Index

_

__call__() (pmrf.models.Model method) __init__() (pmrf.distributions.parameter.JointParameterDistribution method) (pmrf.fitting.BaseFitter method), [1] (pmrf.fitting.BayesianContext method), [1] (pmrf.fitting.BayesianFitter method), [1] (pmrf.fitting.BayesianResults method) (pmrf.fitting.FitContext method), [1] (pmrf.fitting.FitResults method), [1] (pmrf.fitting.FrequentistContext method), [1] (pmrf.fitting.FrequentistFitter method), [1] (pmrf.fitting.FrequentistResults method) (pmrf.fitting.NumPyroMCMCFitter method) (pmrf.fitting.NumPyroNSFitter method) (pmrf.fitting.NumPyroResults method) (pmrf.fitting.SciPyMinimizeFitter method) (pmrf.fitting.SciPyResults method) (pmrf.frequency.Frequency method) (pmrf.models.containers.Cascade method) (pmrf.models.containers.Circuit method) (pmrf.models.containers.Connected method) (pmrf.models.containers.Flipped method) (pmrf.models.containers.Renumbered method) (pmrf.models.containers.Stacked method) (pmrf.models.lines.CoaxialLine method) (pmrf.models.lines.ConstantRLGCLine method) (pmrf.models.lines.DatasheetLine method) (pmrf.models.lines.MicrostripLine method) (pmrf.models.lines.RLGCLine method) (pmrf.models.lines.TLine method) (pmrf.models.lumped.Capacitor method) (pmrf.models.lumped.Inductor method) (pmrf.models.lumped.Load method) (pmrf.models.lumped.Resistor method) (pmrf.models.lumped.ShuntCapacitor method) (pmrf.models.lumped.ShuntInductor method) (pmrf.models.lumped.ShuntResistor method) (pmrf.models.nonideal.CLCResistor method) (pmrf.models.nonideal.NonIdealResistor method) (pmrf.models.topological.BoxCLCC method) (pmrf.models.topological.PiCLC method) (pmrf.models.utility.AModel method) (pmrf.models.utility.DictModel method) (pmrf.models.utility.ListModel method) (pmrf.models.utility.Measured method) (pmrf.models.utility.SModel method) (pmrf.parameters.Parameter method) (pmrf.parameters.ParameterGroup method) (pmrf.sampling.BaseSampler method), [1] (pmrf.sampling.samplers.LatinHypercubeSampler method) (pmrf.sampling.samplers.UniformSampler method)

_f (pmrf.frequency.Frequency attribute) _unit (pmrf.frequency.Frequency attribute)

A

a() (pmrf.models.containers.Cascade method) (pmrf.models.containers.Renumbered method) (pmrf.models.Model method) (pmrf.models.nonideal.CLCResistor method) (pmrf.models.topological.PiCLC method) (pmrf.models.utility.AModel method)

a2s() (in module pmrf.functions.conversions) a_array (pmrf.models.utility.AModel attribute), [1] a_general() (pmrf.models.topological.PiCLC method) a_zero_inductance() (pmrf.models.topological.PiCLC method) AModel (class in pmrf.models.utility) as_fixed() (pmrf.parameters.Parameter method) as_free() (pmrf.parameters.Parameter method)

B

BaseFitter (class in pmrf.fitting) BaseSampler (class in pmrf.sampling) BayesianContext (class in pmrf.fitting)

BayesianFitter (class in pmrf.fitting) BayesianResults (class in pmrf.fitting) bounds() (pmrf.fitting.FrequentistContext method) BoxCLCC (class in pmrf.models.topological)

