├── .dockerignore ├── .github ├── pull_request_template.md └── workflows │ ├── linters.yml │ └── unit_tests.yml ├── .gitignore ├── .gitmodules ├── .pre-commit-config.yaml ├── LICENSE ├── README.md ├── benchmarks ├── .gitignore ├── README.md ├── benchmark.py └── conf │ ├── benchmark │ ├── transmission_loss_fno.yaml │ ├── transmission_loss_full.yaml │ ├── transmission_loss_lin.yaml │ └── transmission_loss_smooth.yaml │ ├── config.yaml │ ├── lr_scheduler │ └── default.yaml │ ├── operator │ ├── deep_dot_big.yaml │ ├── deep_dot_medium.yaml │ ├── deep_dot_small.yaml │ ├── deep_neural_big.yaml │ ├── deep_neural_medium.yaml │ ├── deep_neural_small.yaml │ ├── deep_o_big.yaml │ ├── deep_o_medium.yaml │ └── deep_o_small.yaml │ ├── optim │ └── default.yaml │ └── trainer │ └── default.yaml ├── data ├── pulsating_sphere │ └── const_f400-500 │ │ └── test │ │ ├── mesh.msh │ │ ├── pressure_0.bp │ │ ├── data.0 │ │ ├── md.0 │ │ ├── md.idx │ │ └── profiling.json │ │ └── properties.json └── test_data │ └── transmission_loss │ └── tl_2o_11e.csv ├── docs ├── Makefile ├── logo.png ├── make.bat └── source │ ├── _static │ └── .gitkeep │ ├── conf.py │ ├── coverage.rst │ ├── examples.rst │ ├── index.rst │ └── modules.rst ├── poetry.lock ├── pyproject.toml ├── scripts ├── boundary │ ├── train_pressure_boundary.py │ └── train_pressure_boundary_reduced.py ├── plot │ ├── plot_losses.py │ ├── pulsating_sphere_dash.py │ ├── show_operator.py │ ├── show_pulsating_sphere.py │ ├── show_pulsating_sphere_2.py │ ├── visualite_pulsating_sphere_dataset.py │ ├── visualize_dataset.py │ ├── visualize_paper.py │ ├── visualize_pi.py │ ├── visualize_pulsating_sphere.py │ ├── visualize_self_supervised_pulsating_sphere.py │ ├── visualize_set.py │ └── visualize_single_run.py ├── pressure │ ├── const │ │ ├── train_pi_random_force_one.py │ │ ├── train_pi_random_force_one_wo.py │ │ ├── train_pi_random_v2.py │ │ └── train_pi_wo.py │ ├── paper │ │ ├── train_pi_random_v2.py │ │ └── train_pi_wo.py │ ├── parf │ │ ├── train_pi_random_force_one.py │ │ └── train_pi_random_force_one_wo.py │ ├── train_pi.py │ ├── train_pi_random.py │ ├── train_pi_random_deprc.py │ ├── train_pi_random_force_one.py │ ├── train_pi_random_force_one_wo.py │ ├── train_pi_random_v2.py │ ├── train_pi_random_v3.py │ ├── train_pi_v2.py │ ├── train_pi_wo.py │ ├── train_pulsating.py │ ├── train_scaling_net.py │ └── train_self_supervised.py └── transmission_loss │ ├── benchmark.py │ ├── create_smooth_set.py │ ├── eval_multirun.py │ ├── optimize_operator.py │ ├── train_operator.py │ └── train_partial.py ├── src └── nos │ ├── __init__.py │ ├── benchmarks │ ├── __init__.py │ └── benchmark.py │ ├── data │ ├── __init__.py │ ├── pulsating_sphere.py │ ├── transmission_loss.py │ └── xdmf_to_torch.py │ ├── metrics │ ├── __init__.py │ ├── error_metrics.py │ ├── metric.py │ └── operator_metrics.py │ ├── networks │ ├── __init__.py │ └── residual.py │ ├── operators │ └── __init__.py │ ├── physics │ ├── __init__.py │ ├── helmholtz_residual.py │ ├── laplace.py │ └── weight_scheduler_lin.py │ ├── preprocessing │ ├── __init__.py │ └── low_pass_filter.py │ ├── py.typed │ ├── trainers │ ├── __init__.py │ ├── average_metric.py │ ├── trainer.py │ └── util.py │ ├── transforms │ ├── __init__.py │ ├── min_max_scale.py │ └── quantile_scaler.py │ └── utils │ ├── __init__.py │ ├── nested_dataclass_to_dict.py │ └── unique_id.py └── tests ├── __init__.py ├── benchmarks ├── __init__.py └── test_benchmark.py ├── conftest.py ├── data ├── __init__.py ├── fixtures.py ├── test_pulsating_sphere.py └── test_transmission_loss.py ├── metrics ├── __init__.py ├── test_metric.py ├── test_operator_metrics.py └── tets_error_metrics.py ├── networks ├── __init__.py └── test_residual.py ├── physics ├── __init__.py ├── test_helmholtz_residual.py ├── test_laplace.py └── test_weight_scheduler_lin.py ├── preprocessing ├── __init__.py └── test_low_pass_filter.py ├── test_pytest.py ├── trainers ├── __init__.py ├── test_average_metric.py └── test_trainer.py ├── 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