eegproc.model_explainability.model_agnostic package

Counterfactual optimization for differentiable models through adapters.

Submodules

• eegproc.model_explainability.model_agnostic.adapter module
  • CounterfactualAdapter
    • CounterfactualAdapter.constraint()
    • CounterfactualAdapter.default_signal_weight
    • CounterfactualAdapter.default_state_weight
    • CounterfactualAdapter.initial_state()
    • CounterfactualAdapter.logits_from_state()
    • CounterfactualAdapter.metadata()
    • CounterfactualAdapter.name
    • CounterfactualAdapter.optimization_space
    • CounterfactualAdapter.reconstruct()
  • KerasInputAdapter
    • KerasInputAdapter.default_signal_weight
    • KerasInputAdapter.default_state_weight
    • KerasInputAdapter.initial_state()
    • KerasInputAdapter.logits_from_state()
    • KerasInputAdapter.metadata()
    • KerasInputAdapter.name
    • KerasInputAdapter.optimization_space
    • KerasInputAdapter.reconstruct()
  • TrialDataset
    • TrialDataset.band_names
    • TrialDataset.channel_names
    • TrialDataset.channel_positions
    • TrialDataset.feature_order
    • TrialDataset.features
    • TrialDataset.labels
    • TrialDataset.metadata
    • TrialDataset.normalization_offset
    • TrialDataset.normalization_scale
    • TrialDataset.signal_unit
    • TrialDataset.subject_ids
    • TrialDataset.trial_ids
  • create_adapter()
  • create_keras_input_adapter()
  • load_json_mapping()
  • load_trial_dataset()
  • validate_trial_dataset()
• eegproc.model_explainability.model_agnostic.optimizer module
  • ModelAgnosticCounterfactualOptimizer
    • ModelAgnosticCounterfactualOptimizer.optimize()
• eegproc.model_explainability.model_agnostic.plotting module
  • flatten_trial()
  • load_counterfactual_trial()
  • plot_band_topographies()
  • resolve_channel_names()
  • split_channel_bands()
  • summarize_activity()
• eegproc.model_explainability.model_agnostic.runner module
  • build_parser()
  • main()
  • parse_args()
  • run()
• eegproc.model_explainability.model_agnostic.topography module
  • build_parser()
  • main()
  • restore_source_units()