├── .dockerignore ├── .gitattributes ├── .github └── workflows │ ├── ci-ghcr.yml │ └── ci.yml ├── .gitignore ├── .streamlit └── config.toml ├── .vsts-ci.yml ├── CHANGELOG.md ├── CODEOWNERS ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── DEPLOYING.md ├── DEVELOPING.md ├── Dockerfile ├── LICENSE ├── OPENAI.md ├── README.md ├── SECURITY.md ├── SUPPORT.md ├── app ├── Home.py ├── __init__.py ├── components │ ├── __init__.py │ ├── app_auth.py │ ├── app_loader.py │ ├── app_mode.py │ └── app_user.py ├── javascript │ ├── __init__.py │ ├── scripts.py │ └── styles.py ├── myapp.ico ├── pages │ ├── 1 Anonymize_Case_Data.py │ ├── 2 Detect_Case_Patterns.py │ ├── 3 Compare_Case_Groups.py │ ├── 4 Match_Entity_Records.py │ ├── 5 Detect_Entity_Networks.py │ ├── 6 Query_Text_Data.py │ ├── 7 Extract_Record_Data.py │ ├── 8 Generate_Mock_Data.py │ ├── Settings.py │ └── __init__.py ├── util │ ├── __init__.py │ ├── constants.py │ ├── df_functions.py │ ├── download_pdf.py │ ├── embedder.py │ ├── enums.py │ ├── example_outputs_ui.py │ ├── helper_fn.py │ ├── mermaid.py │ ├── openai_wrapper.py │ ├── schema_ui.py │ ├── secrets_handler.py │ ├── session_variable.py │ ├── session_variables.py │ ├── ui_components.py │ ├── validation_prompt.py │ └── wkhtmltopdf.py ├── wkhtmltox │ └── __init__.py └── workflows │ ├── __init__.py │ ├── anonymize_case_data │ ├── README.md │ ├── __init__.py │ ├── config.py │ ├── variables.py │ └── workflow.py │ ├── compare_case_groups │ ├── README.md │ ├── __init__.py │ ├── variables.py │ └── workflow.py │ ├── detect_case_patterns │ ├── README.md │ ├── __init__.py │ ├── variables.py │ └── workflow.py │ ├── detect_entity_networks │ ├── README.md │ ├── __init__.py │ ├── functions.py │ ├── variables.py │ └── workflow.py │ ├── extract_record_data │ ├── README.md │ ├── variables.py │ └── workflow.py │ ├── generate_mock_data │ ├── README.md │ ├── __init__.py │ ├── variables.py │ └── workflow.py │ ├── match_entity_records │ ├── README.md │ ├── __init__.py │ ├── functions.py │ ├── variables.py │ └── workflow.py │ └── query_text_data │ ├── README.md │ ├── __init__.py │ ├── functions.py │ ├── variables.py │ └── workflow.py ├── deploy ├── aws │ ├── 1-infrastructure.yaml │ └── 2-development.yaml └── azure │ ├── README.md │ ├── createUiDefinition.json │ ├── main.tf │ └── mainTemplate.json ├── example_notebooks ├── __init__.py ├── anonymize_case_data.ipynb ├── compare_case_groups.ipynb ├── detect_case_patterns.ipynb ├── detect_entity_networks.ipynb ├── extract_record_data.ipynb ├── generate_mock_data.ipynb ├── match_entity_records.ipynb └── query_text_data.ipynb ├── example_outputs ├── __init__.py ├── anonymize_case_data │ ├── __init__.py │ ├── customer_complaints │ │ ├── __init__.py │ │ ├── customer_complaints_aggregate.csv │ │ ├── customer_complaints_input.csv │ │ ├── customer_complaints_prepared.csv │ │ └── customer_complaints_synthetic.csv │ └── example_format.json ├── compare_case_groups │ ├── __init__.py │ ├── customer_complaints │ │ ├── __init__.py │ │ ├── customer_complaints_group_report_1.md │ │ ├── customer_complaints_group_report_2.md │ │ ├── customer_complaints_group_report_3.md │ │ ├── customer_complaints_input.csv │ │ ├── customer_complaints_prepared.csv │ │ └── customer_complaints_summary.csv │ └── example_format.json ├── detect_case_patterns │ ├── __init__.py │ ├── customer_complaints │ │ ├── __init__.py │ │ ├── customer_complaints_case_pattern_table.csv │ │ ├── customer_complaints_case_patterns_chart_1.png │ │ ├── customer_complaints_case_patterns_chart_2.png │ │ ├── customer_complaints_case_patterns_chart_3.png │ │ ├── customer_complaints_case_patterns_report_1.md │ │ ├── customer_complaints_case_patterns_report_2.md │ │ ├── customer_complaints_case_patterns_report_3.md │ │ ├── customer_complaints_input.csv │ │ └── customer_complaints_prepared.csv │ └── example_format.json ├── detect_entity_networks │ ├── __init__.py │ ├── company_grievances │ │ ├── __init__.py │ │ ├── company_grievances_entity_table.csv │ │ ├── company_grievances_example_network_1.png │ │ ├── company_grievances_example_network_2.png │ │ ├── company_grievances_example_network_3.png │ │ ├── company_grievances_example_report_1.md │ │ ├── company_grievances_example_report_2.md │ │ ├── company_grievances_example_report_3.md │ │ ├── company_grievances_input.csv │ │ └── company_grievances_network_table.csv │ └── example_format.json ├── extract_record_data │ ├── __init__.py │ ├── company_grievances │ │ ├── __init__.py │ │ ├── company_grievances_extracted_records.csv │ │ ├── company_grievances_schema.json │ │ └── company_grievances_texts.csv │ ├── customer_complaints │ │ ├── __init__.py │ │ ├── customer_complaints_extracted_records.csv │ │ ├── customer_complaints_schema.json │ │ └── customer_complaints_texts.csv │ └── example_format.json ├── generate_mock_data │ ├── __init__.py │ ├── company_grievances │ │ ├── __init__.py │ │ ├── company_grievances_records.csv │ │ ├── company_grievances_schema.json │ │ └── company_grievances_texts.csv │ ├── customer_complaints │ │ ├── __init__.py │ │ ├── customer_complaints_records.csv │ │ ├── customer_complaints_schema.json │ │ └── customer_complaints_texts.csv │ ├── example_format.json │ └── news_articles │ │ ├── __init__.py │ │ ├── news_articles_records.csv │ │ ├── news_articles_schema.json │ │ └── news_articles_texts.csv ├── match_entity_records │ ├── __init__.py │ ├── company_grievances │ │ ├── __init__.py │ │ ├── company_grievances_input_data_1.csv │ │ ├── company_grievances_input_data_2.csv │ │ ├── company_grievances_integrated_results.csv │ │ ├── company_grievances_match_reports.csv │ │ └── company_grievances_record_matches.csv │ └── example_format.json └── query_text_data │ ├── __init__.py │ ├── example_format.json │ └── news_articles │ ├── __init__.py │ ├── news_articles_answer_report.md │ ├── news_articles_research_report.md │ └── news_articles_texts.csv ├── intelligence_toolkit ├── AI │ ├── __init__.py │ ├── base_batch_async.py │ ├── base_chat.py │ ├── base_embedder.py │ ├── classes.py │ ├── client.py │ ├── defaults.py │ ├── local_embedder.py │ ├── metaprompts.py │ ├── openai_configuration.py │ ├── openai_embedder.py │ ├── text_splitter.py │ ├── types.py │ ├── utils.py │ ├── validation_prompt.py │ └── vector_store.py ├── __init__.py ├── anonymize_case_data │ ├── __init__.py │ ├── api.py │ ├── error_report.py │ ├── queries.py │ ├── synthesizability_statistics.py │ └── visuals.py ├── compare_case_groups │ ├── __init__.py │ ├── api.py │ ├── build_dataframes.py │ ├── prompts.py │ └── temporal_process.py ├── detect_case_patterns │ ├── __init__.py │ ├── api.py │ ├── config.py │ ├── detection_functions.py │ ├── graph_functions.py │ ├── model.py │ ├── prompts.py │ └── record_counter.py ├── detect_entity_networks │ ├── __init__.py │ ├── api.py │ ├── classes.py │ ├── config.py │ ├── explore_networks.py │ ├── exposure_report.py │ ├── identify_networks.py │ ├── index_and_infer.py │ ├── prepare_model.py │ └── prompts.py ├── extract_record_data │ ├── __init__.py │ ├── api.py │ ├── data_extractor.py │ └── prompts.py ├── generate_mock_data │ ├── __init__.py │ ├── api.py │ ├── data_generator.py │ ├── prompts.py │ ├── schema_builder.py │ └── text_generator.py ├── graph │ ├── __init__.py │ ├── graph_encoder_embed.py │ └── graph_fusion_encoder_embedding.py ├── helpers │ ├── __init__.py │ ├── classes.py │ ├── constants.py │ ├── decorators.py │ ├── df_functions.py │ ├── document_processor.py │ ├── progress_batch_callback.py │ ├── texts.py │ └── wkhtmltopdf.py ├── match_entity_records │ ├── __init__.py │ ├── api.py │ ├── classes.py │ ├── config.py │ ├── detect.py │ ├── prepare_model.py │ └── prompts.py ├── query_text_data │ ├── __init__.py │ ├── answer_builder.py │ ├── answer_schema.py │ ├── api.py │ ├── classes.py │ ├── commentary.py │ ├── config.py │ ├── graph_builder.py │ ├── helper_functions.py │ ├── input_processor.py │ ├── prompts.py │ ├── query_rewriter.py │ └── relevance_assessor.py └── tests │ ├── __init__.py │ ├── smoke │ ├── __init__.py │ └── test_anonymize_case_data.py │ └── unit │ ├── AI │ ├── __init__.py │ ├── test_base_batch_async.py │ ├── test_base_chat.py │ ├── test_classes.py │ ├── test_client.py │ ├── test_defaults.py │ ├── test_local_embedder.py │ ├── test_metaprompts.py │ ├── test_openai_configuration.py │ ├── test_openai_embedder.py │ ├── test_text_splitter.py │ ├── test_types.py │ ├── test_utils.py │ ├── test_validation_prompt.py │ └── test_vector_store.py │ ├── __init__.py │ ├── anonymize_case_data │ ├── __init__.py │ ├── test_api.py │ ├── test_error_report.py │ ├── test_queries.py │ ├── test_synthesizability_statistics.py │ └── test_visuals.py │ ├── compare_case_groups │ ├── __init__.py │ ├── test_api.py │ ├── test_build_dataframes.py │ ├── test_prompts.py │ └── test_temporal_process.py │ ├── detect_case_patterns │ ├── __init__.py │ ├── test_detection_functions.py │ ├── test_graph_functions.py │ └── test_model.py │ ├── detect_entity_networks │ ├── __init__.py │ ├── test_api.py │ ├── test_classes.py │ ├── test_explore_networks.py │ ├── test_exposure_report.py │ ├── test_identify_networks.py │ ├── test_index_and_infer.py │ ├── test_init.py │ ├── test_prepare_model.py │ └── test_prompts.py │ ├── extract_record_data │ ├── __init__.py │ ├── test_api.py │ ├── test_data_extractor.py │ ├── test_init.py │ └── test_prompts.py │ ├── generate_mock_data │ ├── __init__.py │ ├── test_api.py │ ├── test_data_generator.py │ ├── test_init.py │ ├── test_prompts.py │ ├── test_schema_builder.py │ └── test_text_generator.py │ ├── graph │ ├── __init__.py │ ├── test_graph_encoder_embed.py │ └── test_graph_fusion_encoder_embedding.py │ ├── helpers │ ├── __init__.py │ ├── test_classes.py │ ├── test_constants.py │ ├── test_decorators.py │ ├── test_df_functions.py │ ├── test_document_processor.py │ ├── test_progress_batch_callback.py │ ├── test_texts.py │ └── test_wkhtmltopdf.py │ ├── match_entity_records │ ├── __init__.py │ ├── test_api.py │ ├── test_detect.py │ ├── test_init.py │ ├── test_prepare_model.py │ └── test_prompts.py │ └── query_text_data │ ├── test_answer_builder.py │ ├── test_answer_schema.py │ ├── test_api.py │ ├── test_classes.py │ ├── test_commentary.py │ ├── test_config.py │ ├── test_helper_functions.py │ ├── test_init.py │ ├── test_input_processor.py │ ├── test_query_rewriter.py │ └── test_relevance_assessor.py ├── packages.txt ├── pyproject.toml ├── pytest.ini └── uv.lock /.dockerignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/microsoft/intelligence-toolkit/HEAD/.dockerignore -------------------------------------------------------------------------------- /.gitattributes: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/microsoft/intelligence-toolkit/HEAD/.gitattributes -------------------------------------------------------------------------------- /.github/workflows/ci-ghcr.yml: 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