LICENSE
README.md
pyproject.toml
src/omnibias/pinn/__init__.py
src/omnibias/pinn/characteristic.py
src/omnibias/pinn/plasma.py
src/omnibias/pinn/py.typed
src/omnibias/pinn/stack.py
src/omnibias/pinn/_core/__init__.py
src/omnibias/pinn/_core/components.py
src/omnibias/pinn/_core/constrained.py
src/omnibias/pinn/_core/coords.py
src/omnibias/pinn/_core/diagnostics.py
src/omnibias/pinn/_core/fbpinn.py
src/omnibias/pinn/_core/field_base.py
src/omnibias/pinn/_core/fluxform.py
src/omnibias/pinn/_core/interface.py
src/omnibias/pinn/_core/marching.py
src/omnibias/pinn/_core/multiscale.py
src/omnibias/pinn/_core/ops_registry.py
src/omnibias/pinn/_core/pde.py
src/omnibias/pinn/_core/registry.py
src/omnibias/pinn/_core/sigma_cache.py
src/omnibias/pinn/_core/state.py
src/omnibias/pinn/_core/view.py
src/omnibias/pinn/_core/weighting.py
src/omnibias/pinn/bem/__init__.py
src/omnibias/pinn/bem/_core.py
src/omnibias/pinn/bem/jax.py
src/omnibias/pinn/bem/torch.py
src/omnibias/pinn/certified/__init__.py
src/omnibias/pinn/certified/_sprint.py
src/omnibias/pinn/certified/anisotropic.py
src/omnibias/pinn/certified/boussinesq.py
src/omnibias/pinn/certified/ccf_hardy.py
src/omnibias/pinn/certified/dissipation_threshold.py
src/omnibias/pinn/certified/euler2d.py
src/omnibias/pinn/certified/fluid.py
src/omnibias/pinn/certified/fluid_fixtures.py
src/omnibias/pinn/certified/fluid_rigorous.py
src/omnibias/pinn/certified/fluid_rollout.py
src/omnibias/pinn/certified/forced_flat.py
src/omnibias/pinn/certified/ipm.py
src/omnibias/pinn/certified/machine.py
src/omnibias/pinn/certified/navier_stokes.py
src/omnibias/pinn/certified/pde.py
src/omnibias/pinn/certified/sqg.py
src/omnibias/pinn/certified/unforced.py
src/omnibias/pinn/certified/viscous_perturbation.py
src/omnibias/pinn/certified/weak_form.py
src/omnibias/pinn/domain/__init__.py
src/omnibias/pinn/domain/_core/__init__.py
src/omnibias/pinn/domain/_core/adf.py
src/omnibias/pinn/domain/_core/boundary.py
src/omnibias/pinn/domain/_core/sampling.py
src/omnibias/pinn/domain/_core/sdf.py
src/omnibias/pinn/domain/jax/__init__.py
src/omnibias/pinn/domain/jax/boundary_jax.py
src/omnibias/pinn/domain/jax/field.py
src/omnibias/pinn/domain/jax/sdf_jax.py
src/omnibias/pinn/domain/torch/__init__.py
src/omnibias/pinn/domain/torch/boundary_torch.py
src/omnibias/pinn/domain/torch/field.py
src/omnibias/pinn/domain/torch/sdf_torch.py
src/omnibias/pinn/extensions/__init__.py
src/omnibias/pinn/extensions/lim_along.py
src/omnibias/pinn/interface/__init__.py
src/omnibias/pinn/interface/_core.py
src/omnibias/pinn/interface/jax.py
src/omnibias/pinn/interface/torch.py
src/omnibias/pinn/inverse/__init__.py
src/omnibias/pinn/inverse/_core.py
src/omnibias/pinn/inverse/design.py
src/omnibias/pinn/inverse/observation.py
src/omnibias/pinn/jax/__init__.py
src/omnibias/pinn/jax/_ops_dispatch.py
src/omnibias/pinn/jax/characteristic.py
src/omnibias/pinn/jax/hilbert.py
src/omnibias/pinn/jax/hilbert_line.py
src/omnibias/pinn/jax/cage/__init__.py
src/omnibias/pinn/jax/cage/conservation.py
src/omnibias/pinn/jax/cage/constrained.py
src/omnibias/pinn/jax/cage/fluxform.py
src/omnibias/pinn/jax/cage/incompressible.py
src/omnibias/pinn/jax/cage/integral.py