C

C (pmrf.models.lines.ConstantRLGCLine attribute) (pmrf.models.lumped.Capacitor attribute) (pmrf.models.lumped.ShuntCapacitor attribute) C1 (pmrf.models.topological.BoxCLCC attribute), [1] (pmrf.models.topological.PiCLC attribute), [1] C2 (pmrf.models.topological.BoxCLCC attribute), [1] (pmrf.models.topological.PiCLC attribute), [1] C3 (pmrf.models.topological.BoxCLCC attribute), [1] C_prime() (pmrf.models.lines.CoaxialLine method) Capacitor (class in pmrf.models.lumped) Cascade (class in pmrf.models.containers) cdf() (pmrf.distributions.parameter.JointParameterDistribution method) center (pmrf.frequency.Frequency property) center_idx (pmrf.frequency.Frequency property) center_scaled (pmrf.frequency.Frequency property) children() (pmrf.models.Model method) Circuit (class in pmrf.models.containers) clc (pmrf.models.nonideal.CLCResistor attribute), [1] CLCResistor (class in pmrf.models.nonideal) CoaxialLine (class in pmrf.models.lines)

comb() (in module pmrf.functions.math) complex2Scalar() (in module pmrf.functions.math) complex_2_db() (in module pmrf.functions.math) complex_2_db10() (in module pmrf.functions.math) complex_2_degree() (in module pmrf.functions.math) complex_2_magnitude() (in module pmrf.functions.math) complex_2_quadrature() (in module pmrf.functions.math) complex_2_radian() (in module pmrf.functions.math) complex_2_reim() (in module pmrf.functions.math) complex_components() (in module pmrf.functions.math) complexify() (in module pmrf.functions.math) Connected (class in pmrf.models.containers) connected() (pmrf.models.Model method) ConstantRLGCLine (class in pmrf.models.lines) conv_cost() (in module pmrf.functions.math) conv_inter() (in module pmrf.functions.math) convolve_interleaved() (in module pmrf.functions.math) copy() (pmrf.models.Model method) (pmrf.parameters.Parameter method) cost_function (pmrf.fitting.FrequentistContext attribute), [1] cross_ratio() (in module pmrf.functions.math)

D

DatasheetLine (class in pmrf.models.lines) db10_2_mag() (in module pmrf.functions.math) dB20() (in module pmrf.functions.math) db_2_mag() (in module pmrf.functions.math) db_2_magnitude() (in module pmrf.functions.math) db_2_np() (in module pmrf.functions.math) db_per_100feet_2_db_per_100meter() (in module pmrf.functions.math) dbdeg_2_reim() (in module pmrf.functions.math) decode_solver_results() (pmrf.fitting.FitResults class method) (pmrf.fitting.NumPyroResults class method) (pmrf.fitting.SciPyResults class method) DEFAULT_NAMED_PARAMS (pmrf.models.Model attribute)

DEFAULT_PARAM_NAMES (pmrf.models.Model attribute) DEFAULT_PARAMS (pmrf.models.Model attribute) degree_2_radian() (in module pmrf.functions.math) df (pmrf.frequency.Frequency property) df_scaled (pmrf.frequency.Frequency property) DictModel (class in pmrf.models.utility) din (pmrf.models.lines.CoaxialLine attribute) dirac_delta() (in module pmrf.functions.math) distribution (pmrf.parameters.Parameter attribute), [1] (pmrf.parameters.ParameterGroup attribute), [1] distribution() (pmrf.models.Model method) dout (pmrf.models.lines.CoaxialLine attribute) dw (pmrf.frequency.Frequency property)

E

encode_solver_results() (pmrf.fitting.FitResults method) (pmrf.fitting.NumPyroResults method) (pmrf.fitting.SciPyResults method) epr (pmrf.models.lines.CoaxialLine attribute) (pmrf.models.lines.DatasheetLine attribute) (pmrf.models.lines.MicrostripLine attribute) epr_f() (pmrf.models.lines.CoaxialLine method)

epr_model (pmrf.models.lines.CoaxialLine attribute) epr_slope (pmrf.models.lines.DatasheetLine attribute) eps_f() (pmrf.models.lines.CoaxialLine method) evaluate_bernstein_basis() (in module pmrf.functions.math) evaluate_power_basis() (in module pmrf.functions.math) export_touchstone() (pmrf.models.Model method) extract_features() (in module pmrf)

