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.pre-commit-config.yaml
AUTHORS
LICENSE
README.md
codemeta.json
mkdocs.yml
pyproject.toml
pytest.ini
Notebooks/ODE/1D_GLV_adaptative_loss_weights.ipynb
Notebooks/ODE/1D_Generalized_Lotka_Volterra.ipynb
Notebooks/ODE/GLV_JointEstimation_Alternate.ipynb
Notebooks/ODE/MS_model_Verhulst.ipynb
Notebooks/ODE/linear_fo_equation.ipynb
Notebooks/ODE/systems_biology_informed_neural_network.ipynb
Notebooks/ODE/utils_GLV_JointEstimation_Alternate.py
Notebooks/ODE/sbinn_data/glucose.dat
Notebooks/ODE/sbinn_data/meal.dat
Notebooks/PDE/1D_non_stationary_Burgers.ipynb
Notebooks/PDE/1D_non_stationary_Fisher_KPP_Bounded_Domain.ipynb
Notebooks/PDE/2D_Heat_inverse_problem.ipynb
Notebooks/PDE/2D_Navier_Stokes_PipeFlow.ipynb
Notebooks/PDE/2D_Navier_Stokes_PipeFlow_Metamodel_hyperpinn.ipynb
Notebooks/PDE/2D_Navier_Stokes_PipeFlow_SoftConstraints.ipynb
Notebooks/PDE/2D_Navier_Stokes_PipeFlow_ngd.ipynb
Notebooks/PDE/2D_Poisson_inverse_problem.ipynb
Notebooks/PDE/2D_non_stationary_OU.ipynb
Notebooks/PDE/2d_nonstatio_ou_standardsampling.png
Notebooks/PDE/OU_1D_nonstatio_solution_grid.npy
Notebooks/PDE/Reaction_Diffusion_2D_heterogenous_model.ipynb
Notebooks/PDE/Reaction_Diffusion_2D_homogeneous_metamodel_hyperpinn_diffrax.ipynb
Notebooks/PDE/heat_equation_ngd.ipynb
Notebooks/Tutorials/1D_non_stationary_Burgers_JointEstimation_Vanilla.ipynb
Notebooks/Tutorials/GLV_JointEstimation_Alternate.ipynb
Notebooks/Tutorials/burgers_solution_grid.npy
Notebooks/Tutorials/implementing_your_own_PDE_problem.ipynb
Notebooks/Tutorials/introducing_validation_loss.ipynb
Notebooks/Tutorials/load_save_model.ipynb
Notebooks/Tutorials/tuto_GLV_inverse_problem.ipynb
Notebooks/Tutorials/utils_GLV_JointEstimation_Alternate.py
docs/Notebooks
docs/README.md
docs/changelog.md
docs/doc_requirements.txt
docs/index.md
docs/_static/custom_css.css
docs/_static/favicon.png
docs/api/plot.md
docs/api/solver.md
docs/api/advanced/derivative_keys.md
docs/api/advanced/differential_operators.md
docs/api/advanced/loss_weight_updates.md
docs/api/datagenerators/datagenerators_core.md
docs/api/datagenerators/datagenerators_other.md
docs/api/loss/boundary_condition.md
docs/api/loss/dynamic_loss.md
docs/api/loss/loss_weights.md
docs/api/loss/loss_xde.md
docs/api/optimizers/optax.md
docs/api/optimizers/preconditionners.md
docs/api/pinn/hyperpinn.md
docs/api/pinn/pinn.md
docs/api/pinn/ppinn.md
docs/api/pinn/save_load.md
docs/api/pinn/spinn.md
docs/javascripts/katex.js
docs/maths/fokker_planck.md
docs/maths/introduction_to_pinns.md
img/jinns-diagram.png
jinns/__init__.py
jinns.egg-info/PKG-INFO
jinns.egg-info/SOURCES.txt
jinns.egg-info/dependency_links.txt
jinns.egg-info/requires.txt
jinns.egg-info/top_level.txt
jinns/data/_AbstractDataGenerator.py
jinns/data/_Batchs.py
jinns/data/_CubicMeshPDENonStatio.py
jinns/data/_CubicMeshPDEStatio.py
jinns/data/_DataGeneratorODE.py
jinns/data/_DataGeneratorObservations.py
jinns/data/_DataGeneratorParameter.py
jinns/data/__init__.py
jinns/data/_utils.py
jinns/experimental/__init__.py
jinns/experimental/_diffrax_solver.py
jinns/loss/_BoundaryCondition.py
jinns/loss/_BoundaryConditionAbstract.py
jinns/loss/_DynamicLoss.py
jinns/loss/_DynamicLossAbstract.py
jinns/loss/_LossODE.py
jinns/loss/_LossPDE.py
jinns/loss/__init__.py
jinns/loss/_abstract_loss.py
jinns/loss/_loss_components.py
jinns/loss/_loss_utils.py
jinns/loss/_loss_weight_updates.py
jinns/loss/_loss_weights.py
jinns/loss/_operators.py
jinns/nn/__init__.py
jinns/nn/_abstract_pinn.py
jinns/nn/_hyperpinn.py
jinns/nn/_mlp.py
jinns/nn/_pinn.py
jinns/nn/_ppinn.py
jinns/nn/_save_load.py
jinns/nn/_spinn.py
jinns/nn/_spinn_mlp.py
jinns/nn/_utils.py
jinns/optimizers/__init__.py
jinns/optimizers/_natural_gradient.py
jinns/optimizers/_ssbfgs.py
jinns/optimizers/_utils_ngd.py
jinns/parameters/__init__.py
