Index

_

__add__() (pmrf.covariance_kernels.AbstractCovarianceKernel method) (pmrf.Frequency method) (pmrf.NetworkCollection method) __call__() (pmrf.Attrgetter method) (pmrf.covariance_kernels.AbstractCovarianceKernel method) (pmrf.covariance_kernels.AutoCrossKernel method) (pmrf.covariance_kernels.ConstantKernel method) (pmrf.covariance_kernels.Matern32Kernel method) (pmrf.covariance_kernels.Matern52Kernel method) (pmrf.covariance_kernels.PeriodicKernel method) (pmrf.covariance_kernels.ProductKernel method) (pmrf.covariance_kernels.RBFKernel method) (pmrf.covariance_kernels.SharedIndependentKernel method) (pmrf.covariance_kernels.SumKernel method) (pmrf.covariance_kernels.WhiteNoiseKernel method) (pmrf.covariance_kernels.ZeroKernel method) (pmrf.discrepancy_models.AbstractDiscrepancyModel method) (pmrf.discrepancy_models.GaussianProcess method) (pmrf.evaluators.AbstractEvaluator method) (pmrf.evaluators.Feature method) (pmrf.evaluators.GibbsMarginalLogLikelihood method) (pmrf.evaluators.MarginalLogLikelihood method) (pmrf.evaluators.TargetLoss method) (pmrf.likelihoods.AbstractLikelihood method) (pmrf.likelihoods.GaussianLikelihood method) (pmrf.losses.AbstractLoss method) (pmrf.losses.HingeLoss method) (pmrf.losses.HuberLoss method) (pmrf.losses.LogMSELoss method) (pmrf.losses.MAPELoss method) (pmrf.losses.RMSELoss method) (pmrf.noise_models.AbstractNoiseModel method) (pmrf.noise_models.AutoCrossNoise method) (pmrf.Partial method) (pmrf.Pathgetter method)

__div__() (pmrf.Frequency method) __floordiv__() (pmrf.Frequency method) __getitem__() (pmrf.Frequency method) (pmrf.NetworkCollection method) __len__() (pmrf.Frequency method) (pmrf.NetworkCollection method) __mod__() (pmrf.Frequency method) __mul__() (pmrf.covariance_kernels.AbstractCovarianceKernel method) (pmrf.Frequency method) __rmul__() (pmrf.Frequency method) __sub__() (pmrf.Frequency method) __truediv__() (pmrf.Frequency method) _make_probabilistic_node() (in module pmrf.models.composite.wrapped)

A

A (pmrf.models.components.lines.physical.PhysicalLine attribute) (pmrf.models.surrogates.rational.PolynomialRatio attribute) (pmrf.models.surrogates.rational.StateSpace attribute) a() (pmrf.Model method) a2mna() (in module pmrf.rf) a2s() (in module pmrf.rf) a2y() (in module pmrf.rf) a2z() (in module pmrf.rf) a_discrete() (pmrf.models.adapters.base.AbstractDiscrete method) a_matrix (pmrf.models.adapters.static.AModel attribute) AbstractAdmittanceCircuitSolver (class in pmrf.models.composite.interconnected.circuit.base) AbstractBoundedMinimizer (class in pmrf.optimize) AbstractCoaxialSolver (class in pmrf.models.components.lines.physical) AbstractConstraint (class in pmrf.constraints) AbstractCovarianceKernel (class in pmrf.covariance_kernels) AbstractDiscrepancyModel (class in pmrf.discrepancy_models) AbstractDiscrete (class in pmrf.models.adapters.base) AbstractDistribution (class in pmrf.distributions) AbstractEvaluator (class in pmrf.evaluators) AbstractHost (class in pmrf.models.adapters.bridge) AbstractHypercubeSampler (class in pmrf.infer) AbstractJointSampler (class in pmrf.infer) AbstractLikelihood (class in pmrf.likelihoods) AbstractLoss (class in pmrf.losses) AbstractMicrostripSolver (class in pmrf.models.components.lines.physical) AbstractMNACircuitSolver (class in pmrf.models.composite.interconnected.circuit.base) AbstractNoiseModel (class in pmrf.noise_models) AbstractRLGCLine (class in pmrf.models.components.lines.base) AbstractScatteringCircuitSolver (class in pmrf.models.composite.interconnected.circuit.base) AbstractSingleDiscreteDomain (class in pmrf.models.adapters.base)

AbstractSingleDomain (class in pmrf.models.adapters.base) AbstractSplitSampler (class in pmrf.infer) AbstractUnconstrainedMinimizer (class in pmrf.optimize) AbstractUniformLine (class in pmrf.models.components.lines.base) add() (pmrf.NetworkCollection method) adelta (pmrf.optimize.NelderMead attribute) Admittance (class in pmrf.models.components.lumped) AdmittanceResult (class in pmrf.models.composite.interconnected.circuit.base) aggregate() (in module pmrf.math.aggregations) AModel (class in pmrf.models.adapters.static) Amplifier (class in pmrf.models.components.ideal) apply() (pmrf.NetworkCollection method) args (pmrf.Partial attribute) as_fixed() (pmrf.Param method) (pmrf.parameters.Param method) as_free() (pmrf.Param method) (pmrf.parameters.Param method) as_param() (in module pmrf) (in module pmrf.parameters) at() (pmrf.Model method) (pmrf.Param method) (pmrf.parameters.Param method) Attenuator (class in pmrf.models.components.ideal) Attrgetter (class in pmrf) attrs (pmrf.Attrgetter attribute) auto (pmrf.covariance_kernels.AutoCrossKernel attribute) (pmrf.noise_models.AutoCrossNoise attribute) AutoCrossKernel (class in pmrf.covariance_kernels) AutoCrossNoise (class in pmrf.noise_models) aux_idx (pmrf.models.composite.interconnected.circuit.base.MNARepresentation attribute)

B

B (pmrf.models.components.lumped.Admittance attribute) (pmrf.models.surrogates.rational.PolynomialRatio attribute) (pmrf.models.surrogates.rational.StateSpace attribute) (pmrf.rf.MNAStamp attribute) b_c_idx (pmrf.models.composite.interconnected.circuit.base.MNARepresentation attribute) b_r_idx (pmrf.models.composite.interconnected.circuit.base.MNARepresentation attribute) BarycentricRational (class in pmrf.models.surrogates.rational) base_bijector (pmrf.constraints.AbstractConstraint attribute) (pmrf.constraints.Custom attribute) (pmrf.constraints.Transformed property) base_bounds (pmrf.constraints.AbstractConstraint attribute) (pmrf.constraints.Custom attribute) (pmrf.constraints.Transformed property) base_constraint (pmrf.constraints.Transformed attribute) base_dir (pmrf.infer.PolyChord attribute) base_kernel (pmrf.covariance_kernels.SharedIndependentKernel attribute) base_loss (pmrf.losses.HingeLoss attribute) basis (pmrf.models.surrogates.expansion.VectorExpansion attribute) batch_axes() (in module pmrf) batch_mask() (in module pmrf) best_loglikelihood (pmrf.infer.InferResult attribute) best_model (pmrf.infer.InferResult attribute) BFGS (class in pmrf.optimize) bijector (pmrf.constraints.AbstractConstraint attribute) (pmrf.constraints.Custom attribute) (pmrf.constraints.GreaterThan property) (pmrf.constraints.Interval property) (pmrf.constraints.LessThan property) (pmrf.constraints.RealLine property) (pmrf.constraints.Transformed attribute) (pmrf.distributions.Transformed attribute) (pmrf.Param property) (pmrf.parameters.Param property)

block_size (pmrf.infer.NSS attribute) boost_posterior (pmrf.infer.PolyChord attribute) Bounded() (in module pmrf) (in module pmrf.parameters) bounds (pmrf.constraints.AbstractConstraint attribute) (pmrf.constraints.Custom attribute) (pmrf.constraints.GreaterThan property) (pmrf.constraints.Interval property) (pmrf.constraints.LessThan property) (pmrf.constraints.RealLine property) (pmrf.constraints.Transformed attribute) (pmrf.Param property) (pmrf.parameters.Param property) BoxSection (class in pmrf.models.components.sections) BoxSectionCLCC (class in pmrf.models.components.sections) build() (pmrf.Model method) build_connection_matrix() (in module pmrf.models.composite.interconnected.circuit.solvers.scattering) build_local_connection_matrix() (in module pmrf.models.composite.interconnected.circuit.solvers.scattering)

