Index

A

adjust_lambda() (fairlib.src.networks.DyBT.fairbatch_sampler.FairBatch method) (fairlib.src.networks.DyBT.generalized_fairbatch.Generalized_FairBatch method) (fairlib.src.networks.DyBT.utils.BaseDyBT method) adv_eval_epoch() (in module fairlib.src.networks.adv.discriminator) adv_train_batch() (in module fairlib.src.networks.adv.discriminator) adv_train_epoch() (in module fairlib.src.networks.adv.discriminator)

Aggregation_GAP() (in module fairlib.src.evaluators.evaluator) Aggregation_Ratio() (in module fairlib.src.evaluators.evaluator) alpha (fairlib.src.networks.DyBT.fairbatch_sampler.FairBatch attribute) (fairlib.src.networks.DyBT.utils.BaseDyBT attribute) auc_performance_fairness_tradeoff() (in module fairlib.src.analysis.utils) Augmentation_layer (class in fairlib.src.networks.augmentation_layer)

B

backward() (fairlib.src.networks.adv.utils.GradientReversalFunction static method) BaseDataset (class in fairlib.src.dataloaders.utils) BaseDiscriminator (class in fairlib.src.networks.adv.utils) BaseDyBT (class in fairlib.src.networks.DyBT.utils) BaseModel (class in fairlib.src.networks.utils)

batch_num (fairlib.src.networks.DyBT.fairbatch_sampler.FairBatch attribute) (fairlib.src.networks.DyBT.utils.BaseDyBT attribute) batch_size (fairlib.src.networks.DyBT.fairbatch_sampler.FairBatch attribute) (fairlib.src.networks.DyBT.utils.BaseDyBT attribute) BERTClassifier (class in fairlib.src.networks.classifier) BiosDataset (class in fairlib.src.dataloaders.loaders)

C

confusion_matrix_based_scores() (in module fairlib.src.evaluators.evaluator)

Contrastive_Loss (class in fairlib.src.networks.FairCL.utils)

D

debias_by_specific_directions() (in module fairlib.src.networks.INLP.debias) DeepMojiDataset (class in fairlib.src.dataloaders.loaders)

DiffLoss (class in fairlib.src.networks.adv.customized_loss) DTO() (in module fairlib.src.analysis.utils)

F

Fair_Contrastive_Loss (class in fairlib.src.networks.FairCL.fcl) FairBatch (class in fairlib.src.networks.DyBT.fairbatch_sampler) fairlib.src.analysis.load_results module fairlib.src.analysis.tables_and_figures module fairlib.src.analysis.utils module fairlib.src.dataloaders.__init__ module fairlib.src.dataloaders.BT module fairlib.src.dataloaders.encoder module fairlib.src.dataloaders.generalized_BT module fairlib.src.dataloaders.loaders module fairlib.src.dataloaders.utils module fairlib.src.evaluators.__init__ module fairlib.src.evaluators.evaluator module fairlib.src.evaluators.utils module fairlib.src.networks.__init__ module fairlib.src.networks.adv.customized_loss module fairlib.src.networks.adv.discriminator module fairlib.src.networks.adv.utils module fairlib.src.networks.augmentation_layer module

fairlib.src.networks.classifier module fairlib.src.networks.DyBT.fairbatch_sampler module fairlib.src.networks.DyBT.gdl module fairlib.src.networks.DyBT.generalized_fairbatch module fairlib.src.networks.DyBT.utils module fairlib.src.networks.FairCL.fcl module fairlib.src.networks.FairCL.utils module fairlib.src.networks.INLP.__init__ module fairlib.src.networks.INLP.classifier module fairlib.src.networks.INLP.debias module fairlib.src.networks.utils module fairness_type (fairlib.src.networks.DyBT.fairbatch_sampler.FairBatch attribute) (fairlib.src.networks.DyBT.utils.BaseDyBT attribute) final_results_df() (in module fairlib.src.analysis.tables_and_figures) forward() (fairlib.src.networks.adv.customized_loss.DiffLoss method) (fairlib.src.networks.adv.utils.GradientReversal method) (fairlib.src.networks.adv.utils.GradientReversalFunction static method) (fairlib.src.networks.adv.utils.SubDiscriminator method) (fairlib.src.networks.augmentation_layer.Augmentation_layer method) (fairlib.src.networks.classifier.BERTClassifier method) (fairlib.src.networks.classifier.MLP method) (fairlib.src.networks.DyBT.gdl.Group_Difference_Loss method) (fairlib.src.networks.FairCL.fcl.Fair_Contrastive_Loss method) (fairlib.src.networks.FairCL.utils.Contrastive_Loss method) freeze_roberta_layers() (fairlib.src.networks.classifier.BERTClassifier method) full_label_data() (in module fairlib.src.dataloaders.utils)

