Index _ | A | B | C | D | E | F | G | H | I | J | K | L | M | N | O | P | Q | R | S | T | U | V | W _ __init__() (gliner.config.BaseGLiNERConfig method) (gliner.config.BiEncoderConfig method) (gliner.config.BiEncoderSpanConfig method) (gliner.config.BiEncoderTokenConfig method) (gliner.config.GLiNERConfig method) (gliner.config.UniEncoderConfig method) (gliner.config.UniEncoderRelexConfig method) (gliner.config.UniEncoderSpanConfig method) (gliner.config.UniEncoderSpanDecoderConfig method) (gliner.config.UniEncoderSpanRelexConfig method) (gliner.config.UniEncoderTokenConfig method) (gliner.config.UniEncoderTokenDecoderConfig method) (gliner.config.UniEncoderTokenRelexConfig method) (gliner.data_processing.collator.BaseDataCollator method) (gliner.data_processing.collator.RelationExtractionSpanDataCollator method) (gliner.data_processing.collator.SpanDataCollator method) (gliner.data_processing.collator.TokenDataCollator method) (gliner.data_processing.processor.BaseBiEncoderProcessor method) (gliner.data_processing.processor.BaseProcessor method) (gliner.data_processing.processor.RelationExtractionSpanProcessor method) (gliner.data_processing.processor.RelationExtractionTokenProcessor method) (gliner.data_processing.processor.UniEncoderSpanDecoderProcessor method) (gliner.data_processing.processor.UniEncoderTokenDecoderProcessor method) (gliner.data_processing.tokenizer.CamelArabicSplitter method) (gliner.data_processing.tokenizer.HanLPTokenSplitter method) (gliner.data_processing.tokenizer.HindiSplitter method) (gliner.data_processing.tokenizer.JanomeJaTokenSplitter method) (gliner.data_processing.tokenizer.JiebaTokenSplitter method) (gliner.data_processing.tokenizer.MecabKoTokenSplitter method) (gliner.data_processing.tokenizer.MultiLangWordsSplitter method) (gliner.data_processing.tokenizer.SpaCyTokenSplitter method) (gliner.data_processing.tokenizer.StanzaWordsSplitter method) (gliner.data_processing.tokenizer.TokenSplitterBase method) (gliner.data_processing.tokenizer.WhitespaceTokenSplitter method) (gliner.data_processing.tokenizer.WordsSplitter method) (gliner.decoding.decoder.BaseDecoder method) (gliner.decoding.decoder.Span method) (gliner.decoding.trie.python_labels_trie.LabelsTrie method) (gliner.decoding.trie.python_labels_trie.Node method) (gliner.decoding.trie.python_labels_trie.Trie method) (gliner.evaluation.evaluator.BaseEvaluator method) (gliner.GLiNER method) (gliner.GLiNERConfig method) (gliner.infer_packing.InferencePackingConfig method) (gliner.infer_packing.PackedBatch method) (gliner.InferencePackingConfig method) (gliner.model.BaseGLiNER method) (gliner.model.GLiNER method) (gliner.modeling.base.BaseBiEncoderModel method) (gliner.modeling.base.BaseModel method) (gliner.modeling.base.BaseUniEncoderModel method) (gliner.modeling.base.BiEncoderSpanModel method) (gliner.modeling.base.BiEncoderTokenModel method) (gliner.modeling.base.UniEncoderSpanDecoderModel method) (gliner.modeling.base.UniEncoderSpanModel method) (gliner.modeling.base.UniEncoderSpanRelexModel method) (gliner.modeling.base.UniEncoderTokenDecoderModel method) (gliner.modeling.base.UniEncoderTokenModel method) (gliner.modeling.base.UniEncoderTokenRelexModel method) (gliner.modeling.decoder.Decoder method) (gliner.modeling.decoder.DecoderTransformer method) (gliner.modeling.decoder.NumericalStabilityProcessor