Index

A

Abstract_Evaluator (class in fairdiverse.recommendation.evaluator) Abstract_Regularizer (class in fairdiverse.recommendation.rank_model.Abstract_Ranker) Abstract_Reranker (class in fairdiverse.recommendation.rerank_model.Abstract_Reranker) Abstract_Reweigher (class in fairdiverse.recommendation.rank_model.Abstract_Ranker) Abstract_Sampler (class in fairdiverse.recommendation.rank_model.Abstract_Ranker) AbstractDataset (class in fairdiverse.recommendation.sampler)

add_docs() (fairdiverse.search.utils.div_type.div_query method) add_docs_rel_score() (fairdiverse.search.utils.div_type.div_query method) add_query_suggestion() (fairdiverse.search.utils.div_type.div_query method) ApiException ApiProxy (class in fairdiverse.search.llm_model.api_llm) assign_judgement() (fairdiverse.search.ranker_model.ranklib_ranker.RankLib method) AUC_score() (in module fairdiverse.recommendation.metric)

B

Build_Adjecent_Matrix() (in module fairdiverse.recommendation.utils.group_utils) build_each_train_dataset() (in module fairdiverse.search.utils.process_daletor)

build_test_dataset() (in module fairdiverse.search.utils.process_daletor) build_train_dataset() (in module fairdiverse.search.utils.process_daletor)

C

cal_acc_score() (fairdiverse.recommendation.evaluator.LLM_Evaluator method) cal_fair_score() (fairdiverse.recommendation.evaluator.LLM_Evaluator method) calculate_best_rank() (in module fairdiverse.search.utils.process_dataset) calculate_bm25() (in module fairdiverse.search.utils.process_bm25) check_model_stage() (fairdiverse.recommendation.trainer.RecTrainer method) CIFRank (class in fairdiverse.search.preprocessing_model.CIFRank)

compute_cumulative_exposer() (in module fairdiverse.search.fairness_evaluator) compute_dynamic_values_to_code() (in module fairdiverse.search.preprocessing_model.utils) compute_igf_ratio() (in module fairdiverse.search.fairness_evaluator) compute_individual_fairness() (in module fairdiverse.search.fairness_evaluator) convert_keys_values_to_int() (in module fairdiverse.recommendation.utils.group_utils) create_ranklib_data() (fairdiverse.search.ranker_model.ranklib_ranker.RankLib method) CTR_Evaluator (class in fairdiverse.recommendation.evaluator)

D

data_process() (in module fairdiverse.search.utils.process_dataset) data_process_worker() (in module fairdiverse.search.utils.process_dataset)

dcg() (in module fairdiverse.recommendation.metric) div_dataset (class in fairdiverse.search.utils.div_type) div_query (class in fairdiverse.search.utils.div_type)

E

Entropy() (in module fairdiverse.recommendation.metric) eval() (fairdiverse.recommendation.evaluator.Abstract_Evaluator method) (fairdiverse.recommendation.evaluator.CTR_Evaluator method) (fairdiverse.recommendation.evaluator.Ranking_Evaluator method)

evaluate() (fairdiverse.search.ranker_model.ranker.Ranker method) (in module fairdiverse.search.fairness_evaluator) evaluate_qid() (in module fairdiverse.search.fairness_evaluator) evaluate_run() (fairdiverse.search.ranker_model.ranker.Ranker method) evaluate_runs() (in module fairdiverse.search.fairness_evaluator)

F

fairdiverse.recommendation.evaluator module fairdiverse.recommendation.llm_rec module fairdiverse.recommendation.metric module fairdiverse.recommendation.rank_model.Abstract_Ranker module fairdiverse.recommendation.rerank_model.Abstract_Reranker module fairdiverse.recommendation.reranker module fairdiverse.recommendation.sampler module fairdiverse.recommendation.trainer module fairdiverse.recommendation.utils.group_utils module fairdiverse.search.fairness_evaluator module fairdiverse.search.llm_model.api_llm module fairdiverse.search.preprocessing_model.CIFRank module fairdiverse.search.preprocessing_model.fair_model module fairdiverse.search.preprocessing_model.gFair module fairdiverse.search.preprocessing_model.iFair module

