pygeoinfΒΆ
- pygeoinf package
- Subpackages
- Submodules
- pygeoinf.affine_operators module
- pygeoinf.auxiliary module
- pygeoinf.backus_gilbert module
- pygeoinf.config module
- pygeoinf.convex_analysis module
- pygeoinf.convex_optimisation module
BundleBundleResultBundleResult.x_bestBundleResult.f_bestBundleResult.f_lowBundleResult.gapBundleResult.convergedBundleResult.num_iterationsBundleResult.num_serious_stepsBundleResult.function_valuesBundleResult.iteratesBundleResult.convergedBundleResult.f_bestBundleResult.f_lowBundleResult.function_valuesBundleResult.gapBundleResult.iteratesBundleResult.num_iterationsBundleResult.num_serious_stepsBundleResult.x_best
ChambollePockResultChambollePockResult.mChambollePockResult.vChambollePockResult.muChambollePockResult.primal_dual_gapChambollePockResult.convergedChambollePockResult.num_iterationsChambollePockResult.convergedChambollePockResult.mChambollePockResult.muChambollePockResult.num_iterationsChambollePockResult.primal_dual_gapChambollePockResult.v
ChambollePockSolverClarabelQPSolverCutKKTResultLevelBundleMethodOSQPQPSolverPrimalKKTSolverProximalBundleMethodQPResultQPSolverSciPyQPSolverSmoothedDualMasterSmoothedLBFGSSolverSubgradientDescentSubgradientResultSubgradientResult.x_bestSubgradientResult.f_bestSubgradientResult.x_finalSubgradientResult.f_finalSubgradientResult.num_iterationsSubgradientResult.convergedSubgradientResult.function_valuesSubgradientResult.iteratesSubgradientResult.convergedSubgradientResult.f_bestSubgradientResult.f_finalSubgradientResult.function_valuesSubgradientResult.iteratesSubgradientResult.num_iterationsSubgradientResult.x_bestSubgradientResult.x_final
best_available_qp_solver()solve_primal_feasibility()solve_support_values()
- pygeoinf.datasets module
- pygeoinf.direct_sum module
- Key Classes
BlockDiagonalLinearOperatorBlockLinearOperatorBlockStructureColumnLinearOperatorHilbertSpaceDirectSumHilbertSpaceDirectSum.add()HilbertSpaceDirectSum.ax()HilbertSpaceDirectSum.axpy()HilbertSpaceDirectSum.canonical_dual_inverse_isomorphism()HilbertSpaceDirectSum.canonical_dual_isomorphism()HilbertSpaceDirectSum.copy()HilbertSpaceDirectSum.dimHilbertSpaceDirectSum.from_components()HilbertSpaceDirectSum.from_dual()HilbertSpaceDirectSum.is_element()HilbertSpaceDirectSum.multiply()HilbertSpaceDirectSum.number_of_subspacesHilbertSpaceDirectSum.subspace()HilbertSpaceDirectSum.subspace_inclusion()HilbertSpaceDirectSum.subspace_projection()HilbertSpaceDirectSum.subspacesHilbertSpaceDirectSum.subtract()HilbertSpaceDirectSum.to_components()HilbertSpaceDirectSum.to_dual()HilbertSpaceDirectSum.zero
RowLinearOperator
- pygeoinf.dynamical_system module
- pygeoinf.forward_problem module
- Key Classes
ForwardProblemLinearForwardProblemLinearForwardProblem.chi_squared()LinearForwardProblem.chi_squared_from_residual()LinearForwardProblem.chi_squared_test()LinearForwardProblem.critical_chi_squared()LinearForwardProblem.data_measure_from_model()LinearForwardProblem.data_measure_from_model_measure()LinearForwardProblem.data_reduced_problem()LinearForwardProblem.from_direct_sum()LinearForwardProblem.joint_measure()LinearForwardProblem.parameterized_problem()LinearForwardProblem.synthetic_data()LinearForwardProblem.synthetic_model_and_data()
- pygeoinf.functional_calculus module
- pygeoinf.gaussian_measure module
- Key Features
