covariates.py │ │ │ └── typing.py │ │ ├── extract_entities │ │ │ ├── __init__.py │ │ │ ├── extract_entities.py │ │ │ ├── graph_extractor.py │ │ │ ├── graph_intelligence_strategy.py │ │ │ ├── nltk_strategy.py │ │ │ └── typing.py │ │ ├── layout_graph │ │ │ ├── __init__.py │ │ │ ├── layout_graph.py │ │ │ ├── typing.py │ │ │ ├── umap.py │ │ │ └── zero.py │ │ ├── snapshot_graphml.py │ │ ├── snapshot_rows.py │ │ ├── summarize_communities │ │ │ ├── __init__.py │ │ │ ├── community_reports_extractor │ │ │ │ ├── __init__.py │ │ │ │ ├── build_mixed_context.py │ │ │ │ ├── community_reports_extractor.py │ │ │ │ ├── prep_community_report_context.py │ │ │ │ ├── schemas.py │ │ │ │ ├── sort_context.py │ │ │ │ └── utils.py │ │ │ ├── prepare_community_reports.py │ │ │ ├── restore_community_hierarchy.py │ │ │ ├── strategies.py │ │ │ ├── summarize_communities.py │ │ │ └── typing.py │ │ └── summarize_descriptions │ │ │ ├── __init__.py │ │ │ ├── description_summary_extractor.py │ │ │ ├── graph_intelligence_strategy.py │ │ │ ├── summarize_descriptions.py │ │ │ └── typing.py │ ├── run │ │ ├── __init__.py │ │ ├── derive_from_rows.py │ │ ├── run_workflows.py │ │ └── utils.py │ ├── text_splitting │ │ ├── __init__.py │ │ ├── check_token_limit.py │ │ └── text_splitting.py │ ├── typing.py │ ├── update │ │ ├── __init__.py │ │ ├── communities.py │ │ ├── entities.py │ │ ├── incremental_index.py │ │ └── relationships.py │ ├── utils │ │ ├── __init__.py │ │ ├── dataframes.py │ │ ├── dicts.py │ │ ├── hashing.py │ │ ├── is_null.py │ │ ├── rate_limiter.py │ │ ├── stable_lcc.py │ │ ├── string.py │ │ ├── tokens.py │ │ └── uuid.py │ ├── validate_config.py │ └── workflows │ │ ├── __init__.py │ │ ├── compute_communities.py │ │ ├── create_base_text_units.py │ │ ├── create_final_communities.py │ │ ├── create_final_community_reports.py │ │ ├── create_final_covariates.py │ │ ├── create_final_documents.py │ │ ├── create_final_entities.py │ │ ├── create_final_nodes.py │ │ ├── create_final_relationships.py │ │ ├── create_final_text_units.py │ │ ├── extract_graph.py │ │ └── generate_text_embeddings.py ├── logger │ ├── __init__.py │ ├── base.py │ ├── console.py │ ├── factory.py │ ├── null_progress.py │ ├── print_progress.py │ ├── progress.py │ ├── rich_progress.py │ └── types.py ├── model │ ├── __init__.py │ ├── community.py │ ├── community_report.py │ ├── covariate.py │ ├── document.py │ ├── entity.py │ ├── identified.py │ ├── named.py │ ├── relationship.py │ ├── text_unit.py │ └── types.py ├── prompt_tune │ ├── __init__.py │ ├── defaults.py │ ├── generator │ │ ├── __init__.py │ │ ├── community_report_rating.py │ │ ├── community_report_summarization.py │ │ ├── community_reporter_role.py │ │ ├── domain.py │ │ ├── entity_extraction_prompt.py │ │ ├── entity_relationship.py │ │ ├── entity_summarization_prompt.py │ │ ├── entity_types.py │ │ ├── language.py │ │ └── persona.py │ ├── loader │ │ ├── __init__.py │ │ └── input.py │ ├── prompt │ │ ├── __init__.py │ │ ├── community_report_rating.py │ │ ├── community_reporter_role.py │ │ ├── domain.py │ │ ├── entity_relationship.py │ │ ├── entity_types.py │ │ ├── language.py │ │ └── persona.py │ ├── template │ │ ├── __init__.py │ │ ├── community_report_summarization.py │ │ ├── entity_extraction.py │ │ └── entity_summarization.py │ └── types.py ├── prompts │ ├── __init__.py │ ├── index │ │ ├── __init__.py │ │ ├── claim_extraction.py │ │ ├── community_report.py │ │ ├── entity_extraction.py │ │ └── summarize_descriptions.py │ └── query │ │ ├── __init__.py │ │ ├── basic_search_system_prompt.py │ │ ├── drift_search_system_prompt.py │ │ ├── global_search_knowledge_system_prompt.py │ │ ├── global_search_map_system_prompt.py │ │ ├── global_search_reduce_system_prompt.py │ │ ├── local_search_system_prompt.py │ │ └── question_gen_system_prompt.py ├── py.typed ├── query │ ├── __init__.py │ ├── context_builder │ │ ├── __init__.py │ │ ├── builders.py │ │ ├── community_context.py │ │ ├── conversation_history.py │ │ ├── dynamic_community_selection.py │ │ ├── entity_extraction.py │ │ ├── local_context.py │ │ ├── rate_prompt.py │ │ ├── rate_relevancy.py │ │ └── source_context.py │ ├── factory.py │ ├── indexer_adapters.py │ ├── input │ │ ├── __init__.py │ │ ├── loaders │ │ │ ├── __init__.py │ │ │ ├── dfs.py │ │ │ └── utils.py │ │ └── retrieval │ │ │ ├── __init__.py │ │ │ ├── community_reports.py │ │ │ ├── covariates.py │ │ │ ├── entities.py │ │ │ ├── relationships.py │ │ │ └── text_units.py │ ├── llm │ │ ├── __init__.py │ │ ├── base.py │ │ ├── get_client.py │ │ ├── oai │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── chat_openai.py │ │ │ ├── embedding.py │ │ │ ├── openai.py │ │ │ └── typing.py │ │ └── text_utils.py │ ├── question_gen │ │ ├── __init__.py │ │ ├── base.py │ │ └── local_gen.py │ └── structured_search │ │ ├── __init__.py │ │ ├── base.py │ │ ├── basic_search │ │ ├── __init__.py │ │ ├── basic_context.py │ │ └── search.py │ │ ├── drift_search │ │ ├── __init__.py │ │ ├── action.py │ │ ├── drift_context.py │ │ ├── primer.py │ │ ├── search.py │ │ └── state.py │ │ ├── global_search │ │ ├── __init__.py │ │ ├── community_context.py │ │ └── search.py │ │ └── local_search │ │ ├── __init__.py │ │ ├── mixed_context.py │ │ └── search.py ├── storage │ ├── __init__.py │ ├── blob_pipeline_storage.py │ ├── cosmosdb_pipeline_storage.py │ ├── factory.py │ ├── file_pipeline_storage.py │ ├── memory_pipeline_storage.py │ └── pipeline_storage.py ├── utils │ ├── __init__.py │ ├── baidu_qianfan.py │ ├── cli.py │ ├── embeddings.py │ └── storage.py └── vector_stores │ ├── __init__.py │ ├── azure_ai_search.py │ ├── base.py │ ├── cosmosdb.py │ ├── factory.py │ └── lancedb.py ├── mkdocs.yaml ├── poetry.lock ├── pyproject.toml ├── scripts ├── semver-check.sh ├── spellcheck.sh └── start-azurite.sh ├── tests ├── __init__.py ├── conftest.py ├── fixtures │ ├── azure │ │ ├── config.json │ │ ├── input │ │ │ ├── ABOUT.md │ │ │ └── dulce.txt │ │ └── settings.yml │ ├── min-csv │ │ ├── config.json │ │ ├── input │ │ │ ├── ABOUT.md │ │ │ ├── dulce.csv │ │ │ └── dulce.txt │ │ └── settings.yml │ └── text │ │ ├── config.json │ │ ├── input │ │ ├── ABOUT.md │ │ └── dulce.txt │ │ ├── prompts │ │ └── community_report.txt │ │ └── settings.yml ├── integration │ ├── __init__.py │ └── storage │ │ ├── __init__.py │ │ ├── test_blob_pipeline_storage.py │ │ ├── test_cosmosdb_storage.py │ │ ├── test_factory.py │ │ └── test_file_pipeline_storage.py ├── notebook │ ├── __init__.py │ └── test_notebooks.py ├── smoke │ ├── __init__.py │ └── test_fixtures.py ├── unit │ ├── __init__.py │ ├── config │ │ ├── __init__.py │ │ ├── fixtures │ │ │ └── timestamp_dirs │ │ │ │ └── 20240812-120000 │ │ │ │ └── empty.txt │ │ ├── prompt-a.txt │ │ ├── prompt-b.txt │ │ ├── prompt-c.txt │ │ ├── prompt-d.txt │ │ ├── test_default_config.py │ │ └── test_resolve_path.py │ ├── indexing │ │ ├── __init__.py │ │ ├── cache │ │ │ ├── __init__.py │ │ │ └── test_file_pipeline_cache.py │ │ ├── graph │ │ │ ├── __init__.py │ │ │ ├── extractors │ │ │ │ ├── __init__.py │ │ │ │ └── community_reports │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── test_sort_context.py │ │ │ └── utils │ │ │ │ ├── __init__.py │ │ │ │ └── test_stable_lcc.py │ │ ├── test_init_content.py │ │ ├── text_splitting │ │ │ ├── __init__.py │ │ │ └── test_text_splitting.py │ │ └── verbs │ │ │ ├── __init__.py │ │ │ ├── entities │ │ │ ├── __init__.py │ │ │ └── extraction │ │ │ │ ├── __init__.py │ │ │ │ └── strategies │ │ │ │ ├── __init__.py │ │ │ │ └── graph_intelligence │ │ │ │ ├── __init__.py │ │ │ │ └── test_gi_entity_extraction.py │ │ │ └── helpers │ │ │ ├── __init__.py │ │ │ └── mock_llm.py │ ├── query │ │ ├── __init__.py │ │ ├── context_builder │ │ │ ├── __init__.py │ │ │ └── test_entity_extraction.py │ │ ├── data │ │ │ ├── defaults │ │ │ │ └── output │ │ │ │ │ ├── 20240812-120000 │ │ │ │ │ └── empty.txt │ │ │ │ │ └── 20240812-121000 │ │ │ │ │ └── empty.txt │ │ │ ├── empty │ │ │ │ └── something-else │ │ │ │ │ └── empty.txt │ │ │ ├── hidden │ │ │ │ └── output │ │ │ │ │ ├── .another │ │ │ │ │ └── empty.txt │ │ │ │ │ ├── .hidden │ │ │ │ │ ├── 20240812-120000 │ │ │ │ │ └── empty.txt │ │ │ │ │ └── 20240812-121000 │ │ │ │ │ └── empty.txt │ │ │ └── non-numeric │ │ │ │ └── output │ │ │ │ ├── 20240812-120000 │ │ │ │ └── empty.txt │ │ │ │ ├── 20240812-121000 │ │ │ │ └── empty.txt │ │ │ │ └── something-else │ │ │ │ └── empty.txt │ │ └── input │ │ │ ├── __init__.py │ │ │ └── retrieval │ │ │ ├── __init__.py │ │ │ └── test_entities.py │ └── utils │ │ ├── __init__.py │ │ └── test_embeddings.py └── verbs │ ├── __init__.py │ ├── data │ ├── base_communities.parquet │ ├── base_entity_nodes.parquet │ ├── base_relationship_edges.parquet │ ├── create_base_text_units.parquet │ ├── create_final_communities.parquet │ ├── create_final_community_reports.parquet │ ├── create_final_covariates.parquet │ ├── create_final_documents.parquet │ ├── create_final_entities.parquet │ ├── create_final_nodes.parquet │ ├── create_final_relationships.parquet │ ├── create_final_text_units.parquet │ └── 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