C

C (pmrf.models.components.lines.base.RLGCResult attribute) (pmrf.models.components.lines.ideal.RLGCLine attribute) (pmrf.models.components.lumped.Capacitor attribute) (pmrf.models.components.lumped.CapacitorQ attribute) (pmrf.models.components.lumped.ShuntCapacitor attribute) (pmrf.models.components.sections.LSectionLC attribute) (pmrf.models.components.sections.TSectionLCL attribute) (pmrf.models.surrogates.rational.StateSpace attribute) (pmrf.rf.MNAStamp attribute) C1 (pmrf.models.components.sections.BoxSectionCLCC attribute) (pmrf.models.components.sections.PiSectionCLC attribute) C2 (pmrf.models.components.sections.BoxSectionCLCC attribute) (pmrf.models.components.sections.PiSectionCLC attribute) C3 (pmrf.models.components.sections.BoxSectionCLCC attribute) c_c_idx (pmrf.models.composite.interconnected.circuit.base.MNARepresentation attribute) c_idx (pmrf.models.composite.interconnected.circuit.base.NodalRepresentation attribute) c_r_idx (pmrf.models.composite.interconnected.circuit.base.MNARepresentation attribute) Capacitor (class in pmrf.models.components.lumped) CapacitorQ (class in pmrf.models.components.lumped) Cascade (class in pmrf.models.composite.interconnected.cascade) cascade (pmrf.models.composite.interconnected.cascade.Cascade attribute) cascaded() (pmrf.Model method) cdf() (pmrf.distributions.AbstractDistribution method) (pmrf.distributions.Gamma method) (pmrf.distributions.Joint method) (pmrf.distributions.LogNormal method) (pmrf.distributions.Normal method) (pmrf.distributions.Transformed method) (pmrf.distributions.TruncatedNormal method) (pmrf.distributions.Uniform method) center (pmrf.Frequency property) center_idx (pmrf.Frequency property) center_scaled (pmrf.Frequency property) CenteredUniform() (in module pmrf.distributions) Circuit (class in pmrf.models.composite.interconnected.circuit.circuit) circuit (pmrf.models.composite.interconnected.circuit.circuit.Circuit attribute) clip() (pmrf.constraints.AbstractConstraint method) cluster_dir (pmrf.infer.PolyChord attribute) cluster_posteriors (pmrf.infer.PolyChord attribute) CoaxialLine (class in pmrf.models.components.lines.physical)

coefficients_imag (pmrf.models.surrogates.expansion.VectorExpansion attribute) coefficients_real (pmrf.models.surrogates.expansion.VectorExpansion attribute) combine() (in module pmrf) common_frequency() (pmrf.NetworkCollection method) complex_2_db() (in module pmrf.math) complex_2_db10() (in module pmrf.math) complex_2_degree() (in module pmrf.math) complex_2_magnitude() (in module pmrf.math) complex_2_quadrature() (in module pmrf.math) complex_2_radian() (in module pmrf.math) complex_2_reim() (in module pmrf.math) complex_components() (in module pmrf.math) complexify() (in module pmrf.math) compress_sampled_model() (pmrf.infer.InferResult method) compression_factor (pmrf.infer.PolyChord attribute) compute() (pmrf.models.adapters.bridge.AbstractHost method) compute_unique_nets() (in module pmrf.models.composite.interconnected.circuit.circuit) concentration (pmrf.distributions.Gamma attribute) connections (pmrf.models.composite.interconnected.circuit.circuit.Circuit attribute) ConstantKernel (class in pmrf.covariance_kernels) Constrained() (in module pmrf) (in module pmrf.parameters) constraint (pmrf.Param property) (pmrf.parameters.Param property) ContinuousCallable (class in pmrf.models.adapters.callable) convolution_aggregate() (in module pmrf.math.aggregations) copy() (pmrf.NetworkCollection method) coupled (pmrf.models.composite.nodal.CoupledOnePorts attribute) (pmrf.models.composite.nodal.CoupledTwoPorts attribute) CoupledOnePorts (class in pmrf.models.composite.nodal) CoupledTwoPorts (class in pmrf.models.composite.nodal) coupling (pmrf.models.components.ideal.DirectionalCoupler attribute) (pmrf.models.composite.nodal.CoupledOnePorts attribute) (pmrf.models.composite.nodal.CoupledTwoPorts attribute) coupling_matrix (pmrf.models.composite.nodal.CoupledOnePorts property) (pmrf.models.composite.nodal.CoupledTwoPorts property) cross (pmrf.covariance_kernels.AutoCrossKernel attribute) (pmrf.noise_models.AutoCrossNoise attribute) cross_entropy() (pmrf.distributions.AbstractDistribution method) Custom (class in pmrf.constraints)

D

D (pmrf.models.surrogates.rational.PoleResidue attribute) (pmrf.models.surrogates.rational.StateSpace attribute) (pmrf.rf.MNAStamp attribute) d_c_idx (pmrf.models.composite.interconnected.circuit.base.MNARepresentation attribute) d_r_idx (pmrf.models.composite.interconnected.circuit.base.MNARepresentation attribute) data (pmrf.fitting.FitResult attribute) DatasheetLine (class in pmrf.models.components.lines.physical) db10_2_mag() (in module pmrf.math) db_2_mag() (in module pmrf.math) db_2_magnitude() (in module pmrf.math) db_2_np() (in module pmrf.math) db_per_100feet_2_db_per_100meter() (in module pmrf.math) dbdeg_2_reim() (in module pmrf.math) degree_2_radian() (in module pmrf.math) delta (pmrf.losses.HuberLoss attribute) dense_mass (pmrf.infer.NUTS attribute) derivative() (in module pmrf) df (pmrf.Frequency property)

df_scaled (pmrf.Frequency property) din (pmrf.models.components.lines.physical.CoaxialLine attribute) DirectionalCoupler (class in pmrf.models.components.ideal) discrepancy (pmrf.evaluators.GibbsMarginalLogLikelihood attribute) (pmrf.evaluators.MarginalLogLikelihood attribute) discrete_matrix() (pmrf.models.adapters.base.AbstractSingleDiscreteDomain method) (pmrf.models.adapters.callable.DiscreteCallable method) (pmrf.models.surrogates.expansion.VectorExpansion method) DiscreteCallable (class in pmrf.models.adapters.callable) distribution (pmrf.distributions.Transformed attribute) (pmrf.Param property) (pmrf.parameters.Param property) distributions (pmrf.distributions.Joint attribute) do_clustering (pmrf.infer.PolyChord attribute) domain (pmrf.models.adapters.base.AbstractSingleDomain attribute) dout (pmrf.models.components.lines.physical.CoaxialLine attribute) dtype (pmrf.distributions.AbstractDistribution property) dw (pmrf.Frequency property)