method) (gliner.modeling.encoder.BiEncoder method) (gliner.modeling.encoder.Encoder method) (gliner.modeling.encoder.Transformer method) (gliner.modeling.layers.CrossAttentionBlock method) (gliner.modeling.layers.CrossFuser method) (gliner.modeling.layers.LayersFuser method) (gliner.modeling.layers.LstmSeq2SeqEncoder method) (gliner.modeling.layers.MultiheadAttention method) (gliner.modeling.layers.SelfAttentionBlock method) (gliner.modeling.multitask.relations_layers.AttentionAdjacency method) (gliner.modeling.multitask.relations_layers.BilinearDecoder method) (gliner.modeling.multitask.relations_layers.GATDecoder method) (gliner.modeling.multitask.relations_layers.GCNDecoder method) (gliner.modeling.multitask.relations_layers.MLPDecoder method) (gliner.modeling.multitask.relations_layers.RelationsRepLayer method) (gliner.modeling.multitask.relations_layers.SimpleGCNLayer method) (gliner.modeling.multitask.triples_layers.ComplExInteraction method) (gliner.modeling.multitask.triples_layers.ConvEInteraction method) (gliner.modeling.multitask.triples_layers.ConvKBInteraction method) (gliner.modeling.multitask.triples_layers.ERMLPInteraction method) (gliner.modeling.multitask.triples_layers.NormBasedInteraction method) (gliner.modeling.multitask.triples_layers.PairREInteraction method) (gliner.modeling.multitask.triples_layers.QuatEInteraction method) (gliner.modeling.multitask.triples_layers.SEInteraction method) (gliner.modeling.multitask.triples_layers.SimplEInteraction method) (gliner.modeling.multitask.triples_layers.TransEInteraction method) (gliner.modeling.multitask.triples_layers.TransFInteraction method) (gliner.modeling.multitask.triples_layers.TransHInteraction method) (gliner.modeling.multitask.triples_layers.TripleREInteraction method) (gliner.modeling.multitask.triples_layers.TriplesScoreLayer method) (gliner.modeling.multitask.triples_layers.TuckERInteraction method) (gliner.modeling.multitask.triples_layers.UMInteraction method) (gliner.modeling.outputs.GLiNERBaseOutput method) (gliner.modeling.outputs.GLiNERDecoderOutput method) (gliner.modeling.outputs.GLiNERRelexOutput method) (gliner.modeling.scorers.Scorer method) (gliner.modeling.span_rep.ConvShare method) (gliner.modeling.span_rep.ConvShareV2 method) (gliner.modeling.span_rep.SpanCAT method) (gliner.modeling.span_rep.SpanConv method) (gliner.modeling.span_rep.SpanConvBlock method) (gliner.modeling.span_rep.SpanEndpointsBlock method) (gliner.modeling.span_rep.SpanMarker method) (gliner.modeling.span_rep.SpanMarkerV0 method) (gliner.modeling.span_rep.SpanMarkerV1 method) (gliner.modeling.span_rep.SpanMLP method) (gliner.modeling.span_rep.SpanQuery method) (gliner.modeling.span_rep.SpanRepLayer method) (gliner.modeling.span_rep.TokenMarker method) (gliner.onnx.model.BaseORTModel method) (gliner.PackedBatch method) (gliner.serve.client.GLiNERClient method) (gliner.serve.config.GLiNERServeConfig method) (gliner.serve.GLiNERClient method) (gliner.serve.GLiNERFactory method) (gliner.serve.GLiNERMemoryEstimator method) (gliner.serve.GLiNERServeConfig method) (gliner.serve.GLiNERServer method) (gliner.serve.memory.GLiNERMemoryEstimator method) (gliner.serve.server.GLiNERFactory method) (gliner.serve.server.GLiNERServer method) (gliner.training.trainer.TrainingArguments method) _enc2dec_proj (gliner.modeling.base.UniEncoderSpanDecoderModel