pyapprox
Flexible and efficient tools for high-dimensional approximation, scientific machine learning and uncertainty quantification.
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최종 버전 다운로드 (.zip)- architecture.yml
- docs.yml
- lint.yml
- publish.yml
- security.yml
- tests.yml
- __init__.py
- conjugate_gaussian.py
- lognormal_avar_objective.py
- __init__.py
- generator.py
- manager.py
- __init__.py
- avar.py
- base.py
- entropic.py
- standard_deviation.py
- __init__.py
- kl_diagnostics.py
- prediction_diagnostics.py
- utils.py
- __init__.py
- evidence.py
- __init__.py
- compute.py
- compute_numba.py
- compute_torch.py
- dispatch.py
- gaussian.py
- parallel_gaussian.py
- __init__.py
- functional.py
- model.py
- residual.py
- __init__.py
- a_optimal.py
- base.py
- c_optimal.py
- d_optimal.py
- g_optimal.py
- i_optimal.py
- r_optimal.py
- __init__.py
- base.py
- least_squares.py
- quantile.py
- __init__.py
- criterion.py
- design_matrices.py
- solver.py
- __init__.py
- avar_solver.py
- base.py
- minimax_solver.py
- scipy_solver.py
- __init__.py
- factory.py
- __init__.py
- d_optimal_linear.py
- factory.py
- kl_objective.py
- parallel_kl_objective.py
- prediction_factory.py
- prediction_objective.py
- __init__.py
- deviation.py
- evidence.py
- likelihood.py
- objective.py
- oed.py
- prediction.py
- quadrature.py
- __init__.py
- gaussian.py
- monte_carlo.py
- oed.py
- strategies.py
- __init__.py
- brute_force.py
- convenience.py
- relaxed.py
- __init__.py
- utils.py
- __init__.py
- _torch_loss.py
- least_squares.py
- optimizer.py
- results.py
- torch_quadrature_fitter.py
- torch_sgd_fitter.py
- __init__.py
- basis_factory.py
- basis_interp.py
- basis_state.py
- density.py
- evolving_vf.py
- linear_path.py
- nn_vf.py
- objective.py
- ode_adapter.py
- protocols.py
- quad_data.py
- samplers.py
- time_weight.py
- __init__.py
- __init__.py
- base.py
- derivative_checker.py
- protocols.py
- wrappers.py
- __init__.py
- function.py
- hessian.py
- jacobian.py
- __init__.py
- numpy_function_factory.py
- wrappers.py
- __init__.py
- factory.py
- protocols.py
- validation.py
- wrappers.py
- __init__.py
- pair_plot.py
- plot1d.py
- plot2d_general.py
- plot2d_rectangular.py
- __init__.py
- function.py
- hessian.py
- jacobian.py
- validation.py
- __init__.py
- bounded.py
- gaussian.py
- marginal.py
- plots.py
- protocols.py
- __init__.py
- marginalize.py
- timing.py
- __init__.py
- batch_utils.py
- config.py
- factory.py
- function_protocols.py
- futures_backend.py
- joblib_backend.py
- mixins.py
- mpire_backend.py
- protocols.py
- tensor_utils.py
- __init__.py
- client.py
- __init__.py
- finite_difference.py
- work_tracker.py
- __init__.py
- __init__.py
- conversions.py
- factor.py
- inference.py
- network.py
- scope.py
- __init__.py
- beta.py
- dirichlet.py
- gaussian.py
- __init__.py
- full_rank.py
- hessian_operators.py
- low_rank.py
- __init__.py
- log_unnormalized.py
- __init__.py
- conjugate.py
- forward_model.py
- laplace.py
- posterior.py
- pushforward.py
- __init__.py
- gaussian.py
- prediction.py
- __init__.py
- diagnostics.py
- dram.py
- hmc.py
- metropolis.py
- #amortization.py#
