├── .gitignore ├── README.md ├── download_data.sh ├── download_trained_model.sh ├── neural_operators ├── architectures │ ├── CNO │ │ ├── CNO.py │ │ ├── CNO_utilities.py │ │ ├── __init__.py │ │ └── configurations │ │ │ ├── afieti │ │ │ └── default_afieti_fno.json │ │ │ ├── fhn │ │ │ ├── best_fhn.json │ │ │ └── default_fhn.json │ │ │ ├── hh │ │ │ └── default_hh.json │ │ │ ├── mishra │ │ │ ├── best_airfoil.json │ │ │ ├── best_allen.json │ │ │ ├── best_cont_tran.json │ │ │ ├── best_darcy.json │ │ │ ├── best_disc_tran.json │ │ │ ├── best_poisson.json │ │ │ ├── best_samedofs_allen.json │ │ │ ├── best_samedofs_cont_tran.json │ │ │ ├── best_samedofs_disc_tran.json │ │ │ ├── best_samedofs_poisson.json │ │ │ ├── best_samedofs_shear_layer.json │ │ │ ├── best_samedofs_wave_0_5.json │ │ │ ├── best_shear_layer.json │ │ │ ├── best_wave_0_5.json │ │ │ ├── default_airfoil.json │ │ │ ├── default_allen.json │ │ │ ├── default_cont_tran.json │ │ │ ├── default_darcy.json │ │ │ ├── default_disc_tran.json │ │ │ ├── default_poisson.json │ │ │ ├── default_shear_layer.json │ │ │ └── default_wave_0_5.json │ │ │ └── zongyi │ │ │ ├── default_burgers_zongyi.json │ │ │ └── default_darcy_zongyi.json │ ├── FNO │ │ ├── FNO.py │ │ ├── FNO_ONNX.py │ │ ├── FNO_utilities.py │ │ ├── __init__.py │ │ └── configurations │ │ │ ├── afieti_fno │ │ │ └── default_afieti_fno.json │ │ │ ├── bampno_continuation │ │ │ ├── best_50M_bampno_continuation.json │ │ │ ├── best_bampno_continuation.json │ │ │ ├── best_samedofs_bampno_continuation.json │ │ │ └── default_bampno_continuation.json │ │ │ ├── carraturo │ │ │ ├── best_crosstruss.json │ │ │ ├── best_samedofs_stiffness_matrix.json │ │ │ ├── default_crosstruss.json │ │ │ └── default_stiffness_matrix.json │ │ │ ├── coeff_rhs │ │ │ ├── default_coeff_rhs.json │ │ │ └── default_coeff_rhs_1d.json │ │ │ ├── eig │ │ │ ├── best_eig.json │ │ │ └── default_eig.json │ │ │ ├── fhn │ │ │ ├── best_fhn.json │ │ │ ├── best_samedofs_fhn.json │ │ │ └── default_fhn.json │ │ │ ├── hh │ │ │ ├── best_hh.json │ │ │ ├── best_samedofs_hh.json │ │ │ └── default_hh.json │ │ │ ├── mishra │ │ │ ├── best_150M_cont_tran.json │ │ │ ├── best_500k_cont_tran.json │ │ │ ├── best_50M_cont_tran.json │ │ │ ├── best_5M_cont_tran.json │ │ │ ├── best_airfoil.json │ │ │ ├── best_allen.json │ │ │ ├── best_cont_tran.json │ │ │ ├── best_darcy.json │ │ │ ├── best_disc_tran.json │ │ │ ├── best_poisson.json │ │ │ ├── best_samedofs_allen.json │ │ │ ├── best_samedofs_cont_tran.json │ │ │ ├── best_samedofs_darcy.json │ │ │ ├── best_samedofs_disc_tran.json │ │ │ ├── best_samedofs_poisson.json │ │ │ ├── best_samedofs_wave_0_5.json │ │ │ ├── best_shear_layer.json │ │ │ ├── best_wave_0_5.json │ │ │ ├── default_airfoil.json │ │ │ ├── default_allen.json │ │ │ ├── default_cont_tran.json │ │ │ ├── default_darcy.json │ │ │ ├── default_disc_tran.json │ │ │ ├── default_poisson.json │ │ │ ├── default_shear_layer.json │ │ │ └── default_wave_0_5.json │ │ │ ├── ord │ │ │ ├── best_ord.json │ │ │ ├── best_samedofs_ord.json │ │ │ └── default_ord.json │ │ │ └── zongyi │ │ │ ├── default_burgers_zongyi.json │ │ │ └── default_darcy_zongyi.json │ ├── RationalNN │ │ ├── RationalNN.py │ │ ├── RationalNN_utilities.py │ │ ├── __init__.py │ │ └── configurations │ │ │ └── afieti │ │ │ ├── best_afieti_homogeneous_neumann.json │ │ │ ├── best_afieti_homogeneous_neumann_fixed_rhs_l_3_deg_3.json │ │ │ ├── best_afieti_homogeneous_neumann_fixed_rhs_l_3_deg_4.json │ │ │ ├── best_afieti_homogeneous_neumann_fixed_rhs_l_4_deg_3.json │ │ │ ├── best_afieti_homogeneous_neumann_fixed_rhs_l_5_deg_3.json │ │ │ ├── best_afieti_homogeneous_neumann_l_3_deg_3.json │ │ │ └── default_afieti_homogeneous_neumann.json │ ├── ResNet │ │ ├── ResNet_utilities.py │ │ ├── ResidualNetwork.py │ │ ├── __init__.py │ │ └── configurations │ │ │ └── afieti │ │ │ ├── best_afieti_homogeneous_neumann.json │ │ │ ├── best_afieti_homogeneous_neumann_fixed_rhs_l_3_deg_3.json │ │ │ ├── best_afieti_homogeneous_neumann_fixed_rhs_l_3_deg_4.json │ │ │ ├── best_afieti_homogeneous_neumann_fixed_rhs_l_4_deg_3.json │ │ │ ├── best_afieti_homogeneous_neumann_fixed_rhs_l_5_deg_3.json │ │ │ ├── best_afieti_homogeneous_neumann_l_3_deg_3.json │ │ │ └── default_afieti_homogeneous_neumann.json │ └── __init__.py ├── cli │ ├── convergence_plot.py │ ├── convergence_plot_comparison.py │ ├── main_raytune.py │ ├── main_singlerun.py │ ├── multiple_output_statistics.py │ ├── plot_error_distribution.py │ ├── plot_loss.py │ ├── plot_wall_time_loss.py │ ├── recover_model.py │ ├── recover_model_plot.py │ ├── save_onnx.py │ └── utilities_recover_model.py ├── datasets.py ├── examples │ ├── __init__.py │ ├── model_problem_code.py │ ├── ray_cno.py │ ├── ray_cno_multiple_datasets.py │ ├── ray_fno.py │ ├── ray_fno_multiple_datasets.py │ ├── ray_fno_multiple_resolutions.py │ ├── ray_model_problem.py │ ├── ray_resnet.py │ ├── ray_samedof_cno.py │ ├── ray_samedof_fno.py │ ├── ray_tfno.py │ ├── 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