├── .devcontainer ├── Dockerfile ├── devcontainer.json └── docker-compose.yml ├── .gitattributes ├── .github ├── vpn │ └── config.ovpn └── workflows │ └── build-demonstrator.yaml ├── .gitignore ├── .pylintrc ├── .vscode ├── extensions.json ├── launch.json └── settings.json ├── Dockerfile ├── LICENSE ├── README.md ├── assets ├── custom_style.css ├── cytoscape-graph-style.json ├── favicon.png ├── favicon.svg ├── favicon_v1.png ├── favicon_v1.svg ├── sindit_aas_thumbnail.png ├── sindit_logo.svg ├── sindit_logo_text.png ├── sindit_logo_text.svg ├── sindit_logo_text_large.png ├── sintef_blue.png └── sintef_white.png ├── backend ├── __init__.py ├── aas_deserializer.py ├── aas_serializer.py ├── annotation_detection │ ├── AnnotationDetector.py │ ├── AnnotationDetectorContainer.py │ ├── EuclidianDistanceAnnotationDetector.py │ └── __init__.py ├── api │ ├── __init__.py │ ├── api.py │ ├── python_endpoints │ │ ├── asset_endpoints.py │ │ ├── file_endpoints.py │ │ ├── graph_endpoints.py │ │ ├── similarity_pipeline_endpoints.py │ │ ├── status_endpoints.py │ │ └── timeseries_endpoints.py │ └── rest_endpoints │ │ ├── __init__.py │ │ ├── aas_endpoints.py │ │ ├── annotation_endpoints.py │ │ ├── asset_endpoints.py │ │ ├── db_import_export_endpoints.py │ │ ├── file_endpoints.py │ │ ├── graph_endpoints.py │ │ ├── similarity_pipeline_endpoints.py │ │ ├── status_endpoints.py │ │ └── timeseries_endpoints.py ├── cleanup_thread.py ├── exceptions │ ├── EnvironmentalVariableNotFoundError.py │ ├── GraphNotConformantToMetamodelError.py │ ├── IdNotFoundException.py │ └── __init__.py ├── knowledge_graph │ ├── KnowledgeGraphPersistenceService.py │ ├── __init__.py │ ├── dao │ │ ├── AnnotationNodesDao.py │ │ ├── AssetNodesDao.py │ │ ├── BaseNodesDao.py │ │ ├── DatabaseConnectionsDao.py │ │ ├── RuntimeConnectionsDao.py │ │ ├── SupplementaryFileNodesDao.py │ │ ├── TimeseriesNodesDao.py │ │ └── __init__.py │ └── knowledge_graph_metamodel_validator.py ├── runtime_connections │ ├── RuntimeConnection.py │ ├── RuntimeConnectionContainer.py │ ├── TimeseriesInput.py │ ├── __init__.py │ ├── mqtt │ │ ├── MqttRuntimeConnection.py │ │ ├── MqttTimeseriesInput.py │ │ └── __init__.py │ └── opcua │ │ ├── OpcuaRuntimeConnection.py │ │ ├── OpcuaTimeseriesInput.py │ │ └── __init__.py └── specialized_databases │ ├── DatabasePersistenceServiceContainer.py │ ├── SpecializedDatabasePersistenceService.py │ ├── __init__.py │ ├── files │ ├── FilesPersistenceService.py │ ├── __init__.py │ └── s3 │ │ ├── S3PersistenceService.py │ │ └── __init__.py │ └── timeseries │ ├── TimeseriesPersistenceService.py │ ├── __init__.py │ └── influx_db │ ├── InfluxDbPersistenceService.py │ └── __init__.py ├── container-requirements-initializer.sh ├── docker-compose.build-local.yml ├── docker-compose.databases.yml ├── docker-compose.dev.low-memory.yml ├── docker-compose.dev.yml ├── docker-compose.low-memory.build-local.yml ├── docker-compose.low-memory.yml ├── docker-compose.yml ├── documentation ├── FAQ.md ├── fischertechnik-training-factory-information.md ├── img │ ├── 554868_Lernfabrik_Training_Factory_Fabrik_24V.jpg │ ├── dt_dashboard.png │ ├── dt_dashboard_cad.png │ ├── dt_deployment_diagram_single_factory.svg │ ├── kg_dt_meta_model.svg │ └── pipeline_overview.svg └── sindit-development-guide.md ├── dt_backend.py ├── dt_frontend.py ├── environment_and_configuration ├── deployment_environment_backend.env ├── deployment_environment_frontend.env ├── devcontainer_environment_backend.env ├── devcontainer_environment_frontend.env └── sindit_config.cfg ├── frontend ├── __init__.py ├── api_client.py ├── app.py ├── left_sidebar │ ├── __init__.py │ ├── datetime_selector │ │ ├── __init__.py │ │ ├── datetime_selector_callbacks.py │ │ └── datetime_selector_layout.py │ ├── extensions │ │ ├── __init__.py │ │ ├── annotation_detection_extension │ │ │ ├── __init__.py │ │ │ ├── annotation_creation │ │ │ │ ├── __init__.py │ │ │ │ ├── annotation_creation_callbacks.py │ │ │ │ └── annotation_creation_layout.py │ │ │ ├── annotation_detection_confirmation │ │ │ │ ├── __init__.py │ │ │ │ ├── annotation_confirmation_callbacks.py │ │ │ │ └── annotation_confirmation_layout.py │ │ │ ├── annotation_extension_callbacks.py │ │ │ └── annotation_extension_layout.py │ │ └── similarity_pipeline_extension │ │ │ ├── pipeline_extension_callbacks.py │ │ │ └── pipeline_extension_layout.py │ ├── global_information │ │ ├── __init__.py │ │ ├── global_information_callbacks.py │ │ └── global_information_layout.py │ ├── left_sidebar_callbacks.py │ ├── left_sidebar_layout.py │ └── visibility_settings │ │ ├── __init__.py │ │ ├── visibility_settings_callbacks.py │ │ └── visibility_settings_layout.py ├── main_column │ ├── __init__.py │ ├── factory_graph │ │ ├── GraphSelectedElement.py │ │ ├── __init__.py │ │ ├── factory_graph_callbacks.py │ │ ├── factory_graph_cytoscape_converter.py │ │ └── factory_graph_layout.py │ └── main_column_layout.py ├── navbar │ ├── __init__.py │ ├── navbar_callbacks.py │ └── navbar_layout.py ├── page_layout.py ├── resources_manager.py └── right_sidebar │ ├── __init__.py │ ├── graph_selector_info │ ├── __init__.py │ ├── graph_selector_info_callbacks.py │ └── graph_selector_info_layout.py │ ├── node_data_tab │ ├── __init__.py │ ├── file_visualization │ │ ├── __init__.py │ │ ├── file_visualization_callbacks.py │ │ ├── file_visualization_layout.py │ │ └── visualizer_implementations │ │ │ ├── __init__.py │ │ │ ├── cad_visualizer.py │ │ │ ├── jpg_visualizer.py │ │ │ └── pdf_visualizer.py │ ├── node_data_layout.py │ └── timeseries_graph │ │ ├── __init__.py │ │ ├── timeseries_graph_callbacks.py │ │ └── timeseries_graph_layout.py │ ├── node_information_tab │ ├── __init__.py │ └── node_information_layout.py │ ├── right_sidebar_callbacks.py │ └── right_sidebar_layout.py ├── graph_domain ├── BaseNode.py ├── __init__.py ├── expert_annotations │ ├── AnnotationDefinitionNode.py │ ├── AnnotationDetectionNode.py │ ├── AnnotationInstanceNode.py │ ├── AnnotationPreIndicatorNode.py │ └── AnnotationTimeseriesMatcherNode.py ├── factory_graph_ogm_matches.py ├── factory_graph_types.py ├── main_digital_twin │ ├── AssetNode.py │ ├── DatabaseConnectionNode.py │ ├── RuntimeConnectionNode.py │ ├── SupplementaryFileNode.py │ ├── TimeseriesNode.py │ ├── UnitNode.py │ └── __init__.py └── similarities │ ├── DimensionClusterNode.py │ ├── ExtractedKeywordNode.py │ └── TimeseriesClusterNode.py ├── influxdb2-client-2.4.0-amd64.deb.1 ├── init_learning_factory_from_cypher_file.py ├── kubernetes_deployment └── helm-chart │ ├── .helmignore │ ├── Chart.lock │ ├── Chart.yaml │ ├── charts │ ├── influxdb-5.4.2.tgz │ ├── minio-11.10.2.tgz │ └── neo4j-standalone-4.4.11.tgz │ ├── templates │ ├── NOTES.txt │ ├── _helpers.tpl │ ├── deployment-backend.yaml │ ├── deployment-frontend.yaml │ ├── ingress-backend.yaml │ ├── ingress-frontend.yaml │ ├── secret.yaml │ ├── service-backend.yaml │ ├── service-frontend.yaml │ ├── serviceaccount.yaml │ ├── tests │ │ └── test-connection.yaml │ └── traefik-stripprefix-backend-middleware.yaml │ └── values.yaml ├── learning_factory_continuous_ordering.py ├── learning_factory_instance ├── binaries_import │ ├── dps_model.jpg │ ├── dps_model.png │ ├── hbw.pdf │ ├── hbw.step │ ├── hbw.step.stl │ ├── hbw_en.pdf │ ├── hbw_model.jpg │ ├── mpo.pdf │ ├── mpo.step │ ├── mpo_model.jpg │ ├── reference.md │ ├── sld.pdf │ ├── sld.step │ ├── sld_model.jpg │ ├── ssc.pdf │ ├── ssc_model.jpg │ ├── vgr.pdf │ ├── vgr.step │ └── vgr_model.jpg ├── learning_factory.cypher └── learning_factory_info.md ├── requirements.txt ├── similarity_pipeline ├── __init__.py ├── similarity_pipeline_1_ts_feature_extraction.py ├── similarity_pipeline_2_ts_dimensionality_reduction.py ├── similarity_pipeline_3_ts_clustering.py ├── similarity_pipeline_4_text_key_phrase_extraction.py ├── similarity_pipeline_5_cad_analysis.py ├── similarity_pipeline_6_image_analysis.py ├── similarity_pipeline_7_asset_similarity.py └── similarity_pipeline_status_manager.py └── util ├── 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