- __init__.py
- convergence.py
- convergence_protocols.py
- elbo.py
- fitter.py
- importance_diagnostics.py
- inexact_elbo.py
- protocols.py
- summary.py
- __init__.py
- __init__.py
- forward_euler.py
- heun.py
- protocols.py
- __init__.py
- all_states_endpoint.py
- endpoint.py
- mse.py
- protocols.py
- __init__.py
- backward_euler.py
- crank_nicolson.py
- implicit_midpoint.py
- integrator.py
- __init__.py
- adjoint.py
- core.py
- default_newton_jacobian.py
- hvp.py
- implicit.py
- quadrature.py
- sensitivity.py
- __init__.py
- check_derivatives.py
- storage.py
- time_adjoint_hvp.py
- __init__.py
- base.py
- ode_residual.py
- time_stepping.py
- type_guards.py
- __init__.py
- config.py
- linear_operator.py
- mass_matrix.py
- step_context.py
- __init__.py
- analytic.py
- __init__.py
- greedy.py
- __init__.py
- box.py
- __init__.py
- acquisition_optimizer.py
- convergence.py
- fitter_adapter.py
- hp_schedule.py
- math_utils.py
- optimizer.py
- protocols.py
- state.py
- __init__.py
- mean_squared_error.py
- protocols.py
- subset_of_states.py
- tikhonov_mean_squared_error.py
- weighted_sum.py
- __init__.py
- check_derivatives.py
- operator_with_hvp.py
- operator_with_jacobian.py
- protocols.py
- sensitivities.py
- storage.py
- __init__.py
- protocols.py
- state_equations_with_autograd.py
- wrappers.py
- __init__.py
- __init__.py
- base.py
- least_squares.py
- quantile.py
- sparse.py
- __init__.py
- cg.py
- pcg.py
- __init__.py
- jacobi.py
- __init__.py
- direct.py
- protocols.py
- __init__.py
- adam_optimizer.py
- torch_adam_optimizer.py
- __init__.py
- constraint.py
- objective.py
- optimizer.py
- protocols.py
- __init__.py
- chained_optimizer.py
- protocols.py
- __init__.py
- linear.py
- protocols.py
- sample_average.py
- validation.py
- __init__.py
- fixed.py
- monte_carlo.py
- protocols.py
- qmc.py
- quadrature.py
- wrapper.py
- __init__.py
- constraint.py
- objective.py
- optimizer.py
- protocols.py
- __init__.py
- protocols.py
- validation.py
- __init__.py
- rol_optimizer.py
- rol_result.py
- rol_wrappers.py
- __init__.py
- diffevol.py
- direct.py
- lbfgsb.py
- scipy_constraint_factory.py
- scipy_result.py
- slsqp.py
- trust_constr.py
- __init__.py
- differentiable_approximations.py
- protocols.py
- result.py
- result_protocol.py
- utils.py
- __init__.py
- __init__.py
- basis_1d.py
- basis_2d.py
- basis_3d.py
- derivative.py
- nodes.py
- __init__.py
- tensor_product.py
- __init__.py
- dirichlet.py
- hyperelastic_traction.py
- neumann.py
- normal_operators.py
- periodic.py
- robin.py
- __init__.py
- sympy_field.py
- __init__.py
- steady.py
- transient.py
- __init__.py
- elasticity_2d.py
- point_evaluation.py
- strain_energy_1d.py
- subdomain_integral.py
- __init__.py
- advection_diffusion.py
- base.py
- burgers.py
- helmholtz.py
- hyperelasticity.py
- linear_elasticity.py
- mixins.py
- reaction_diffusion.py
- shallow_ice.py
- shallow_shelf.py
- shallow_wave.py
- stokes.py
- __init__.py
- affine.py
- chained.py
- elliptical.py
- polar.py
- spherical.py
- sympy_transform.py
- __init__.py
- base.py
- cartesian_1d.py
- cartesian_2d.py
- cartesian_3d.py
- transformed.py
- __init__.py