GaussianMeasureGaussianMeasure.affine_mapping()GaussianMeasure.ambient_ball()GaussianMeasure.as_multivariate_normal()GaussianMeasure.covarianceGaussianMeasure.covariance_factorGaussianMeasure.covariance_factor_setGaussianMeasure.credible_set()GaussianMeasure.deflated_pointwise_std()GaussianMeasure.deflated_pointwise_variance()GaussianMeasure.directional_covariance()GaussianMeasure.directional_statistics()GaussianMeasure.directional_variance()GaussianMeasure.domainGaussianMeasure.expectationGaussianMeasure.from_covariance_matrix()GaussianMeasure.from_direct_sum()GaussianMeasure.from_samples()GaussianMeasure.from_standard_deviation()GaussianMeasure.from_standard_deviations()GaussianMeasure.has_zero_expectationGaussianMeasure.inverse_covarianceGaussianMeasure.inverse_covariance_factorGaussianMeasure.inverse_covariance_factor_setGaussianMeasure.inverse_covariance_setGaussianMeasure.kl_divergence()GaussianMeasure.low_rank_approximation()GaussianMeasure.rescale_directional_variance()GaussianMeasure.sample()GaussianMeasure.sample_expectation()GaussianMeasure.sample_pointwise_std()GaussianMeasure.sample_pointwise_variance()GaussianMeasure.sample_setGaussianMeasure.samples()GaussianMeasure.two_point_covariance()GaussianMeasure.weakened_ellipsoid()GaussianMeasure.with_dense_covariance()GaussianMeasure.with_regularized_inverse()GaussianMeasure.with_sparse_approximation()GaussianMeasure.zero_expectation()
- pygeoinf.hilbert_space module
- Key Classes
DualHilbertSpaceEuclideanSpaceHilbertModuleHilbertSpaceHilbertSpace.add()HilbertSpace.ax()HilbertSpace.axpy()HilbertSpace.basis_vector()HilbertSpace.coordinate_inclusionHilbertSpace.coordinate_projectionHilbertSpace.copy()HilbertSpace.dimHilbertSpace.dualHilbertSpace.duality_product()HilbertSpace.from_components()HilbertSpace.from_dual()HilbertSpace.gram_schmidt()HilbertSpace.identity_operator()HilbertSpace.inner_product()HilbertSpace.inverse_rieszHilbertSpace.is_element()HilbertSpace.multiply()HilbertSpace.negative()HilbertSpace.norm()HilbertSpace.random()HilbertSpace.rieszHilbertSpace.sample_expectation()HilbertSpace.squared_norm()HilbertSpace.subtract()HilbertSpace.to_components()HilbertSpace.to_dual()HilbertSpace.zeroHilbertSpace.zero_operator()
MassWeightedHilbertModuleMassWeightedHilbertSpaceMassWeightedHilbertSpace.add()MassWeightedHilbertSpace.ax()MassWeightedHilbertSpace.axpy()MassWeightedHilbertSpace.copy()MassWeightedHilbertSpace.dimMassWeightedHilbertSpace.from_components()MassWeightedHilbertSpace.from_dual()MassWeightedHilbertSpace.inner_product()MassWeightedHilbertSpace.inverse_mass_operatorMassWeightedHilbertSpace.is_element()MassWeightedHilbertSpace.mass_operatorMassWeightedHilbertSpace.multiply()MassWeightedHilbertSpace.negative()MassWeightedHilbertSpace.subtract()MassWeightedHilbertSpace.to_components()MassWeightedHilbertSpace.to_dual()MassWeightedHilbertSpace.underlying_spaceMassWeightedHilbertSpace.zero
- pygeoinf.inversion module
- pygeoinf.linear_bayesian module
- Key Classes
LinearBayesianInversionLinearBayesianInversion.data_prior_measureLinearBayesianInversion.data_reduced_inversion()LinearBayesianInversion.diagonal_normal_preconditioner()LinearBayesianInversion.estimate_log_determinant()LinearBayesianInversion.get_normal_equations_rhs()LinearBayesianInversion.joint_prior_measureLinearBayesianInversion.kalman_operator()LinearBayesianInversion.log_evidence()LinearBayesianInversion.low_rank_surrogate()LinearBayesianInversion.mahalanobis_evidence_term()LinearBayesianInversion.model_posterior_measure()LinearBayesianInversion.model_prior_measureLinearBayesianInversion.normal_operatorLinearBayesianInversion.normal_residual_callback()LinearBayesianInversion.parameterized_inversion()LinearBayesianInversion.posterior_expectation_operator()LinearBayesianInversion.sparse_localized_preconditioner()LinearBayesianInversion.surrogate_inversion()LinearBayesianInversion.surrogate_normal_preconditioner()LinearBayesianInversion.surrogate_woodbury_data_preconditioner()LinearBayesianInversion.surrogate_woodbury_model_preconditioner()LinearBayesianInversion.with_formalism()LinearBayesianInversion.woodbury_data_preconditioner()LinearBayesianInversion.woodbury_model_preconditioner()
