Index

_

__call__() (xpmir.neural.dual.DualVectorListener method)

A

adapters (xpmir.letor.samplers.hydrators.SampleTransformList attribute) after() (xpmir.context.InitializationHook method) aggregated (xpmir.evaluation.BaseEvaluation attribute) (xpmir.evaluation.Evaluate attribute) (xpmir.evaluation.RunEvaluation attribute)

alpha (xpmir.index.sparse.BMPSparseRetriever attribute) AP (in module xpmir.measures) assessments (xpmir.datasets.adapters.ConcatFold attribute) (xpmir.datasets.adapters.RandomFold attribute) (xpmir.evaluation.RunEvaluation attribute)

B

b (xpmir.rankers.standard.BM25 attribute) base (xpmir.datasets.adapters.DocumentSubset attribute) batch_size (xpmir.index.bow.BOWSparseRetrieverIndexBuilder attribute) (xpmir.index.plaid.PlaidIndexBuilder attribute) (xpmir.index.sparse.AbstractSparseRetrieverIndexBuilder attribute) (xpmir.index.sparse.BMPSparseRetrieverIndexBuilder attribute) (xpmir.index.sparse.SparseRetrieverIndexBuilder attribute) (xpmir.letor.distillation.listwise.DistillationListwiseTrainer attribute) (xpmir.letor.distillation.pairwise.DistillationPairwiseTrainer attribute) (xpmir.letor.trainers.batchwise.BatchwiseTrainer attribute) (xpmir.letor.trainers.pairwise.PairwiseTrainer attribute) batch_tokenize() (xpmir.text.tokenizers.Tokenizer method) batcher (xpmir.index.faiss.IndexBackedFaiss attribute) (xpmir.index.sparse.AbstractSparseRetrieverIndexBuilder attribute) (xpmir.index.sparse.BMPSparseRetriever attribute) (xpmir.index.sparse.BMPSparseRetrieverIndexBuilder attribute) (xpmir.index.sparse.SparseRetriever attribute) (xpmir.index.sparse.SparseRetrieverIndexBuilder attribute) (xpmir.letor.distillation.listwise.DistillationListwiseTrainer attribute) (xpmir.letor.distillation.pairwise.DistillationPairwiseTrainer attribute) (xpmir.letor.trainers.batchwise.BatchwiseTrainer attribute) (xpmir.letor.trainers.pairwise.PairwiseTrainer attribute) (xpmir.rankers.full.FullRetrieverRescorer attribute) batchsize (xpmir.index.faiss.IndexBackedFaiss attribute) (xpmir.index.sparse.BMPSparseRetriever attribute) (xpmir.index.sparse.SparseRetriever attribute) (xpmir.rankers.full.FullRetrieverRescorer attribute) (xpmir.rankers.scorer.AbstractTwoStageRetriever attribute) (xpmir.rankers.scorer.DuoTwoStageRetriever attribute) (xpmir.rankers.scorer.TwoStageRetriever attribute)

BatchwiseItems (class in xpmir.letor.records) before() (xpmir.context.InitializationHook method) bestpath (xpmir.letor.validation.AggregatorValidationListener attribute) (xpmir.letor.validation.ValidationListener attribute) beta (xpmir.index.sparse.BMPSparseRetriever attribute) bibtex (xpmir.models.XPMIRExportAction attribute) (xpmir.neural.colbert.ColBERTEncoder attribute) (xpmir.neural.dual.CosineDense attribute) (xpmir.neural.dual.Dense attribute) (xpmir.neural.dual.DotDense attribute) (xpmir.neural.dual.DualVectorScorer attribute) (xpmir.neural.DualRepresentationScorer attribute) (xpmir.neural.huggingface.HFCrossScorer attribute) (xpmir.rankers.scorer.AbstractModuleScorer attribute) (xpmir.rankers.scorer.DuoLearnableScorer attribute) (xpmir.rankers.scorer.RandomScorer attribute) (xpmir.rankers.scorer.Scorer attribute) block_size (xpmir.index.sparse.BMPSparseRetrieverIndexBuilder attribute) (xpmir.index.sparse.Sparse2BMPConverter attribute) bmp_index_path (xpmir.index.sparse.BMPSparseRetrieverIndexBuilder attribute) (xpmir.index.sparse.Sparse2BMPConverter attribute) buffer_size (xpmir.letor.samplers.adapters.SamplerAdapter attribute)