src/omnibias/pinn/jax/diagnostics/__init__.py
src/omnibias/pinn/jax/diagnostics/field_stability.py
src/omnibias/pinn/jax/discovery/__init__.py
src/omnibias/pinn/jax/discovery/boussinesq.py
src/omnibias/pinn/jax/discovery/cap.py
src/omnibias/pinn/jax/discovery/ccf.py
src/omnibias/pinn/jax/discovery/ccf_hat_homotopy.py
src/omnibias/pinn/jax/discovery/ccf_line.py
src/omnibias/pinn/jax/discovery/ccf_vorticity.py
src/omnibias/pinn/jax/discovery/euler3d_axisym.py
src/omnibias/pinn/jax/discovery/funnel.py
src/omnibias/pinn/jax/discovery/ipm.py
src/omnibias/pinn/jax/discovery/lambda_laws.py
src/omnibias/pinn/jax/discovery/multistage.py
src/omnibias/pinn/jax/discovery/ns_core.py
src/omnibias/pinn/jax/discovery/observation.py
src/omnibias/pinn/jax/discovery/phase5_beyond.py
src/omnibias/pinn/jax/discovery/pipeline.py
src/omnibias/pinn/jax/discovery/pirate_hat.py
src/omnibias/pinn/jax/discovery/polish_mp.py
src/omnibias/pinn/jax/discovery/spectrum.py
src/omnibias/pinn/jax/discovery/train_gn.py
src/omnibias/pinn/jax/discovery/train_linf.py
src/omnibias/pinn/jax/equations/__init__.py
src/omnibias/pinn/jax/equations/_types.py
src/omnibias/pinn/jax/equations/biharmonic.py
src/omnibias/pinn/jax/equations/boussinesq_compactified.py
src/omnibias/pinn/jax/equations/boussinesq_selfsimilar.py
src/omnibias/pinn/jax/equations/burgers.py
src/omnibias/pinn/jax/equations/cahn_hilliard.py
src/omnibias/pinn/jax/equations/ccf_compactified.py
src/omnibias/pinn/jax/equations/ccf_dissipative.py
src/omnibias/pinn/jax/equations/cordoba_cordoba_fontelos.py
src/omnibias/pinn/jax/equations/heat.py
src/omnibias/pinn/jax/equations/integral.py
src/omnibias/pinn/jax/equations/ipm_selfsimilar.py
src/omnibias/pinn/jax/equations/kuramoto_sivashinsky.py
src/omnibias/pinn/jax/equations/navier_stokes.py
src/omnibias/pinn/jax/fields/__init__.py
src/omnibias/pinn/jax/fields/attention.py
src/omnibias/pinn/jax/fields/base.py
src/omnibias/pinn/jax/fields/chebyshev.py
src/omnibias/pinn/jax/fields/fbpinn.py
src/omnibias/pinn/jax/fields/jet_mlp.py
src/omnibias/pinn/jax/fields/multiscale.py
src/omnibias/pinn/jax/fields/one_layer.py
src/omnibias/pinn/jax/fields/spectral.py
src/omnibias/pinn/jax/losses/__init__.py
src/omnibias/pinn/jax/losses/asymptotic.py
src/omnibias/pinn/jax/losses/causal.py
src/omnibias/pinn/jax/losses/entropy.py
src/omnibias/pinn/jax/losses/interface.py
src/omnibias/pinn/jax/losses/ntk.py
src/omnibias/pinn/jax/losses/sobolev.py
src/omnibias/pinn/jax/losses/weighting.py
src/omnibias/pinn/jax/ops/__init__.py
src/omnibias/pinn/jax/ops/basic.py
src/omnibias/pinn/jax/ops/high_order.py
src/omnibias/pinn/jax/ops/nonlinear.py
src/omnibias/pinn/jax/ops/registry.py
src/omnibias/pinn/jax/ops/vector.py
src/omnibias/pinn/layered/__init__.py
src/omnibias/pinn/layered/jax.py
src/omnibias/pinn/layered/torch.py
src/omnibias/pinn/operator/__init__.py
src/omnibias/pinn/operator/_core/__init__.py
src/omnibias/pinn/operator/_core/branch.py
src/omnibias/pinn/operator/_core/conditioning.py
src/omnibias/pinn/operator/_core/integral_kernel.py
src/omnibias/pinn/operator/_core/parameter_jets.py
src/omnibias/pinn/operator/_core/sensors.py
src/omnibias/pinn/operator/_core/spec.py