- pygeoinf.linear_forms module
- pygeoinf.linear_operators module
- Key Classes
DenseMatrixLinearOperatorDiagonalSparseMatrixLinearOperatorDiagonalSparseMatrixLinearOperator.apply_function()DiagonalSparseMatrixLinearOperator.extract_diagonals()DiagonalSparseMatrixLinearOperator.from_diagonal_values()DiagonalSparseMatrixLinearOperator.from_operator()DiagonalSparseMatrixLinearOperator.inverseDiagonalSparseMatrixLinearOperator.is_strictly_diagonalDiagonalSparseMatrixLinearOperator.offsetsDiagonalSparseMatrixLinearOperator.sqrt
LinearOperatorLinearOperator.adjointLinearOperator.dualLinearOperator.extract_diagonal()LinearOperator.extract_diagonals()LinearOperator.from_formal_adjoint()LinearOperator.from_formally_self_adjoint()LinearOperator.from_linear_form()LinearOperator.from_linear_forms()LinearOperator.from_matrix()LinearOperator.from_tensor_product()LinearOperator.from_vector()LinearOperator.from_vectors()LinearOperator.linearLinearOperator.matrix()LinearOperator.self_adjoint()LinearOperator.self_adjoint_from_matrix()LinearOperator.self_adjoint_from_tensor_product()LinearOperator.self_dual()LinearOperator.with_dense_matrix()
MatrixLinearOperatorSparseMatrixLinearOperator
- pygeoinf.linear_optimisation module
- Key Classes
ConstrainedLinearLeastSquaresInversionConstrainedLinearLeastSquaresInversion.data_reduced_inversion()ConstrainedLinearLeastSquaresInversion.least_squares_operator()ConstrainedLinearLeastSquaresInversion.normal_residual_callback()ConstrainedLinearLeastSquaresInversion.parameterized_inversion()ConstrainedLinearLeastSquaresInversion.with_formalism()
ConstrainedLinearMinimumNormInversionConstrainedLinearMinimumNormInversion.constraint_value_mapping()ConstrainedLinearMinimumNormInversion.data_reduced_inversion()ConstrainedLinearMinimumNormInversion.minimum_norm_operator()ConstrainedLinearMinimumNormInversion.parameterized_inversion()ConstrainedLinearMinimumNormInversion.with_formalism()
LinearLeastSquaresInversionLinearLeastSquaresInversion.data_reduced_inversion()LinearLeastSquaresInversion.least_squares_operator()LinearLeastSquaresInversion.normal_operator()LinearLeastSquaresInversion.normal_residual_callback()LinearLeastSquaresInversion.normal_rhs()LinearLeastSquaresInversion.surrogate_inversion()LinearLeastSquaresInversion.surrogate_woodbury_data_preconditioner()LinearLeastSquaresInversion.surrogate_woodbury_model_preconditioner()LinearLeastSquaresInversion.with_formalism()LinearLeastSquaresInversion.woodbury_data_preconditioner()LinearLeastSquaresInversion.woodbury_model_preconditioner()
LinearMinimumNormInversion
- pygeoinf.linear_solvers module
- Key Classes
BICGMatrixSolver()BICGStabMatrixSolver()BICGStabSolverCGMatrixSolver()CGSolverCholeskySolverDirectLinearSolverEigenSolverFCGSolverGMRESMatrixSolver()IterativeLinearSolverLSQRSolverLUSolverLinearSolverMinResSolverProgressCallbackResidualTrackingCallbackScipyIterativeSolverSolutionTrackingCallback
- pygeoinf.low_rank module
- pygeoinf.nonlinear_forms module
- pygeoinf.nonlinear_operators module
- pygeoinf.nonlinear_optimisation module
- pygeoinf.parallel module
- pygeoinf.plot module
- pygeoinf.preconditioners module
- pygeoinf.quadratic_form_quantile module
- pygeoinf.spectral_operator module