C

checkpoint (xpmir.text.huggingface.base.HFFromCheckpoint attribute) checkpoint_frequency (xpmir.index.sparse.BMPSparseRetrieverIndexBuilder attribute) (xpmir.index.sparse.SparseRetrieverIndexBuilder attribute) collection() (xpmir.rankers.retriever.Retriever method) compress (xpmir.index.bow.BOWSparseRetrieverIndexBuilder attribute) compress_only (xpmir.index.plaid.PlaidIndex attribute) (xpmir.index.plaid.PlaidIndexBuilder attribute) compress_range (xpmir.index.sparse.BMPSparseRetrieverIndexBuilder attribute) (xpmir.index.sparse.Sparse2BMPConverter attribute)

compute() (xpmir.letor.distillation.pairwise.DistillationPairwiseLoss method) (xpmir.rankers.scorer.Scorer method) config (xpmir.text.huggingface.base.HFMaskedLanguageModel attribute) (xpmir.text.huggingface.base.HFModel attribute) (xpmir.text.huggingface.base.HFSequenceClassification attribute) converter (xpmir.text.huggingface.tokenizers.HFTokenizerAdapter attribute) count (xpmir.datasets.adapters.DocumentSubset attribute) (xpmir.index.anserini.Index attribute) (xpmir.interfaces.anserini.IndexCollection attribute) cutoff (xpmir.measures.Measure attribute)

D

dataset (xpmir.datasets.adapters.RandomFold attribute) (xpmir.datasets.adapters.RetrieverBasedCollection attribute) (xpmir.datasets.adapters.TopicsFoldGenerator attribute) (xpmir.evaluation.Evaluate attribute) (xpmir.letor.samplers.ModelBasedHardNegativeSampler attribute) (xpmir.letor.samplers.ModelBasedSampler attribute) (xpmir.letor.samplers.PairwiseDatasetTripletBasedSampler attribute) (xpmir.letor.samplers.PairwiseModelBasedSampler attribute) (xpmir.letor.samplers.PointwiseModelBasedSampler attribute) (xpmir.letor.validation.ValidationListener attribute) datasets (xpmir.datasets.adapters.ConcatFold attribute) default_name (xpmir.models.XPMIRExportAction attribute) detailed (xpmir.evaluation.BaseEvaluation attribute) (xpmir.evaluation.Evaluate attribute) (xpmir.evaluation.RunEvaluation attribute) device (xpmir.index.plaid.PlaidIndexBuilder attribute) (xpmir.index.plaid.PlaidRetriever attribute) dim (xpmir.neural.colbert.ColBERTEncoder attribute) doc (xpmir.models.XPMIRExportAction attribute) (xpmir.neural.colbert.ColBERTEncoder attribute) (xpmir.neural.dual.CosineDense attribute) (xpmir.neural.dual.Dense attribute) (xpmir.neural.dual.DotDense attribute) (xpmir.neural.dual.DualVectorScorer attribute) (xpmir.neural.DualRepresentationScorer attribute) (xpmir.neural.huggingface.HFCrossScorer attribute) (xpmir.rankers.scorer.AbstractModuleScorer attribute) (xpmir.rankers.scorer.DuoLearnableScorer attribute) (xpmir.rankers.scorer.RandomScorer attribute) (xpmir.rankers.scorer.Scorer attribute)

doc_maxlen (xpmir.neural.colbert.ColBERTEncoder attribute) docids_path (xpmir.datasets.adapters.DocumentSubset attribute) (xpmir.datasets.adapters.RetrieverBasedCollection attribute) document_prefix (xpmir.letor.samplers.hydrators.SamplePrefixAdding attribute) document_store (xpmir.letor.samplers.TeacherModelBasedHardNegativesTripletSampler attribute) document_token_embeddings() (xpmir.neural.colbert.ColBERTEncoder method) documents (xpmir.documents.samplers.DocumentSampler attribute) (xpmir.documents.samplers.HeadDocumentSampler attribute) (xpmir.documents.samplers.RandomDocumentSampler attribute) (xpmir.documents.samplers.RandomSpanSampler attribute) (xpmir.index.bow.BOWSparseRetrieverIndex attribute) (xpmir.index.bow.BOWSparseRetrieverIndexBuilder attribute) (xpmir.index.faiss.FaissIndex attribute) (xpmir.index.faiss.IndexBackedFaiss attribute) (xpmir.index.plaid.PlaidIndex attribute) (xpmir.index.plaid.PlaidIndexBuilder attribute) (xpmir.index.sparse.AbstractSparseRetrieverIndex attribute) (xpmir.index.sparse.AbstractSparseRetrieverIndexBuilder attribute) (xpmir.index.sparse.BMPSparseRetrieverIndex attribute) (xpmir.index.sparse.BMPSparseRetrieverIndexBuilder attribute) (xpmir.index.sparse.SparseRetrieverIndex attribute) (xpmir.index.sparse.SparseRetrieverIndexBuilder attribute) (xpmir.interfaces.anserini.IndexCollection attribute) (xpmir.letor.distillation.samplers.PairwiseDistillationSample attribute) (xpmir.letor.samplers.PairwiseDatasetTripletBasedSampler attribute) (xpmir.rankers.full.FullRetriever attribute) (xpmir.rankers.full.FullRetrieverRescorer attribute) (xpmir.rankers.retriever.RunRetriever attribute) documentstore (xpmir.letor.processors.StoreHydrator attribute) (xpmir.letor.samplers.hydrators.SampleHydrator attribute)

