LICENSE
README.md
pyproject.toml
iris_vector_rag/__init__.py
iris_vector_rag/exceptions.py
iris_vector_rag.egg-info/PKG-INFO
iris_vector_rag.egg-info/SOURCES.txt
iris_vector_rag.egg-info/dependency_links.txt
iris_vector_rag.egg-info/entry_points.txt
iris_vector_rag.egg-info/requires.txt
iris_vector_rag.egg-info/top_level.txt
iris_vector_rag/api/__init__.py
iris_vector_rag/api/cleanup_job.py
iris_vector_rag/api/cli.py
iris_vector_rag/api/main.py
iris_vector_rag/api/mcp_routes.py
iris_vector_rag/api/middleware/__init__.py
iris_vector_rag/api/middleware/auth.py
iris_vector_rag/api/middleware/logging.py
iris_vector_rag/api/middleware/rate_limit.py
iris_vector_rag/api/models/__init__.py
iris_vector_rag/api/models/auth.py
iris_vector_rag/api/models/errors.py
iris_vector_rag/api/models/health.py
iris_vector_rag/api/models/pipeline.py
iris_vector_rag/api/models/quota.py
iris_vector_rag/api/models/request.py
iris_vector_rag/api/models/response.py
iris_vector_rag/api/models/upload.py
iris_vector_rag/api/models/websocket.py
iris_vector_rag/api/routes/__init__.py
iris_vector_rag/api/routes/document.py
iris_vector_rag/api/routes/health.py
iris_vector_rag/api/routes/pipeline.py
iris_vector_rag/api/routes/query.py
iris_vector_rag/api/services/__init__.py
iris_vector_rag/api/services/auth_service.py
iris_vector_rag/api/services/document_service.py
iris_vector_rag/api/services/pipeline_manager.py
iris_vector_rag/api/websocket/__init__.py
iris_vector_rag/api/websocket/connection.py
iris_vector_rag/api/websocket/handlers.py
iris_vector_rag/api/websocket/routes.py
iris_vector_rag/common/__init__.py
iris_vector_rag/common/batch_utils.py
iris_vector_rag/common/config.py
iris_vector_rag/common/connection_manager.py
iris_vector_rag/common/connection_pool.py
iris_vector_rag/common/database.py
iris_vector_rag/common/database_schema_manager.py
iris_vector_rag/common/db_init_with_indexes.py
iris_vector_rag/common/db_vector_utils.py
iris_vector_rag/common/environment_manager.py
iris_vector_rag/common/exceptions.py
iris_vector_rag/common/huggingface_utils.py
iris_vector_rag/common/iris_client.py
iris_vector_rag/common/iris_connection.py
iris_vector_rag/common/iris_connection_manager.py
iris_vector_rag/common/iris_connection_pool.py
iris_vector_rag/common/iris_connector.py
iris_vector_rag/common/iris_dbapi_connector.py
iris_vector_rag/common/iris_index_utils.py
iris_vector_rag/common/iris_sql_utils.py
iris_vector_rag/common/iris_stream_reader.py
iris_vector_rag/common/llm_cache_config.py
iris_vector_rag/common/llm_cache_iris.py
iris_vector_rag/common/llm_cache_manager.py
iris_vector_rag/common/utils.py
iris_vector_rag/common/vector_sql_utils.py
iris_vector_rag/config/__init__.py
iris_vector_rag/config/backend_modes.py
iris_vector_rag/config/default_config.yaml
iris_vector_rag/config/embedding_config.py
iris_vector_rag/config/entities.py
iris_vector_rag/config/manager.py
iris_vector_rag/config/pipeline_config_service.py
iris_vector_rag/config/validators.py
iris_vector_rag/core/__init__.py
iris_vector_rag/core/base.py
iris_vector_rag/core/connection.py
iris_vector_rag/core/exceptions.py
iris_vector_rag/core/models.py
iris_vector_rag/core/response_standardizer.py
iris_vector_rag/core/validators.py
iris_vector_rag/core/vector_store.py
iris_vector_rag/core/vector_store_exceptions.py
iris_vector_rag/dspy_modules/__init__.py
iris_vector_rag/dspy_modules/batch_entity_extraction.py
iris_vector_rag/dspy_modules/entity_extraction_module.py
iris_vector_rag/embeddings/__init__.py
iris_vector_rag/embeddings/entity_extractor.py
iris_vector_rag/embeddings/iris_embedding.py