E

entropy() (pmrf.distributions.AbstractDistribution method) (pmrf.distributions.Gamma method) (pmrf.distributions.Joint method) (pmrf.distributions.LogNormal method) (pmrf.distributions.Normal method) (pmrf.distributions.TruncatedNormal method) (pmrf.distributions.Uniform method) epr (pmrf.models.components.lines.physical.CoaxialLine attribute) (pmrf.models.components.lines.physical.MicrostripLine attribute) (pmrf.models.components.lines.physical.PhysicalLine attribute) eps (pmrf.models.composite.interconnected.cascade.Cascade attribute) (pmrf.models.composite.interconnected.circuit.solvers.nodal.GlobalMNACircuitSolver attribute) (pmrf.models.composite.interconnected.circuit.solvers.nodal.GlobalNodalCircuitSolver attribute) (pmrf.models.composite.interconnected.circuit.solvers.scattering.GlobalScatteringCircuitSolver attribute) (pmrf.models.composite.interconnected.circuit.solvers.scattering.HierarchicalScatteringCircuitSolver attribute) (pmrf.models.composite.interconnected.circuit.solvers.scattering.SequentialScatteringCircuitSolver attribute) equals (pmrf.infer.PolyChord attribute) event_ndims (pmrf.evaluators.GibbsMarginalLogLikelihood attribute) (pmrf.evaluators.MarginalLogLikelihood attribute) event_shape (pmrf.distributions.AbstractDistribution property) (pmrf.distributions.Gamma property) (pmrf.distributions.Joint property) (pmrf.distributions.LogNormal property) (pmrf.distributions.Normal property) (pmrf.distributions.TruncatedNormal property) (pmrf.distributions.Uniform property)

event_transform (pmrf.evaluators.GibbsMarginalLogLikelihood attribute) (pmrf.evaluators.MarginalLogLikelihood attribute) evidence_convergence (pmrf.infer.NSS attribute) expand() (pmrf.Model method) (pmrf.models.composite.interconnected.cascade.Cascade method) (pmrf.models.composite.interconnected.circuit.circuit.Circuit method) (pmrf.models.composite.interconnected.terminated.Terminated method) (pmrf.models.composite.transformed.Renumbered method) export_touchstone() (pmrf.Model method) exposed (pmrf.models.composite.nodal.GroundExposed attribute) expression (pmrf.evaluators.Feature attribute) ext_idx (pmrf.models.composite.interconnected.circuit.base.MNARepresentation attribute) (pmrf.models.composite.interconnected.circuit.base.NodalRepresentation attribute) ext_net_ids (pmrf.models.composite.interconnected.circuit.base.PortRepresentation attribute)

F

f (pmrf.Frequency attribute) f0 (pmrf.models.components.lines.ideal.PhaseLine attribute) f_scaled (pmrf.Frequency property) fA (pmrf.models.components.lines.physical.PhysicalLine attribute) fatol (pmrf.optimize.BFGS attribute) (pmrf.optimize.GradientDescent attribute) (pmrf.optimize.LBFGS attribute) (pmrf.optimize.NelderMead attribute) (pmrf.optimize.OptimistixMinimise attribute) Feature (class in pmrf.evaluators) feedback (pmrf.infer.PolyChord attribute) feet_2_meter() (in module pmrf.math) field() (in module pmrf) file_root (pmrf.infer.PolyChord attribute) filter() (pmrf.NetworkCollection method) fit() (in module pmrf.fitting) fit_joint() (in module pmrf.fitting) fit_minimize() (in module pmrf.fitting) fit_sample() (in module pmrf.fitting) fit_sequential() (in module pmrf.fitting) FitResult (class in pmrf.fitting) fixed (pmrf.Param property) (pmrf.parameters.Param property) Fixed() (in module pmrf) (in module pmrf.parameters) flatten (pmrf.models.composite.interconnected.cascade.Cascade attribute) (pmrf.models.composite.interconnected.circuit.circuit.Circuit attribute) flatten_hierarchy() (in module pmrf.models.composite.interconnected.circuit.circuit)

flattened() (pmrf.models.composite.interconnected.cascade.Cascade method) (pmrf.models.composite.interconnected.circuit.circuit.Circuit method) Flipped (class in pmrf.models.composite.transformed) flipped() (pmrf.Model method) floating (pmrf.models.components.lines.nodal.FloatingLine attribute) FloatingLine (class in pmrf.models.components.lines.nodal) fn (pmrf.models.adapters.callable.ContinuousCallable attribute) (pmrf.models.adapters.callable.DiscreteCallable attribute) fn_values (pmrf.infer.InferResult attribute) (pmrf.infer.SampleResult attribute) freeze() (in module pmrf) Frequency (class in pmrf) frequency (pmrf.fitting.FitResult attribute) (pmrf.models.adapters.base.AbstractDiscrete attribute) (pmrf.models.adapters.static.AModel attribute) (pmrf.models.adapters.static.SModel attribute) (pmrf.models.adapters.static.YModel attribute) (pmrf.models.adapters.static.ZModel attribute) from_chain() (pmrf.models.composite.interconnected.circuit.circuit.Circuit class method) from_connection() (pmrf.models.composite.interconnected.circuit.circuit.Circuit class method) from_dir() (pmrf.NetworkCollection class method) from_f() (pmrf.Frequency class method) from_parallel() (pmrf.models.composite.interconnected.circuit.circuit.Circuit class method) from_ports (pmrf.models.composite.transformed.Flipped attribute) (pmrf.models.composite.transformed.Renumbered attribute) from_skrf() (pmrf.Frequency static method) from_zip() (pmrf.NetworkCollection class method) func (pmrf.Partial attribute)

G

G (pmrf.models.components.lines.base.RLGCResult attribute) (pmrf.models.components.lines.ideal.RLGCLine attribute) (pmrf.models.components.lumped.Admittance attribute) gain (pmrf.models.components.ideal.Amplifier attribute) Gamma (class in pmrf.distributions) gamma (pmrf.models.components.ideal.Load attribute) gammaL() (pmrf.models.components.lines.base.AbstractUniformLine method) GaussianLikelihood (class in pmrf.likelihoods) GaussianProcess (class in pmrf.discrepancy_models) geometric_mean() (in module pmrf.math.aggregations)

GibbsMarginalLogLikelihood (class in pmrf.evaluators) GlobalMNACircuitSolver (class in pmrf.models.composite.interconnected.circuit.solvers.nodal) GlobalNodalCircuitSolver (class in pmrf.models.composite.interconnected.circuit.solvers.nodal) GlobalScatteringCircuitSolver (class in pmrf.models.composite.interconnected.circuit.solvers.scattering) Goal (class in pmrf.evaluators) GradientDescent (class in pmrf.optimize) GreaterThan (class in pmrf.constraints) Ground (class in pmrf.models.components.ideal) GroundExposed (class in pmrf.models.composite.nodal) GroundLifted (class in pmrf.models.composite.nodal) gtol (pmrf.optimize.LBFGSB attribute)

H

h (pmrf.models.components.lines.physical.MicrostripLine attribute) HierarchicalScatteringCircuitSolver (class in pmrf.models.composite.interconnected.circuit.solvers.scattering) high (pmrf.distributions.TruncatedNormal attribute) (pmrf.distributions.Uniform attribute)

hinge_loss() (in module pmrf.math.losses) HingeLoss (class in pmrf.losses) HMC (class in pmrf.infer) huber_loss() (in module pmrf.math.losses) HuberLoss (class in pmrf.losses)