G

gap_eval_scores() (in module fairlib.src.evaluators.evaluator) Generalized_FairBatch (class in fairlib.src.networks.DyBT.generalized_fairbatch) generalized_sampling() (in module fairlib.src.dataloaders.generalized_BT) get_data_distribution() (in module fairlib.src.dataloaders.generalized_BT) get_dataloaders() (in module fairlib.src.dataloaders.__init__) get_debiasing_projection() (in module fairlib.src.networks.INLP.debias) get_dir() (in module fairlib.src.analysis.utils)

get_model_scores() (in module fairlib.src.analysis.utils) get_projection_to_intersection_of_nullspaces() (in module fairlib.src.networks.INLP.debias) get_rowspace_projection() (in module fairlib.src.networks.INLP.debias) get_sampled_indices() (in module fairlib.src.dataloaders.BT) get_weights() (in module fairlib.src.dataloaders.BT) GradientReversal (class in fairlib.src.networks.adv.utils) GradientReversalFunction (class in fairlib.src.networks.adv.utils) Group_Difference_Loss (class in fairlib.src.networks.DyBT.gdl)

I

interactive_plot() (in module fairlib.src.analysis.tables_and_figures)

is_pareto_efficient() (in module fairlib.src.analysis.utils)

L

l2norm() (in module fairlib.src.analysis.utils)

lb_dict (fairlib.src.networks.DyBT.fairbatch_sampler.FairBatch attribute) (fairlib.src.networks.DyBT.utils.BaseDyBT attribute)

M

make_zoom_plot() (in module fairlib.src.analysis.tables_and_figures) manipulate_data_distribution() (in module fairlib.src.dataloaders.generalized_BT) mkdir() (in module fairlib.src.analysis.utils) mkdirs() (in module fairlib.src.analysis.utils) MLP (class in fairlib.src.networks.classifier) model (fairlib.src.networks.DyBT.fairbatch_sampler.FairBatch attribute) model_selection_parallel() (in module fairlib.src.analysis.load_results) module fairlib.src.analysis.load_results fairlib.src.analysis.tables_and_figures fairlib.src.analysis.utils fairlib.src.dataloaders.__init__ fairlib.src.dataloaders.BT fairlib.src.dataloaders.encoder fairlib.src.dataloaders.generalized_BT fairlib.src.dataloaders.loaders fairlib.src.dataloaders.utils fairlib.src.evaluators.__init__ fairlib.src.evaluators.evaluator fairlib.src.evaluators.utils fairlib.src.networks.__init__ fairlib.src.networks.adv.customized_loss fairlib.src.networks.adv.discriminator fairlib.src.networks.adv.utils fairlib.src.networks.augmentation_layer fairlib.src.networks.classifier fairlib.src.networks.DyBT.fairbatch_sampler fairlib.src.networks.DyBT.gdl fairlib.src.networks.DyBT.generalized_fairbatch fairlib.src.networks.DyBT.utils fairlib.src.networks.FairCL.fcl fairlib.src.networks.FairCL.utils fairlib.src.networks.INLP.__init__ fairlib.src.networks.INLP.classifier fairlib.src.networks.INLP.debias fairlib.src.networks.utils

N

N (fairlib.src.networks.DyBT.fairbatch_sampler.FairBatch attribute) (fairlib.src.networks.DyBT.utils.BaseDyBT attribute)

P

power_mean() (in module fairlib.src.analysis.utils) (in module fairlib.src.evaluators.evaluator)

present_evaluation_scores() (in module fairlib.src.evaluators.__init__) print_network() (in module fairlib.src.evaluators.utils)

R

replacement (fairlib.src.networks.DyBT.fairbatch_sampler.FairBatch attribute) (fairlib.src.networks.DyBT.utils.BaseDyBT attribute)

retrive_all_exp_results() (in module fairlib.src.analysis.utils) retrive_exp_results() (in module fairlib.src.analysis.utils) retrive_results() (in module fairlib.src.analysis.tables_and_figures)

S

S (fairlib.src.networks.DyBT.fairbatch_sampler.FairBatch attribute) (fairlib.src.networks.DyBT.utils.BaseDyBT attribute) SampleDataset (class in fairlib.src.dataloaders.loaders)

save_checkpoint() (in module fairlib.src.evaluators.utils) select_batch_replacement() (fairlib.src.networks.DyBT.fairbatch_sampler.FairBatch method) (fairlib.src.networks.DyBT.utils.BaseDyBT method) SubDiscriminator (class in fairlib.src.networks.adv.utils)

T

TestDataset (class in fairlib.src.dataloaders.loaders)

text2id (class in fairlib.src.dataloaders.encoder)

V

ValenceDataset (class in fairlib.src.dataloaders.loaders)

Y

yg_tuple (fairlib.src.networks.DyBT.fairbatch_sampler.FairBatch attribute) (fairlib.src.networks.DyBT.utils.BaseDyBT attribute)

Z

zero_cls_grad() (fairlib.src.networks.utils.BaseModel method)