attribute) (gliner.modeling.base.UniEncoderTokenDecoderModel attribute) A add() (gliner.decoding.trie.python_labels_trie.LabelsTrie method) (gliner.decoding.trie.python_labels_trie.Trie method) add_batch() (gliner.decoding.trie.python_labels_trie.LabelsTrie method) (gliner.decoding.trie.python_labels_trie.Trie method) add_child() (gliner.decoding.trie.python_labels_trie.Node method) adj_loss() (gliner.modeling.base.UniEncoderSpanRelexModel method) all_outs (gliner.evaluation.evaluator.BaseEvaluator attribute) all_true (gliner.evaluation.evaluator.BaseEvaluator attribute) attention_head_size (gliner.modeling.layers.MultiheadAttention attribute) attention_mask (gliner.infer_packing.PackedBatch attribute), [1] (gliner.PackedBatch attribute), [1] attention_probs_dropout_prob (gliner.modeling.layers.MultiheadAttention attribute) AttentionAdjacency (class in gliner.modeling.multitask.relations_layers) augment_example() (gliner.data_processing.processor.RelationExtractionSpanProcessor method) available_memory() (gliner.serve.GLiNERMemoryEstimator method) (gliner.serve.memory.GLiNERMemoryEstimator method) B BaseBiEncoderGLiNER (class in gliner.model) BaseBiEncoderModel (class in gliner.modeling.base) BaseBiEncoderProcessor (class in gliner.data_processing.processor) BaseDataCollator (class in gliner.data_processing.collator) BaseDecoder (class in gliner.decoding.decoder) BaseEncoderGLiNER (class in gliner.model) BaseEvaluator (class in gliner.evaluation.evaluator) BaseGLiNER (class in gliner.model) BaseGLiNERConfig (class in gliner.config) BaseModel (class in gliner.modeling.base) BaseNEREvaluator (class in gliner.evaluation.evaluator) BaseORTModel (class in gliner.onnx.model) BaseProcessor (class in gliner.data_processing.processor) BaseRelexEvaluator (class in gliner.evaluation.evaluator) BaseSpanCollator (class in gliner.data_processing.collator) BaseSpanDecoder (class in gliner.decoding.decoder) BaseTokenCollator (class in gliner.data_processing.collator) BaseUniEncoderModel (class in gliner.modeling.base) batch_generate_class_mappings() (gliner.data_processing.processor.BaseBiEncoderProcessor method) (gliner.data_processing.processor.BaseProcessor method) (gliner.data_processing.processor.RelationExtractionSpanProcessor method) batch_predict_entities() (gliner.model.BaseEncoderGLiNER method) batch_predict_with_embeds() (gliner.model.BaseBiEncoderGLiNER method) batch_size_fn() (gliner.serve.GLiNERMemoryEstimator method) (gliner.serve.GLiNERServer method) (gliner.serve.memory.GLiNERMemoryEstimator method) (gliner.serve.server.GLiNERServer method) batch_wait_timeout_ms (gliner.serve.config.GLiNERServeConfig attribute) (gliner.serve.GLiNERServeConfig attribute) bert_layer (gliner.modeling.encoder.BiEncoder attribute) (gliner.modeling.encoder.Encoder attribute) BiEncoder (class in gliner.modeling.encoder) BiEncoderConfig (class in gliner.config) BiEncoderSpanConfig (class in gliner.config) BiEncoderSpanDataCollator (class in gliner.data_processing.collator) BiEncoderSpanGLiNER (class in gliner.model) BiEncoderSpanModel (class in gliner.modeling.base) BiEncoderSpanORTModel (class in gliner.onnx.model) BiEncoderSpanProcessor (class in gliner.data_processing.processor) BiEncoderTokenConfig (class in gliner.config) BiEncoderTokenDataCollator (class in gliner.data_processing.collator) BiEncoderTokenGLiNER (class in gliner.model) BiEncoderTokenModel (class in gliner.modeling.base) BiEncoderTokenORTModel (class in gliner.onnx.model) BiEncoderTokenProcessor (class in gliner.data_processing.processor) BilinearDecoder (class in gliner.modeling.multitask.relations_layers) block_diag_mask() (in module gliner.infer_packing) build_all_entity_pairs() (in module gliner.modeling.utils) build_entity_pairs() (in module gliner.modeling.utils) C cache_dir (gliner.modeling.base.BaseModel attribute) (gliner.training.trainer.TrainingArguments attribute), [1] calibrate() (gliner.serve.GLiNERMemoryEstimator method) (gliner.serve.memory.GLiNERMemoryEstimator method) calibration_min_seq_len (gliner.serve.config.GLiNERServeConfig attribute) (gliner.serve.GLiNERServeConfig attribute) calibration_probe_batch_size (gliner.serve.config.GLiNERServeConfig attribute) (gliner.serve.GLiNERServeConfig attribute) CamelArabicSplitter (class in gliner.data_processing.tokenizer) class_probs (gliner.decoding.decoder.Span attribute), [1] collate_batch() (gliner.data_processing.collator.BaseDataCollator method) (gliner.data_processing.collator.RelationExtractionSpanDataCollator method) (gliner.model.BaseEncoderGLiNER method) (gliner.model.UniEncoderSpanRelexGLiNER method) collate_fn() (gliner.data_processing.processor.BaseProcessor method) collate_function() (gliner.data_processing.collator.BaseDataCollator method) collate_raw_batch() (gliner.data_processing.processor.BaseProcessor method) (gliner.data_processing.processor.RelationExtractionSpanProcessor method) compile() (gliner.model.BaseGLiNER method) ComplExInteraction (class in gliner.modeling.multitask.triples_layers) compress_prompt_embeddings() (gliner.model.BaseEncoderGLiNER method) compute_degree() (in module gliner.modeling.multitask.relations_layers) compute_loss() (gliner.training.trainer.Trainer method) compute_prf() (gliner.evaluation.evaluator.BaseEvaluator static method) config (gliner.GLiNER attribute) (gliner.model.GLiNER attribute) (gliner.modeling.base.BaseModel attribute) (gliner.modeling.decoder.DecoderTransformer attribute) (gliner.modeling.encoder.Transformer attribute) config_class (gliner.model.BaseGLiNER attribute) (gliner.model.BiEncoderSpanGLiNER attribute) (gliner.model.BiEncoderTokenGLiNER attribute) (gliner.model.UniEncoderSpanDecoderGLiNER attribute) (gliner.model.UniEncoderSpanGLiNER attribute) (gliner.model.UniEncoderSpanRelexGLiNER attribute) (gliner.model.UniEncoderTokenDecoderGLiNER attribute) (gliner.model.UniEncoderTokenGLiNER attribute) (gliner.model.UniEncoderTokenRelexGLiNER attribute) configure_inference_packing() (gliner.model.BaseGLiNER method) conv (gliner.modeling.span_rep.SpanConvBlock attribute) conv_weigth (gliner.modeling.span_rep.ConvShare attribute) (gliner.modeling.span_rep.ConvShareV2 attribute) ConvEInteraction (class in gliner.modeling.multitask.triples_layers) ConvKBInteraction (class in gliner.modeling.multitask.triples_layers) convs (gliner.modeling.span_rep.SpanConv attribute) ConvShare (class in gliner.modeling.span_rep) ConvShareV2 (class in gliner.modeling.span_rep) create_batch_dict() (gliner.data_processing.processor.BaseProcessor method) (gliner.data_processing.processor.RelationExtractionSpanProcessor method) (gliner.data_processing.processor.RelationExtractionTokenProcessor