E

early_stop (xpmir.letor.validation.AggregatorValidationListener attribute) (xpmir.letor.validation.ValidationListener attribute) encode_documents() (xpmir.neural.colbert.ColBERTEncoder method) encode_queries() (xpmir.neural.colbert.ColBERTEncoder method) encoder (xpmir.index.faiss.FaissRetriever attribute) (xpmir.index.faiss.IndexBackedFaiss attribute) (xpmir.index.plaid.PlaidIndexBuilder attribute) (xpmir.index.plaid.PlaidRetriever attribute) (xpmir.index.sparse.AbstractSparseRetrieverIndexBuilder attribute) (xpmir.index.sparse.BMPSparseRetriever attribute) (xpmir.index.sparse.BMPSparseRetrieverIndexBuilder attribute) (xpmir.index.sparse.SparseRetriever attribute) (xpmir.index.sparse.SparseRetrieverIndexBuilder attribute) (xpmir.neural.colbert.ColBERTEncoder attribute) (xpmir.neural.dual.CosineDense attribute) (xpmir.neural.dual.Dense attribute) (xpmir.neural.dual.DotDense attribute) (xpmir.neural.dual.DualVectorScorer attribute) (xpmir.neural.huggingface.HFCrossScorer attribute) (xpmir.text.adapters.MeanTextEncoder attribute) (xpmir.text.encoders.TokenizedTextEncoder attribute)

encoder_path (xpmir.neural.dual.DualModuleLoader attribute) (xpmir.neural.huggingface.CrossEncoderModuleLoader attribute) evaluate_retriever() (xpmir.evaluation.Evaluations method) (xpmir.evaluation.EvaluationsCollection method) Evaluations (class in xpmir.evaluation) EvaluationsCollection (class in xpmir.evaluation) exclude (xpmir.datasets.adapters.RandomFold attribute) (xpmir.datasets.adapters.TopicsFoldGenerator attribute)

F

fabric (xpmir.neural.huggingface.InitCEFromHFID attribute) (xpmir.text.huggingface.base.HFFromCheckpoint attribute) (xpmir.text.huggingface.base.HFModelInitBase attribute) (xpmir.text.huggingface.base.HFModelInitFromID attribute) fabric_config (xpmir.evaluation.Evaluate attribute) (xpmir.index.plaid.PlaidIndexBuilder attribute) (xpmir.index.sparse.BMPSparseRetrieverIndexBuilder attribute) (xpmir.index.sparse.SparseRetrieverIndexBuilder attribute)

faiss_index (xpmir.index.faiss.FaissIndex attribute) (xpmir.index.faiss.IndexBackedFaiss attribute) file_access (xpmir.index.anserini.Index attribute) (xpmir.interfaces.anserini.IndexCollection attribute) fold (xpmir.datasets.adapters.RandomFold attribute) (xpmir.datasets.adapters.TopicsFoldGenerator attribute) folds() (xpmir.datasets.adapters.RandomFold static method) forward() (xpmir.text.encoders.TokensEncoder method) from_sentence_transformers() (xpmir.neural.dual.Dense class method)

G

get_document_tokens() (xpmir.index.plaid.PlaidIndex method)

getRetriever() (xpmir.rankers.scorer.Scorer method)