iris_vector_rag/embeddings/manager.py
iris_vector_rag/mcp/__init__.py
iris_vector_rag/mcp/__main__.py
iris_vector_rag/mcp/bridge.py
iris_vector_rag/mcp/cli.py
iris_vector_rag/mcp/config.py
iris_vector_rag/mcp/technique_handlers.py
iris_vector_rag/mcp/tool_schemas.py
iris_vector_rag/mcp/validation.py
iris_vector_rag/memory/__init__.py
iris_vector_rag/memory/knowledge_extractor.py
iris_vector_rag/memory/models.py
iris_vector_rag/memory/rag_integration.py
iris_vector_rag/memory/temporal_manager.py
iris_vector_rag/monitoring/__init__.py
iris_vector_rag/ontology/__init__.py
iris_vector_rag/ontology/loader.py
iris_vector_rag/ontology/models.py
iris_vector_rag/ontology/reasoner.py
iris_vector_rag/ontology/plugins/__init__.py
iris_vector_rag/ontology/plugins/general_ontology.py
iris_vector_rag/optimization/cache_manager.py
iris_vector_rag/optimization/connection_pool.py
iris_vector_rag/optimization/database_optimizer.py
iris_vector_rag/optimization/hnsw_tuner.py
iris_vector_rag/optimization/parallel_processor.py
iris_vector_rag/optimization/performance_monitor.py
iris_vector_rag/pipelines/__init__.py
iris_vector_rag/pipelines/_hybrid_utils.py
iris_vector_rag/pipelines/basic.py
iris_vector_rag/pipelines/basic_rerank.py
iris_vector_rag/pipelines/crag.py
iris_vector_rag/pipelines/factory.py
iris_vector_rag/pipelines/graphrag.py
iris_vector_rag/pipelines/graphrag_merged.py
iris_vector_rag/pipelines/hybrid_graphrag.py
iris_vector_rag/pipelines/hybrid_graphrag_discovery.py
iris_vector_rag/pipelines/hybrid_graphrag_retrieval.py
iris_vector_rag/pipelines/iris_global_graphrag.py
iris_vector_rag/pipelines/multi_query_rrf.py
iris_vector_rag/pipelines/colbert_pylate/__init__.py
iris_vector_rag/pipelines/colbert_pylate/pylate_pipeline.py
iris_vector_rag/plugins/__init__.py
iris_vector_rag/plugins/interface.py
iris_vector_rag/security/__init__.py
iris_vector_rag/services/__init__.py
iris_vector_rag/services/batch_entity_processor.py
iris_vector_rag/services/entity_extraction.py
iris_vector_rag/services/storage.py
iris_vector_rag/storage/__init__.py
iris_vector_rag/storage/clob_handler.py
iris_vector_rag/storage/constants.py
iris_vector_rag/storage/enterprise_storage.py
iris_vector_rag/storage/hybrid_schema_manager.py
iris_vector_rag/storage/iris_embedding_ops.py
iris_vector_rag/storage/metadata_filter_manager.py
iris_vector_rag/storage/schema_manager.py
iris_vector_rag/storage/vector_store_iris.py
iris_vector_rag/testing/__init__.py
iris_vector_rag/testing/backend_manager.py
iris_vector_rag/testing/connection_pool.py
iris_vector_rag/testing/exceptions.py
iris_vector_rag/testing/iris_devtools_bridge.py
iris_vector_rag/testing/validators.py
iris_vector_rag/utils/__init__.py
iris_vector_rag/utils/module_loader.py
iris_vector_rag/utils/project_root.py
iris_vector_rag/utils/token_counter.py
iris_vector_rag/validation/__init__.py
iris_vector_rag/validation/factory.py
iris_vector_rag/validation/orchestrator.py
iris_vector_rag/validation/requirements.py
iris_vector_rag/validation/validator.py
tests/test_comprehensive_pipeline_validation_e2e.py
tests/test_comprehensive_pipeline_validation_e2e_fixed.py
tests/test_enterprise_storage.py
tests/test_entity_extraction_service.py
tests/test_hybrid_graphrag_functional.py
tests/test_index_ensure.py
tests/test_mcp_integration.py
tests/test_mcp_server_integration.py
tests/test_ontology_loader.py
tests/test_ontology_support.py
tests/test_performance_monitor_comprehensive.py
tests/test_performance_monitor_working.py
tests/test_pylate_colbert_pipeline.py
tests/test_schema_manager_bugs.py
tests/test_temporal_manager.py
tests/test_vector_safe_helpers.py