F

f (pmrf.frequency.Frequency property) f_scaled (pmrf.frequency.Frequency property) feature_sigmas (pmrf.fitting.BayesianContext attribute), [1] features (pmrf.fitting.FitContext attribute), [1] feet_2_meter() (in module pmrf.functions.math) find_closest() (in module pmrf.functions.math) find_correct_sign() (in module pmrf.functions.math) first_model (pmrf.models.containers.Cascade property) fit() (pmrf.fitting.BaseFitter method) fit_posterior() (pmrf.fitting.BayesianResults method) fit_submodels() (pmrf.fitting.BaseFitter method) FitContext (class in pmrf.fitting) FitResults (class in pmrf.fitting) fitted() (pmrf.models.Model method) fitted_model (pmrf.fitting.FitResults attribute), [1] fix_z0_shape() (in module pmrf.functions.conversions) fixed (pmrf.parameters.Parameter attribute), [1] flat_param_names() (pmrf.fitting.BayesianContext method) (pmrf.models.Model method)

flat_param_values() (pmrf.models.Model method) flat_params() (pmrf.models.Model method) flattened() (pmrf.parameters.Parameter method) Flipped (class in pmrf.models.containers) flipped() (pmrf.models.Model method) floating (pmrf.models.lines.RLGCLine attribute) (pmrf.models.lines.TLine attribute) four_port (pmrf.models.topological.BoxCLCC attribute), [1] freq_bounds (pmrf.models.lines.DatasheetLine attribute) Frequency (class in pmrf.frequency) frequency (pmrf.fitting.FitContext attribute), [1] FrequentistContext (class in pmrf.fitting) FrequentistFitter (class in pmrf.fitting) FrequentistResults (class in pmrf.fitting) from_f() (pmrf.frequency.Frequency class method) from_json() (pmrf.parameters.Parameter class method) from_ports (pmrf.models.containers.Flipped attribute) (pmrf.models.containers.Renumbered attribute), [1] from_skrf() (pmrf.frequency.Frequency static method)

G

G (pmrf.models.lines.ConstantRLGCLine attribute) G_diel() (pmrf.models.lines.CoaxialLine method) gamma (pmrf.models.lumped.Load attribute)

generate() (pmrf.distributions.maf.MAFDistribution class method) generate_features() (pmrf.sampling.BaseSampler method) generate_models() (pmrf.sampling.BaseSampler method)

H

h (pmrf.models.lines.MicrostripLine attribute)

has_rsample (pmrf.distributions.parameter.JointParameterDistribution attribute)

I

icdf() (pmrf.distributions.parameter.JointParameterDistribution method) ideal (pmrf.models.nonideal.CLCResistor property) (pmrf.models.nonideal.NonIdealResistor property) impl (pmrf.distributions.maf.MAFDistribution attribute) indexed_connections (pmrf.models.containers.Circuit attribute), [1]

Inductor (class in pmrf.models.lumped) inf_to_num() (in module pmrf.functions.math) initial_model (pmrf.fitting.FitResults attribute), [1] inner_models (pmrf.models.containers.Cascade property) interpolated() (pmrf.models.lines.CoaxialLine method) (pmrf.parameters.Parameter method)

J

JointParameterDistribution (class in pmrf.distributions.parameter)

K

k1 (pmrf.models.lines.DatasheetLine attribute)

k2 (pmrf.models.lines.DatasheetLine attribute)

L

L (pmrf.models.lines.ConstantRLGCLine attribute) (pmrf.models.lumped.Inductor attribute) (pmrf.models.lumped.ShuntInductor attribute) (pmrf.models.topological.BoxCLCC attribute), [1] (pmrf.models.topological.PiCLC attribute), [1] L_prime() (pmrf.models.lines.CoaxialLine method) L_skin() (pmrf.models.lines.CoaxialLine method) last_model (pmrf.models.containers.Cascade property) LatinHypercubeSampler (class in pmrf.sampling.samplers) length (pmrf.models.lines.TLine attribute)

likelihood_kind (pmrf.fitting.BayesianContext attribute), [1] likelihood_param_names() (pmrf.fitting.BayesianContext method) likelihood_params (pmrf.fitting.BayesianContext attribute), [1] ListModel (class in pmrf.models.utility) Load (class in pmrf.models.lumped) load() (pmrf.models.Model class method) load_hdf() (pmrf.fitting.FitResults class method) log_prob() (pmrf.distributions.parameter.JointParameterDistribution method) logger (pmrf.fitting.FitContext attribute), [1] (pmrf.sampling.BaseSampler attribute) loss_coeffs_normalized (pmrf.models.lines.DatasheetLine attribute)