fairdiverse.search.preprocessing_model.LFR module fairdiverse.search.preprocessing_model.utils module fairdiverse.search.ranker_model.ranker module fairdiverse.search.ranker_model.ranklib_ranker module fairdiverse.search.trainer module fairdiverse.search.trainer_preprocessing_ranker module fairdiverse.search.utils.div_type module fairdiverse.search.utils.loss module fairdiverse.search.utils.process_bm25 module fairdiverse.search.utils.process_daletor module fairdiverse.search.utils.process_dataset module fairdiverse.search.utils.utils module fairness_loss() (fairdiverse.recommendation.rank_model.Abstract_Ranker.Abstract_Regularizer method) fit() (fairdiverse.search.preprocessing_model.CIFRank.CIFRank method) (fairdiverse.search.preprocessing_model.fair_model.PreprocessingFairnessIntervention method) (fairdiverse.search.preprocessing_model.gFair.gFair method) (fairdiverse.search.preprocessing_model.iFair.iFair method) (fairdiverse.search.preprocessing_model.LFR.LFR method) fit_transform() (fairdiverse.search.preprocessing_model.fair_model.PreprocessingFairnessIntervention method)

G

gen_list_training_sample() (in module fairdiverse.search.utils.process_daletor) generate_bm25_scores_for_query() (in module fairdiverse.search.utils.process_bm25) generate_counterfactual_data() (fairdiverse.search.preprocessing_model.CIFRank.CIFRank method) generate_qd() (in module fairdiverse.search.utils.process_dataset) generate_ranklib_data() (fairdiverse.search.ranker_model.ranklib_ranker.RankLib method) get_alpha_DCG() (fairdiverse.search.utils.div_type.div_query method) get_best_rank() (fairdiverse.search.utils.div_type.div_query method) get_categories() (fairdiverse.recommendation.evaluator.LLM_Evaluator method) get_cates_value() (fairdiverse.recommendation.evaluator.LLM_Evaluator method) get_cos_similar_torch() (in module fairdiverse.recommendation.utils.group_utils) get_data() (fairdiverse.recommendation.evaluator.LLM_Evaluator method) get_doc_judge() (in module fairdiverse.search.utils.process_dataset) get_docs_dict() (in module fairdiverse.search.utils.process_dataset) get_iid2text() (in module fairdiverse.recommendation.utils.group_utils)

get_listpair_train_data() (fairdiverse.search.utils.div_type.div_dataset method) get_listpairs() (fairdiverse.search.utils.div_type.div_dataset method) get_LTR_predict() (in module fairdiverse.search.ranker_model.ranklib_ranker) get_metrics_20() (in module fairdiverse.search.utils.utils) get_prediction_scores() (in module fairdiverse.search.ranker_model.ranklib_ranker) get_query_dict() (in module fairdiverse.search.utils.process_dataset) get_query_suggestion() (in module fairdiverse.search.utils.process_dataset) get_quotas_count() (in module fairdiverse.search.fairness_evaluator) get_rel_feat() (in module fairdiverse.search.utils.utils) get_sort_df() (in module fairdiverse.search.fairness_evaluator) get_stand_best_metric() (in module fairdiverse.search.utils.process_dataset) get_test_alpha_nDCG() (fairdiverse.search.utils.div_type.div_query method) gFair (class in fairdiverse.search.preprocessing_model.gFair) Gini() (in module fairdiverse.recommendation.metric)

H

HR() (in module fairdiverse.recommendation.metric)

I

iFair (class in fairdiverse.search.preprocessing_model.iFair)

Init_Group_AdjcentMatrix() (in module fairdiverse.recommendation.utils.group_utils)

L

LFR (class in fairdiverse.search.preprocessing_model.LFR) list_pairwise_loss() (in module fairdiverse.search.utils.loss) llm_eval() (fairdiverse.recommendation.evaluator.LLM_Evaluator method) LLM_Evaluator (class in fairdiverse.recommendation.evaluator) LLMRecommender (class in fairdiverse.recommendation.llm_rec) LMAgent (class in fairdiverse.search.llm_model.api_llm) load_configs() (fairdiverse.recommendation.llm_rec.LLMRecommender method) (fairdiverse.recommendation.reranker.RecReRanker method) (fairdiverse.recommendation.trainer.RecTrainer method) (fairdiverse.search.trainer.SRDTrainer method) (fairdiverse.search.trainer_preprocessing_ranker.RankerTrainer method)

load_embedding() (in module fairdiverse.search.utils.utils) load_json() (in module fairdiverse.recommendation.utils.group_utils) load_model_data() (in module fairdiverse.search.preprocessing_model.utils)

