max tokens
├── .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
├── 2.0.0.json
├── 2.1.0.json
├── 2.2.0.json
├── 2.2.1.json
├── 2.3.0.json
├── 2.4.0.json
├── 2.5.0.json
├── 2.6.0.json
└── 2.7.0.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
├── breaking-changes.md
├── cspell.config.yaml
├── dictionary.txt
├── docs
├── blog_posts.md
├── cli.md
├── config
│ ├── env_vars.md
│ ├── init.md
│ ├── models.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
│ ├── custom_vector_store.ipynb
│ ├── drift_search.ipynb
│ ├── global_search.ipynb
│ ├── global_search_with_dynamic_community_selection.ipynb
│ ├── index_migration_to_v1.ipynb
│ ├── index_migration_to_v2.ipynb
│ ├── input_documents.ipynb
│ ├── inputs
│ │ └── operation dulce
│ │ │ ├── ABOUT.md
│ │ │ ├── Operation Dulce v2 1 1.md
│ │ │ ├── communities.parquet
│ │ │ ├── community_reports.parquet
│ │ │ ├── covariates.parquet
│ │ │ ├── documents.parquet
│ │ │ ├── entities.parquet
│ │ │ ├── lancedb
│ │ │ ├── default-community-full_content.lance
│ │ │ │ ├── _transactions
│ │ │ │ │ ├── 0-2fed1d8b-daac-41b0-a93a-e115cda75be3.txn
│ │ │ │ │ ├── 1-61dbb7c2-aec3-4796-b223-941fc7cc93cc.txn
│ │ │ │ │ ├── 2-60012692-a153-48f9-8f4e-c479b44cbf3f.txn
│ │ │ │ │ └── 3-0d2dc9a1-094f-4220-83c7-6ad6f26fac2b.txn
│ │ │ │ ├── _versions
│ │ │ │ │ ├── 1.manifest
│ │ │ │ │ ├── 2.manifest
│ │ │ │ │ ├── 3.manifest
│ │ │ │ │ └── 4.manifest
│ │ │ │ └── data
│ │ │ │ │ ├── 1e7b2d94-ed06-4aa0-b22e-86a71d416bc6.lance
│ │ │ │ │ └── 1ed9f301-ce30-46a8-8c0b-9c2a60a3cf43.lance
│ │ │ ├── default-entity-description.lance
│ │ │ │ ├── _transactions
│ │ │ │ │ ├── 0-92c031e5-7558-451e-9d0f-f5514db9616d.txn
│ │ │ │ │ ├── 1-7b3cb8d8-3512-4584-a003-91838fed8911.txn
│ │ │ │ │ ├── 2-7de627d2-4c57-49e9-bf73-c17a9582ead4.txn
│ │ │ │ │ └── 3-9ad29d69-9a69-43a8-8b26-252ea267958d.txn
│ │ │ │ ├── _versions
│ │ │ │ │ ├── 1.manifest
│ │ │ │ │ ├── 2.manifest
│ │ │ │ │ ├── 3.manifest
│ │ │ │ │ └── 4.manifest
│ │ │ │ └── data
│ │ │ │ │ ├── a34575c4-5260-457f-bebe-3f40bc0e2ee3.lance
│ │ │ │ │ └── eabd7580-86f5-4022-8aa7-fe0aff816d98.lance
│ │ │ └── default-text_unit-text.lance
│ │ │ │ ├── _transactions
│ │ │ │ ├── 0-fd0434ac-e5cd-4ddd-9dd5-e5048d4edb59.txn
│ │ │ │ ├── 1-14bb4b1d-cc00-420b-9b14-3626f0bd8c0b.txn
│ │ │ │ ├── 2-8e74264c-f72d-44f5-a6f4-b3b61ae6a43b.txn
│ │ │ │ └── 3-7516fb71-9db3-4666-bdef-ea04c1eb9697.txn
│ │ │ │ ├── _versions
│ │ │ │ ├── 1.manifest
│ │ │ │ ├── 2.manifest
│ │ │ │ ├── 3.manifest
│ │ │ │ └── 4.manifest
│ │ │ │ └── data
│ │ │ │ ├── 2794bf5b-de3d-4202-ab16-e76bc27c8e6a.lance
│ │ │ │ └── 2f74c8e8-3f35-4209-889c-a13cf0780eb3.lance
│ │ │ ├── relationships.parquet
│ │ │ └── text_units.parquet
│ ├── local_search.ipynb
│ └── multi_index_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
│ ├── byog.md
│ ├── default_dataflow.md
│ ├── inputs.md
