├── .devcontainer ├── Dockerfile ├── container_conda.def └── devcontainer.json ├── .gitignore ├── CITATION.cff ├── FEM └── fem.py ├── LICENSE ├── Parametric_FEM_Data.py ├── Parametric_FEM_NN.py ├── Parametric_PINN.py ├── README.md ├── Singularity └── container_production.def ├── conda_venv.yml ├── dev-requirements.txt ├── entrypoint.sh ├── nn_model ├── data.py ├── hbc_ansatz_1d.py ├── hbc_ansatz_normalizers.py ├── main.py ├── momentum.py ├── network.py ├── normalized_hbc_ansatz_1d.py └── normalizednetwork.py ├── requirements_docker.txt ├── slurm ├── Parametric_FEM-NN.sh ├── Parametric_FEM_Data.sh ├── Parametric_PINN.sh ├── training_loss.sh ├── training_time_node.sh └── training_time_sample.sh ├── training_loss.py ├── training_time_function.py ├── training_time_number_of_nodes.py └── training_time_number_of_sample.py /.devcontainer/Dockerfile: -------------------------------------------------------------------------------- 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