M

mask_utility() (in module fairdiverse.recommendation.metric) MinMaxRatio() (in module fairdiverse.recommendation.metric) MMF() (in module fairdiverse.recommendation.metric) module fairdiverse.recommendation.evaluator fairdiverse.recommendation.llm_rec fairdiverse.recommendation.metric fairdiverse.recommendation.rank_model.Abstract_Ranker fairdiverse.recommendation.rerank_model.Abstract_Reranker fairdiverse.recommendation.reranker fairdiverse.recommendation.sampler fairdiverse.recommendation.trainer fairdiverse.recommendation.utils.group_utils fairdiverse.search.fairness_evaluator fairdiverse.search.llm_model.api_llm fairdiverse.search.preprocessing_model.CIFRank fairdiverse.search.preprocessing_model.fair_model fairdiverse.search.preprocessing_model.gFair fairdiverse.search.preprocessing_model.iFair fairdiverse.search.preprocessing_model.LFR fairdiverse.search.preprocessing_model.utils fairdiverse.search.ranker_model.ranker fairdiverse.search.ranker_model.ranklib_ranker fairdiverse.search.trainer fairdiverse.search.trainer_preprocessing_ranker fairdiverse.search.utils.div_type fairdiverse.search.utils.loss fairdiverse.search.utils.process_bm25 fairdiverse.search.utils.process_daletor fairdiverse.search.utils.process_dataset fairdiverse.search.utils.utils

MRR() (in module fairdiverse.recommendation.metric)

N

NDCG() (in module fairdiverse.recommendation.metric)

ndcg_loss() (in module fairdiverse.search.utils.loss)

P

PairWiseDataset (class in fairdiverse.recommendation.sampler) pkl_load() (in module fairdiverse.search.utils.utils) pkl_save() (in module fairdiverse.search.utils.utils) PointWiseDataset (class in fairdiverse.recommendation.sampler) predict() (fairdiverse.search.ranker_model.ranker.Ranker method) (fairdiverse.search.ranker_model.ranklib_ranker.RankLib method)

PreprocessingFairnessIntervention (class in fairdiverse.search.preprocessing_model.fair_model) Process() (in module fairdiverse.search.utils.process_daletor) process_data_input() (in module fairdiverse.search.preprocessing_model.utils) process_data_output() (in module fairdiverse.search.preprocessing_model.utils)

R

Ranker (class in fairdiverse.search.ranker_model.ranker) RankerTrainer (class in fairdiverse.search.trainer_preprocessing_ranker) Ranking_Evaluator (class in fairdiverse.recommendation.evaluator) RankingTestDataset (class in fairdiverse.recommendation.sampler) RankLib (class in fairdiverse.search.ranker_model.ranklib_ranker) read_predictions() (fairdiverse.search.ranker_model.ranklib_ranker.RankLib method) read_rel_feat() (in module fairdiverse.search.utils.utils) recommend() (fairdiverse.recommendation.llm_rec.LLMRecommender method) reconstruct_utility() (in module fairdiverse.recommendation.metric)

RecReRanker (class in fairdiverse.recommendation.reranker) RecTrainer (class in fairdiverse.recommendation.trainer) remove_duplicate() (in module fairdiverse.search.utils.utils) rerank() (fairdiverse.recommendation.rerank_model.Abstract_Reranker.Abstract_Reranker method) (fairdiverse.recommendation.reranker.RecReRanker method) reset_parameters() (fairdiverse.recommendation.rank_model.Abstract_Ranker.Abstract_Reweigher method) (fairdiverse.recommendation.rank_model.Abstract_Ranker.Abstract_Sampler method) restore_doc_ids() (in module fairdiverse.search.utils.utils) reweight() (fairdiverse.recommendation.rank_model.Abstract_Ranker.Abstract_Reweigher method)

S

sample() (fairdiverse.recommendation.rank_model.Abstract_Ranker.Abstract_Sampler method) save_model_data() (in module fairdiverse.search.preprocessing_model.utils) SequentialDataset (class in fairdiverse.recommendation.sampler) Set_Dataset() (fairdiverse.recommendation.trainer.RecTrainer method)

set_std_metric() (fairdiverse.search.utils.div_type.div_query method) split_list() (in module fairdiverse.search.utils.utils) SRDTrainer (class in fairdiverse.search.trainer) subtopic (class in fairdiverse.search.utils.div_type)

T

train() (fairdiverse.recommendation.trainer.RecTrainer method) (fairdiverse.search.ranker_model.ranker.Ranker method) (fairdiverse.search.ranker_model.ranklib_ranker.RankLib method) (fairdiverse.search.trainer.SRDTrainer method) (fairdiverse.search.trainer_preprocessing_ranker.RankerTrainer method)

transform() (fairdiverse.search.preprocessing_model.CIFRank.CIFRank method) (fairdiverse.search.preprocessing_model.fair_model.PreprocessingFairnessIntervention method) (fairdiverse.search.preprocessing_model.gFair.gFair method) (fairdiverse.search.preprocessing_model.iFair.iFair method) (fairdiverse.search.preprocessing_model.LFR.LFR method)