I

icdf() (pmrf.distributions.AbstractDistribution method) (pmrf.distributions.Gamma method) (pmrf.distributions.Joint method) (pmrf.distributions.LogNormal method) (pmrf.distributions.Normal method) (pmrf.distributions.Transformed method) (pmrf.distributions.TruncatedNormal method) (pmrf.distributions.Uniform method) Impedance (class in pmrf.models.components.lumped) indexed_connections (pmrf.models.composite.interconnected.circuit.circuit.Circuit attribute) Inductor (class in pmrf.models.components.lumped) InductorQ (class in pmrf.models.components.lumped) InferResult (class in pmrf.infer) InitVar (class in pmrf) int_idx (pmrf.models.composite.interconnected.circuit.base.MNARepresentation attribute) (pmrf.models.composite.interconnected.circuit.base.NodalRepresentation attribute)

interpolate() (pmrf.NetworkCollection method) interpolate_network_data() (in module pmrf.models.adapters.static) interpolate_self() (pmrf.NetworkCollection method) intersect() (in module pmrf.constraints) Interval (class in pmrf.constraints) inverse() (pmrf.models.surrogates.expansion.VectorExpansion method) is_inferer() (in module pmrf.infer) is_minimizer() (in module pmrf.optimize) is_optimizer() (in module pmrf.optimize) is_outside() (pmrf.constraints.AbstractConstraint method) is_param() (in module pmrf) (in module pmrf.parameters) is_sampler() (in module pmrf.infer) isolation (pmrf.models.components.ideal.Isolator attribute) Isolator (class in pmrf.models.components.ideal)

J

jitter (pmrf.discrepancy_models.GaussianProcess attribute)

Joint (class in pmrf.distributions)

K

k1 (pmrf.covariance_kernels.ProductKernel attribute) (pmrf.covariance_kernels.SumKernel attribute) (pmrf.models.components.lines.physical.DatasheetLine attribute) k2 (pmrf.covariance_kernels.ProductKernel attribute) (pmrf.covariance_kernels.SumKernel attribute) (pmrf.models.components.lines.physical.DatasheetLine attribute) kernel (pmrf.discrepancy_models.GaussianProcess attribute) keys() (pmrf.NetworkCollection method)

keywords (pmrf.Partial attribute) kl_divergence() (pmrf.distributions.AbstractDistribution method) (pmrf.distributions.Gamma method) (pmrf.distributions.Joint method) (pmrf.distributions.LogNormal method) (pmrf.distributions.Normal method) (pmrf.distributions.Transformed method) (pmrf.distributions.TruncatedNormal method) (pmrf.distributions.Uniform method)

L

L (pmrf.models.components.lines.base.RLGCResult attribute) (pmrf.models.components.lines.ideal.RLGCLine attribute) (pmrf.models.components.lumped.Inductor attribute) (pmrf.models.components.lumped.InductorQ attribute) (pmrf.models.components.lumped.ShuntInductor attribute) (pmrf.models.components.sections.BoxSectionCLCC attribute) (pmrf.models.components.sections.LSectionLC attribute) (pmrf.models.components.sections.PiSectionCLC attribute) L1 (pmrf.models.components.sections.TSectionLCL attribute) L2 (pmrf.models.components.sections.TSectionLCL attribute) LBFGS (class in pmrf.optimize) LBFGSB (class in pmrf.optimize) learning_rate (pmrf.optimize.GradientDescent attribute) length (pmrf.models.components.lines.base.AbstractRLGCLine attribute) lengthscale (pmrf.covariance_kernels.Matern32Kernel attribute) (pmrf.covariance_kernels.Matern52Kernel attribute) (pmrf.covariance_kernels.PeriodicKernel attribute) (pmrf.covariance_kernels.RBFKernel attribute) LessThan (class in pmrf.constraints) lifted (pmrf.models.composite.nodal.GroundLifted attribute) likelihood (pmrf.evaluators.MarginalLogLikelihood attribute) linear_solver (pmrf.models.composite.interconnected.circuit.solvers.nodal.GlobalMNACircuitSolver attribute) (pmrf.models.composite.interconnected.circuit.solvers.nodal.GlobalNodalCircuitSolver attribute) (pmrf.models.composite.interconnected.circuit.solvers.scattering.GlobalScatteringCircuitSolver attribute) (pmrf.models.composite.interconnected.circuit.solvers.scattering.HierarchicalScatteringCircuitSolver attribute) (pmrf.models.composite.interconnected.circuit.solvers.scattering.SequentialScatteringCircuitSolver attribute) linesearch (pmrf.optimize.LBFGSB attribute) Load (class in pmrf.models.components.ideal) load() (in module pmrf) (in module pmrf.serialization) loc (pmrf.distributions.LogNormal attribute) (pmrf.distributions.Normal attribute) (pmrf.distributions.TruncatedNormal attribute) log_cdf() (pmrf.distributions.AbstractDistribution method) (pmrf.distributions.Gamma method) (pmrf.distributions.Joint method) (pmrf.distributions.LogNormal method) (pmrf.distributions.Normal method) (pmrf.distributions.Transformed method) (pmrf.distributions.TruncatedNormal method) (pmrf.distributions.Uniform method)

log_mean() (in module pmrf.math.aggregations) log_mean_squared_error() (in module pmrf.math.losses) log_prob() (pmrf.distributions.AbstractDistribution method) (pmrf.distributions.Gamma method) (pmrf.distributions.Joint method) (pmrf.distributions.LogNormal method) (pmrf.distributions.Normal method) (pmrf.distributions.TruncatedNormal method) (pmrf.distributions.Uniform method) log_survival_function() (pmrf.distributions.AbstractDistribution method) (pmrf.distributions.Joint method) (pmrf.distributions.LogNormal method) (pmrf.distributions.Normal method) (pmrf.distributions.TruncatedNormal method) logevidence (pmrf.infer.InferResult attribute) (pmrf.infer.SampleResult attribute) logevidence_err (pmrf.infer.InferResult attribute) logevidence_error (pmrf.infer.SampleResult attribute) LogMSELoss (class in pmrf.losses) LogNormal (class in pmrf.distributions) logzero (pmrf.infer.PolyChord attribute) loss (pmrf.evaluators.GibbsMarginalLogLikelihood attribute) (pmrf.evaluators.TargetLoss attribute) (pmrf.models.components.ideal.Attenuator attribute) loss_coeffs_normalized (pmrf.models.components.lines.physical.DatasheetLine attribute) low (pmrf.distributions.TruncatedNormal attribute) (pmrf.distributions.Uniform attribute) lower (pmrf.constraints.GreaterThan attribute) (pmrf.constraints.Interval attribute) LSection (class in pmrf.models.components.sections) LSectionLC (class in pmrf.models.components.sections) LTopology (class in pmrf.models.composite.topological)