- differential.py
- field.py
- jacobian_types.py
- __init__.py
- neo_hookean.py
- protocols.py
- registry.py
- __init__.py
- advection_diffusion.py
- base.py
- burgers.py
- fitzhugh_nagumo.py
- helmholtz.py
- hyperelasticity.py
- linear_elasticity.py
- reaction_diffusion.py
- shallow_ice.py
- shallow_shelf.py
- shallow_wave.py
- __init__.py
- stress.py
- __init__.py
- basis.py
- boundary.py
- mesh.py
- operators.py
- physics.py
- __init__.py
- collocation_quadrature.py
- collocation_quadrature_2d.py
- __init__.py
- bc_time_residual_adapter.py
- collocation_model.py
- physics_adapter.py
- __init__.py
- __init__.py
- poisson_1d.py
- __init__.py
- basis.py
- interface.py
- interpolation.py
- __init__.py
- decomposition.py
- interface.py
- subdomain.py
- __init__.py
- dtn_jacobian.py
- dtn_residual.py
- dtn_solver.py
- __init__.py
- flux.py
- wrapper.py
- __init__.py
- __init__.py
- basis_expansion.py
- kle_factory.py
- mesh_kle_field_map.py
- protocol.py
- scalar.py
- transformed.py
- __init__.py
- lagrange.py
- vector_lagrange.py
- __init__.py
- implementations.py
- manufactured.py
- __init__.py
- adapter.py
- __init__.py
- obstructed.py
- structured.py
- unstructured.py
- __init__.py
- advection_diffusion.py
- bc_mixin.py
- burgers.py
- composite_hyperelasticity.py
- composite_linear_elasticity.py
- euler_bernoulli.py
- galerkin_base.py
- helmholtz.py
- helpers.py
- hyperelasticity.py
- stokes.py
- __init__.py
- elasticity.py
- __init__.py
- basis.py
- boundary.py
- mesh.py
- physics.py
- __init__.py
- steady_state.py
- __init__.py
- constrained_residual.py
- explicit_adapter.py
- galerkin_model.py
- physics_adapter.py
- stokes_time_stepper.py
- __init__.py
- bilaplacian.py
- __init__.py
- composite.py
- diffusion.py
- forcing.py
- galerkin_lame.py
- hyperelastic_lame.py
- lame.py
- protocol.py
- reaction.py
- __init__.py
- diffusion.py
- elastic_bar_1d.py
- hyperelastic_bar_1d.py
- hyperelastic_cylinder_2d.py
- pressurized_cylinder_2d.py
- __init__.py
- sparse_utils.py
- __init__.py
- beta.py
- copula_sas.py
- gamma.py
- gaussian.py
- joint.py
- multivariate_gaussian.py
- protocols.py
- __init__.py
- clayton.py
- frank.py
- gaussian.py
- gumbel.py
- protocols.py
- registry.py
- __init__.py
- cholesky.py
- protocols.py
- __init__.py
- dvine.py
- helpers.py
- __init__.py
- distribution.py
- gaussian.py
- kl_divergence.py
- protocols.py
- __init__.py
- dense.py
- diagonal.py
- operator.py
- __init__.py
- canonical.py
- core.py
- dense.py
- diagonal.py
- operator.py
- plot.py
- __init__.py
- group_independent.py
- independent.py
- __init__.py
- gaussian.py
- model_based.py
- parallel_diagonal_gaussian.py
- __init__.py
- __init__.py
- covariance.py
- distribution.py
- likelihood.py
- transform.py
- __init__.py
- gaussian.py
- lognormal.py
- __init__.py
- gaussian.py
- nataf.py
- rosenblatt.py
- __init__.py
- beta.py
- discrete.py
- gamma.py
- gaussian.py
- sas_normal.py
- scipy_continuous.py
- scipy_discrete.py
- uniform.py
- __init__.py
- __init__.py
- avar.py
- avar_compute.py
- avar_dispatch.py
- avar_numba.py
- base.py
- entropic_risk.py
- exact_avar.py
- mean.py
- mean_plus_stdev.py
