Index

_

__init__() (APIConfig method) (BaseAgent method) (Config method) (DeepSeekAgent method) (DRTFitter method) (ECMFitter method) (Environment method) (ImpedanceAnalysisAgent method) (LinKKFitter method) (OpenAIAgent method)

A

aic (FitResult attribute) AnalysisResult (class in impedance_agent.core.models) analyze() (ImpedanceAnalysisAgent method) (in module impedance_agent.cli.main)

api_key (APIConfig attribute) APIConfig (class in impedance_agent.core.env)

B

base_url (APIConfig attribute)

BaseAgent (class in impedance_agent.agent.base) BaseError

C

calculate_fitted_impedance() (ECMFitter method) chi_square (FitResult attribute) compute_aic() (ECMFitter method) compute_fit_quality_metrics() (ECMFitter method) compute_normalized_residuals() (DRTFitter method) (ECMFitter method)

Config (class in impedance_agent.core.config) ConfigError correlation_matrix (FitResult attribute) create_chat_completion() (BaseAgent method) (DeepSeekAgent method) (OpenAIAgent method) create_plots() (PlotManager static method)

D

data (WeightingConfig attribute) DataLoadError decode() (DRTFitter method) (ECMFitter method)

DeepSeekAgent (class in impedance_agent.agent.deepseek_agent) dof (FitResult attribute) drt_fit (AnalysisResult attribute) DRTFitter (class in impedance_agent.fitters.drt) DRTResult (class in impedance_agent.core.models)

E

ecm_fit (AnalysisResult attribute) ECMFitter (class in impedance_agent.fitters.ecm) encode() (DRTFitter method) (ECMFitter method) Environment (class in impedance_agent.core.env)

errors (FitResult attribute) execute_tool_calls_concurrently() (ImpedanceAnalysisAgent method) export() (ResultExporter static method) export_async() (ResultExporter static method) ExportError

F

find_lambda() (DRTFitter method) fit() (DRTFitter method) (ECMFitter method) (LinKKFitter method) fit_quality (DRTResult attribute) (FitResult attribute) (LinKKResult attribute)

FitQualityMetrics (class in impedance_agent.core.models) FitResult (class in impedance_agent.core.models) FitterConfig (class in impedance_agent.core.config) FitterTools (class in impedance_agent.agent.tools.fitter_tools) FittingError frequency (ImpedanceData attribute)

G

gamma (DRTResult attribute) get_available_providers() (Environment method) get_provider_config() (Environment method)

get_user_prompt() (BaseAgent method) (DeepSeekAgent method) (OpenAIAgent method)

I

imaginary (ImpedanceData attribute) impedance_agent module impedance_agent.agent module impedance_agent.agent.analysis module impedance_agent.agent.base module impedance_agent.agent.deepseek_agent module impedance_agent.agent.openai_agent module impedance_agent.agent.tools module impedance_agent.agent.tools.fitter_tools module impedance_agent.cli module impedance_agent.cli.main module impedance_agent.core module impedance_agent.core.config module impedance_agent.core.env module

impedance_agent.core.exceptions module impedance_agent.core.exporters module impedance_agent.core.loaders module impedance_agent.core.logging module impedance_agent.core.models module impedance_agent.core.plotting module impedance_agent.fitters module impedance_agent.fitters.drt module impedance_agent.fitters.ecm module impedance_agent.fitters.linkk module ImpedanceAnalysisAgent (class in impedance_agent.agent.analysis) ImpedanceData (class in impedance_agent.core.models) ImpedanceLoader (class in impedance_agent.core.loaders) initialValue (Variable attribute) is_provider_configured() (Environment method)

J

jacobian_lsq() (DRTFitter method)

L

linkk_fit (AnalysisResult attribute) LinKKFitter (class in impedance_agent.fitters.linkk) LinKKResult (class in impedance_agent.core.models) list_providers() (in module impedance_agent.cli.main)

load() (ImpedanceLoader static method) load_model() (Config class method) logger (PlotManager attribute) (ResultExporter attribute) lowerBound (Variable attribute)

M

M (LinKKResult attribute) main() (in module impedance_agent.cli.main) max_residual (LinKKResult attribute) mean_residual (LinKKResult attribute) measurement_id (FitResult attribute) (ImpedanceData attribute) model (APIConfig attribute) model_code (FitterConfig attribute) model_config (AnalysisResult attribute) (DRTResult attribute) (FitQualityMetrics attribute) (FitResult attribute) (FitterConfig attribute) (ImpedanceData attribute) (LinKKResult attribute) (Variable attribute) (WeightingConfig attribute) module impedance_agent impedance_agent.agent impedance_agent.agent.analysis impedance_agent.agent.base impedance_agent.agent.deepseek_agent impedance_agent.agent.openai_agent impedance_agent.agent.tools impedance_agent.agent.tools.fitter_tools impedance_agent.cli impedance_agent.cli.main impedance_agent.core impedance_agent.core.config impedance_agent.core.env impedance_agent.core.exceptions impedance_agent.core.exporters impedance_agent.core.loaders impedance_agent.core.logging impedance_agent.core.models impedance_agent.core.plotting impedance_agent.fitters impedance_agent.fitters.drt impedance_agent.fitters.ecm impedance_agent.fitters.linkk

mu (LinKKResult attribute)

N

name (Variable attribute)

O

obj_fun() (ECMFitter method) objective_function() (DRTFitter method)

OpenAIAgent (class in impedance_agent.agent.openai_agent) overall_assessment (AnalysisResult attribute) overall_quality (FitQualityMetrics attribute)

P

param_info (FitResult attribute) parameters (FitResult attribute) path_deviation (FitQualityMetrics attribute) path_quality (FitQualityMetrics attribute)

peak_frequencies (DRTResult attribute) peak_polarizations (DRTResult attribute) pg_solver() (DRTFitter method) PlotManager (class in impedance_agent.core.plotting)

R

real (ImpedanceData attribute) recommendations (AnalysisResult attribute) regularization_param (DRTResult attribute) residual (DRTResult attribute) residual_norm() (DRTFitter method) residuals_imag (DRTResult attribute) (LinKKResult attribute)

residuals_real (DRTResult attribute) (LinKKResult attribute) ResultExporter (class in impedance_agent.core.exporters) rpol_peaks() (DRTFitter method) run_async_tasks() (in module impedance_agent.cli.main) run_drt_fit() (FitterTools method) run_ecm_fit() (FitterTools method) run_linkk_fit() (FitterTools method)

S

setup_logging() (in module impedance_agent.core.logging) summary (AnalysisResult attribute)

system_prompt (BaseAgent property) (DeepSeekAgent property) (OpenAIAgent property)

T

tau (DRTResult attribute) tikh_residual() (DRTFitter method) tikh_residual_norm() (DRTFitter method)

tikh_solver() (DRTFitter method) timestamp (FitResult attribute) (ImpedanceData attribute) type (WeightingConfig attribute)

U

upperBound (Variable attribute)

V

validate_bounds() (Variable class method) validate_model_code() (FitterConfig class method) validate_name() (Variable class method) validate_type() (WeightingConfig class method) validate_variables_unique() (FitterConfig class method)

ValidationError Variable (class in impedance_agent.core.config) variables (FitterConfig attribute) vector_difference (FitQualityMetrics attribute) vector_quality (FitQualityMetrics attribute) version() (in module impedance_agent.cli.main)

W

weighting (FitterConfig attribute)

WeightingConfig (class in impedance_agent.core.config) wrms (FitResult attribute)

Z

Z_fit (DRTResult attribute) (FitResult attribute) (LinKKResult attribute)

z_model_imre() (DRTFitter method)