├── .github └── workflows │ └── build.yml ├── .gitignore ├── .readthedocs.yml ├── LICENSE ├── MANIFEST.in ├── Makefile ├── README.md ├── docs ├── Makefile ├── conf.py ├── index.rst ├── make.bat ├── modules.rst ├── pararealml.operators.fdm.rst ├── pararealml.operators.ml.physics_informed.rst ├── pararealml.operators.ml.rst ├── pararealml.operators.ml.supervised.rst ├── pararealml.operators.ode.rst ├── pararealml.operators.parareal.rst ├── pararealml.operators.rst ├── pararealml.rst ├── pararealml.utils.rst └── requirements.txt ├── examples ├── burgers_1d_fdm.py ├── burgers_3d_fdm.py ├── cahn_hilliard_2d_fdm.py ├── cahn_hilliard_2d_supervised_ml.py ├── cahn_hilliard_3d_fdm.py ├── convection_diffusion_2d_fdm.py ├── diffusion_1d_fdm.py ├── diffusion_1d_physics_informed_ml.py ├── diffusion_2d_parareal.py ├── diffusion_2d_supervised_ml.py ├── lorenz_ode.py ├── lorenz_parareal.py ├── lotka_volterra_physics_informed_ml.py ├── lotka_volterra_supervised_ml.py ├── n_body_2d_ode.py ├── n_body_3d_ode.py ├── n_body_3d_parareal.py ├── navier_stokes_fdm.py ├── population_growth_physics_informed_ml.py ├── shallow_water_fdm.py ├── shallow_water_polar_fdm.py ├── sir_fdm.py ├── van_der_pol_parareal.py ├── wave_1d_fdm.py ├── wave_2d_fdm.py └── wave_polar_fdm.py ├── pararealml ├── __init__.py ├── boundary_condition.py ├── constrained_problem.py ├── constraint.py ├── differential_equation.py ├── initial_condition.py ├── initial_value_problem.py ├── mesh.py ├── operator.py ├── operators │ ├── __init__.py │ ├── fdm │ │ ├── __init__.py │ │ ├── fdm_operator.py │ │ ├── fdm_symbol_mapper.py │ │ ├── numerical_differentiator.py │ │ └── numerical_integrator.py │ ├── ml │ │ ├── __init__.py │ │ ├── deeponet.py │ │ ├── physics_informed │ │ │ ├── __init__.py │ │ │ ├── auto_differentiator.py │ │ │ ├── collocation_point_sampler.py │ │ │ ├── dataset.py │ │ │ ├── physics_informed_ml_operator.py │ │ │ ├── physics_informed_ml_symbol_mapper.py │ │ │ └── physics_informed_regressor.py │ │ └── supervised │ │ │ ├── __init__.py │ │ │ ├── sklearn_keras_regressor.py │ │ │ └── supervised_ml_operator.py │ ├── ode │ │ ├── __init__.py │ │ └── ode_operator.py │ ├── parareal │ │ ├── __init__.py │ │ └── parareal_operator.py │ └── symbol_mapper.py ├── plot.py ├── solution.py └── utils │ ├── __init__.py │ ├── rand.py │ ├── tf.py │ └── time.py ├── pyproject.toml ├── requirements.txt ├── setup.cfg ├── setup.py ├── sonar-project.properties └── tests ├── __init__.py ├── operators ├── __init__.py ├── fdm │ ├── __init__.py │ ├── test_fdm_operator.py │ ├── test_numerical_differentiator.py │ └── test_numerical_integrator.py ├── ml │ ├── __init__.py │ ├── physics_informed │ │ ├── __init__.py │ │ ├── test_auto_differentiator.py │ │ ├── test_collocation_point_sampler.py │ │ ├── test_dataset.py │ │ ├── test_physics_informed_ml_operator.py │ │ └── test_physics_informed_regressor.py │ ├── supervised │ │ ├── __init__.py │ │ ├── test_sklearn_keras_regressor.py │ │ └── test_supervised_ml_operator.py │ 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