H

hard_negative_samples (xpmir.letor.samplers.ModelBasedHardNegativeSampler attribute) hard_negative_samples_path (xpmir.letor.samplers.TSVPairwiseSampleDataset attribute) hard_negative_triplet (xpmir.letor.samplers.TeacherModelBasedHardNegativesTripletSampler attribute) hf_id (xpmir.text.huggingface.base.HFConfigID attribute) hooks (xpmir.index.faiss.IndexBackedFaiss attribute) (xpmir.letor.distillation.listwise.DistillationListwiseTrainer attribute) (xpmir.letor.distillation.pairwise.DistillationPairwiseTrainer attribute) (xpmir.letor.trainers.batchwise.BatchwiseTrainer attribute) (xpmir.letor.trainers.pairwise.PairwiseTrainer attribute) (xpmir.letor.validation.AggregatorValidationListener attribute) (xpmir.letor.validation.ValidationListener attribute)

I

id (xpmir.datasets.adapters.AbstractAdhocAssessmentFold attribute) (xpmir.datasets.adapters.AbstractTopicFold attribute) (xpmir.datasets.adapters.AdhocAssessmentFold attribute) (xpmir.datasets.adapters.DocumentSubset attribute) (xpmir.datasets.adapters.IDAdhocAssessmentFold attribute) (xpmir.datasets.adapters.IDTopicFold attribute) (xpmir.datasets.adapters.TopicFold attribute) (xpmir.index.anserini.Index attribute) (xpmir.interfaces.anserini.IndexCollection attribute) (xpmir.letor.samplers.JSONLPairwiseSampleDataset attribute) (xpmir.letor.samplers.TSVPairwiseSampleDataset attribute) (xpmir.letor.validation.AggregatorValidationListener attribute) (xpmir.letor.validation.ValidationListener attribute) id2tok() (xpmir.text.tokenizers.Tokenizer method) id_list (xpmir.datasets.adapters.IDAdhocAssessmentFold attribute) (xpmir.datasets.adapters.IDTopicFold attribute) identifier (xpmir.measures.Measure attribute) ids (xpmir.datasets.adapters.AdhocAssessmentFold attribute) (xpmir.datasets.adapters.TopicFold attribute) in_memory (xpmir.datasets.adapters.DocumentSubset attribute) (xpmir.index.bow.BOWRetriever attribute) (xpmir.index.sparse.BMPSparseRetriever attribute) (xpmir.index.sparse.BMPSparseRetrieverIndexBuilder attribute) (xpmir.index.sparse.SparseRetriever attribute) (xpmir.index.sparse.SparseRetrieverIndexBuilder attribute)

in_memory_threshold (xpmir.index.bow.BOWSparseRetrieverIndexBuilder attribute) index (xpmir.index.bow.BOWRetriever attribute) (xpmir.index.faiss.FaissRetriever attribute) (xpmir.index.plaid.PlaidRetriever attribute) (xpmir.index.sparse.BMPSparseRetriever attribute) (xpmir.index.sparse.Sparse2BMPConverter attribute) (xpmir.index.sparse.SparseRetriever attribute) (xpmir.interfaces.anserini.AnseriniRetriever attribute) (xpmir.interfaces.anserini.SearchCollection attribute) index_path (xpmir.index.bow.BOWSparseRetrieverIndex attribute) (xpmir.index.bow.BOWSparseRetrieverIndexBuilder attribute) (xpmir.index.plaid.PlaidIndex attribute) (xpmir.index.plaid.PlaidIndexBuilder attribute) (xpmir.index.sparse.BMPSparseRetrieverIndex attribute) (xpmir.index.sparse.BMPSparseRetrieverIndexBuilder attribute) (xpmir.index.sparse.SparseRetrieverIndex attribute) (xpmir.index.sparse.SparseRetrieverIndexBuilder attribute) indexspec (xpmir.index.faiss.IndexBackedFaiss attribute) info (xpmir.letor.validation.AggregatorValidationListener attribute) (xpmir.letor.validation.ValidationListener attribute) initialize() (xpmir.rankers.scorer.Scorer method) ir_experiment() (in module xpmir.experiments.ir) IRExperimentHelper (class in xpmir.experiments.ir)

K

k (xpmir.interfaces.anserini.AnseriniRetriever attribute) k1 (xpmir.rankers.standard.BM25 attribute) keepNotRelevant (xpmir.datasets.adapters.RetrieverBasedCollection attribute)

keepRelevant (xpmir.datasets.adapters.RetrieverBasedCollection attribute) key (xpmir.letor.validation.ValidationSettings attribute) kmeans_niters (xpmir.index.plaid.PlaidIndexBuilder attribute)