- ssd.py
- var.py
- variance.py
- __init__.py
- morris.py
- __init__.py
- base.py
- bin_based.py
- pce.py
- sample_based.py
- sparsegrid.py
- __init__.py
- plots.py
- protocols.py
- __init__.py
- _recursion_indices.py
- allocation.py
- base.py
- optimization.py
- result.py
- search.py
- strategies.py
- utils.py
- variants.py
- __init__.py
- aetcblue.py
- aetcmc.py
- base.py
- __init__.py
- tree_enumeration.py
- __init__.py
- allocation.py
- base.py
- brute_force.py
- mean_guided.py
- mlblue.py
- mlblue_optimizer.py
- optimization.py
- result.py
- search.py
- utils.py
- variable_space.py
- variants.py
- __init__.py
- _cv_math.py
- allocation.py
- cv_estimator.py
- mc_estimator.py
- plotting.py
- protocols.py
- search.py
- statistics.py
- strategies.py
- __init__.py
- compute.py
- compute_numba.py
- compute_torch.py
- dispatch.py
- kernel_basis.py
- multiindex.py
- orthonormal_poly.py
- quadrature_rules.py
- __init__.py
- adaptive_pce.py
- basis_pursuit.py
- bayesian.py
- bpdn.py
- conservative.py
- entropic.py
- gradient_enhanced.py
- least_squares.py
- omp.py
- omp_cv.py
- pce_cv.py
- quantile.py
- results.py
- ridge.py
- stochastic_dominance.py
- __init__.py
- base.py
- crossvalidation.py
- losses.py
- pce.py
- pce_arithmetic.py
- pce_density.py
- pce_marginalize.py
- pce_statistics.py
- trigonometric.py
- #basis_generator.py#
- __init__.py
- adaptive.py
- admissibility.py
- basis_generator.py
- generators.py
- growth_rules.py
- plot.py
- priority_queue.py
- refinement.py
- utils.py
- #univariate.py#
- __init__.py
- multivariate.py
- protocols.py
- univariate.py
- weighting.py
- __init__.py
- adaptive.py
- basis1d.py
- expansion.py
- index.py
- multivariate_basis.py
- quadrature.py
- refinement.py
- solver.py
- __init__.py
- __init__.py
- continuous_numeric.py
- discrete.py
- hermite.py
- jacobi.py
- laguerre.py
- monomial_conversion.py
- numeric.py
- orthopoly_base.py
- quadrature.py
- __init__.py
- cubic.py
- dynamic.py
- left_constant.py
- linear.py
- mid_constant.py
- protocols.py
- quadratic.py
- right_constant.py
- __init__.py
- bspline.py
- factory.py
- lagrange.py
- lagrange_dispatch.py
- lagrange_numba.py
- lagrange_torch.py
- monomial.py
- registry.py
- transformed.py
- transforms.py
- trigonometric.py
- __init__.py
- __init__.py
- cubic.py
- left_constant.py
- linear.py
- mid_constant.py
- protocols.py
- quadratic.py
- right_constant.py
- __init__.py
- __init__.py
- fixed_poisson_variable_hamiltonian_fitter.py
- trajectory_matching_fitter.py
- variable_poisson_fixed_hamiltonian_fitter.py
- __init__.py
- derivative_matching.py
- trajectory_matching.py
- __init__.py
- fixed_poisson_variable_hamiltonian.py
- variable_poisson_fixed_hamiltonian.py
- __init__.py
- batched_ode_residual.py
- dataset.py
- encoders.py
- protocols.py
- __init__.py
- mse_fitter.py
- results.py
- __init__.py
- marginalization.py
- moments.py
- sensitivity.py
- __init__.py
- additive.py
- als_fitter.py
- compute.py
- core.py
- functiontrain.py
- losses.py
- pce_core.py
- pce_functiontrain.py
- __init__.py
- adaptive_gp_builder.py
- candidate_generator.py
- cholesky_sampler.py
- ivar_sampler.py