M

M1 (pmrf.models.composite.topological.LTopology attribute) (pmrf.models.composite.topological.PiTopology attribute) (pmrf.models.composite.topological.TTopology attribute) M2 (pmrf.models.composite.topological.LTopology attribute) (pmrf.models.composite.topological.PiTopology attribute) (pmrf.models.composite.topological.TTopology attribute) M3 (pmrf.models.composite.topological.PiTopology attribute) (pmrf.models.composite.topological.TTopology attribute) mag_2_db() (in module pmrf.math) mag_2_db10() (in module pmrf.math) magdeg_2_reim() (in module pmrf.math) magnitude_2_db() (in module pmrf.math) map() (pmrf.Model method) MAPELoss (class in pmrf.losses) MarginalLogLikelihood (class in pmrf.evaluators) mask (pmrf.losses.HingeLoss attribute) Match (class in pmrf.models.components.ideal) Matern32Kernel (class in pmrf.covariance_kernels) Matern52Kernel (class in pmrf.covariance_kernels) matrix() (pmrf.models.adapters.base.AbstractSingleDiscreteDomain method) (pmrf.models.adapters.base.AbstractSingleDomain method) (pmrf.models.adapters.bridge.AbstractHost method) (pmrf.models.adapters.callable.ContinuousCallable method) maximise (pmrf.infer.PolyChord attribute) mean() (pmrf.distributions.AbstractDistribution method) (pmrf.distributions.Gamma method) (pmrf.distributions.Joint method) (pmrf.distributions.LogNormal method) (pmrf.distributions.Normal method) (pmrf.distributions.Transformed method) (pmrf.distributions.TruncatedNormal method) (pmrf.distributions.Uniform method) mean_absolute_error() (in module pmrf.math.losses) mean_absolute_percentage_error() (in module pmrf.math.losses) mean_squared_error() (in module pmrf.math.losses) median() (pmrf.distributions.AbstractDistribution method) (pmrf.distributions.Gamma method) (pmrf.distributions.Joint method) (pmrf.distributions.LogNormal method) (pmrf.distributions.Normal method) (pmrf.distributions.Transformed method) (pmrf.distributions.TruncatedNormal method) (pmrf.distributions.Uniform method) metadata (pmrf.Model attribute) (pmrf.Param attribute) (pmrf.parameters.Param attribute) meter_2_feet() (in module pmrf.math) method (pmrf.models.composite.interconnected.cascade.Cascade attribute) (pmrf.models.composite.interconnected.terminated.Terminated attribute) (pmrf.models.composite.nodal.CoupledOnePorts attribute) (pmrf.models.composite.nodal.CoupledTwoPorts attribute) (pmrf.optimize.ScipyMinimize attribute) metrics (pmrf.infer.InferResult attribute) (pmrf.infer.SampleResult attribute) (pmrf.models.composite.interconnected.circuit.base.AdmittanceResult attribute) (pmrf.models.composite.interconnected.circuit.base.ScatteringResult attribute) (pmrf.optimize.OptimizeResult attribute) MicrostripLine (class in pmrf.models.components.lines.physical) midpoint() (pmrf.constraints.AbstractConstraint method) minimize() (in module pmrf.optimize) mna() (pmrf.Model method) mna_representation (pmrf.models.composite.interconnected.circuit.circuit.Circuit property) MNARepresentation (class in pmrf.models.composite.interconnected.circuit.base) MNAStamp (class in pmrf.rf) mode() (pmrf.distributions.AbstractDistribution method) (pmrf.distributions.Gamma method) (pmrf.distributions.Joint method) (pmrf.distributions.LogNormal method) (pmrf.distributions.Normal method) (pmrf.distributions.Transformed method) (pmrf.distributions.TruncatedNormal method) (pmrf.distributions.Uniform method)

Model (class in pmrf) model (pmrf.fitting.FitResult property) (pmrf.models.composite.transformed.Renumbered attribute) (pmrf.models.composite.wrapped.Probabilistic property) (pmrf.models.composite.wrapped.Tied property) (pmrf.optimize.OptimizeResult attribute) module pmrf.constraints pmrf.covariance_kernels pmrf.discrepancy_models pmrf.distributions pmrf.evaluators pmrf.fitting pmrf.infer pmrf.likelihoods pmrf.losses pmrf.math pmrf.math.aggregations pmrf.math.losses pmrf.models pmrf.models.adapters pmrf.models.adapters.base pmrf.models.adapters.bridge pmrf.models.adapters.callable pmrf.models.adapters.static pmrf.models.components pmrf.models.components.ideal pmrf.models.components.lines pmrf.models.components.lines.base pmrf.models.components.lines.ideal pmrf.models.components.lines.nodal pmrf.models.components.lines.nonuniform pmrf.models.components.lines.physical pmrf.models.components.lumped pmrf.models.components.sections pmrf.models.composite pmrf.models.composite.interconnected pmrf.models.composite.interconnected.cascade pmrf.models.composite.interconnected.circuit pmrf.models.composite.interconnected.circuit.base pmrf.models.composite.interconnected.circuit.circuit pmrf.models.composite.interconnected.circuit.solvers pmrf.models.composite.interconnected.circuit.solvers.nodal pmrf.models.composite.interconnected.circuit.solvers.scattering pmrf.models.composite.interconnected.terminated pmrf.models.composite.nodal pmrf.models.composite.topological pmrf.models.composite.transformed pmrf.models.composite.wrapped pmrf.models.surrogates pmrf.models.surrogates.expansion pmrf.models.surrogates.rational pmrf.noise_models pmrf.optimize pmrf.parameters pmrf.rf pmrf.serialization pmrf.viz multioutput (pmrf.losses.HingeLoss attribute) (pmrf.losses.HuberLoss attribute) (pmrf.losses.LogMSELoss attribute) (pmrf.losses.MAPELoss attribute) (pmrf.losses.RMSELoss attribute) multiplier (pmrf.Frequency property) mur (pmrf.models.components.lines.physical.CoaxialLine attribute)

N

N (pmrf.models.components.ideal.Transformer attribute) name (pmrf.distributions.AbstractDistribution property) (pmrf.Model attribute) (pmrf.Param attribute) (pmrf.parameters.Param attribute) named_params() (pmrf.Model method) Negative (class in pmrf.constraints) NelderMead (class in pmrf.optimize) network (pmrf.models.adapters.static.SkrfNetwork attribute) NetworkCollection (class in pmrf) nfail (pmrf.infer.PolyChord attribute) nlive (pmrf.infer.PolyChord attribute) nlives (pmrf.infer.PolyChord attribute) nodal_representation (pmrf.models.composite.interconnected.circuit.circuit.Circuit property) NodalRepresentation (class in pmrf.models.composite.interconnected.circuit.base) noise (pmrf.likelihoods.GaussianLikelihood attribute) norm() (pmrf.optimize.BFGS method) (pmrf.optimize.GradientDescent method) (pmrf.optimize.LBFGS method) (pmrf.optimize.NelderMead method) Normal (class in pmrf.distributions) np_2_db() (in module pmrf.math) npoints (pmrf.Frequency property) nports (pmrf.Model property) (pmrf.models.components.ideal.Load attribute) (pmrf.models.components.ideal.Match attribute) (pmrf.models.components.ideal.Open attribute) (pmrf.models.components.ideal.Short attribute) (pmrf.models.components.ideal.Splitter attribute)

nprior (pmrf.infer.PolyChord attribute) NSS (class in pmrf.infer) num_aux (pmrf.models.composite.interconnected.circuit.base.MNARepresentation property) (pmrf.rf.MNAStamp property) num_delete (pmrf.infer.NSS attribute) num_inner_steps (pmrf.infer.NSS attribute) num_integration_steps (pmrf.infer.HMC attribute) num_nodes (pmrf.models.composite.interconnected.circuit.base.MNARepresentation property) (pmrf.models.composite.interconnected.circuit.base.NodalRepresentation property) num_outputs (pmrf.covariance_kernels.AutoCrossKernel attribute) num_ports (pmrf.models.composite.interconnected.circuit.base.PortRepresentation property) (pmrf.rf.MNAStamp property) num_repeats (pmrf.infer.PolyChord attribute) num_warmup (pmrf.infer.HMC attribute) (pmrf.infer.NUTS attribute) number_of_ports (pmrf.Model property) (pmrf.models.adapters.bridge.AbstractHost property) (pmrf.models.composite.interconnected.cascade.Cascade property) (pmrf.models.composite.interconnected.circuit.circuit.Circuit property) (pmrf.models.composite.interconnected.terminated.Terminated property) NUTS (class in pmrf.infer)