src/omnibias/pinn/operator/_core/verified.py
src/omnibias/pinn/operator/jax/__init__.py
src/omnibias/pinn/operator/jax/data.py
src/omnibias/pinn/operator/jax/deeponet.py
src/omnibias/pinn/operator/jax/fno.py
src/omnibias/pinn/operator/jax/geometry.py
src/omnibias/pinn/operator/jax/integral_kernel.py
src/omnibias/pinn/operator/jax/losses.py
src/omnibias/pinn/operator/jax/parameter_jets.py
src/omnibias/pinn/operator/torch/__init__.py
src/omnibias/pinn/operator/torch/data.py
src/omnibias/pinn/operator/torch/deeponet.py
src/omnibias/pinn/operator/torch/fno.py
src/omnibias/pinn/operator/torch/geometry.py
src/omnibias/pinn/operator/torch/geometry_field.py
src/omnibias/pinn/operator/torch/integral_kernel.py
src/omnibias/pinn/operator/torch/losses.py
src/omnibias/pinn/operator/torch/parameter_jets.py
src/omnibias/pinn/partition/__init__.py
src/omnibias/pinn/partition/jax/__init__.py
src/omnibias/pinn/partition/jax/field.py
src/omnibias/pinn/partition/torch/__init__.py
src/omnibias/pinn/partition/torch/field.py
src/omnibias/pinn/solver/__init__.py
src/omnibias/pinn/solver/verify.py
src/omnibias/pinn/solver/_core/__init__.py
src/omnibias/pinn/solver/_core/arrays.py
src/omnibias/pinn/solver/_core/conditions.py
src/omnibias/pinn/solver/_core/domain.py
src/omnibias/pinn/solver/_core/guided_cinf.py
src/omnibias/pinn/solver/_core/hard.py
src/omnibias/pinn/solver/_core/honesty.py
src/omnibias/pinn/solver/_core/observations.py
src/omnibias/pinn/solver/_core/problems.py
src/omnibias/pinn/solver/_core/readout.py
src/omnibias/pinn/solver/_core/recursive.py
src/omnibias/pinn/solver/_core/sampling.py
src/omnibias/pinn/solver/_core/system.py
src/omnibias/pinn/solver/_core/taxonomy.py
src/omnibias/pinn/solver/_core/unknowns.py
src/omnibias/pinn/solver/jax/__init__.py
src/omnibias/pinn/solver/jax/_solution.py
src/omnibias/pinn/solver/jax/assemble.py
src/omnibias/pinn/solver/jax/evolution.py
src/omnibias/pinn/solver/jax/fields.py
src/omnibias/pinn/solver/jax/integrators.py
src/omnibias/pinn/solver/jax/readout.py
src/omnibias/pinn/solver/jax/spectral.py
src/omnibias/pinn/solver/jax/steady.py
src/omnibias/pinn/solver/jax/stiff.py
src/omnibias/pinn/solver/torch/__init__.py
src/omnibias/pinn/solver/torch/_solution.py
src/omnibias/pinn/solver/torch/assemble.py
src/omnibias/pinn/solver/torch/evolution.py
src/omnibias/pinn/solver/torch/fields.py
src/omnibias/pinn/solver/torch/integrators.py
src/omnibias/pinn/solver/torch/inverse.py
src/omnibias/pinn/solver/torch/readout.py
src/omnibias/pinn/solver/torch/spectral.py
src/omnibias/pinn/solver/torch/steady.py
src/omnibias/pinn/solver/torch/stiff.py
src/omnibias/pinn/torch/__init__.py
src/omnibias/pinn/torch/_ops_dispatch.py
src/omnibias/pinn/torch/characteristic.py
src/omnibias/pinn/torch/hilbert.py
src/omnibias/pinn/torch/hilbert_line.py
src/omnibias/pinn/torch/cage/__init__.py
src/omnibias/pinn/torch/cage/conservation.py
src/omnibias/pinn/torch/cage/constrained.py
src/omnibias/pinn/torch/cage/fluxform.py
src/omnibias/pinn/torch/cage/incompressible.py
src/omnibias/pinn/torch/cage/integral.py
src/omnibias/pinn/torch/diagnostics/__init__.py
src/omnibias/pinn/torch/diagnostics/field_stability.py
src/omnibias/pinn/torch/discovery/__init__.py
