├── .github ├── ISSUE_TEMPLATE │ ├── benchmark-request.md │ ├── bug-report.md │ ├── feature-request.md │ └── issue-ticket.md ├── pull_request_template.md └── workflows │ ├── CI.yml │ └── release_CI.yml ├── .gitignore ├── .pre-commit-config.yaml ├── .readthedocs.yaml ├── LICENSE ├── README.md ├── benchmarks ├── docs ├── Makefile ├── make.bat ├── requirements.txt └── source │ ├── _images │ ├── favicon.ico │ └── pyMAISElogo.png │ ├── _static │ └── custom.css │ ├── _templates │ ├── class.rst │ └── function.rst │ ├── benchmarks.rst │ ├── benchmarks │ ├── HTGR_microreactor.ipynb │ ├── anomaly.ipynb │ ├── bwr.ipynb │ ├── chf.ipynb │ ├── fuel_performance.ipynb │ ├── heat_conduction.ipynb │ ├── mit_reactor.ipynb │ ├── reactor_physics.ipynb │ ├── rod_ejection.ipynb │ └── supporting │ │ ├── HTGR_microreactor_network_0.png │ │ ├── HTGR_microreactor_network_1.png │ │ ├── HVCM_schem.png │ │ ├── anomaly │ │ ├── binary_case_1.py │ │ ├── binary_case_2.py │ │ ├── configs │ │ │ ├── binary_case_1.pkl │ │ │ └── binary_case_2.pkl │ │ ├── figs │ │ │ ├── bc1_convergence.png │ │ │ ├── bc1_frequency.png │ │ │ ├── bc2_convergence.png │ │ │ ├── bc2_frequency.png │ │ │ ├── data.jpg │ │ │ ├── display.jpg │ │ │ └── pyMAISElogo.png │ │ ├── preprocessing.py │ │ └── settings.py │ │ ├── anomaly_cnnlstm_2d.png │ │ ├── anomaly_gru_2d.png │ │ ├── anomaly_gru_3d.png │ │ ├── anomaly_lstm_2d.png │ │ ├── anomaly_lstm_3d.png │ │ ├── bwr_network.png │ │ ├── chf_network.png │ │ ├── fuel_performance.png │ │ ├── heat_conduction_network.png │ │ ├── mit_reactor_network.png │ │ ├── mitr.png │ │ ├── reactor_physics_network.png │ │ └── rod_ejection_network.png │ ├── conf.py │ ├── data_refs.bib │ ├── dev_guide.rst │ ├── index.rst │ ├── installation.rst │ ├── license.rst │ ├── models.rst │ ├── pymaise_api.rst │ ├── release_notes.rst │ ├── software_refs.bib │ └── user_guide.rst ├── pyMAISE ├── __init__.py ├── datasets │ ├── __init__.py │ ├── _handler.py │ ├── bwr_input.csv │ ├── bwr_output.csv │ ├── chf_test_synth.csv │ ├── chf_train_synth.csv │ ├── crx.csv │ ├── fp_inp.csv │ ├── fp_out.csv │ ├── heat.csv │ ├── loca_break_flow_rate.csv │ ├── loca_core_pressure.csv │ ├── loca_inp.csv │ ├── loca_pct.csv │ ├── loca_water_level.csv │ ├── microreactor.csv │ ├── powery.csv │ ├── rea_inputs.csv │ ├── rea_outputs.csv │ └── xs.csv ├── methods │ ├── __init__.py │ ├── _adaboost.py │ ├── _base.py │ ├── _dtree.py │ ├── _elastic.py │ ├── _extra_trees.py │ ├── _gaussian_process.py │ ├── _gradient_boosting.py │ ├── _kneighbors.py │ ├── _lasso.py │ ├── _linear.py │ ├── _logistic_regression.py │ ├── _multi_output.py │ ├── _nn.py │ ├── _nn_wrapper.py │ ├── _rforest.py │ ├── _ridge.py │ ├── _stacking.py │ ├── _svm.py │ └── nn │ │ ├── __init__.py │ │ ├── _conv1d.py │ │ ├── _conv2d.py │ │ ├── _conv3d.py │ │ ├── _dense.py │ │ ├── _dropout.py │ │ ├── _flatten.py │ │ ├── _gru.py │ │ ├── _layer.py │ │ ├── _lstm.py │ │ ├── _max_pooling_1d.py │ │ ├── _max_pooling_2d.py │ │ ├── _max_pooling_3d.py │ │ ├── _nn_hypermodel.py │ │ └── _reshape.py ├── postprocessor.py ├── preprocessing.py ├── settings.py ├── tuner.py └── utils │ ├── __init__.py │ ├── device.py │ ├── display.py │ ├── hyperparameters.py │ ├── nn_tuner.py │ ├── process_pool.py │ ├── trial.py │ └── tuner_utils.py ├── scripts ├── fuel_performance_script.py ├── heat_conduction_script.py ├── mitr_script.py ├── neacrp_c1_rea │ ├── C1B1b1.inp │ ├── README.md │ ├── analysis.py │ ├── data_generation.py │ ├── job.sh │ ├── rod_worth.csv │ ├── rod_worth.png │ ├── rod_worth.py │ └── xsec │ │ └── XSEC_NEACRP_temp ├── reactor_physics_script.py ├── run_notebooks.sh └── shrink_loca_data.py ├── setup.py ├── tests ├── regression │ ├── classical_models │ │ ├── supporting │ │ │ ├── fuel_performance_testing_metrics.csv │ │ │ ├── heat_conduction_testing_metrics.csv │ │ │ ├── mitr_testing_metrics.csv │ │ │ └── reactor_physics_testing_metrics.csv │ │ ├── test_classification.py │ │ ├── test_fuel_performance.py │ │ ├── test_heat_conduction.py │ │ ├── test_mitr.py │ │ └── 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