AUTHORS.rst
CONTRIBUTING.rst
DESCRIPTION.md
HISTORY.rst
LICENSE
MANIFEST.in
README.rst
pyproject.toml
setup.py
docs/conf.py
docs/index.rst
docs/make.bat
docs/source/quickstart.rst
docs/source/_modules/simulai.abstract.rst
docs/source/_modules/simulai.activations.rst
docs/source/_modules/simulai.batching.rst
docs/source/_modules/simulai.file.rst
docs/source/_modules/simulai.io.rst
docs/source/_modules/simulai.mesh.rst
docs/source/_modules/simulai.metrics.rst
docs/source/_modules/simulai.normalization.rst
docs/source/_modules/simulai.parallel.rst
docs/source/_modules/simulai.simulation.rst
docs/source/_modules/simulai.special.rst
docs/source/_modules/simulai.tokens.rst
docs/source/_package/simulai.math.rst
docs/source/_package/simulai.models.rst
docs/source/_package/simulai.optimization.rst
docs/source/_package/simulai.regression.rst
docs/source/_package/simulai.residuals.rst
docs/source/_package/simulai.rom.rst
docs/source/_package/simulai.sampling.rst
docs/source/_package/simulai.utilities.rst
examples/Autoencoder/scripts/autoencoder_2d.py
examples/Autoencoder/scripts/autoencoder_variational_2d.py
examples/Autoencoder/scripts/data_representation.py
examples/Autoencoder/scripts/dense_autoencoder.py
examples/Autoencoder/scripts/kae_autoencoder.py
examples/Autoencoder/scripts/mnist_autoencoder_variational_2d.py
examples/Autoencoder/scripts/restore_dense_autoencoder.py
examples/Autoencoder/scripts/test_manufactured_autoencoder_1d.py
examples/Conv1D/scripts/manufactured_increase_resolution.py
examples/Conv2D/scripts/mnist_basics.py
examples/Conv2D/scripts/mnist_increase_resolution.py
examples/DeepONet/Inhomogeneous/timeint_DeepONet_inhomogeneous_pinn.py
examples/DeepONet/Lorenz/scripts/lorenz_63_integrator_deeponet.py
examples/DeepONet/Lorenz/scripts/timeint_DeepONet_Lorenz63_pinn.py
examples/DeepONet/Lorenz63/timeint_DeepONet_lorenz63_pinn.py
examples/DeepONet/Lorenz96/scripts/lorenz_96_deeponet.py
examples/DeepONet/Lotka-Volterra/scripts/DeepONet_Lotka_Volterra.py
examples/DeepONet/Lotka-Volterra/scripts/Lotka_Volterra.py
examples/DeepONet/Lotka-Volterra/scripts/eval_lv.py
examples/DeepONet/Lotka-Volterra/scripts/timeint_DeepONet_Lotka_Volterra_pinn.py
examples/DeepONet/ROBER/ROBER.py
examples/DeepONet/ROBER/eval_rober.py
examples/DeepONet/ROBER/timeint_DeepONet_rober_pinn.py
examples/DeepONet/miscellaneous/scripts/grf_deeponet.py
examples/DeepONet/miscellaneous/scripts/lorenz_system_pytorch_deeponet_diff.py
examples/DeepONet/miscellaneous/scripts/lorenz_system_pytorch_deeponet_timeint.py
examples/DeepONet/miscellaneous/scripts/lorenz_system_pytorch_deeponet_timeint_pinn.py
examples/DeepONet/miscellaneous/scripts/multi_grf_deeponet.py
examples/DeepONet/miscellaneous/scripts/oscillator_pytorch_deeponet.py
examples/DeepONet/miscellaneous/scripts/rober_system_pytorch_deeponet_moe_improved_timeint.py
examples/DeepONet/miscellaneous/scripts/rober_system_pytorch_deeponet_moe_timeint.py
examples/DeepONet/miscellaneous/scripts/rober_system_pytorch_deeponet_timeint.py
examples/DeepONet/miscellaneous/scripts/sinoidal_pytorch_deeponet.py
examples/Dense/miscellaneous/scripts/data_representation.py
examples/Dense/miscellaneous/scripts/hyper_lorenz_system_pytorch.py
examples/Dense/miscellaneous/scripts/lorenz_system_pytorch.py
examples/Dense/miscellaneous/scripts/restore_data_representation.py
examples/ELM/elm_nonlinear.py
examples/ESN-RC/scripts/esn_rc_lorenz.py
examples/ESN-RC/scripts/hyper_independent_esn.py