src/omnibias/pinn/torch/discovery/ccf_vorticity_neural.py
src/omnibias/pinn/torch/discovery/multistage.py
src/omnibias/pinn/torch/equations/__init__.py
src/omnibias/pinn/torch/equations/_types.py
src/omnibias/pinn/torch/equations/biharmonic.py
src/omnibias/pinn/torch/equations/boussinesq_compactified.py
src/omnibias/pinn/torch/equations/boussinesq_selfsimilar.py
src/omnibias/pinn/torch/equations/burgers.py
src/omnibias/pinn/torch/equations/cahn_hilliard.py
src/omnibias/pinn/torch/equations/ccf_compactified.py
src/omnibias/pinn/torch/equations/ccf_dissipative.py
src/omnibias/pinn/torch/equations/cordoba_cordoba_fontelos.py
src/omnibias/pinn/torch/equations/heat.py
src/omnibias/pinn/torch/equations/integral.py
src/omnibias/pinn/torch/equations/ipm_selfsimilar.py
src/omnibias/pinn/torch/equations/kuramoto_sivashinsky.py
src/omnibias/pinn/torch/equations/navier_stokes.py
src/omnibias/pinn/torch/fields/__init__.py
src/omnibias/pinn/torch/fields/attention.py
src/omnibias/pinn/torch/fields/base.py
src/omnibias/pinn/torch/fields/chebyshev.py
src/omnibias/pinn/torch/fields/fbpinn.py
src/omnibias/pinn/torch/fields/jet_mlp.py
src/omnibias/pinn/torch/fields/multiscale.py
src/omnibias/pinn/torch/fields/one_layer.py
src/omnibias/pinn/torch/fields/spectral.py
src/omnibias/pinn/torch/losses/__init__.py
src/omnibias/pinn/torch/losses/asymptotic.py
src/omnibias/pinn/torch/losses/causal.py
src/omnibias/pinn/torch/losses/entropy.py
src/omnibias/pinn/torch/losses/interface.py
src/omnibias/pinn/torch/losses/ntk.py
src/omnibias/pinn/torch/losses/sobolev.py
src/omnibias/pinn/torch/losses/weighting.py
src/omnibias/pinn/torch/ops/__init__.py
src/omnibias/pinn/torch/ops/basic.py
src/omnibias/pinn/torch/ops/high_order.py
src/omnibias/pinn/torch/ops/nonlinear.py
src/omnibias/pinn/torch/ops/registry.py
src/omnibias/pinn/torch/ops/vector.py
src/omnibias/pinn/train/__init__.py
src/omnibias/pinn/train/_core/__init__.py
src/omnibias/pinn/train/_core/bands.py
src/omnibias/pinn/train/_core/causality.py
src/omnibias/pinn/train/_core/depth_residual.py
src/omnibias/pinn/train/_core/guards.py
src/omnibias/pinn/train/jax/__init__.py
src/omnibias/pinn/train/jax/depth_residual.py
src/omnibias/pinn/train/jax/march.py
src/omnibias/pinn/train/torch/__init__.py
src/omnibias/pinn/train/torch/depth_residual.py
src/omnibias/pinn/train/torch/march.py
src/omnibias/pinn/transform/__init__.py
src/omnibias/pinn/transform/jax.py
src/omnibias/pinn/transform/torch.py
src/omnibias/pinn/travelling/__init__.py
src/omnibias/pinn/travelling/jax.py
src/omnibias/pinn/travelling/torch.py
src/omnibias_pinn.egg-info/PKG-INFO
src/omnibias_pinn.egg-info/SOURCES.txt
src/omnibias_pinn.egg-info/dependency_links.txt
src/omnibias_pinn.egg-info/requires.txt
src/omnibias_pinn.egg-info/top_level.txt
tests/test_bem.py
tests/test_characteristic.py
tests/test_design_selection.py
tests/test_e_optimal_design.py
tests/test_integral_kernel.py
tests/test_interface_field.py
tests/test_inverse_api.py
tests/test_ipm_radii.py
tests/test_layered.py
tests/test_likelihood_observation_information.py
tests/test_observation_geometry.py
tests/test_plasma.py
tests/test_stack_design.py
tests/test_transform.py
tests/test_travelling.py