M

MAFDistribution (class in pmrf.distributions.maf) mag_2_db() (in module pmrf.functions.math) mag_2_db10() (in module pmrf.functions.math) magdeg_2_reim() (in module pmrf.functions.math) magnitude_2_db() (in module pmrf.functions.math) make_cost_function() (pmrf.fitting.FrequentistContext method) make_feature_function() (pmrf.fitting.FitContext method) make_gaussian_log_likelihood_fn() (pmrf.fitting.BayesianContext method) make_log_likelihood_fn() (pmrf.fitting.BayesianContext method) make_log_prior_fn() (pmrf.fitting.BayesianContext method) make_multivariate_gaussian_log_likelihood_fn() (pmrf.fitting.BayesianContext method) make_prior_transform_fn() (pmrf.fitting.BayesianContext method) max (pmrf.parameters.Parameter property) (pmrf.parameters.ParameterGroup property) Measured (class in pmrf.models.utility) measured (pmrf.fitting.FitContext attribute), [1] (pmrf.fitting.FitResults attribute), [1] measured_features (pmrf.fitting.FitContext attribute), [1] metadata (pmrf.models.Model attribute), [1] meter_2_feet() (in module pmrf.functions.math) MicrostripLine (class in pmrf.models.lines) min (pmrf.parameters.Parameter property) (pmrf.parameters.ParameterGroup property) Model (class in pmrf.models) model (pmrf.fitting.FitContext attribute), [1] (pmrf.models.containers.Renumbered attribute), [1] (pmrf.sampling.BaseSampler attribute)

model_param_names() (pmrf.fitting.FitContext method) models (pmrf.models.containers.Cascade attribute), [1] (pmrf.models.containers.Circuit attribute), [1] (pmrf.models.containers.Connected attribute), [1] (pmrf.models.containers.Stacked attribute), [1] (pmrf.models.utility.DictModel attribute), [1] (pmrf.models.utility.ListModel attribute), [1] module pmrf.distributions.maf pmrf.distributions.parameter pmrf.functions.conversions pmrf.functions.math pmrf.models pmrf.models.containers pmrf.models.lines pmrf.models.lumped pmrf.models.nonideal pmrf.models.topological pmrf.models.utility mu_f() (pmrf.models.lines.CoaxialLine method) multiplier (pmrf.frequency.Frequency property) multiply_by() (in module pmrf.functions.math) multiply_every() (in module pmrf.functions.math) mur (pmrf.models.lines.CoaxialLine attribute) mur_f() (pmrf.models.lines.CoaxialLine method) mur_model (pmrf.models.lines.CoaxialLine attribute)

N

N (pmrf.sampling.BaseSampler attribute) name (pmrf.models.Model attribute), [1] (pmrf.parameters.Parameter attribute), [1] named_flat_param_values() (pmrf.models.Model method) named_flat_params() (pmrf.models.Model method) named_param_values() (pmrf.models.Model method) named_params() (pmrf.models.Model method) ndim (pmrf.parameters.Parameter property) neglect_skin_inductance (pmrf.models.lines.CoaxialLine attribute) network (pmrf.models.utility.Measured attribute), [1] neuman() (in module pmrf.functions.math) NonIdealResistor (class in pmrf.models.nonideal) np_2_db() (in module pmrf.functions.math) npoints (pmrf.frequency.Frequency property) nports (pmrf.models.lumped.Load attribute) (pmrf.models.lumped.ShuntInductor attribute) (pmrf.models.lumped.ShuntResistor attribute) (pmrf.models.Model property)

nudge_eig() (in module pmrf.functions.math) null() (in module pmrf.functions.math) num_flat_params (pmrf.models.Model property) (pmrf.parameters.ParameterGroup property) num_likelihood_params (pmrf.fitting.BayesianContext property) num_model_params (pmrf.fitting.BayesianContext property) num_params (pmrf.fitting.BayesianContext property) (pmrf.models.Model property) number_of_ports (pmrf.models.Model property) NumPyroMCMCFitter (class in pmrf.fitting) NumPyroNSFitter (class in pmrf.fitting) NumPyroResults (class in pmrf.fitting)