L

lambda_d (xpmir.neural.dual.FlopsRegularizer attribute) (xpmir.neural.dual.ScheduledFlopsRegularizer attribute) lambda_q (xpmir.neural.dual.FlopsRegularizer attribute) (xpmir.neural.dual.ScheduledFlopsRegularizer attribute) lambda_warmup_steps (xpmir.neural.dual.ScheduledFlopsRegularizer attribute) language (xpmir.index.bow.BOWSparseRetrieverIndexBuilder attribute) lexicon_size() (xpmir.text.tokenizers.Tokenizer method) listener (xpmir.letor.validation.ValidationSettings attribute)

listeners (xpmir.letor.validation.AggregatorValidationListener attribute) ListwiseItem (class in xpmir.letor.records) loader (xpmir.models.XPMIRExportAction attribute) lossfn (xpmir.letor.distillation.listwise.DistillationListwiseTrainer attribute) (xpmir.letor.distillation.pairwise.DistillationPairwiseTrainer attribute) (xpmir.letor.trainers.batchwise.BatchwiseTrainer attribute) (xpmir.letor.trainers.pairwise.PairwiseTrainer attribute) low_memory (xpmir.index.plaid.PlaidIndexBuilder attribute)

M

max_count (xpmir.documents.samplers.HeadDocumentSampler attribute) (xpmir.documents.samplers.RandomDocumentSampler attribute) max_doc_length (xpmir.neural.huggingface.HFQueryDocTokenizer attribute) max_docs (xpmir.index.bow.BOWSparseRetrieverIndexBuilder attribute) (xpmir.index.sparse.AbstractSparseRetrieverIndexBuilder attribute) (xpmir.index.sparse.BMPSparseRetrieverIndexBuilder attribute) (xpmir.index.sparse.SparseRetrieverIndexBuilder attribute) max_length (xpmir.neural.huggingface.HFQueryDocTokenizer attribute) (xpmir.text.huggingface.tokenizers.HFTokenizer attribute) max_postings (xpmir.index.sparse.BMPSparseRetrieverIndexBuilder attribute) (xpmir.index.sparse.SparseRetrieverIndexBuilder attribute) max_query_length (xpmir.neural.huggingface.HFQueryDocTokenizer attribute) max_ratio (xpmir.documents.samplers.HeadDocumentSampler attribute) (xpmir.documents.samplers.RandomDocumentSampler attribute) max_spansize (xpmir.documents.samplers.RandomSpanSampler attribute) maxlen (xpmir.text.huggingface.encoders.OneHotHuggingFaceEncoder attribute) measures (xpmir.evaluation.BaseEvaluation attribute) (xpmir.evaluation.Evaluate attribute) (xpmir.evaluation.RunEvaluation attribute) metrics (xpmir.letor.validation.AggregatorValidationListener attribute) (xpmir.letor.validation.ValidationListener attribute) min_lambda_d (xpmir.neural.dual.ScheduledFlopsRegularizer attribute) min_lambda_q (xpmir.neural.dual.ScheduledFlopsRegularizer attribute)

model (xpmir.index.bow.BOWRetriever attribute) (xpmir.interfaces.anserini.AnseriniRetriever attribute) (xpmir.interfaces.anserini.SearchCollection attribute) (xpmir.letor.distillation.listwise.DistillationListwiseTrainer attribute) (xpmir.letor.distillation.pairwise.DistillationPairwiseTrainer attribute) (xpmir.letor.trainers.batchwise.BatchwiseTrainer attribute) (xpmir.letor.trainers.pairwise.PairwiseTrainer attribute) (xpmir.neural.huggingface.InitCEFromHFID attribute) (xpmir.text.huggingface.base.HFFromCheckpoint attribute) (xpmir.text.huggingface.base.HFModelInitBase attribute) (xpmir.text.huggingface.base.HFModelInitFromID attribute) (xpmir.text.huggingface.encoders.HFCLSEncoder attribute) (xpmir.text.huggingface.encoders.HFEncoderBase attribute) (xpmir.text.huggingface.encoders.HFTokensEncoder attribute) model_id (xpmir.neural.huggingface.HFQueryDocTokenizer attribute) (xpmir.text.huggingface.encoders.OneHotHuggingFaceEncoder attribute) (xpmir.text.huggingface.encoders.SentenceTransformerTextEncoder attribute) (xpmir.text.huggingface.tokenizers.HFTokenizer attribute) module xpmir.experiments.ir xpmir.letor.records xpmir.measures mu (xpmir.rankers.standard.QLDirichlet attribute)