│ ├── methods.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
│ ├── multi_index_search.md
│ ├── notebooks
│ │ └── overview.md
│ ├── overview.md
│ └── question_generation.md
├── scripts
│ └── create_cookie_banner.js
├── stylesheets
│ └── extra.css
└── visualization_guide.md
├── 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
│ ├── console_workflow_callbacks.py
│ ├── llm_callbacks.py
│ ├── noop_query_callbacks.py
│ ├── noop_workflow_callbacks.py
│ ├── query_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
│ ├── create_graphrag_config.py
│ ├── defaults.py
│ ├── embeddings.py
│ ├── enums.py
│ ├── environment_reader.py
│ ├── errors.py
│ ├── get_embedding_settings.py
│ ├── init_content.py
│ ├── load_config.py
│ ├── models
│ │ ├── __init__.py
│ │ ├── basic_search_config.py
│ │ ├── cache_config.py
│ │ ├── chunking_config.py
│ │ ├── cluster_graph_config.py
│ │ ├── community_reports_config.py
│ │ ├── drift_search_config.py
│ │ ├── embed_graph_config.py
│ │ ├── extract_claims_config.py
│ │ ├── extract_graph_config.py
│ │ ├── extract_graph_nlp_config.py
│ │ ├── global_search_config.py
│ │ ├── graph_rag_config.py
│ │ ├── input_config.py
│ │ ├── language_model_config.py
│ │ ├── local_search_config.py
│ │ ├── prune_graph_config.py
│ │ ├── reporting_config.py
│ │ ├── snapshots_config.py
│ │ ├── storage_config.py
│ │ ├── summarize_descriptions_config.py
│ │ ├── text_embedding_config.py
│ │ ├── umap_config.py
│ │ ├── vector_store_config.py
│ │ └── vector_store_schema_config.py
│ └── read_dotenv.py
├── data_model
│ ├── __init__.py
│ ├── community.py
│ ├── community_report.py
│ ├── covariate.py
│ ├── document.py
│ ├── entity.py
│ ├── identified.py
│ ├── named.py
│ ├── relationship.py
│ ├── schemas.py
│ ├── text_unit.py
│ └── types.py
├── factory
│ ├── __init__.py
│ └── factory.py
├── index
│ ├── __init__.py
│ ├── input
│ │ ├── __init__.py
│ │ ├── csv.py
│ │ ├── factory.py
│ │ ├── json.py
│ │ ├── text.py
│ │ └── util.py
│ ├── operations
│ │ ├── __init__.py
│ │ ├── build_noun_graph
│ │ │ ├── __init__.py
│ │ │ ├── build_noun_graph.py
│ │ │ └── np_extractors
│ │ │ │ ├── __init__.py
│ │ │ │ ├── base.py
│ │ │ │ ├── cfg_extractor.py
│ │ │ │ ├── factory.py
│ │ │ │ ├── np_validator.py
│ │ │ │ ├── regex_extractor.py
│ │ │ │ ├── resource_loader.py
│ │ │ │ ├── stop_words.py
│ │ │ │ └── syntactic_parsing_extractor.py
│ │ ├── chunk_text
│ │ │ ├── __init__.py
│ │ │ ├── bootstrap.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_graph
│ │ │ ├── __init__.py
│ │ │ ├── extract_graph.py
│ │ │ ├── graph_extractor.py
│ │ │ ├── graph_intelligence_strategy.py
│ │ │ └── typing.py
│ │ ├── finalize_community_reports.py
│ │ ├── finalize_entities.py
│ │ ├── finalize_relationships.py
│ │ ├── graph_to_dataframes.py
│ │ ├── layout_graph
│ │ │ ├── __init__.py
│ │ │ ├── layout_graph.py