O

output_path (pmrf.fitting.FitContext attribute), [1]

output_root (pmrf.fitting.FitContext attribute), [1]

P

param_groups() (pmrf.models.Model method) param_names() (pmrf.models.Model method) Parameter (class in pmrf.parameters) parameter_names (pmrf.parameters.ParameterGroup attribute), [1] ParameterGroup (class in pmrf.parameters) params() (pmrf.models.Model method) params_values() (pmrf.models.Model method) parasitics (pmrf.models.nonideal.CLCResistor property) (pmrf.models.nonideal.NonIdealResistor property) PiCLC (class in pmrf.models.topological) plot_s_db() (pmrf.fitting.FitResults method) pmrf.distributions.maf module pmrf.distributions.parameter module pmrf.functions.conversions module pmrf.functions.math module pmrf.models module

pmrf.models.containers module pmrf.models.lines module pmrf.models.lumped module pmrf.models.nonideal module pmrf.models.topological module pmrf.models.utility module polar_2_rect() (in module pmrf.functions.math) port_idxs (pmrf.models.containers.Circuit attribute), [1] port_tuples (pmrf.models.Model property) ports (pmrf.models.containers.Connected attribute), [1] posterior_samples() (pmrf.fitting.BayesianResults method) primary() (pmrf.models.Model method) primary_function (pmrf.models.Model property) primary_property (pmrf.models.Model property) prior_samples() (pmrf.fitting.BayesianResults method)

R

R (pmrf.models.lines.ConstantRLGCLine attribute) (pmrf.models.lumped.Resistor attribute) (pmrf.models.lumped.ShuntResistor attribute) R_skin() (pmrf.models.lines.CoaxialLine method) radian_2_degree() (in module pmrf.functions.math) range() (pmrf.sampling.BaseSampler method) read_hdf() (pmrf.models.Model class method) rect_2_polar() (in module pmrf.functions.math) renormalize (pmrf.models.lines.TLine attribute) renormalize_s() (in module pmrf.functions.conversions) renumber() (pmrf.models.containers.Renumbered method) Renumbered (class in pmrf.models.containers) reparametrized_params (pmrf.distributions.parameter.JointParameterDistribution attribute) res (pmrf.models.nonideal.CLCResistor attribute), [1] Resistor (class in pmrf.models.lumped)

rho (pmrf.models.lines.CoaxialLine attribute) (pmrf.models.lines.MicrostripLine attribute) rho_f() (pmrf.models.lines.CoaxialLine method) rho_model (pmrf.models.lines.CoaxialLine attribute) rhoin_f() (pmrf.models.lines.CoaxialLine method) rhoout_f() (pmrf.models.lines.CoaxialLine method) rlgc() (pmrf.models.lines.CoaxialLine method) (pmrf.models.lines.ConstantRLGCLine method) (pmrf.models.lines.DatasheetLine method) (pmrf.models.lines.MicrostripLine method) (pmrf.models.lines.RLGCLine method) RLGCLine (class in pmrf.models.lines) rms() (in module pmrf.functions.math) round_sig() (in module pmrf.functions.math) rsolve() (in module pmrf.functions.math)

S

s() (pmrf.models.containers.Cascade method) (pmrf.models.containers.Circuit method) (pmrf.models.containers.Connected method) (pmrf.models.containers.Renumbered method) (pmrf.models.containers.Stacked method) (pmrf.models.lines.RLGCLine method) (pmrf.models.lumped.Capacitor method) (pmrf.models.lumped.Inductor method) (pmrf.models.lumped.Load method) (pmrf.models.lumped.Resistor method) (pmrf.models.lumped.ShuntCapacitor method) (pmrf.models.lumped.ShuntInductor method) (pmrf.models.lumped.ShuntResistor method) (pmrf.models.Model method) (pmrf.models.topological.BoxCLCC method) (pmrf.models.topological.PiCLC method) (pmrf.models.utility.Measured method) (pmrf.models.utility.SModel method) s2a() (in module pmrf.functions.conversions) s2s() (in module pmrf.functions.conversions) s2z() (in module pmrf.functions.conversions) s_array (pmrf.models.utility.SModel attribute), [1] sample() (pmrf.distributions.parameter.JointParameterDistribution method) save() (pmrf.models.Model method) save_hdf() (pmrf.fitting.FitResults method) scalar2Complex() (in module pmrf.functions.math)

