├── .gitattributes ├── .gitignore ├── .vsts-ci.yml ├── LICENSE ├── README.md ├── cspell.config.yaml ├── docs ├── blog_posts.md ├── cli.md ├── config │ ├── custom.md │ ├── env_vars.md │ ├── init.md │ ├── json_yaml.md │ ├── overview.md │ └── template.md ├── data │ └── operation_dulce │ │ ├── ABOUT.md │ │ ├── Operation Dulce v2 1 1.md │ │ └── dataset.zip ├── developing.md ├── examples_notebooks │ ├── drift_search.ipynb │ ├── global_search.ipynb │ ├── global_search_with_dynamic_community_selection.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_entities.parquet │ │ │ ├── create_final_nodes.parquet │ │ │ ├── create_final_relationships.parquet │ │ │ └── create_final_text_units.parquet │ └── 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 │ └── 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 ├── examples ├── README.md ├── __init__.py ├── custom_input │ ├── __init__.py │ ├── pipeline.yml │ └── run.py ├── custom_set_of_available_verbs │ ├── __init__.py │ ├── custom_verb_definitions.py │ ├── pipeline.yml │ └── run.py ├── custom_set_of_available_workflows │ ├── __init__.py │ ├── custom_workflow_definitions.py │ ├── pipeline.yml │ └── run.py ├── entity_extraction │ ├── __init__.py │ ├── with_graph_intelligence │ │ ├── __init__.py │ │ ├── pipeline.yml │ │ └── run.py │ └── with_nltk │ │ ├── __init__.py │ │ ├── pipeline.yml │ │ └── run.py ├── interdependent_workflows │ ├── __init__.py │ ├── pipeline.yml │ └── run.py ├── multiple_workflows │ ├── __init__.py │ ├── pipeline.yml │ ├── run.py │ └── workflows │ │ ├── shared │ │ └── shared_fill_value.txt │ │ ├── workflow_1.yml │ │ ├── workflow_2.yml │ │ └── workflow_3.yml ├── single_verb │ ├── __init__.py │ ├── input │ │ └── data.csv │ ├── pipeline.yml │ └── run.py ├── use_built_in_workflows │ ├── __init__.py │ ├── pipeline.yml │ └── run.py └── various_levels_of_configs │ ├── __init__.py │ ├── pipelines │ ├── workflows_and_inputs.yml │ └── workflows_only.yml │ ├── workflows_and_inputs.py │ ├── workflows_and_inputs_with_custom_handlers.py │ └── workflows_only.py ├── examples_notebooks └── community_contrib │ ├── README.md │ ├── neo4j │ └── graphrag_import_neo4j_cypher.ipynb │ └── yfiles-jupyter-graphs │ └── graph-visualization.ipynb ├── graphrag ├── __init__.py ├── __main__.py ├── api │ ├── __init__.py │ ├── index.py │ ├── prompt_tune.py │ └── query.py ├── callbacks │ ├── __init__.py │ ├── blob_workflow_callbacks.py │ ├── console_workflow_callbacks.py │ ├── factories.py │ ├── file_workflow_callbacks.py │ ├── global_search_callbacks.py │ ├── llm_callbacks.py │ └── progress_workflow_callbacks.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 │ ├── input_models │ │ ├── __init__.py │ │ ├── cache_config_input.py │ │ ├── chunking_config_input.py │ │ ├── claim_extraction_config_input.py │ │ ├── cluster_graph_config_input.py │ │ ├── community_reports_config_input.py │ │ ├── embed_graph_config_input.py │ │ ├── entity_extraction_config_input.py │ │ ├── global_search_config_input.py │ │ ├── graphrag_config_input.py │ │ ├── input_config_input.py │ │ ├── llm_config_input.py │ │ ├── llm_parameters_input.py │ │ ├── local_search_config_input.py │ │ ├── parallelization_parameters_input.py │ │ ├── reporting_config_input.py │ │ ├── snapshots_config_input.py │ │ ├── storage_config_input.py │ │ ├── summarize_descriptions_config_input.py │ │ ├── text_embedding_config_input.py │ │ └── umap_config_input.py │ ├── load_config.py │ ├── logging.py │ ├── models │ │ ├── __init__.py │ │ ├── cache_config.py │ │ ├── chunking_config.py │ │ ├── claim_extraction_config.py │ │ ├── cluster_graph_config.py │ │ ├── community_reports_config.py │ │ ├── drift_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 ├── index │ ├── __init__.py │ ├── bootstrap.py │ ├── cache │ │ ├── __init__.py │ │ ├── json_pipeline_cache.py │ │ ├── load_cache.py │ │ ├── memory_pipeline_cache.py │ │ ├── noop_pipeline_cache.py │ │ └── pipeline_cache.py │ ├── config │ │ ├── __init__.py │ │ ├── cache.py │ │ ├── embeddings.py │ │ ├── input.py │ │ ├── pipeline.py │ │ ├── reporting.py │ │ ├── storage.py │ │ └── workflow.py │ ├── context.py │ ├── create_pipeline_config.py │ ├── emit │ │ ├── __init__.py │ │ ├── csv_table_emitter.py │ │ ├── factories.py │ │ ├── json_table_emitter.py │ │ ├── parquet_table_emitter.py │ │ ├── table_emitter.py │ │ └── types.py │ ├── errors.py │ ├── flows │ │ ├── __init__.py │ │ ├── create_base_entity_graph.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 │ │ └── generate_text_embeddings.py │ ├── graph │ │ ├── __init__.py │ │ ├── embedding │ │ │ ├── __init__.py │ │ │ └── embedding.py │ │ ├── extractors │ │ │ ├── __init__.py │ │ │ ├── claims │ │ │ │ ├── __init__.py │ │ │ │ ├── claim_extractor.py │ │ │ │ └── prompts.py │ │ │ ├── community_reports │ │ │ │ ├── __init__.py │ │ │ │ ├── build_mixed_context.py │ │ │ │ ├── community_reports_extractor.py │ │ │ │ ├── prep_community_report_context.py │ │ │ │ ├── prompts.py │ │ │ │ ├── schemas.py │ │ │ │ ├── sort_context.py │ │ │ │ └── utils.py │ │ │ ├── graph │ │ │ │ ├── __init__.py │ │ │ │ ├── graph_extractor.py │ │ │ │ └── prompts.py │ │ │ └── summarize │ │ │ │ ├── __init__.py │ │ │ │ ├── description_summary_extractor.py │ │ │ │ └── prompts.py │ │ ├── utils │ │ │ ├── __init__.py │ │ │ ├── normalize_node_names.py │ │ │ └── stable_lcc.py │ │ └── visualization │ │ │ ├── __init__.py │ │ │ ├── compute_umap_positions.py │ │ │ └── typing.py │ ├── init_content.py │ ├── input │ │ ├── __init__.py │ │ ├── csv.py │ │ ├── load_input.py │ │ └── text.py │ ├── llm │ │ ├── __init__.py │ │ ├── load_llm.py │ │ └── types.py │ ├── load_pipeline_config.py │ ├── operations │ │ ├── __init__.py │ │ ├── chunk_text │ │ │ ├── __init__.py │ │ │ ├── chunk_text.py │ │ │ ├── strategies.py │ │ │ └── typing.py │ │ ├── cluster_graph.py │ │ ├── compute_edge_combined_degree.py │ │ ├── embed_graph │ │ │ ├── __init__.py │ │ │ ├── embed_graph.py │ │ │ └── typing.py │ │ ├── embed_text │ │ │ ├── __init__.py │ │ │ ├── embed_text.py │ │ │ └── strategies │ │ │ │ ├── __init__.py │ │ │ │ ├── mock.py │ │ │ │ ├── openai.py │ │ │ │ └── typing.py │ │ ├── extract_covariates │ │ │ ├── __init__.py │ │ │ ├── extract_covariates.py │ │ │ ├── strategies.py │ │ │ └── typing.py │ │ ├── extract_entities │ │ │ ├── __init__.py │ │ │ ├── extract_entities.py │ │ │ └── strategies │ │ │ │ ├── __init__.py │ │ │ │ ├── graph_intelligence.py │ │ │ │ ├── nltk.py │ │ │ │ └── typing.py │ │ ├── layout_graph │ │ │ ├── __init__.py │ │ │ ├── layout_graph.py │ │ │ └── methods │ │ │ │ ├── __init__.py │ │ │ │ ├── umap.py │ │ │ │ └── zero.py │ │ ├── merge_graphs │ │ │ ├── __init__.py │ │ │ ├── merge_graphs.py │ │ │ └── typing.py │ │ ├── snapshot.py │ │ ├── snapshot_graphml.py │ │ ├── snapshot_rows.py │ │ ├── split_text.py │ │ ├── summarize_communities │ │ │ ├── __init__.py │ │ │ ├── prepare_community_reports.py │ │ │ ├── restore_community_hierarchy.py │ │ │ ├── strategies.py │ │ │ ├── summarize_communities.py │ │ │ └── typing.py │ │ ├── summarize_descriptions │ │ │ ├── __init__.py │ │ │ ├── strategies.py │ │ │ ├── summarize_descriptions.py │ │ │ └── typing.py │ │ └── unpack_graph.py │ ├── py.typed │ ├── run │ │ ├── __init__.py │ │ ├── cache.py │ │ ├── postprocess.py │ │ ├── profiling.py │ │ ├── run.py │ │ ├── utils.py │ │ └── workflow.py │ ├── storage │ │ ├── __init__.py │ │ ├── blob_pipeline_storage.py │ │ ├── file_pipeline_storage.py │ │ ├── load_storage.py │ │ ├── memory_pipeline_storage.py │ │ └── pipeline_storage.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 │ │ ├── ds_util.py │ │ ├── hashing.py │ │ ├── is_null.py │ │ ├── load_graph.py │ │ ├── rate_limiter.py │ │ ├── string.py │ │ ├── tokens.py │ │ ├── topological_sort.py │ │ └── uuid.py │ ├── validate_config.py │ └── workflows │ │ ├── __init__.py │ │ ├── default_workflows.py │ │ ├── load.py │ │ ├── typing.py │ │ └── v1 │ │ ├── __init__.py │ │ ├── create_base_entity_graph.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 │ │ ├── generate_text_embeddings.py │ │ └── subflows │ │ ├── __init__.py │ │ ├── create_base_entity_graph.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 │ │ └── generate_text_embeddings.py ├── llm │ ├── __init__.py │ ├── base │ │ ├── __init__.py │ │ ├── _create_cache_key.py │ │ ├── base_llm.py │ │ ├── caching_llm.py │ │ └── rate_limiting_llm.py │ ├── errors.py │ ├── limiting │ │ ├── __init__.py │ │ ├── composite_limiter.py │ │ ├── create_limiters.py │ │ ├── llm_limiter.py │ │ ├── noop_llm_limiter.py │ │ └── tpm_rpm_limiter.py │ ├── mock │ │ ├── __init__.py │ │ ├── mock_chat_llm.py │ │ └── mock_completion_llm.py │ ├── openai │ │ ├── __init__.py │ │ ├── _prompts.py │ │ ├── create_openai_client.py │ │ ├── factories.py │ │ ├── json_parsing_llm.py │ │ ├── openai_chat_llm.py │ │ ├── openai_completion_llm.py │ │ ├── openai_configuration.py │ │ ├── openai_embeddings_llm.py │ │ ├── openai_history_tracking_llm.py │ │ ├── openai_token_replacing_llm.py │ │ ├── types.py │ │ └── utils.py │ └── types │ │ ├── __init__.py │ │ ├── llm.py │ │ ├── llm_cache.py │ │ ├── llm_callbacks.py │ │ ├── llm_config.py │ │ ├── llm_invocation_result.py │ │ ├── llm_io.py │ │ └── llm_types.py ├── logging │ ├── __init__.py │ ├── console.py │ ├── factories.py │ ├── null_progress.py │ ├── print_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 │ ├── generator │ │ ├── __init__.py │ │ ├── community_report_rating.py │ │ ├── community_report_summarization.py │ │ ├── community_reporter_role.py │ │ ├── defaults.