- multioutput_ivar_sampler.py
- protocols.py
- sampling_schedule.py
- sobol_sampler.py
- __init__.py
- builders.py
- deep_gp.py
- initializers.py
- input_builder.py
- layer.py
- propagator.py
- quadrature.py
- single_layer_loss.py
- __init__.py
- composition.py
- deep_gp_fitter.py
- fixed_hyperparameter_fitter.py
- incremental_fitter.py
- maximum_likelihood_fitter.py
- multioutput_fitter.py
- nargp_fitter.py
- results.py
- variational_fitter.py
- __init__.py
- inducing_points.py
- titsias.py
- variational_distribution.py
- __init__.py
- gaussian.py
- protocol.py
- __init__.py
- decompose.py
- ensemble.py
- gp_dimension_reducer.py
- integrals.py
- integrals_1d.py
- marginalization.py
- moments.py
- protocols.py
- sensitivity.py
- validation.py
- __init__.py
- data.py
- deep_gp_loss.py
- exact.py
- exact_nargp.py
- gp_loss.py
- input_transform.py
- loss.py
- mean_functions.py
- multioutput.py
- multioutput_data.py
- output_transform.py
- protocols.py
- torch_exact.py
- torch_multioutput.py
- torch_variational.py
- variational.py
- variational_loss.py
- __init__.py
- identity.py
- pca.py
- __init__.py
- maximum_likelihood_fitter.py
- results.py
- __init__.py
- factory.py
- multioutput_kernel.py
- scalar_kernel.py
- __init__.py
- protocols.py
- surrogate.py
- __init__.py
- covariance_hyperparameter.py
- dag_kernel.py
- independent.py
- linear_coregionalization.py
- multilevel.py
- protocols.py
- __init__.py
- base.py
- constant.py
- iid_gaussian_noise.py
- kernel_on_dimensions.py
- linear.py
- matern.py
- matern_numba.py
- nugget.py
- plot_kernel_matrix.py
- protocols.py
- scalings.py
- torch_matern.py
- __init__.py
- analytical.py
- data_driven_kle.py
- galerkin_kle.py
- mesh_kle.py
- pca.py
- periodic_random_field.py
- protocols.py
- spde_kle.py
- utils.py
- __init__.py
- als_fitter.py
- composite_fitter.py
- gradient_fitter.py
- results.py
- __init__.py
- builders.py
- discrepancy.py
- edges.py
- helpers.py
- losses.py
- network.py
- nodes.py
- protocols.py
- registry.py
- __init__.py
- cubature.py
- probability_measure_factory.py
- tensor_product.py
- tensor_product_factory.py
- __init__.py
- hierarchical_basis_1d.py
- hierarchical_basis_nd.py
- __init__.py
- pce.py
- __init__.py
- deferred_registry.py
- error_indicators.py
- hierarchical_fitter.py
- hierarchical_surrogate.py
- point_manager.py
- __init__.py
- adaptive_fitter.py
- basis_factory.py
- basis_setup.py
- candidate_info.py
- combination_surrogate.py
- cost_model.py
- error_indicators.py
- fit_result.py
- isotropic_fitter.py
- model_factory.py
- plot.py
- quadrature_rule.py
- sample_tracker.py
- smolyak.py
- smolyak_dispatch.py
- smolyak_numba.py
- subspace.py
- subspace_factory.py
- validation.py
- __init__.py
- mse_fitter.py
- results.py
- __init__.py
- chebyshev.py
- losses.py
- supn.py
- __init__.py
- compute.py
- compute_numba.py
- compute_torch.py
- dispatch.py
- interpolant.py
- protocols.py
- __init__.py
- __init__.py
- numpy.py
- protocols.py
- torch.py
- validation.py
- __init__.py
- cholesky_hyperparameter.py
- hyperparameter.py
- hyperparameter_list.py
- log_hyperparameter.py
- log_transform.py