scale (pmrf.parameters.Parameter attribute), [1] SciPyMinimizeFitter (class in pmrf.fitting) SciPyResults (class in pmrf.fitting) separate_rho (pmrf.models.lines.CoaxialLine attribute) separator (pmrf.models.Model attribute), [1] settings (pmrf.fitting.FitResults attribute), [1] settings() (pmrf.fitting.FitContext method) ShuntCapacitor (class in pmrf.models.lumped) ShuntInductor (class in pmrf.models.lumped) ShuntResistor (class in pmrf.models.lumped) SModel (class in pmrf.models.utility) solver_results (pmrf.fitting.FitResults attribute), [1] span (pmrf.frequency.Frequency property) span_scaled (pmrf.frequency.Frequency property) sparam_kind (pmrf.fitting.FitContext attribute), [1] sqrt_known_sign() (in module pmrf.functions.math) sqrt_phase_unwrap() (in module pmrf.functions.math) Stacked (class in pmrf.models.containers) start (pmrf.frequency.Frequency property) start_scaled (pmrf.frequency.Frequency property) step (pmrf.frequency.Frequency property) step_scaled (pmrf.frequency.Frequency property) stop (pmrf.frequency.Frequency property) stop_scaled (pmrf.frequency.Frequency property) submodels() (pmrf.models.Model method) sum_every() (in module pmrf.functions.math) support() (pmrf.distributions.parameter.JointParameterDistribution method)

T

tand (pmrf.models.lines.CoaxialLine attribute) (pmrf.models.lines.MicrostripLine attribute) tand_f() (pmrf.models.lines.CoaxialLine method) tand_model (pmrf.models.lines.CoaxialLine attribute) terminated() (pmrf.models.Model method) three_port (pmrf.models.topological.PiCLC attribute), [1]

TLine (class in pmrf.models.lines) to_json() (pmrf.parameters.Parameter method) to_ports (pmrf.models.containers.Flipped attribute) (pmrf.models.containers.Renumbered attribute), [1] to_skrf() (pmrf.frequency.Frequency method) (pmrf.models.Model method)

U

UniformSampler (class in pmrf.sampling.samplers)

unit (pmrf.frequency.Frequency property) unwrap_rad() (in module pmrf.functions.math)

V

value (pmrf.parameters.Parameter attribute), [1]

W

w (pmrf.frequency.Frequency property) (pmrf.models.lines.MicrostripLine attribute) weights() (pmrf.fitting.BayesianResults method) with_defaults() (pmrf.models.Model class method) with_distribution() (pmrf.parameters.Parameter method) with_fields() (pmrf.models.Model method) with_fixed_params() (pmrf.models.Model method) with_fixed_submodels() (pmrf.models.Model method) with_free_params() (pmrf.models.Model method) with_free_params_only() (pmrf.models.Model method)

with_free_submodels() (pmrf.models.Model method) with_models() (pmrf.models.Model method) with_param_groups() (pmrf.models.Model method) with_params() (pmrf.models.Model method) with_submodel_fields() (pmrf.models.Model method) with_submodels_fitted() (pmrf.models.Model method) with_uniform_distributions() (pmrf.models.Model method) with_value() (pmrf.parameters.Parameter method) wrap() (in module pmrf) write_hdf() (pmrf.models.Model method)

Y

y() (pmrf.models.topological.BoxCLCC method) (pmrf.models.topological.PiCLC method)

y2s() (in module pmrf.functions.conversions) y_general() (pmrf.models.topological.BoxCLCC method) y_zero_inductance() (pmrf.models.topological.BoxCLCC method)

Z

z0 (pmrf.models.Model property) z0_characteristic() (pmrf.models.lines.RLGCLine method)

z2s() (in module pmrf.functions.conversions) Z_skin() (pmrf.models.lines.CoaxialLine method) zn (pmrf.models.lines.DatasheetLine attribute)