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 ├── 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 │ ├── factories.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 │ │ └── system_prompt.py │ └── structured_search │ │ ├── __init__.py │ │ ├── base.py │ │ ├── drift_search │ │ ├── __init__.py │ │ ├── action.py │ │ ├── drift_context.py │ │ ├── primer.py │ │ ├── search.py │ │ ├── state.py │ │ └── system_prompt.py │ │ ├── global_search │ │ ├── __init__.py │ │ ├── community_context.py │ │ ├── map_system_prompt.py │ │ ├── reduce_system_prompt.py │ │ └── search.py │ │ └── local_search │ │ ├── __init__.py │ │ ├── mixed_context.py │ │ ├── search.py │ │ └── system_prompt.py ├── utils │ ├── __init__.py │ ├── cli.py │ └── storage.py └── vector_stores │ ├── __init__.py │ ├── azure_ai_search.py │ ├── base.py │ ├── factory.py │ └── lancedb.py ├── indexing_sket ├── create_context.py ├── create_final_keyword_index.py ├── embedding │ └── embedding.py ├── filter_chunks.py ├── llm_answer.py └── util_v1.py ├── ketrag.png ├── mkdocs.yaml ├── pyproject.toml ├── ragtest-musique ├── input │ └── document.txt └── qa-pairs │ └── qa-pairs.json ├── requirements.txt ├── 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 ├── _pipeline │ ├── __init__.py │ ├── megapipeline.yml │ └── test_run.py └── storage │ ├── __init__.py │ ├── test_blob_pipeline_storage.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 │ ├── config │ │ ├── __init__.py │ │ ├── default_config_with_everything_overridden.yml │ │ ├── default_config_with_overridden_input.yml │ │ ├── default_config_with_overridden_workflows.yml │ │ ├── helpers.py │ │ └── test_load.py │ ├── graph │ │ ├── __init__.py │ │ ├── extractors │ │ │ ├── __init__.py │ │ │ └── community_reports │ │ │ │ ├── __init__.py │ │ │ │ └── test_sort_context.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ └── test_stable_lcc.py │ ├── test_exports.py │ ├── test_init_content.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 │ │ └── text │ │ │ ├── __init__.py │ │ │ └── test_split.py │ └── workflows │ │ ├── __init__.py │ │ ├── helpers.py │ │ ├── test_emit.py │ │ └── test_load.py ├── llm │ ├── __init__.py │ ├── base │ │ ├── __init__.py │ │ └── test_caching_llm.py │ └── openai │ │ ├── __init__.py │ │ └── test_history_tracking_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 └── verbs ├── __init__.py ├── data ├── create_base_entity_graph.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 ├── test_create_base_entity_graph.py ├── test_create_base_text_units.py ├── test_create_final_communities.py ├── test_create_final_community_reports.py ├── test_create_final_covariates.py ├── test_create_final_documents.py ├── test_create_final_entities.py ├── test_create_final_nodes.py ├── test_create_final_relationships.py ├── test_create_final_text_units.py ├── test_generate_text_embeddings.py └── util.py /.gitattributes: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/waetr/KET-RAG/HEAD/.gitattributes -------------------------------------------------------------------------------- /.gitignore: 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