├── .github ├── dependabot.yml └── workflows │ └── run_tests.yml ├── .gitignore ├── LICENSE ├── Procfile ├── README.md ├── app.py ├── config.py ├── cypress.config.js ├── cypress ├── e2e │ ├── test_base_materials.cy.js │ ├── test_blended_materials.cy.js │ ├── test_discovery.cy.js │ ├── test_formulations.cy.js │ ├── test_landing_page.cy.js │ └── test_navigation.cy.js ├── fixtures │ ├── example_admixture_1.json │ ├── example_admixture_2.json │ ├── example_admixture_3.json │ ├── example_aggregates_1.json │ ├── example_aggregates_2.json │ ├── example_custom_1.json │ ├── example_custom_2.json │ ├── example_custom_3.json │ ├── example_liquid_1.json │ ├── example_liquid_2.json │ ├── example_powder_1.json │ ├── example_powder_2.json │ ├── example_process_1.json │ └── example_process_2.json └── support │ ├── commands.js │ └── e2e.js ├── deployment ├── create.sh ├── deploy.sh ├── set_env_var.sh ├── start.sh ├── stop.sh └── view_logs.sh ├── environment.yml ├── examples └── MaterialsDiscoveryExampleData.csv ├── package.json ├── requirements.txt ├── run.bat ├── run.sh ├── runtime.txt ├── slamd ├── __init__.py ├── common │ ├── __init__.py │ ├── common_validators.py │ ├── error_handling.py │ ├── landing_controller.py │ ├── ml_utils.py │ ├── session_backup │ │ ├── __init__.py │ │ ├── session_controller.py │ │ └── session_service.py │ └── slamd_utils.py ├── design_assistant │ ├── processing │ │ ├── constants.py │ │ ├── design_assistant_controller.py │ │ ├── design_assistant_factory.py │ │ ├── design_assistant_persistence.py │ │ ├── design_assistant_service.py │ │ ├── forms │ │ │ ├── campaign_form.py │ │ │ ├── create_admixture_form.py │ │ │ ├── create_aggregate_form.py │ │ │ ├── create_liquid_form.py │ │ │ ├── create_powder_form.py │ │ │ ├── create_process_form.py │ │ │ ├── design_assistant_form.py │ │ │ ├── design_targets_form.py │ │ │ ├── material_type_form.py │ │ │ ├── new_project_form.py │ │ │ ├── task_form.py │ │ │ └── token_form.py │ │ └── llm_service.py │ ├── static │ │ ├── data_creation │ │ │ ├── admixture_costs.js │ │ │ ├── admixture_name.js │ │ │ ├── aggregate_composition.js │ │ │ ├── aggregate_costs.js │ │ │ ├── aggregate_name.js │ │ │ ├── formulation.js │ │ │ ├── liquid_costs.js │ │ │ ├── liquid_name.js │ │ │ ├── liquid_oxide_composition.js │ │ │ ├── powder_costs.js │ │ │ ├── powder_name.js │ │ │ ├── powder_oxide_composition.js │ │ │ ├── powder_structural_composition.js │ │ │ ├── process_costs.js │ │ │ ├── process_information.js │ │ │ └── process_name.js │ │ ├── design_assistant.js │ │ ├── design_assistant_session.js │ │ ├── material_type.js │ │ ├── task.js │ │ ├── utils.js │ │ └── zero_shot_learner │ │ │ ├── comment.js │ │ │ ├── design_knowledge.js │ │ │ ├── design_targets.js │ │ │ ├── design_targets_values.js │ │ │ ├── formulation.js │ │ │ ├── liquid.js │ │ │ ├── other.js │ │ │ ├── powder.js │ │ │ └── target.js │ └── templates │ │ ├── campaign_material_type.html │ │ ├── data_creation │ │ ├── admixture_costs.html │ │ ├── admixture_name.html │ │ ├── aggregate_composition.html │ │ ├── aggregate_costs.html │ │ ├── aggregate_name.html │ │ ├── formulation.html │ │ ├── liquid_costs.html │ │ ├── liquid_name.html │ │ ├── liquid_oxide_composition.html │ │ ├── powder_costs.html │ │ ├── powder_name.html │ │ ├── powder_oxide_composition.html │ │ ├── powder_structural_composition.html │ │ ├── process_costs.html │ │ ├── process_information.html │ │ └── process_name.html │ │ ├── design_assistant.html │ │ ├── task.html │ │ └── zero_shot_learner │ │ ├── campaign_design_targets.html │ │ ├── campaign_design_targets_values.html │ │ ├── campaign_liquids.html │ │ ├── campaign_other.html │ │ ├── campaign_select_powders.html │ │ ├── comment.html │ │ ├── design_knowledge.html │ │ └── formulation.html ├── discovery │ ├── __init__.py │ ├── processing │ │ ├── __init__.py │ │ ├── add_targets_dto.py │ │ ├── discovery_controller.py │ │ ├── discovery_facade.py │ │ ├── discovery_persistence.py │ │ ├── discovery_service.py │ │ ├── experiment │ │ │ ├── __init__.py │ │ │ ├── experiment_conductor.py │ │ │ ├── experiment_data.py │ │ │ ├── experiment_model.py │ │ │ ├── experiment_postprocessor.py │ │ │ ├── experiment_preprocessor.py │ │ │ ├── mlmodel │ │ │ │ ├── __init__.py │ │ │ │ ├── mlmodel_factory.py │ │ │ │ ├── slamd_random_forest.py │ │ │ │ ├── tuned_gaussian_process_regressor.py │ │ │ │ └── tuned_random_forest.py │ │ │ └── plot_generator.py │ │ ├── forms │ │ │ ├── __init__.py │ │ │ ├── discovery_form.py │ │ │ ├── field_configuration_form.py │ │ │ ├── targets_form.py │ │ │ ├── upload_dataset_form.py │ │ │ └── validation.py │ │ ├── models │ │ │ ├── __init__.py │ │ │ ├── dataset.py │ │ │ ├── prediction.py │ │ │ └── tsne_plot_data.py │ │ ├── strategies │ │ │ ├── __init__.py │ │ │ ├── csv_strategy.py │ │ │ └── excel_strategy.py │ │ ├── target_page_data.py │ │ └── targets_service.py │ ├── static │ │ ├── discovery.js │ │ ├── discovery_utils.js │ │ └── targets.js │ └── templates │ │ ├── a_priori_information_configuration_form.html │ │ ├── datasets_table.html │ │ ├── discovery.html │ │ ├── discovery_form.html │ │ ├── experiment_result.html │ │ ├── target_configuration_form.html │ │ ├── targets.html │ │ ├── targets_form.html │ │ └── upload_dataset_form.html ├── formulations │ ├── __init__.py │ ├── processing │ │ ├── __init__.py │ │ ├── building_material.py │ │ ├── building_materials_factory.py │ │ ├── constants.py │ │ ├── forms │ │ │ ├── __init__.py │ │ │ ├── binder_selection_form.py │ │ │ ├── concrete_selection_form.py │ │ │ ├── formulations_min_max_form.py │ │ │ └── weights_form.py │ │ ├── formulations_controller.py │ │ ├── formulations_service.py │ │ ├── models │ │ │ └── formulation.py │ │ ├── strategies │ │ │ ├── binder_strategy.py │ │ │ ├── building_material_strategy.py │ │ │ └── concrete_strategy.py │ │ └── weight_input_preprocessor.py │ ├── static │ │ ├── binder.js │ │ ├── concrete.js │ │ ├── formulations.js │ │ └── formulations_utils.js │ └── templates │ │ ├── binder_selection_form.html │ │ ├── concrete_selection_form.html │ │ ├── formulations.html │ │ ├── formulations_form.html │ │ ├── formulations_min_max_form.html │ │ ├── formulations_navigation.html │ │ ├── formulations_table.html │ │ └── weights_form.html ├── materials │ ├── .DS_Store │ ├── __init__.py │ ├── processing │ │ ├── __init__.py │ │ ├── base_materials_controller.py │ │ ├── base_materials_service.py │ │ ├── blended_materials_controller.py │ │ ├── blended_materials_service.py │ │ ├── constants │ │ │ └── material_constants.py │ │ ├── forms │ │ │ ├── __init__.py │ │ │ ├── additional_property_form.py │ │ │ ├── admixture_form.py │ │ │ ├── aggregates_form.py │ │ │ ├── base_material_selection_form.py │ │ │ ├── blending_name_and_type_form.py │ │ │ ├── custom_form.py │ │ │ ├── liquid_form.py │ │ │ ├── materials_form.py │ │ │ ├── min_max_form.py │ │ │ ├── powder_form.py │ │ │ ├── process_form.py │ │ │ └── ratio_form.py │ │ ├── material_dto.py │ │ ├── material_factory.py │ │ ├── material_type.py │ │ ├── materials_facade.py │ │ ├── materials_persistence.py │ │ ├── materials_service.py │ │ ├── models │ │ │ ├── __init__.py │ │ │ ├── additional_property.py │ │ │ ├── admixture.py │ │ │ ├── aggregates.py │ │ │ ├── custom.py │ │ │ ├── liquid.py │ │ │ ├── material.py │ │ │ ├── powder.py │ │ │ └── process.py │ │ ├── ratio_parser.py │ │ └── strategies │ │ │ ├── __init__.py │ │ │ ├── admixture_strategy.py │ │ │ ├── aggregates_strategy.py │ │ │ ├── blending_properties_calculator.py │ │ │ ├── custom_strategy.py │ │ │ ├── liquid_strategy.py │ │ │ ├── material_strategy.py │ │ │ ├── powder_strategy.py │ │ │ ├── process_strategy.py │ │ │ └── property_completeness_checker.py │ ├── static │ │ ├── base_materials.js │ │ ├── blended_materials.js │ │ ├── blended_materials_utils.js │ │ └── materials.js │ └── templates │ │ ├── additional_property_form.html │ │ ├── aggregates_form.html │ │ ├── base_material_selection.html │ │ ├── base_materials.html │ │ ├── blended_materials.html │ │ ├── blending_form.html │ │ ├── liquid_form.html │ │ ├── material_type_form.html │ │ ├── materials_form.html │ │ ├── materials_table.html │ │ ├── min_max_form.html │ │ ├── powder_form.html │ │ ├── process_form.html │ │ └── ratio_form.html ├── static │ ├── SLAMD-UserManual.pdf │ ├── bam_logo.jfif │ ├── base.png │ ├── blended.png │ ├── discovery.png │ ├── formulations.png │ ├── global.css │ ├── global.js │ ├── iteratec_logo.png │ ├── landing_page.png │ ├── reincarnate_logo.png │ ├── scatter_plot.png │ └── sequential_learning_logo.png └── templates │ ├── 400.html │ ├── 403.html │ ├── 404.html │ ├── 408.html │ ├── 413.html │ ├── 422.html │ ├── action_buttons.html │ ├── icons.html │ ├── index.html │ ├── landing_page.html │ ├── navigation.html │ └── show_form_field_errors.html └── tests ├── .DS_Store ├── __init__.py ├── common ├── .DS_Store ├── __init__.py ├── session │ ├── __init__.py │ └── test_session.json ├── test_landing_controller.py ├── test_session_service.py └── test_slamd_utils.py ├── conftest.py ├── design_assistant └── processing │ ├── test_design_assistant_service.py │ └── test_llm_service.py ├── discovery ├── __init__.py └── processing │ ├── __init__.py │ ├── experiment │ ├── mlmodel │ │ └── test_mlmodel_factory.py │ ├── test_experiment_conductor.py │ ├── test_experiment_data.py │ ├── test_experiment_preprocessor.py │ ├── test_plot_generator.py │ └── test_plot_json_data.py │ ├── strategies │ ├── __init__.py │ └── test_csv_strategy.py │ ├── test_dataframe_dicts.py │ ├── test_discovery_controller.py │ ├── test_discovery_persistence.py │ ├── test_discovery_service.py │ ├── test_discovery_service_run_experiment.py │ └── test_targets_service.py ├── formulations ├── __init__.py └── processing │ ├── __init__.py │ ├── test_binder_strategy.py │ ├── test_formulations_controller.py │ └── test_formulations_service.py └── materials ├── __init__.py ├── materials_test_data.py ├── processing ├── __init__.py ├── models │ ├── __init__.py │ ├── test_additional_property.py │ 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