SpectralFractionalOperatorSpectralFractionalOperator.coefficients()SpectralFractionalOperator.diagonal_operatorSpectralFractionalOperator.from_callable()SpectralFractionalOperator.from_low_rank_eig()SpectralFractionalOperator.quadratic_form_squared()SpectralFractionalOperator.rankSpectralFractionalOperator.raw_eigenvaluesSpectralFractionalOperator.transformed_eigenvaluesSpectralFractionalOperator.u_factor
fractional_operators_from_eig()
- pygeoinf.subsets module
- pygeoinf.subspaces module
AffineSubspaceAffineSubspace.boundaryAffineSubspace.condition_gaussian_measure()AffineSubspace.constraint_operatorAffineSubspace.constraint_valueAffineSubspace.from_complement_basis()AffineSubspace.from_hyperplanes()AffineSubspace.from_linear_equation()AffineSubspace.from_tangent_basis()AffineSubspace.get_tangent_basis()AffineSubspace.has_explicit_equationAffineSubspace.is_element()AffineSubspace.preconditionerAffineSubspace.project()AffineSubspace.projection_operatorAffineSubspace.projectorAffineSubspace.pseudo_inverseAffineSubspace.solverAffineSubspace.tangent_spaceAffineSubspace.to_hyperplanes()AffineSubspace.translationAffineSubspace.with_constraint_value()AffineSubspace.with_translation()
LinearSubspaceOrthogonalProjector
- pygeoinf.utils module
- Module contents
AffineOperatorAffineSubspaceAffineSubspace.boundaryAffineSubspace.condition_gaussian_measure()AffineSubspace.constraint_operatorAffineSubspace.constraint_valueAffineSubspace.from_complement_basis()AffineSubspace.from_hyperplanes()AffineSubspace.from_linear_equation()AffineSubspace.from_tangent_basis()AffineSubspace.get_tangent_basis()AffineSubspace.has_explicit_equationAffineSubspace.is_element()AffineSubspace.preconditionerAffineSubspace.project()AffineSubspace.projection_operatorAffineSubspace.projectorAffineSubspace.pseudo_inverseAffineSubspace.solverAffineSubspace.tangent_spaceAffineSubspace.to_hyperplanes()AffineSubspace.translationAffineSubspace.with_constraint_value()AffineSubspace.with_translation()
BICGMatrixSolver()BICGStabMatrixSolver()BICGStabSolverBallBallSupportFunctionBandedPreconditioningMethodBlockDiagonalLinearOperatorBlockLinearOperatorBlockStructureCGMatrixSolver()CGSolverCallableSupportFunctionCholeskySolverColumnLinearOperatorColumnThresholdedPreconditioningMethodComplementConstrainedLinearLeastSquaresInversionConstrainedLinearLeastSquaresInversion.data_reduced_inversion()ConstrainedLinearLeastSquaresInversion.least_squares_operator()ConstrainedLinearLeastSquaresInversion.normal_residual_callback()ConstrainedLinearLeastSquaresInversion.parameterized_inversion()ConstrainedLinearLeastSquaresInversion.with_formalism()
ConstrainedLinearMinimumNormInversionConstrainedLinearMinimumNormInversion.constraint_value_mapping()ConstrainedLinearMinimumNormInversion.data_reduced_inversion()ConstrainedLinearMinimumNormInversion.minimum_norm_operator()ConstrainedLinearMinimumNormInversion.parameterized_inversion()ConstrainedLinearMinimumNormInversion.with_formalism()
ConvexSubsetDenseMatrixLinearOperatorDiagonalSparseMatrixLinearOperatorDiagonalSparseMatrixLinearOperator.apply_function()DiagonalSparseMatrixLinearOperator.extract_diagonals()DiagonalSparseMatrixLinearOperator.from_diagonal_values()DiagonalSparseMatrixLinearOperator.from_operator()DiagonalSparseMatrixLinearOperator.inverseDiagonalSparseMatrixLinearOperator.is_strictly_diagonalDiagonalSparseMatrixLinearOperator.offsetsDiagonalSparseMatrixLinearOperator.sqrt