│ │ │ ├── typing.py
│ │ │ ├── umap.py
│ │ │ └── zero.py
│ │ ├── prune_graph.py
│ │ ├── snapshot_graphml.py
│ │ ├── summarize_communities
│ │ │ ├── __init__.py
│ │ │ ├── build_mixed_context.py
│ │ │ ├── community_reports_extractor.py
│ │ │ ├── explode_communities.py
│ │ │ ├── graph_context
│ │ │ │ ├── __init__.py
│ │ │ │ ├── context_builder.py
│ │ │ │ └── sort_context.py
│ │ │ ├── strategies.py
│ │ │ ├── summarize_communities.py
│ │ │ ├── text_unit_context
│ │ │ │ ├── __init__.py
│ │ │ │ ├── context_builder.py
│ │ │ │ ├── prep_text_units.py
│ │ │ │ └── sort_context.py
│ │ │ ├── typing.py
│ │ │ └── utils.py
│ │ └── summarize_descriptions
│ │ │ ├── __init__.py
│ │ │ ├── description_summary_extractor.py
│ │ │ ├── graph_intelligence_strategy.py
│ │ │ ├── summarize_descriptions.py
│ │ │ └── typing.py
│ ├── run
│ │ ├── __init__.py
│ │ ├── run_pipeline.py
│ │ └── utils.py
│ ├── text_splitting
│ │ ├── __init__.py
│ │ ├── check_token_limit.py
│ │ └── text_splitting.py
│ ├── typing
│ │ ├── __init__.py
│ │ ├── context.py
│ │ ├── error_handler.py
│ │ ├── pipeline.py
│ │ ├── pipeline_run_result.py
│ │ ├── state.py
│ │ ├── stats.py
│ │ └── workflow.py
│ ├── update
│ │ ├── __init__.py
│ │ ├── communities.py
│ │ ├── entities.py
│ │ ├── incremental_index.py
│ │ └── relationships.py
│ ├── utils
│ │ ├── __init__.py
│ │ ├── dataframes.py
│ │ ├── derive_from_rows.py
│ │ ├── dicts.py
│ │ ├── graphs.py
│ │ ├── hashing.py
│ │ ├── is_null.py
│ │ ├── stable_lcc.py
│ │ ├── string.py
│ │ └── uuid.py
│ ├── validate_config.py
│ └── workflows
│ │ ├── __init__.py
│ │ ├── create_base_text_units.py
│ │ ├── create_communities.py
│ │ ├── create_community_reports.py
│ │ ├── create_community_reports_text.py
│ │ ├── create_final_documents.py
│ │ ├── create_final_text_units.py
│ │ ├── extract_covariates.py
│ │ ├── extract_graph.py
│ │ ├── extract_graph_nlp.py
│ │ ├── factory.py
│ │ ├── finalize_graph.py
│ │ ├── generate_text_embeddings.py
│ │ ├── load_input_documents.py
│ │ ├── load_update_documents.py
│ │ ├── prune_graph.py
│ │ ├── update_clean_state.py
│ │ ├── update_communities.py
│ │ ├── update_community_reports.py
│ │ ├── update_covariates.py
│ │ ├── update_entities_relationships.py
│ │ ├── update_final_documents.py
│ │ ├── update_text_embeddings.py
│ │ └── update_text_units.py
├── language_model
│ ├── __init__.py
│ ├── cache
│ │ ├── __init__.py
│ │ └── base.py
│ ├── events
│ │ ├── __init__.py
│ │ └── base.py
│ ├── factory.py
│ ├── manager.py
│ ├── protocol
│ │ ├── __init__.py
│ │ └── base.py
│ ├── providers
│ │ ├── __init__.py
│ │ ├── fnllm
│ │ │ ├── __init__.py
│ │ │ ├── cache.py
│ │ │ ├── events.py
│ │ │ ├── models.py
│ │ │ └── utils.py
│ │ └── litellm
│ │ │ ├── __init__.py
│ │ │ ├── chat_model.py
│ │ │ ├── embedding_model.py
│ │ │ ├── get_cache_key.py
│ │ │ ├── request_wrappers