examples/ESN-RC/scripts/independent_esn_mpi.py
examples/ESN-RC/scripts/independent_esn_mpi_optuna.py
examples/ESN-RC/scripts/independent_esn_rc_nonlinear_forcing.py
examples/MapValid/lat_long.py
examples/MapValid/map_valid_reshaper.py
examples/OpInf/scripts/lorenz_63_chaotic.py
examples/OpInf/scripts/lorenz_96_chaotic.py
examples/OpInf/scripts/lorenz_96_chaotic_multiple.py
examples/OpInf/scripts/lorenz_96_discrepancy.py
examples/OpInf/scripts/lorenz_96_stability.py
examples/OpInf/scripts/opinf_generate_matrices.py
examples/OpInf/scripts/opinf_nonlinear_closure.py
examples/OpInf/scripts/opinf_nonlinear_forcing.py
examples/OpInf/scripts/opinf_nonlinear_hyper.py
examples/OpInf/scripts/opinf_nonlinear_mpi.py
examples/OpInf/scripts/opinf_nonlinear_network.py
examples/OpInf/scripts/plot_envelope.py
examples/OpInf/scripts/plot_errors.py
examples/OpInf/scripts/quasi_quadratic_manifold.py
examples/OpInf/scripts/svd_lorenz_96_chaotic.py
examples/PINN/scripts/allen_cahn_system_pytorch_pinn.py
examples/PINN/scripts/burgers_system_pytorch_pinn.py
examples/PINN/scripts/lorenz_system_pytorch_pinn.py
examples/PINN/scripts/lotka_volterra_system_pytorch_pinn.py
examples/PINN/scripts/lotka_volterra_system_pytorch_time_int_pinn.py
examples/PINN/scripts/manufactured_system_pytorch_pinn.py
examples/PINN/scripts/pendulum_system_pytorch_pinn.py
examples/Pipeline/evaluate_pipeline_romy_predict.py
examples/Pipeline/test_derivative_pipeline_romy_predict.py
examples/Pipeline/test_model_romy_pipeline.py
examples/Pipeline/test_pipeline_romy_predict.py
examples/QQM/scripts/opinf_qqm.py
examples/QQM/scripts/qqm_benchmark.py
examples/QQM/scripts/quasi_quadratic_manifold_h5.py
examples/QQM/scripts/quasi_quadratic_manifold_pca.py
examples/RBF/lorenz_system_pytorch.py
examples/Sampling/scripts/hamiltonian_sampling_MNIST.py
examples/Simple_models/test_model_romy.py
examples/Simple_models/test_model_romy_projection.py
examples/Simple_models/test_model_romy_reshapeless_projection.py
scalability_tests/scripts/test_dist_data_parallel.py
scalability_tests/scripts/test_opinf_mpi.py
scripts/header.py
simulai/__init__.py
simulai/abstract.py
simulai/activations.py
simulai/batching.py
simulai/file.py
simulai/io.py
simulai/mesh.py
simulai/metrics.py
simulai/normalization.py
simulai/parallel.py
simulai/simulation.py
simulai/special.py
simulai/tokens.py
simulai/math/__init__.py
simulai/math/differentiation.py
simulai/math/expressions.py
simulai/math/filtering.py
simulai/math/integration.py
simulai/math/kansas.py
simulai/math/products.py
simulai/math/progression.py
simulai/math/quadratures.py
simulai/math/spaces.py
simulai/models/__init__.py
simulai/models/_models.py
simulai/models/_pytorch_models/__init__.py
simulai/models/_pytorch_models/_autoencoder.py
simulai/models/_pytorch_models/_deeponet.py
simulai/models/_pytorch_models/_miscellaneous.py
simulai/optimization/__init__.py
simulai/optimization/_builtin.py
simulai/optimization/_builtin_pytorch.py
simulai/optimization/_losses.py
simulai/optimization/_optimization.py
simulai/regression/__init__.py
simulai/regression/_affine.py
simulai/regression/_elm.py
simulai/regression/_esn.py
simulai/regression/_extended_opinf.py
simulai/regression/_opinf.py
simulai/regression/_pinv.py
simulai/regression/_pytorch/__init__.py
simulai/regression/_pytorch/_conv.py
simulai/regression/_pytorch/_dense.py
simulai/regression/_pytorch/_koopman.py
simulai/regression/_pytorch/_numpy.py
simulai/regression/_pytorch/_opinf.py