N

n_bits (xpmir.index.plaid.PlaidIndexBuilder attribute) n_full_scores (xpmir.index.plaid.PlaidRetriever attribute) n_ivf_probe (xpmir.index.plaid.PlaidRetriever attribute) n_labels (xpmir.text.huggingface.base.HFSequenceClassification attribute) n_samples_kmeans (xpmir.index.plaid.PlaidIndexBuilder attribute) nDCG (in module xpmir.measures)

negative_algo (xpmir.letor.samplers.PairwiseDatasetTripletBasedSampler attribute) normalize (xpmir.index.faiss.FaissIndex attribute) (xpmir.index.faiss.IndexBackedFaiss attribute) num_workers (xpmir.letor.distillation.listwise.DistillationListwiseTrainer attribute) (xpmir.letor.distillation.pairwise.DistillationPairwiseTrainer attribute) (xpmir.letor.trainers.batchwise.BatchwiseTrainer attribute) (xpmir.letor.trainers.pairwise.PairwiseTrainer attribute)

O

ordered_index (xpmir.index.sparse.AbstractSparseRetrieverIndexBuilder attribute) (xpmir.index.sparse.BMPSparseRetrieverIndexBuilder attribute) (xpmir.index.sparse.SparseRetrieverIndexBuilder attribute)

P

P (in module xpmir.measures) pairwise_samples_path (xpmir.letor.samplers.PairwiseSamplerFromTSV attribute) PairwiseDistillationSample (class in xpmir.letor.distillation.samplers) PairwiseItem (class in xpmir.letor.records) passages_per_query (xpmir.letor.distillation.samplers.DistillationNegativesSampler attribute) path (xpmir.datasets.adapters.TopicsFoldGenerator attribute) (xpmir.index.anserini.Index attribute) (xpmir.interfaces.anserini.IndexCollection attribute) (xpmir.interfaces.anserini.SearchCollection attribute) (xpmir.letor.samplers.JSONLPairwiseSampleDataset attribute) (xpmir.misc.FileIDList attribute)

pick_layers (xpmir.text.huggingface.encoders.LayerSelector attribute) PointwiseItem (class in xpmir.letor.records) processors (xpmir.letor.samplers.adapters.SamplerAdapter attribute)

Q

qrels (xpmir.datasets.adapters.AbstractAdhocAssessmentFold attribute) (xpmir.datasets.adapters.AdhocAssessmentFold attribute) (xpmir.datasets.adapters.IDAdhocAssessmentFold attribute) query (xpmir.letor.distillation.samplers.PairwiseDistillationSample attribute) query_encoder (xpmir.neural.colbert.ColBERTEncoder attribute) (xpmir.neural.dual.CosineDense attribute) (xpmir.neural.dual.Dense attribute) (xpmir.neural.dual.DotDense attribute) (xpmir.neural.dual.DualVectorScorer attribute)

query_encoder_path (xpmir.neural.dual.DualModuleLoader attribute) query_maxlen (xpmir.neural.colbert.ColBERTEncoder attribute) query_prefix (xpmir.letor.samplers.hydrators.SamplePrefixAdding attribute) query_token_embeddings() (xpmir.neural.colbert.ColBERTEncoder method) querystore (xpmir.letor.processors.StoreHydrator attribute) (xpmir.letor.samplers.hydrators.SampleHydrator attribute)

R

R (in module xpmir.measures) random (xpmir.documents.samplers.RandomDocumentSampler attribute) (xpmir.rankers.scorer.RandomScorer attribute) re_layer (xpmir.text.huggingface.encoders.LayerSelector attribute) rel (xpmir.measures.Measure attribute) relevance_threshold (xpmir.datasets.adapters.RetrieverBasedCollection attribute) relevant_ratio (xpmir.letor.samplers.PointwiseModelBasedSampler attribute) retrieve() (xpmir.rankers.retriever.Retriever method) retrieve_all() (xpmir.rankers.retriever.Retriever method) retriever (xpmir.evaluation.Evaluate attribute) (xpmir.letor.samplers.ModelBasedHardNegativeSampler attribute) (xpmir.letor.samplers.ModelBasedSampler attribute) (xpmir.letor.samplers.PairwiseModelBasedSampler attribute) (xpmir.letor.samplers.PointwiseModelBasedSampler attribute) (xpmir.letor.validation.ValidationListener attribute) (xpmir.rankers.retriever.RetrieverHydrator attribute) (xpmir.rankers.scorer.AbstractTwoStageRetriever attribute) (xpmir.rankers.scorer.DuoTwoStageRetriever attribute) (xpmir.rankers.scorer.TwoStageRetriever attribute)