│ │ │ ├── __init__.py
│ │ │ ├── with_cache.py
│ │ │ ├── with_logging.py
│ │ │ ├── with_rate_limiter.py
│ │ │ └── with_retries.py
│ │ │ ├── services
│ │ │ ├── __init__.py
│ │ │ ├── rate_limiter
│ │ │ │ ├── __init__.py
│ │ │ │ ├── rate_limiter.py
│ │ │ │ ├── rate_limiter_factory.py
│ │ │ │ └── static_rate_limiter.py
│ │ │ └── retry
│ │ │ │ ├── __init__.py
│ │ │ │ ├── exponential_retry.py
│ │ │ │ ├── incremental_wait_retry.py
│ │ │ │ ├── native_wait_retry.py
│ │ │ │ ├── random_wait_retry.py
│ │ │ │ ├── retry.py
│ │ │ │ └── retry_factory.py
│ │ │ └── types.py
│ └── response
│ │ ├── __init__.py
│ │ ├── base.py
│ │ └── base.pyi
├── logger
│ ├── __init__.py
│ ├── blob_workflow_logger.py
│ ├── factory.py
│ ├── progress.py
│ └── standard_logging.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_relationship.py
│ │ ├── entity_summarization_prompt.py
│ │ ├── entity_types.py
│ │ ├── extract_graph_prompt.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_summarization.py
│ │ └── extract_graph.py
│ └── types.py
├── prompts
│ ├── __init__.py
│ ├── index
│ │ ├── __init__.py
│ │ ├── community_report.py
│ │ ├── community_report_text_units.py
│ │ ├── extract_claims.py
│ │ ├── extract_graph.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
│ │ └── 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
├── tokenizer
│ ├── __init__.py
│ ├── get_tokenizer.py
│ ├── litellm_tokenizer.py
│ ├── tiktoken_tokenizer.py
│ └── tokenizer.py
├── utils
│ ├── __init__.py
│ ├── api.py
│ ├── cli.py
│ └── storage.py
└── vector_stores
│ ├── __init__.py
│ ├── azure_ai_search.py
│ ├── base.py
│ ├── cosmosdb.py
│ ├── factory.py
│ └── lancedb.py
├── mkdocs.yaml
├── 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
│ │ └── settings.yml
│ └── text
│ │ ├── config.json
│ │ ├── input
│ │ ├── ABOUT.md
│ │ └── dulce.txt
│ │ ├── prompts
│ │ └── community_report.txt
│ │ └── settings.yml
├── integration
│ ├── __init__.py
│ ├── cache
│ │ ├── __init__.py
│ │ └── test_factory.py
│ ├── language_model
│ │ ├── __init__.py
│ │ └── test_factory.py
│ ├── logging
│ │ ├── __init__.py
│ │ ├── test_factory.py
│ │ └── test_standard_logging.py
│ ├── storage
│ │ ├── __init__.py
│ │ ├── test_blob_pipeline_storage.py
│ │ ├── test_cosmosdb_storage.py
│ │ ├── test_factory.py
│ │ └── test_file_pipeline_storage.py
│ └── vector_stores
│ │ ├── __init__.py
│ │ ├── test_azure_ai_search.py
│ │ ├── test_cosmosdb.py
│ │ ├── test_factory.py
│ │ └── test_lancedb.py
├── mock_provider.py
├── notebook
│ ├── __init__.py
│ └── test_notebooks.py
├── smoke
│ ├── __init__.py
│ └── test_fixtures.py
├── unit
│ ├── __init__.py
│ ├── config
│ │ ├── __init__.py
│ │ ├── fixtures
│ │ │ ├── minimal_config
│ │ │ │ └── settings.yaml
│ │ │ ├── minimal_config_missing_env_var
│ │ │ │ └── settings.yaml
│ │ │ └── timestamp_dirs
│ │ │ │ └── 20240812-120000