simulai/regression/_pytorch/_rbf.py
simulai/residuals/__init__.py
simulai/residuals/_pytorch_residuals.py
simulai/rom/__init__.py
simulai/rom/_rom.py
simulai/sampling/__init__.py
simulai/sampling/_hamiltonian_sampling.py
simulai/templates/__init__.py
simulai/templates/_pytorch_network.py
simulai/templates/_templates.py
simulai/utilities/__init__.py
simulai/utilities/_makedirs_to_file.py
simulai/utilities/_tmp_dir.py
simulai/utilities/opinf_deviation.py
simulai/workflows/__init__.py
simulai/workflows/_cloud_object_storage.py
simulai/workflows/_esn_modelpool_train.py
simulai/workflows/_extrapolation.py
simulai/workflows/_h5_comparison.py
simulai/workflows/_h5_ipod.py
simulai/workflows/_neural_net_timeint.py
simulai/workflows/_parametric_hyperopt.py
simulai_toolkit.egg-info/PKG-INFO
simulai_toolkit.egg-info/SOURCES.txt
simulai_toolkit.egg-info/dependency_links.txt
simulai_toolkit.egg-info/requires.txt
simulai_toolkit.egg-info/top_level.txt
tests/README.md
tests/PINN/test_deep_operator_pinn.py
tests/PINN/test_vanilla_pinn.py
tests/PINN/runs/Jan25_12-20-21_localhost.localdomain/events.out.tfevents.1674660021.localhost.localdomain.31258.0
tests/PINN/runs/Jan25_12-24-29_localhost.localdomain/events.out.tfevents.1674660269.localhost.localdomain.31686.0
tests/PINN/runs/Jan25_12-25-23_localhost.localdomain/events.out.tfevents.1674660323.localhost.localdomain.31741.0
tests/PINN/runs/Jan25_12-29-24_localhost.localdomain/events.out.tfevents.1674660564.localhost.localdomain.32158.0
tests/PINN/runs/Jan26_09-35-37_localhost.localdomain/events.out.tfevents.1674736537.localhost.localdomain.17480.0
tests/PINN/runs/Jan26_09-35-38_localhost.localdomain/events.out.tfevents.1674736538.localhost.localdomain.17480.1
tests/devices/test_network_devices.py
tests/math/test_LSODA.py
tests/math/test_RK4.py
tests/math/test_RKF78.py
tests/math/test_collocation_derivative.py
tests/math/test_kansas.py
tests/math/test_metrics.py
tests/math/test_products.py
tests/math/test_spaces.py
tests/metrics/test_mahalanobis.py
tests/metrics/test_pointwise.py
tests/metrics/test_rosenstein_kantz.py
tests/network/test_conv_1d.py
tests/network/test_conv_2d.py
tests/network/test_deeponet.py
tests/network/test_dense.py
tests/network/test_elm.py
tests/network/test_flexible_deeponet.py
tests/network/test_improved_deeponet.py
tests/network/test_moe_pool.py
tests/network/test_residual_cnn.py
tests/network/test_template_gen.py
tests/network/utils.py
tests/normalization/test_normalization.py
tests/opinf/test_extended_opinf_operators_construction.py
tests/opinf/test_opinf_operators_construction.py
tests/parallelism/test_modelpool_affinemapping.py
tests/parallelism/test_modelpool_esn.py
tests/postprocessing/test_batchwise_extrapolation.py
tests/preprocessing/test_batch_copy.py
tests/preprocessing/test_batching.py
tests/preprocessing/test_kmeans.py
tests/preprocessing/test_mapvalid.py
tests/preprocessing/test_meanevaluation.py
tests/preprocessing/test_minmax.py
tests/preprocessing/test_moving_window.py
tests/preprocessing/test_reshaper.py
tests/preprocessing/test_sampler.py
tests/rbf/test_rbf.py
tests/residuals/test_symbolicoperator.py
tests/rom/test_cnn_autoencoder.py
tests/rom/test_dmd_decomposition.py
tests/rom/test_gappy_pca_decomposition.py
tests/rom/test_hosvd.py
tests/rom/test_ipca_datapreparer.py
tests/rom/test_ipca_decomposition.py
tests/rom/test_koopman_autoencoder.py
tests/rom/test_mlp_autoencoder.py
tests/rom/test_pca_decomposition.py
tests/rom/test_qqm.py