O

objective (pmrf.optimize.OptimizeResult attribute) observed (pmrf.evaluators.GibbsMarginalLogLikelihood attribute) (pmrf.evaluators.MarginalLogLikelihood attribute) offset (pmrf.models.surrogates.expansion.VectorExpansion attribute) Open (class in pmrf.models.components.ideal)

operator (pmrf.losses.HingeLoss attribute) OptimistixMinimise (class in pmrf.optimize) OptimizeResult (class in pmrf.optimize) options (pmrf.optimize.ScipyMinimize attribute) output_shape (pmrf.covariance_kernels.SharedIndependentKernel attribute)

P

Param (class in pmrf) (class in pmrf.parameters) param() (in module pmrf) (in module pmrf.parameters) paramnames (pmrf.infer.PolyChord attribute) Partial (class in pmrf) partition() (in module pmrf) Pathgetter (class in pmrf) paths (pmrf.Pathgetter attribute) period (pmrf.covariance_kernels.PeriodicKernel attribute) PeriodicKernel (class in pmrf.covariance_kernels) PhaseLine (class in pmrf.models.components.lines.ideal) PhysicalLine (class in pmrf.models.components.lines.physical) PiSection (class in pmrf.models.components.sections) PiSectionCLC (class in pmrf.models.components.sections) PiTopology (class in pmrf.models.composite.topological) plot() (pmrf.fitting.FitResult method) plot_fit_result() (in module pmrf.viz) pmrf.constraints module pmrf.covariance_kernels module pmrf.discrepancy_models module pmrf.distributions module pmrf.evaluators module pmrf.fitting module pmrf.infer module pmrf.likelihoods module pmrf.losses module pmrf.math module pmrf.math.aggregations module pmrf.math.losses module pmrf.models module pmrf.models.adapters module pmrf.models.adapters.base module pmrf.models.adapters.bridge module pmrf.models.adapters.callable module pmrf.models.adapters.static module pmrf.models.components module pmrf.models.components.ideal module pmrf.models.components.lines module pmrf.models.components.lines.base module pmrf.models.components.lines.ideal module pmrf.models.components.lines.nodal module pmrf.models.components.lines.nonuniform module pmrf.models.components.lines.physical module pmrf.models.components.lumped module pmrf.models.components.sections module pmrf.models.composite module

pmrf.models.composite.interconnected module pmrf.models.composite.interconnected.cascade module pmrf.models.composite.interconnected.circuit module pmrf.models.composite.interconnected.circuit.base module pmrf.models.composite.interconnected.circuit.circuit module pmrf.models.composite.interconnected.circuit.solvers module pmrf.models.composite.interconnected.circuit.solvers.nodal module pmrf.models.composite.interconnected.circuit.solvers.scattering module pmrf.models.composite.interconnected.terminated module pmrf.models.composite.nodal module pmrf.models.composite.topological module pmrf.models.composite.transformed module pmrf.models.composite.wrapped module pmrf.models.surrogates module pmrf.models.surrogates.expansion module pmrf.models.surrogates.rational module pmrf.noise_models module pmrf.optimize module pmrf.parameters module pmrf.rf module pmrf.serialization module pmrf.viz module polar_2_rect() (in module pmrf.math) PoleResidue (class in pmrf.models.surrogates.rational) poles (pmrf.models.surrogates.rational.PoleResidue attribute) PolyChord (class in pmrf.infer) PolynomialRatio (class in pmrf.models.surrogates.rational) pop() (pmrf.NetworkCollection method) Port (class in pmrf.models.components.ideal) port_axes (pmrf.noise_models.AutoCrossNoise attribute) port_representation (pmrf.models.composite.interconnected.circuit.circuit.Circuit property) port_to_net_map (pmrf.models.composite.interconnected.circuit.base.PortRepresentation attribute) port_tuples (pmrf.Model property) PortRepresentation (class in pmrf.models.composite.interconnected.circuit.base) Positive (class in pmrf.constraints) posteriors (pmrf.infer.PolyChord attribute) precision_criterion (pmrf.infer.PolyChord attribute) predictive_distribution() (pmrf.evaluators.MarginalLogLikelihood method) predictor (pmrf.evaluators.GibbsMarginalLogLikelihood attribute) (pmrf.evaluators.MarginalLogLikelihood attribute) (pmrf.evaluators.TargetLoss attribute) primary_domain (pmrf.Model property) (pmrf.models.adapters.base.AbstractSingleDomain property) primary_matrix() (pmrf.Model method) (pmrf.models.adapters.base.AbstractSingleDomain method) (pmrf.models.surrogates.rational.BarycentricRational method) (pmrf.models.surrogates.rational.PoleResidue method) (pmrf.models.surrogates.rational.PolynomialRatio method) (pmrf.models.surrogates.rational.StateSpace method) prob() (pmrf.distributions.AbstractDistribution method) (pmrf.distributions.Joint method) (pmrf.distributions.Uniform method) Probabilistic (class in pmrf.models.composite.wrapped) probabilistic (pmrf.models.composite.wrapped.Probabilistic attribute) ProductKernel (class in pmrf.covariance_kernels)

Q

Q (pmrf.models.components.lumped.CapacitorQ attribute) (pmrf.models.components.lumped.InductorQ attribute)

R

R (pmrf.models.components.lines.base.RLGCResult attribute) (pmrf.models.components.lines.ideal.RLGCLine attribute) (pmrf.models.components.lumped.Impedance attribute) (pmrf.models.components.lumped.Resistor attribute) (pmrf.models.components.lumped.ShuntResistor attribute) r_idx (pmrf.models.composite.interconnected.circuit.base.NodalRepresentation attribute) radian_2_degree() (in module pmrf.math) Random() (in module pmrf) (in module pmrf.parameters) range (pmrf.distributions.Uniform property) rate (pmrf.distributions.Gamma attribute) raw_leaf (pmrf.Param property) (pmrf.parameters.Param property) raw_value (pmrf.Param attribute) (pmrf.parameters.Param attribute) RBFKernel (class in pmrf.covariance_kernels) rdelta (pmrf.optimize.NelderMead attribute) read_resume (pmrf.infer.PolyChord attribute) RealLine (class in pmrf.constraints) rect_2_polar() (in module pmrf.math) reduce_to_external() (in module pmrf.models.composite.interconnected.circuit.solvers.scattering) RelativeNormal() (in module pmrf.distributions) RelativeTruncatedNormal() (in module pmrf.distributions) renormalize() (pmrf.NetworkCollection method) renormalize_network_data() (in module pmrf.models.adapters.static) renormalize_s() (in module pmrf.rf) renumber() (pmrf.models.composite.transformed.Renumbered method) Renumbered (class in pmrf.models.composite.transformed) renumbered() (pmrf.Model method) replace() (in module pmrf) requires_hypercube (pmrf.infer.PolyChord property) residues (pmrf.models.surrogates.rational.PoleResidue attribute) Resistor (class in pmrf.models.components.lumped) rho (pmrf.models.components.lines.physical.CoaxialLine attribute) (pmrf.models.components.lines.physical.MicrostripLine attribute) rlgc() (pmrf.models.components.lines.base.AbstractRLGCLine method) (pmrf.models.components.lines.ideal.RLGCLine method) (pmrf.models.components.lines.physical.CoaxialLine method) (pmrf.models.components.lines.physical.DatasheetLine method) (pmrf.models.components.lines.physical.MicrostripLine method) (pmrf.models.components.lines.physical.PhysicalLine method)