- __init__.py
- cholesky_factor.py
- incremental_cholesky.py
- indexing.py
- pivoted_cholesky.py
- pivoted_cholesky_numba.py
- pivoted_lu.py
- pivoted_qr.py
- protocols.py
- randomized.py
- sparse_dispatch.py
- __init__.py
- base.py
- quadrature.py
- sampling.py
- statistics.py
- __init__.py
- bisection.py
- newton.py
- __init__.py
- halton.py
- sobol.py
- __init__.py
- affine.py
- __init__.py
- cartesian.py
- optional_deps.py
- __init__.py
- py.typed
- sympy_hvp_derivation.py
- test_conjugate.py
- test_conjugate_mc_exact.py
- test_gauss_hermite_convergence.py
- test_lognormal_avar_objective.py
- test_deviation.py
- test_evidence.py
- test_evidence_gradients.py
- test_expdesign_likelihood.py
- test_likelihood_torch_autograd.py
- test_likelihood_values.py
- test_numba_kernels.py
- test_torch_compile.py
- test_adjoint_criteria.py
- test_local_d_optimal.py
- test_local_solvers.py
- test_minimax_criteria.py
- test_kl_objective.py
- test_kl_objective_gradients.py
- test_objective_d_optimal.py
- test_prediction_gradients.py
- test_prediction_objective.py
- test_solver.py
- test_expdesign_integration.py
- test_prediction_integration.py
- test_cfm_loss.py
- test_chi_squared.py
- test_density.py
- test_evolving_basis.py
- test_flowmatching_fitter.py
- test_flowmatching_gaussian_conjugate.py
- test_gaussian_transport.py
- test_linear_path.py
- test_lognormal_qoi.py
- test_nn_vf.py
- test_ode_adapter.py
- test_polynomial_vf_recovery.py
- test_samplers.py
- test_torch_fitters.py
- test_torch_sgd_fitter.py
- test_interface_derivative_checker.py
- test_function.py
- test_wrappers.py
- test_parameterized_function.py
- test_pair_plot.py
- test_plot1d.py
- test_plot2d_general.py
- test_plot2d_rectangular.py
- test_sweeps.py
- test_marginalize.py
- test_parallel_missing.py
- test_parallel_utils.py
- test_umbridge.py
- test_umbridge_missing.py
- test_umbridge_server.py
- test_finite_difference.py
- test_work_tracker.py
- test_bayesnet_network.py
- test_factor.py
- test_inference.py
- test_beta_conjugate.py
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- test_mixins.py
- test_parallel_backends.py
- test_parallel_integration.py
- test_backward_euler.py
- test_adjoint_hvp.py
- test_adjoint_jacobian.py
- test_hvp_components.py
- test_time_derivative_checker.py
- test_time_torch_autograd.py
- test_optimizer.py
- test_linear_least_squares.py
- test_sensitivities.py
- test_wildey_nonlinear_state_equations.py
- test_chained_optimizer.py
- test_sample_average.py
- test_rol_optimizer.py
- test_slsqp.py
- test_trust_constr.py
- test_elasticity.py
- test_bin_based.py
- test_global_sensitivity.py
- test_gradients.py
- test_variance.py
- test_aetc_standalone.py
- test_brute_force.py
- test_known_quantities_variance.py
- test_mean_guided.py
- test_mixed_mean_mlblue.py
- test_standalone.py
- test_bootstrap.py
- test_ft_moments.py
- test_ft_sensitivity.py
- test_gp_sensitivity.py
- .gitignore
- .gitleaks.toml
- .importlinter
- .pre-commit-config.yaml
- conftest.py
- environment.yml
- LICENSE
- Makefile
- pyproject.toml
- README.md
// repository documentation
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