inFairness package

Subpackages

• inFairness.auditor package
  • Submodules
    • inFairness.auditor.auditor module
      • Auditor
    • inFairness.auditor.datainterface module
      • AuditorResponse
    • inFairness.auditor.sensei_auditor module
      • SenSeIAuditor
    • inFairness.auditor.sensr_auditor module
      • SenSRAuditor
    • inFairness.auditor.senstir_auditor module
      • SenSTIRAuditor
  • Module contents
    • Auditor
      • Auditor.audit()
      • Auditor.compute_audit_result()
      • Auditor.compute_loss_ratio()
      • Auditor.generate_worst_case_examples()
    • SenSRAuditor
      • SenSRAuditor.audit()
      • SenSRAuditor.generate_worst_case_examples()
    • SenSTIRAuditor
      • SenSTIRAuditor.generate_worst_case_examples()
    • SenSeIAuditor
      • SenSeIAuditor.audit()
      • SenSeIAuditor.generate_worst_case_examples()
• inFairness.distances package
  • Submodules
    • inFairness.distances.distance module
      • Distance
    • inFairness.distances.euclidean_dists module
      • EuclideanDistance
      • ProtectedEuclideanDistance
    • inFairness.distances.explore_distance module
      • EXPLOREDistance
    • inFairness.distances.logistic_sensitive_subspace module
      • LogisticRegSensitiveSubspace
    • inFairness.distances.mahalanobis_distance module
      • MahalanobisDistances
      • SquaredEuclideanDistance
    • inFairness.distances.sensitive_subspace_dist module
      • SVDSensitiveSubspaceDistance
      • SensitiveSubspaceDistance
    • inFairness.distances.wasserstein_distance module
      • WassersteinDistance
  • Module contents
    • Distance
      • Distance.fit()
      • Distance.forward()
      • Distance.load_state_dict()
      • Distance.training
    • EXPLOREDistance
      • EXPLOREDistance.compute_sigma()
      • EXPLOREDistance.fit()
      • EXPLOREDistance.training
    • EuclideanDistance
      • EuclideanDistance.forward()
      • EuclideanDistance.training
    • LogisticRegSensitiveSubspace
      • LogisticRegSensitiveSubspace.compute_basis_vectors_data()
      • LogisticRegSensitiveSubspace.compute_basis_vectors_protected_idxs()
      • LogisticRegSensitiveSubspace.fit()
      • LogisticRegSensitiveSubspace.logistic_regression_models
      • LogisticRegSensitiveSubspace.training
    • MahalanobisDistances
      • MahalanobisDistances.fit()
      • MahalanobisDistances.forward()
      • MahalanobisDistances.to()
      • MahalanobisDistances.training
    • ProtectedEuclideanDistance
      • ProtectedEuclideanDistance.fit()
      • ProtectedEuclideanDistance.forward()
      • ProtectedEuclideanDistance.to()
      • ProtectedEuclideanDistance.training
    • SVDSensitiveSubspaceDistance
      • SVDSensitiveSubspaceDistance.compute_basis_vectors()
      • SVDSensitiveSubspaceDistance.fit()
      • SVDSensitiveSubspaceDistance.training
    • SensitiveSubspaceDistance
      • SensitiveSubspaceDistance.compute_projection_complement()
      • SensitiveSubspaceDistance.fit()
      • SensitiveSubspaceDistance.training
    • SquaredEuclideanDistance
      • SquaredEuclideanDistance.fit()
      • SquaredEuclideanDistance.training
    • WassersteinDistance
      • WassersteinDistance.forward()
      • WassersteinDistance.training
• inFairness.fairalgo package
  • Submodules
    • inFairness.fairalgo.datainterfaces module
      • FairModelResponse
    • inFairness.fairalgo.sensei module
      • SenSeI
    • inFairness.fairalgo.sensr module
      • SenSR
    • inFairness.fairalgo.senstir module
      • SenSTIR
  • Module contents
    • FairModelResponse
      • FairModelResponse.loss
      • FairModelResponse.y_pred
    • SenSR
      • SenSR.forward()
      • SenSR.forward_test()
      • SenSR.forward_train()
      • SenSR.training
    • SenSTIR
      • SenSTIR.forward()
      • SenSTIR.forward_test()
      • SenSTIR.forward_train()
      • SenSTIR.training
    • SenSeI
      • SenSeI.forward()
      • SenSeI.forward_test()
      • SenSeI.forward_train()
      • SenSeI.training
• inFairness.postprocessing package
  • Submodules
    • inFairness.postprocessing.base_postprocessing module
      • BasePostProcessing
    • inFairness.postprocessing.data_ds module
      • PostProcessingDataStore
    • inFairness.postprocessing.datainterfaces module
      • PostProcessingObjectiveResponse
    • inFairness.postprocessing.distance_ds module
      • DistanceStructure
    • inFairness.postprocessing.glif module
      • GraphLaplacianIF
  • Module contents
    • BasePostProcessing
      • BasePostProcessing.add_datapoints()
      • BasePostProcessing.data
      • BasePostProcessing.distance_matrix
      • BasePostProcessing.postprocess()
      • BasePostProcessing.reset_datapoints()
    • GraphLaplacianIF
      • GraphLaplacianIF.get_objective()
      • GraphLaplacianIF.postprocess()
• inFairness.utils package
  • Submodules
    • inFairness.utils.datautils module
      • convert_tensor_to_numpy()
      • generate_data_pairs()
      • get_device()
      • include_exclude_terms()
    • inFairness.utils.misc module
      • initializer()
    • inFairness.utils.ndcg module
      • discounted_cumulative_gain()
      • monte_carlo_vect_ndcg()
      • normalized_discounted_cumulative_gain()
      • vect_normalized_discounted_cumulative_gain()
    • inFairness.utils.params module
      • freeze_network()
      • unfreeze_network()
    • inFairness.utils.plackett_luce module
      • PlackettLuce
    • inFairness.utils.postprocessing module
      • build_graph_from_dists()
      • get_laplacian()
      • laplacian_solve()
    • inFairness.utils.validationutils module
      • is_tensor_binary()
  • Module contents

Module contents