RLGCLine (class in pmrf.models.components.lines.ideal) RLGCResult (class in pmrf.models.components.lines.base) RMSELoss (class in pmrf.losses) root_mean_squared_error() (in module pmrf.math.losses) run() (pmrf.infer.AbstractHypercubeSampler method) (pmrf.infer.AbstractJointSampler method) (pmrf.infer.AbstractSplitSampler method) (pmrf.infer.HMC method) (pmrf.infer.NSS method) (pmrf.infer.NUTS method) (pmrf.infer.PolyChord method) (pmrf.models.components.lines.physical.AbstractCoaxialSolver method) (pmrf.models.components.lines.physical.AbstractMicrostripSolver method) (pmrf.models.components.lines.physical.TescheCoaxialSolver method) (pmrf.models.components.lines.physical.WheelerMicrostripSolver method) (pmrf.models.composite.interconnected.circuit.base.AbstractAdmittanceCircuitSolver method) (pmrf.models.composite.interconnected.circuit.base.AbstractMNACircuitSolver method) (pmrf.models.composite.interconnected.circuit.base.AbstractScatteringCircuitSolver method) (pmrf.models.composite.interconnected.circuit.solvers.nodal.GlobalMNACircuitSolver method) (pmrf.models.composite.interconnected.circuit.solvers.nodal.GlobalNodalCircuitSolver method) (pmrf.models.composite.interconnected.circuit.solvers.scattering.GlobalScatteringCircuitSolver method) (pmrf.models.composite.interconnected.circuit.solvers.scattering.HierarchicalScatteringCircuitSolver method) (pmrf.models.composite.interconnected.circuit.solvers.scattering.SequentialScatteringCircuitSolver method) (pmrf.optimize.AbstractBoundedMinimizer method) (pmrf.optimize.AbstractUnconstrainedMinimizer method) (pmrf.optimize.BFGS method) (pmrf.optimize.GradientDescent method) (pmrf.optimize.LBFGS method) (pmrf.optimize.LBFGSB method) (pmrf.optimize.NelderMead method) (pmrf.optimize.OptimistixMinimise method) (pmrf.optimize.ScipyMinimize method)

S

s() (pmrf.Model method) s2a() (in module pmrf.rf) s2mna() (in module pmrf.rf) s2s() (in module pmrf.rf) s2y() (in module pmrf.rf) s2z() (in module pmrf.rf) s_discrete() (pmrf.models.adapters.base.AbstractDiscrete method) s_matrix (pmrf.models.adapters.static.SModel attribute) sample() (in module pmrf.infer) (pmrf.distributions.AbstractDistribution method) (pmrf.distributions.Gamma method) (pmrf.distributions.Joint method) (pmrf.distributions.LogNormal method) (pmrf.distributions.Normal method) (pmrf.distributions.TruncatedNormal method) (pmrf.distributions.Uniform method) sample_and_log_prob() (pmrf.distributions.AbstractDistribution method) (pmrf.distributions.Joint method) (pmrf.distributions.LogNormal method) (pmrf.distributions.Normal method) (pmrf.distributions.TruncatedNormal method) (pmrf.distributions.Uniform method) sample_observation() (pmrf.evaluators.MarginalLogLikelihood method) sampled_loglikelihood (pmrf.infer.InferResult attribute) sampled_model (pmrf.infer.InferResult attribute) SampleResult (class in pmrf.infer) samples (pmrf.infer.SampleResult attribute) save() (in module pmrf) (in module pmrf.serialization) scale (pmrf.distributions.LogNormal attribute) (pmrf.distributions.Normal attribute) (pmrf.distributions.TruncatedNormal attribute) (pmrf.Param attribute) (pmrf.parameters.Param attribute) ScatteringResult (class in pmrf.models.composite.interconnected.circuit.base) ScipyMinimize (class in pmrf.optimize) seed (pmrf.infer.PolyChord attribute) SequentialScatteringCircuitSolver (class in pmrf.models.composite.interconnected.circuit.solvers.scattering) shape (pmrf.constraints.RealLine attribute) SharedIndependentKernel (class in pmrf.covariance_kernels) Short (class in pmrf.models.components.ideal) show_progress (pmrf.infer.HMC attribute) (pmrf.infer.NSS attribute) (pmrf.infer.NUTS attribute) (pmrf.optimize.ScipyMinimize attribute) Shunt (class in pmrf.models.composite.nodal) shunt (pmrf.models.composite.nodal.Shunt attribute) ShuntCapacitor (class in pmrf.models.components.lumped) ShuntInductor (class in pmrf.models.components.lumped) ShuntResistor (class in pmrf.models.components.lumped) SkrfNetwork (class in pmrf.models.adapters.static)

SModel (class in pmrf.models.adapters.static) solution (pmrf.fitting.FitResult attribute) solver (pmrf.models.components.lines.physical.CoaxialLine attribute) (pmrf.models.components.lines.physical.MicrostripLine attribute) (pmrf.models.composite.interconnected.circuit.circuit.Circuit attribute) (pmrf.optimize.OptimistixMinimise attribute) SourceConverter (class in pmrf.models.components.ideal) span (pmrf.Frequency property) span_scaled (pmrf.Frequency property) Splitter (class in pmrf.models.components.ideal) sqrt_phase_unwrap() (in module pmrf.math) start (pmrf.Frequency property) start_scaled (pmrf.Frequency property) StateSpace (class in pmrf.models.surrogates.rational) stddev() (pmrf.distributions.AbstractDistribution method) (pmrf.distributions.Gamma method) (pmrf.distributions.Joint method) (pmrf.distributions.LogNormal method) (pmrf.distributions.Normal method) (pmrf.distributions.TruncatedNormal method) step (pmrf.Frequency property) step_atol (pmrf.optimize.BFGS attribute) (pmrf.optimize.GradientDescent attribute) (pmrf.optimize.LBFGS attribute) step_rtol (pmrf.optimize.BFGS attribute) (pmrf.optimize.GradientDescent attribute) (pmrf.optimize.LBFGS attribute) step_scaled (pmrf.Frequency property) stepsize (pmrf.optimize.LBFGSB attribute) stop (pmrf.Frequency property) stop_scaled (pmrf.Frequency property) success (pmrf.models.composite.interconnected.circuit.base.AdmittanceResult attribute) (pmrf.models.composite.interconnected.circuit.base.ScatteringResult attribute) (pmrf.optimize.OptimizeResult attribute) SumKernel (class in pmrf.covariance_kernels) summary() (pmrf.NetworkCollection method) support (pmrf.distributions.AbstractDistribution property) (pmrf.distributions.Gamma property) (pmrf.distributions.Joint property) (pmrf.distributions.LogNormal property) (pmrf.distributions.Normal property) (pmrf.distributions.Transformed property) (pmrf.distributions.TruncatedNormal property) (pmrf.distributions.Uniform property) support_points (pmrf.models.surrogates.rational.BarycentricRational attribute) survival_function() (pmrf.distributions.AbstractDistribution method) (pmrf.distributions.Joint method) (pmrf.distributions.LogNormal method) (pmrf.distributions.Normal method) (pmrf.distributions.TruncatedNormal method) sweep() (in module pmrf) synchronous (pmrf.infer.PolyChord attribute)

