impedance_agent package

Subpackages

• impedance_agent.agent package
  • Subpackages
    • impedance_agent.agent.tools package
      • Submodules
      • impedance_agent.agent.tools.fitter_tools module
  • Submodules
  • impedance_agent.agent.analysis module
    • ImpedanceAnalysisAgent
      • ImpedanceAnalysisAgent.__init__()
      • ImpedanceAnalysisAgent.execute_tool_calls_concurrently()
      • ImpedanceAnalysisAgent.analyze()
  • impedance_agent.agent.base module
    • BaseAgent
      • BaseAgent.__init__()
      • BaseAgent.system_prompt
      • BaseAgent.get_user_prompt()
      • BaseAgent.create_chat_completion()
  • impedance_agent.agent.deepseek_agent module
    • DeepSeekAgent
      • DeepSeekAgent.__init__()
      • DeepSeekAgent.system_prompt
      • DeepSeekAgent.get_user_prompt()
      • DeepSeekAgent.create_chat_completion()
  • impedance_agent.agent.openai_agent module
    • OpenAIAgent
      • OpenAIAgent.__init__()
      • OpenAIAgent.system_prompt
      • OpenAIAgent.get_user_prompt()
      • OpenAIAgent.create_chat_completion()
• impedance_agent.cli package
  • Submodules
  • impedance_agent.cli.main module
    • run_async_tasks()
    • analyze()
    • list_providers()
    • version()
    • main()
• impedance_agent.core package
  • Submodules
  • impedance_agent.core.config module
    • Variable
      • Variable.name
      • Variable.initialValue
      • Variable.lowerBound
      • Variable.upperBound
      • Variable.validate_name()
      • Variable.validate_bounds()
      • Variable.model_config
    • WeightingConfig
      • WeightingConfig.type
      • WeightingConfig.data
      • WeightingConfig.validate_type()
      • WeightingConfig.model_config
    • FitterConfig
      • FitterConfig.model_code
      • FitterConfig.variables
      • FitterConfig.weighting
      • FitterConfig.validate_model_code()
      • FitterConfig.validate_variables_unique()
      • FitterConfig.model_config
    • Config
      • Config.__init__()
      • Config.load_model()
  • impedance_agent.core.env module
    • APIConfig
      • APIConfig.api_key
      • APIConfig.base_url
      • APIConfig.model
      • APIConfig.__init__()
    • Environment
      • Environment.__init__()
      • Environment.get_provider_config()
      • Environment.is_provider_configured()
      • Environment.get_available_providers()
  • impedance_agent.core.exceptions module
    • BaseError
    • DataLoadError
    • ConfigError
    • ValidationError
    • FittingError
    • ExportError
  • impedance_agent.core.exporters module
    • ResultExporter
      • ResultExporter.logger
      • ResultExporter.export_async()
      • ResultExporter.export()
  • impedance_agent.core.loaders module
    • ImpedanceLoader
      • ImpedanceLoader.load()
  • impedance_agent.core.logging module
    • setup_logging()
  • impedance_agent.core.models module
    • ImpedanceData
      • ImpedanceData.model_config
      • ImpedanceData.frequency
      • ImpedanceData.real
      • ImpedanceData.imaginary
      • ImpedanceData.measurement_id
      • ImpedanceData.timestamp
    • FitQualityMetrics
      • FitQualityMetrics.model_config
      • FitQualityMetrics.vector_difference
      • FitQualityMetrics.vector_quality
      • FitQualityMetrics.path_deviation
      • FitQualityMetrics.path_quality
      • FitQualityMetrics.overall_quality
    • FitResult
      • FitResult.model_config
      • FitResult.parameters
      • FitResult.errors
      • FitResult.param_info
      • FitResult.correlation_matrix
      • FitResult.chi_square
      • FitResult.aic
      • FitResult.wrms
      • FitResult.dof
      • FitResult.measurement_id
      • FitResult.timestamp
      • FitResult.Z_fit
      • FitResult.fit_quality
    • DRTResult
      • DRTResult.model_config
      • DRTResult.tau
      • DRTResult.gamma
      • DRTResult.peak_frequencies
      • DRTResult.peak_polarizations
      • DRTResult.regularization_param
      • DRTResult.residual
      • DRTResult.Z_fit
      • DRTResult.residuals_real
      • DRTResult.residuals_imag
      • DRTResult.fit_quality
    • LinKKResult
      • LinKKResult.model_config
      • LinKKResult.M
      • LinKKResult.mu
      • LinKKResult.Z_fit
      • LinKKResult.residuals_real
      • LinKKResult.residuals_imag
      • LinKKResult.max_residual
      • LinKKResult.mean_residual
      • LinKKResult.fit_quality
    • AnalysisResult
      • AnalysisResult.model_config
      • AnalysisResult.ecm_fit
      • AnalysisResult.drt_fit
      • AnalysisResult.linkk_fit
      • AnalysisResult.summary
      • AnalysisResult.recommendations
      • AnalysisResult.overall_assessment
  • impedance_agent.core.plotting module
    • PlotManager
      • PlotManager.logger
      • PlotManager.create_plots()
• impedance_agent.fitters package
  • Submodules
  • impedance_agent.fitters.drt module
    • DRTFitter
      • DRTFitter.__init__()
      • DRTFitter.compute_normalized_residuals()
      • DRTFitter.tikh_solver()
      • DRTFitter.objective_function()
      • DRTFitter.find_lambda()
      • DRTFitter.residual_norm()
      • DRTFitter.encode()
      • DRTFitter.decode()
      • DRTFitter.jacobian_lsq()
      • DRTFitter.pg_solver()
      • DRTFitter.tikh_residual()
      • DRTFitter.rpol_peaks()
      • DRTFitter.z_model_imre()
      • DRTFitter.fit()
      • DRTFitter.tikh_residual_norm()
  • impedance_agent.fitters.ecm module
    • ECMFitter
      • ECMFitter.__init__()
      • ECMFitter.compute_normalized_residuals()
      • ECMFitter.encode()
      • ECMFitter.decode()
      • ECMFitter.obj_fun()
      • ECMFitter.compute_aic()
      • ECMFitter.calculate_fitted_impedance()
      • ECMFitter.compute_fit_quality_metrics()
      • ECMFitter.fit()
  • impedance_agent.fitters.linkk module
    • LinKKFitter
      • LinKKFitter.__init__()
      • LinKKFitter.fit()