DirectLinearSolverDualHilbertSpaceDualMasterCostFunctionEigenSolverEllipsoidEllipsoidSupportFunctionEllipsoidSurfaceEmptySetEuclideanSpaceExactBlockPreconditioningMethodFCGSolverForwardProblemGMRESMatrixSolver()GaussianMeasureGaussianMeasure.affine_mapping()GaussianMeasure.ambient_ball()GaussianMeasure.as_multivariate_normal()GaussianMeasure.covarianceGaussianMeasure.covariance_factorGaussianMeasure.covariance_factor_setGaussianMeasure.credible_set()GaussianMeasure.deflated_pointwise_std()GaussianMeasure.deflated_pointwise_variance()GaussianMeasure.directional_covariance()GaussianMeasure.directional_statistics()GaussianMeasure.directional_variance()GaussianMeasure.domainGaussianMeasure.expectationGaussianMeasure.from_covariance_matrix()GaussianMeasure.from_direct_sum()GaussianMeasure.from_samples()GaussianMeasure.from_standard_deviation()GaussianMeasure.from_standard_deviations()GaussianMeasure.has_zero_expectationGaussianMeasure.inverse_covarianceGaussianMeasure.inverse_covariance_factorGaussianMeasure.inverse_covariance_factor_setGaussianMeasure.inverse_covariance_setGaussianMeasure.kl_divergence()GaussianMeasure.low_rank_approximation()GaussianMeasure.rescale_directional_variance()GaussianMeasure.sample()GaussianMeasure.sample_expectation()GaussianMeasure.sample_pointwise_std()GaussianMeasure.sample_pointwise_variance()GaussianMeasure.sample_setGaussianMeasure.samples()GaussianMeasure.two_point_covariance()GaussianMeasure.weakened_ellipsoid()GaussianMeasure.with_dense_covariance()GaussianMeasure.with_regularized_inverse()GaussianMeasure.with_sparse_approximation()GaussianMeasure.zero_expectation()
HalfSpaceSupportFunctionHilbertModuleHilbertSpaceHilbertSpace.add()HilbertSpace.ax()HilbertSpace.axpy()HilbertSpace.basis_vector()HilbertSpace.coordinate_inclusionHilbertSpace.coordinate_projectionHilbertSpace.copy()HilbertSpace.dimHilbertSpace.dualHilbertSpace.duality_product()HilbertSpace.from_components()HilbertSpace.from_dual()HilbertSpace.gram_schmidt()HilbertSpace.identity_operator()HilbertSpace.inner_product()HilbertSpace.inverse_rieszHilbertSpace.is_element()HilbertSpace.multiply()HilbertSpace.negative()HilbertSpace.norm()HilbertSpace.random()HilbertSpace.rieszHilbertSpace.sample_expectation()HilbertSpace.squared_norm()HilbertSpace.subtract()HilbertSpace.to_components()HilbertSpace.to_dual()HilbertSpace.zeroHilbertSpace.zero_operator()
HilbertSpaceDirectSumHilbertSpaceDirectSum.add()HilbertSpaceDirectSum.ax()HilbertSpaceDirectSum.axpy()HilbertSpaceDirectSum.canonical_dual_inverse_isomorphism()HilbertSpaceDirectSum.canonical_dual_isomorphism()HilbertSpaceDirectSum.copy()HilbertSpaceDirectSum.dimHilbertSpaceDirectSum.from_components()HilbertSpaceDirectSum.from_dual()HilbertSpaceDirectSum.is_element()HilbertSpaceDirectSum.multiply()HilbertSpaceDirectSum.number_of_subspacesHilbertSpaceDirectSum.subspace()HilbertSpaceDirectSum.subspace_inclusion()HilbertSpaceDirectSum.subspace_projection()HilbertSpaceDirectSum.subspacesHilbertSpaceDirectSum.subtract()HilbertSpaceDirectSum.to_components()HilbertSpaceDirectSum.to_dual()HilbertSpaceDirectSum.zero
IdentityPreconditioningMethodIntersectionIterativeLinearSolverIterativePreconditioningMethodJacobiPreconditioningMethodKKTResultLUSolverLanczosOperatorFunctionLevelSetLinearBayesianInversionLinearBayesianInversion.data_prior_measureLinearBayesianInversion.data_reduced_inversion()LinearBayesianInversion.diagonal_normal_preconditioner()LinearBayesianInversion.estimate_log_determinant()LinearBayesianInversion.get_normal_equations_rhs()LinearBayesianInversion.joint_prior_measureLinearBayesianInversion.kalman_operator()LinearBayesianInversion.log_evidence()LinearBayesianInversion.low_rank_surrogate()LinearBayesianInversion.mahalanobis_evidence_term()LinearBayesianInversion.model_posterior_measure()LinearBayesianInversion.model_prior_measureLinearBayesianInversion.normal_operatorLinearBayesianInversion.normal_residual_callback()LinearBayesianInversion.parameterized_inversion()LinearBayesianInversion.posterior_expectation_operator()LinearBayesianInversion.sparse_localized_preconditioner()LinearBayesianInversion.surrogate_inversion()LinearBayesianInversion.surrogate_normal_preconditioner()LinearBayesianInversion.surrogate_woodbury_data_preconditioner()LinearBayesianInversion.surrogate_woodbury_model_preconditioner()LinearBayesianInversion.with_formalism()LinearBayesianInversion.woodbury_data_preconditioner()LinearBayesianInversion.woodbury_model_preconditioner()