T

t (pmrf.models.components.lines.physical.MicrostripLine attribute) tand (pmrf.models.components.lines.physical.CoaxialLine attribute) (pmrf.models.components.lines.physical.MicrostripLine attribute) (pmrf.models.components.lines.physical.PhysicalLine attribute) target (pmrf.evaluators.TargetLoss attribute) target_acceptance_rate (pmrf.infer.HMC attribute) (pmrf.infer.NUTS attribute) TargetLoss (class in pmrf.evaluators) Tee (class in pmrf.models.components.ideal) temperature (pmrf.evaluators.GibbsMarginalLogLikelihood attribute) Terminated (class in pmrf.models.composite.interconnected.terminated) terminated() (pmrf.Model method) terminated_from (pmrf.models.composite.interconnected.terminated.Terminated attribute) terminated_into (pmrf.models.composite.interconnected.terminated.Terminated attribute) TescheCoaxialSolver (class in pmrf.models.components.lines.physical) theta (pmrf.models.adapters.callable.ContinuousCallable attribute) (pmrf.models.adapters.callable.DiscreteCallable attribute) (pmrf.models.components.lines.ideal.PhaseLine attribute) tie (pmrf.models.composite.wrapped.Tied attribute) Tied (class in pmrf.models.composite.wrapped)

tied() (pmrf.Model method) to_dataframe() (pmrf.NetworkCollection method) to_dict() (pmrf.NetworkCollection method) to_ports (pmrf.models.composite.transformed.Renumbered attribute) to_skrf() (pmrf.Frequency method) (pmrf.Model method) tol (pmrf.optimize.ScipyMinimize attribute) Touchstone (class in pmrf.models.adapters.static) touchstone (pmrf.models.adapters.static.Touchstone attribute) transform_bijector (pmrf.constraints.Transformed attribute) Transformed (class in pmrf.constraints) (class in pmrf.distributions) Transformer (class in pmrf.models.components.ideal) TransmissionLine (class in pmrf.models.components.lines.base) truncate() (in module pmrf.distributions) TruncatedNormal (class in pmrf.distributions) TSection (class in pmrf.models.components.sections) TSectionLCL (class in pmrf.models.components.sections) TTopology (class in pmrf.models.composite.topological) type (pmrf.InitVar attribute)

U

Unconstrained() (in module pmrf) (in module pmrf.parameters) unfreeze() (in module pmrf) Uniform (class in pmrf.distributions) unit (pmrf.Frequency attribute) unscaled_value (pmrf.Param property) (pmrf.parameters.Param property) unwrap() (in module pmrf) (pmrf.models.composite.wrapped.Probabilistic method) (pmrf.models.composite.wrapped.Tied method)

unwrap_self() (in module pmrf) upper (pmrf.constraints.Interval attribute) (pmrf.constraints.LessThan attribute) use_grad (pmrf.optimize.ScipyMinimize attribute) use_inverse (pmrf.optimize.BFGS attribute) (pmrf.optimize.LBFGS attribute) use_orthogonal_discrepancy (pmrf.evaluators.GibbsMarginalLogLikelihood attribute) (pmrf.evaluators.MarginalLogLikelihood attribute)

V

value (pmrf.Param property) (pmrf.parameters.Param property) values (pmrf.models.surrogates.rational.BarycentricRational attribute) variance (pmrf.covariance_kernels.ConstantKernel attribute) (pmrf.covariance_kernels.WhiteNoiseKernel attribute) variance() (pmrf.distributions.AbstractDistribution method) (pmrf.distributions.Gamma method) (pmrf.distributions.Joint method) (pmrf.distributions.LogNormal method) (pmrf.distributions.Normal method) (pmrf.distributions.Transformed method) (pmrf.distributions.TruncatedNormal method) (pmrf.distributions.Uniform method)

VectorExpansion (class in pmrf.models.surrogates.expansion) vf (pmrf.models.components.lines.physical.DatasheetLine attribute)

W

w (pmrf.Frequency property) (pmrf.models.components.lines.physical.MicrostripLine attribute) weight (pmrf.losses.HingeLoss attribute) weighted_sum() (in module pmrf.math.aggregations) weights (pmrf.infer.InferResult attribute) (pmrf.infer.SampleResult attribute) (pmrf.models.surrogates.rational.BarycentricRational attribute) WheelerMicrostripSolver (class in pmrf.models.components.lines.physical) WhiteNoiseKernel (class in pmrf.covariance_kernels)

wrap() (pmrf.Param method) (pmrf.parameters.Param method) write() (pmrf.NetworkCollection method) write_dead (pmrf.infer.PolyChord attribute) write_live (pmrf.infer.PolyChord attribute) write_paramnames (pmrf.infer.PolyChord attribute) write_prior (pmrf.infer.PolyChord attribute) write_resume (pmrf.infer.PolyChord attribute) write_stats (pmrf.infer.PolyChord attribute)

X

X (pmrf.models.components.lumped.Impedance attribute)

xatol (pmrf.optimize.NelderMead attribute) xrtol (pmrf.optimize.NelderMead attribute)

Y

Y (pmrf.models.components.sections.LSection attribute) (pmrf.rf.MNAStamp attribute) y() (pmrf.Model method) Y1 (pmrf.models.components.sections.BoxSection attribute) (pmrf.models.components.sections.PiSection attribute) Y2 (pmrf.models.components.sections.BoxSection attribute) (pmrf.models.components.sections.PiSection attribute) y2a() (in module pmrf.rf) y2mna() (in module pmrf.rf)

y2s() (in module pmrf.rf) y2z() (in module pmrf.rf) Y3 (pmrf.models.components.sections.BoxSection attribute) (pmrf.models.components.sections.PiSection attribute) Y4 (pmrf.models.components.sections.BoxSection attribute) y_c_idx (pmrf.models.composite.interconnected.circuit.base.MNARepresentation attribute) y_discrete() (pmrf.models.adapters.base.AbstractDiscrete method) y_matrix (pmrf.models.adapters.static.YModel attribute) y_r_idx (pmrf.models.composite.interconnected.circuit.base.MNARepresentation attribute) YModel (class in pmrf.models.adapters.static)

Z

Z (pmrf.models.components.sections.LSection attribute) z() (pmrf.Model method) z0 (pmrf.models.adapters.base.AbstractSingleDomain attribute) (pmrf.models.adapters.static.SModel attribute) (pmrf.models.components.ideal.Amplifier attribute) (pmrf.models.components.ideal.Attenuator attribute) (pmrf.models.components.ideal.DirectionalCoupler attribute) (pmrf.models.components.ideal.Isolator attribute) (pmrf.models.components.ideal.Load attribute) (pmrf.models.components.ideal.Port attribute) (pmrf.models.components.lines.ideal.PhaseLine attribute) (pmrf.models.composite.interconnected.circuit.base.ScatteringResult attribute) Z1 (pmrf.models.components.sections.TSection attribute) Z2 (pmrf.models.components.sections.TSection attribute)

z2a() (in module pmrf.rf) z2mna() (in module pmrf.rf) z2s() (in module pmrf.rf) z2y() (in module pmrf.rf) Z3 (pmrf.models.components.sections.TSection attribute) z_discrete() (pmrf.models.adapters.base.AbstractDiscrete method) z_matrix (pmrf.models.adapters.static.ZModel attribute) zc() (pmrf.models.components.lines.base.AbstractUniformLine method) zc_and_gammaL() (pmrf.models.components.lines.base.AbstractRLGCLine method) (pmrf.models.components.lines.base.AbstractUniformLine method) (pmrf.models.components.lines.ideal.PhaseLine method) ZeroKernel (class in pmrf.covariance_kernels) ZModel (class in pmrf.models.adapters.static) zn (pmrf.models.components.lines.physical.DatasheetLine attribute) (pmrf.models.components.lines.physical.PhysicalLine attribute)