jinns/parameters/_derivative_keys.py
jinns/parameters/_params.py
jinns/plot/__init__.py
jinns/plot/_plot.py
jinns/solver/__init__.py
jinns/solver/_rar.py
jinns/solver/_solve.py
jinns/solver/_solve_alternate.py
jinns/solver/_utils.py
jinns/utils/_DictToModuleMeta.py
jinns/utils/_ItemizableModule.py
jinns/utils/__init__.py
jinns/utils/_containers.py
jinns/utils/_types.py
jinns/utils/_utils.py
jinns/validation/__init__.py
jinns/validation/_validation.py
tests/conftest.py
tests/pytest.ini
tests/adaptative_weight_tests/obs_glv.pkl
tests/adaptative_weight_tests/test_ReLoBRaLo_update.py
tests/adaptative_weight_tests/test_loss_weight_update.py
tests/adaptative_weight_tests/test_lr_annealing.py
tests/adaptative_weight_tests/test_prior_loss.py
tests/adaptative_weight_tests/test_soft_adapt.py
tests/adaptative_weight_tests/test_vectorial_lossODE_and_weight_update.py
tests/adaptative_weight_tests/test_vectorial_lossPDE_and_weight_update.py
tests/alternate_solver_tests/test_Burgers_inverse_solve_alternate.py
tests/alternate_solver_tests/test_HeatEq_inverse_solve_alternate.py
tests/alternate_solver_tests/test_last_non_nan_parameters_alternate.py
tests/alternate_solver_tests/test_solve_alternate.py
tests/dataGenerator_tests/profiling_DataGeneratorObservations.py
tests/dataGenerator_tests/test_CubicMeshPDENonStatio.py
tests/dataGenerator_tests/test_CubicMeshPDEStatio.py
tests/dataGenerator_tests/test_DataGeneratorODE.py
tests/dataGenerator_tests/test_DataGeneratorObservations.py
tests/dataGenerator_tests/test_DataGeneratorParameter.py
tests/dataGenerator_tests/test_sobol_method.py
tests/loss_tests/test_lossODE.py
tests/loss_tests/test_lossPDEnonstatio.py
tests/loss_tests/test_lossPDEstatio.py
tests/loss_tests/test_norm_loss.py
tests/nn_tests/test_hyperpinns.py
tests/nn_tests/test_mlp.py
tests/nn_tests/test_pinn.py
tests/nn_tests/test_ppinn_mlp.py
tests/nn_tests/test_smlp.py
tests/nn_tests/test_spinn.py
tests/operator_tests/test_divergence_fwd.py
tests/operator_tests/test_divergence_rev.py
tests/operator_tests/test_laplacian_fwd.py
tests/operator_tests/test_laplacian_rev.py
tests/operator_tests/test_vectorial_laplacian_fwd.py
tests/operator_tests/test_vectorial_laplacian_rev.py
tests/optimizer_tests/test_euclidean_gradient_equality.py
tests/optimizer_tests/test_heat_equation_ngd.py
tests/optimizer_tests/test_lbfgs.py
tests/optimizer_tests/test_ssbfgs.py
tests/parameters_tests/test_DerivativeKeysODE.py
tests/parameters_tests/test_params.py
tests/plot_tests/test_plot1D.py
tests/plot_tests/test_plot2D.py
tests/save_load_tests/test_saving_loading_hyperpinn.py
tests/save_load_tests/test_saving_loading_pinn.py
tests/save_load_tests/test_saving_loading_spinn.py
tests/sharding_tests/test_sharding.py
tests/solver_tests/euler_beam_x64.py
tests/solver_tests/test_Burgers_x64.py
tests/solver_tests/test_Fisher_x64.py
tests/solver_tests/test_GLV_x64.py
tests/solver_tests/test_NSPipeFlow_x64.py
tests/solver_tests/test_OU1D_statio_x64.py
tests/solver_tests/test_OU2D_x64.py
tests/solver_tests/test_ReactionDiffusion_nonhomo_x32.py
tests/solver_tests/test_last_non_nan_parameters.py
tests/solver_tests/test_nan_params_catch.py
tests/solver_tests/test_parameter_tracker.py
tests/solver_tests/test_rar_algorithm.py
tests/solver_tests_hyperpinn/test_NSPipeFlow_x64_hyperpinn.py
tests/solver_tests_hyperpinn/test_fo_linear_ode_x64_hyperpinn.py
tests/solver_tests_inverse/test_simple_inverse_pb.py
tests/solver_tests_spinn/test_Burgers_x64_spinn.py
tests/solver_tests_spinn/test_Fisher_x64_spinn.py
tests/solver_tests_spinn/test_NSPipeFlow_x64_spinn.py
tests/solver_tests_spinn/test_OU2D_x64_spinn.py
tests/solver_tests_spinn/test_ReactionDiffusion_nonhomo_x64_spinn.py
tests/utils_tests/test_solver_utils.py
tests/utils_tests/test_subtract_with_check.py
tests/validation_tests/test_vanilla_validation.py