LinearFormLinearForwardProblemLinearForwardProblem.chi_squared()LinearForwardProblem.chi_squared_from_residual()LinearForwardProblem.chi_squared_test()LinearForwardProblem.critical_chi_squared()LinearForwardProblem.data_measure_from_model()LinearForwardProblem.data_measure_from_model_measure()LinearForwardProblem.data_reduced_problem()LinearForwardProblem.from_direct_sum()LinearForwardProblem.joint_measure()LinearForwardProblem.parameterized_problem()LinearForwardProblem.synthetic_data()LinearForwardProblem.synthetic_model_and_data()
LinearImageSupportFunctionLinearLeastSquaresInversionLinearLeastSquaresInversion.data_reduced_inversion()LinearLeastSquaresInversion.least_squares_operator()LinearLeastSquaresInversion.normal_operator()LinearLeastSquaresInversion.normal_residual_callback()LinearLeastSquaresInversion.normal_rhs()LinearLeastSquaresInversion.surrogate_inversion()LinearLeastSquaresInversion.surrogate_woodbury_data_preconditioner()LinearLeastSquaresInversion.surrogate_woodbury_model_preconditioner()LinearLeastSquaresInversion.with_formalism()LinearLeastSquaresInversion.woodbury_data_preconditioner()LinearLeastSquaresInversion.woodbury_model_preconditioner()
LinearMinimumNormInversionLinearOperatorLinearOperator.adjointLinearOperator.dualLinearOperator.extract_diagonal()LinearOperator.extract_diagonals()LinearOperator.from_formal_adjoint()LinearOperator.from_formally_self_adjoint()LinearOperator.from_linear_form()LinearOperator.from_linear_forms()LinearOperator.from_matrix()LinearOperator.from_tensor_product()LinearOperator.from_vector()LinearOperator.from_vectors()LinearOperator.linearLinearOperator.matrix()LinearOperator.self_adjoint()LinearOperator.self_adjoint_from_matrix()LinearOperator.self_adjoint_from_tensor_product()LinearOperator.self_dual()LinearOperator.with_dense_matrix()
LinearSolverLinearSubspaceLowRankCholeskyLowRankEigLowRankSVDMassWeightedHilbertModuleMassWeightedHilbertSpaceMassWeightedHilbertSpace.add()MassWeightedHilbertSpace.ax()MassWeightedHilbertSpace.axpy()MassWeightedHilbertSpace.copy()MassWeightedHilbertSpace.dimMassWeightedHilbertSpace.from_components()MassWeightedHilbertSpace.from_dual()MassWeightedHilbertSpace.inner_product()MassWeightedHilbertSpace.inverse_mass_operatorMassWeightedHilbertSpace.is_element()MassWeightedHilbertSpace.mass_operatorMassWeightedHilbertSpace.multiply()MassWeightedHilbertSpace.negative()MassWeightedHilbertSpace.subtract()MassWeightedHilbertSpace.to_components()MassWeightedHilbertSpace.to_dual()MassWeightedHilbertSpace.underlying_spaceMassWeightedHilbertSpace.zero
MatrixLinearOperatorMinResSolverMinkowskiSumSupportFunctionNonLinearFormNonLinearOperatorNormalisedEllipsoidOrthogonalProjectorPointSupportFunctionPrimalKKTSolverProgressCallbackProximalBundleMethodResidualTrackingCallbackRowLinearOperatorScaledSupportFunctionScipyIterativeSolverScipyUnconstrainedOptimiserSolutionTrackingCallbackSparseMatrixLinearOperatorSpectralPreconditioningMethodSphereSubgradientDescentSublevelSetSubsetSubspaceSlicePlotterSupportFunctionUnionUniversalSetconfigure_threading()download_gsn_stations()download_usgs_earthquakes()load_gsn_stations()plot_1d_distributions()plot_corner_distributions()plot_slice()sample_earthquakes()white_noise_measure()