retrievers (xpmir.datasets.adapters.RetrieverBasedCollection attribute) RR (in module xpmir.measures) rsv() (xpmir.rankers.scorer.Scorer method) run (xpmir.evaluation.RunEvaluation attribute) (xpmir.rankers.retriever.RunRetriever attribute) run_path (xpmir.evaluation.BaseEvaluation attribute) (xpmir.evaluation.Evaluate attribute) (xpmir.evaluation.RunEvaluation attribute)

S

sampler (xpmir.index.faiss.IndexBackedFaiss attribute) (xpmir.letor.distillation.listwise.DistillationListwiseTrainer attribute) (xpmir.letor.distillation.pairwise.DistillationPairwiseTrainer attribute) (xpmir.letor.samplers.adapters.SamplerAdapter attribute) (xpmir.letor.samplers.PairwiseInBatchNegativesSampler attribute) (xpmir.letor.samplers.TeacherModelBasedHardNegativesTripletSampler attribute) (xpmir.letor.trainers.batchwise.BatchwiseTrainer attribute) (xpmir.letor.trainers.pairwise.PairwiseTrainer attribute) samples (xpmir.letor.distillation.samplers.DistillationListwiseSampler attribute) (xpmir.letor.distillation.samplers.DistillationNegativesSampler attribute) (xpmir.letor.distillation.samplers.DistillationPairwiseSampler attribute) score_pairs() (xpmir.neural.colbert.ColBERTEncoder method) (xpmir.neural.DualRepresentationScorer method) score_product() (xpmir.neural.colbert.ColBERTEncoder method) (xpmir.neural.DualRepresentationScorer method) ScoredDocument (class in xpmir.rankers) scorer (xpmir.rankers.full.FullRetrieverRescorer attribute) (xpmir.rankers.scorer.AbstractTwoStageRetriever attribute) (xpmir.rankers.scorer.DuoTwoStageRetriever attribute) (xpmir.rankers.scorer.TwoStageRetriever attribute) scorer_retriever() (in module xpmir.rankers) seed (xpmir.datasets.adapters.RandomFold attribute) (xpmir.datasets.adapters.TopicsFoldGenerator attribute) select_embeddings (xpmir.text.huggingface.encoders.LayerSelector attribute) select_feed_forward (xpmir.text.huggingface.encoders.LayerSelector attribute) separate_index (xpmir.text.huggingface.tokenizers.HFListTokenizer attribute) settings (xpmir.neural.dual.DualModuleLoader attribute) (xpmir.neural.huggingface.CrossEncoderModuleLoader attribute) sizes (xpmir.datasets.adapters.RandomFold attribute) (xpmir.datasets.adapters.TopicsFoldGenerator attribute)

source (xpmir.letor.samplers.TripletBasedSampler attribute) stemmer (xpmir.index.anserini.Index attribute) (xpmir.index.bow.BOWSparseRetrieverIndexBuilder attribute) (xpmir.interfaces.anserini.IndexCollection attribute) stop_words (xpmir.index.bow.BOWSparseRetrieverIndexBuilder attribute) store (xpmir.index.bow.BOWRetriever attribute) (xpmir.index.faiss.FaissRetriever attribute) (xpmir.index.plaid.PlaidRetriever attribute) (xpmir.index.sparse.BMPSparseRetriever attribute) (xpmir.index.sparse.SparseRetriever attribute) (xpmir.interfaces.anserini.AnseriniRetriever attribute) (xpmir.rankers.full.FullRetriever attribute) (xpmir.rankers.full.FullRetrieverRescorer attribute) (xpmir.rankers.retriever.Retriever attribute) (xpmir.rankers.retriever.RetrieverHydrator attribute) (xpmir.rankers.retriever.RunRetriever attribute) (xpmir.rankers.scorer.AbstractTwoStageRetriever attribute) (xpmir.rankers.scorer.DuoTwoStageRetriever attribute) (xpmir.rankers.scorer.TwoStageRetriever attribute) storeContents (xpmir.index.anserini.Index attribute) (xpmir.interfaces.anserini.IndexCollection attribute) storeDocvectors (xpmir.index.anserini.Index attribute) (xpmir.interfaces.anserini.IndexCollection attribute) storePositions (xpmir.index.anserini.Index attribute) (xpmir.interfaces.anserini.IndexCollection attribute) storeRaw (xpmir.index.anserini.Index attribute) (xpmir.interfaces.anserini.IndexCollection attribute) Success (in module xpmir.measures)