│ │ │ │ └── empty.txt
│ │ ├── prompt-a.txt
│ │ ├── prompt-b.txt
│ │ ├── prompt-c.txt
│ │ ├── prompt-d.txt
│ │ ├── test_config.py
│ │ └── utils.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
│ │ ├── input
│ │ │ ├── __init__.py
│ │ │ ├── data
│ │ │ │ ├── multiple-csvs
│ │ │ │ │ ├── input1.csv
│ │ │ │ │ ├── input2.csv
│ │ │ │ │ └── input3.csv
│ │ │ │ ├── multiple-jsons
│ │ │ │ │ ├── input1.json
│ │ │ │ │ └── input2.json
│ │ │ │ ├── multiple-txts
│ │ │ │ │ ├── input1.txt
│ │ │ │ │ └── input2.txt
│ │ │ │ ├── one-csv
│ │ │ │ │ └── input.csv
│ │ │ │ ├── one-json-multiple-objects
│ │ │ │ │ └── input.json
│ │ │ │ ├── one-json-one-object
│ │ │ │ │ └── input.json
│ │ │ │ └── one-txt
│ │ │ │ │ └── input.txt
│ │ │ ├── test_csv_loader.py
│ │ │ ├── test_json_loader.py
│ │ │ └── test_txt_loader.py
│ │ ├── operations
│ │ │ ├── __init__.py
│ │ │ └── chunk_text
│ │ │ │ ├── __init__.py
│ │ │ │ ├── test_chunk_text.py
│ │ │ │ └── test_strategies.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
│ ├── litellm_services
│ │ ├── __init__.py
│ │ ├── test_rate_limiter.py
│ │ ├── test_retries.py
│ │ └── utils.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
│ │ └── test_encoding.py
└── verbs
│ ├── __init__.py
│ ├── data
│ ├── communities.parquet
│ ├── community_reports.parquet
│ ├── covariates.parquet
│ ├── documents.parquet
│ ├── entities.parquet
│ ├── relationships.parquet
│ ├── text_units.parquet
│ ├── text_units_metadata.parquet
│ └── text_units_metadata_included_chunk.parquet
│ ├── test_create_base_text_units.py
│ ├── test_create_communities.py
│ ├── test_create_community_reports.py
│ ├── test_create_final_documents.py
│ ├── test_create_final_text_units.py
│ ├── test_extract_covariates.py
│ ├── test_extract_graph.py
│ ├── test_extract_graph_nlp.py
│ ├── test_finalize_graph.py
│ ├── test_generate_text_embeddings.py
│ ├── test_pipeline_state.py
│ ├── test_prune_graph.py
│ └── util.py
├── unified-search-app
├── .vsts-ci.yml
├── Dockerfile
├── README.md
├── app
│ ├── __init__.py
│ ├── app_logic.py
│ ├── data_config.py
│ ├── home_page.py
│ ├── knowledge_loader
│ │ ├── __init__.py
│ │ ├── data_prep.py
│ │ ├── data_sources
│ │ │ ├── __init__.py
│ │ │ ├── blob_source.py
│ │ │ ├── default.py
│ │ │ ├── loader.py
│ │ │ ├── local_source.py
│ │ │ └── typing.py
│ │ └── model.py
│ ├── rag
│ │ ├── __init__.py
│ │ └── typing.py
│ ├── state
│ │ ├── __init__.py
│ │ ├── query_variable.py
│ │ ├── session_variable.py
│ │ └── session_variables.py
│ └── ui
│ │ ├── __init__.py
│ │ ├── full_graph.py
│ │ ├── questions_list.py
│ │ ├── report_details.py
│ │ ├── report_list.py
│ │ ├── search.py
│ │ └── sidebar.py
├── images
│ ├── image-1.png
│ ├── image-2.png
│ ├── image-3.png
│ └── image-4.png
├── pyproject.toml
└── uv.lock
└── uv.lock
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