T

teacher_model (xpmir.letor.samplers.TeacherModelBasedHardNegativesTripletSampler attribute) tensorboard_service (xpmir.experiments.ir.IRExperimentHelper property) threads (xpmir.interfaces.anserini.IndexCollection attribute) to_dataframe() (xpmir.evaluation.EvaluationsCollection method) tok2id() (xpmir.text.tokenizers.Tokenizer method) tokenizer (xpmir.neural.huggingface.HFCrossScorer attribute) (xpmir.text.encoders.TokenizedTextEncoder attribute) (xpmir.text.huggingface.tokenizers.HFListTokenizer attribute) (xpmir.text.huggingface.tokenizers.HFStringTokenizer attribute) (xpmir.text.huggingface.tokenizers.HFTokenizerAdapter attribute) (xpmir.text.huggingface.tokenizers.HFTokenizerBase attribute) top_k (xpmir.rankers.scorer.AbstractTwoStageRetriever attribute) (xpmir.rankers.scorer.DuoTwoStageRetriever attribute) (xpmir.rankers.scorer.TwoStageRetriever attribute)

topic_store (xpmir.letor.samplers.TeacherModelBasedHardNegativesTripletSampler attribute) topic_wrapper (xpmir.evaluation.Evaluate attribute) topics (xpmir.datasets.adapters.AbstractTopicFold attribute) (xpmir.datasets.adapters.ConcatFold attribute) (xpmir.datasets.adapters.IDTopicFold attribute) (xpmir.datasets.adapters.MemoryTopicStore attribute) (xpmir.datasets.adapters.RandomFold attribute) (xpmir.datasets.adapters.TopicFold attribute) (xpmir.interfaces.anserini.SearchCollection attribute) topk (xpmir.index.bow.BOWRetriever attribute) (xpmir.index.faiss.FaissRetriever attribute) (xpmir.index.plaid.PlaidRetriever attribute) (xpmir.index.sparse.BMPSparseRetriever attribute) (xpmir.index.sparse.SparseRetriever attribute) transformer (xpmir.text.huggingface.encoders.LayerSelector attribute)

V

validation_interval (xpmir.letor.validation.AggregatorValidationListener attribute) (xpmir.letor.validation.ValidationListener attribute) value (xpmir.neural.dual.DualModuleLoader attribute) (xpmir.neural.huggingface.CrossEncoderModuleLoader attribute)

version (xpmir.index.bow.BOWSparseRetrieverIndexBuilder attribute) (xpmir.index.sparse.AbstractSparseRetrieverIndexBuilder attribute) (xpmir.index.sparse.BMPSparseRetrieverIndexBuilder attribute) (xpmir.index.sparse.SparseRetrieverIndexBuilder attribute) (xpmir.text.huggingface.encoders.OneHotHuggingFaceEncoder attribute)

W

warmup (xpmir.letor.validation.AggregatorValidationListener attribute) (xpmir.letor.validation.ValidationListener attribute) weight (xpmir.letor.distillation.listwise.ADR_MSE attribute) (xpmir.letor.distillation.listwise.DistillationListwiseLoss attribute) (xpmir.letor.distillation.listwise.DistillRankNetLoss attribute) (xpmir.letor.distillation.listwise.ListwiseInfoNCE attribute) (xpmir.letor.distillation.listwise.ListwiseSoftmaxCrossEntropy attribute) (xpmir.letor.distillation.pairwise.DistillationKLLoss attribute) (xpmir.letor.distillation.pairwise.DistillationPairwiseLoss attribute) (xpmir.letor.distillation.pairwise.MSEDifferenceLoss attribute)

with_run (xpmir.evaluation.BaseEvaluation attribute) (xpmir.evaluation.Evaluate attribute) (xpmir.evaluation.RunEvaluation attribute)

X

xpmir.experiments.ir module xpmir.letor.records module

xpmir.measures module