method) (gliner.data_processing.processor.UniEncoderSpanProcessor method) (gliner.data_processing.processor.UniEncoderTokenDecoderProcessor method) (gliner.data_processing.processor.UniEncoderTokenProcessor method) create_collator() (gliner.model.BaseEncoderGLiNER method) (gliner.model.UniEncoderSpanRelexGLiNER method) create_dataloader() (gliner.data_processing.processor.BaseProcessor method) create_dataset() (in module gliner.evaluation.evaluate_ner) create_labels() (gliner.data_processing.processor.BaseProcessor method) (gliner.data_processing.processor.UniEncoderSpanDecoderProcessor method) (gliner.data_processing.processor.UniEncoderSpanProcessor method) (gliner.data_processing.processor.UniEncoderTokenDecoderProcessor method) (gliner.data_processing.processor.UniEncoderTokenProcessor method) create_optimizer() (gliner.training.trainer.Trainer method) create_projection_layer() (in module gliner.modeling.layers) create_relation_labels() (gliner.data_processing.processor.RelationExtractionSpanProcessor method) create_span_labels() (gliner.data_processing.processor.UniEncoderTokenProcessor method) create_training_args() (gliner.model.BaseGLiNER class method) cross_attn (gliner.modeling.layers.CrossAttentionBlock attribute) cross_entropy_loss() (in module gliner.modeling.loss_functions) cross_fuser (gliner.modeling.base.BaseBiEncoderModel attribute) (gliner.modeling.base.BaseUniEncoderModel attribute) CrossAttentionBlock (class in gliner.modeling.layers) CrossFuser (class in gliner.modeling.layers) D d_model (gliner.modeling.layers.CrossFuser attribute) data_collator_class (gliner.model.BaseGLiNER attribute) (gliner.model.BiEncoderSpanGLiNER attribute) (gliner.model.BiEncoderTokenGLiNER attribute) (gliner.model.UniEncoderSpanDecoderGLiNER attribute) (gliner.model.UniEncoderSpanGLiNER attribute) (gliner.model.UniEncoderSpanRelexGLiNER attribute) (gliner.model.UniEncoderTokenDecoderGLiNER attribute) (gliner.model.UniEncoderTokenGLiNER attribute) (gliner.model.UniEncoderTokenRelexGLiNER attribute) data_processor (gliner.GLiNER attribute) (gliner.model.GLiNER attribute) (gliner.modeling.base.BaseModel attribute), [1] data_processor_class (gliner.model.BaseGLiNER attribute) (gliner.model.BiEncoderSpanGLiNER attribute) (gliner.model.BiEncoderTokenGLiNER attribute) (gliner.model.UniEncoderSpanDecoderGLiNER attribute) (gliner.model.UniEncoderSpanGLiNER attribute) (gliner.model.UniEncoderSpanRelexGLiNER attribute) (gliner.model.UniEncoderTokenDecoderGLiNER attribute) (gliner.model.UniEncoderTokenGLiNER attribute) (gliner.model.UniEncoderTokenRelexGLiNER attribute) decode() (gliner.decoding.decoder.BaseDecoder method) (gliner.decoding.decoder.BaseSpanDecoder method) (gliner.decoding.decoder.SpanGenerativeDecoder method) (gliner.decoding.decoder.SpanRelexDecoder method) (gliner.decoding.decoder.TokenDecoder method) (gliner.decoding.decoder.TokenGenerativeDecoder method) (gliner.decoding.decoder.TokenRelexDecoder method) decode_batch() (gliner.model.BaseEncoderGLiNER method) (gliner.model.UniEncoderSpanDecoderGLiNER method) (gliner.model.UniEncoderSpanRelexGLiNER method) decode_generative() (gliner.decoding.decoder.SpanGenerativeDecoder method) (gliner.decoding.decoder.TokenGenerativeDecoder method) decode_labels() (gliner.modeling.base.UniEncoderSpanDecoderModel method) Decoder (class in gliner.modeling.decoder) decoder (gliner.GLiNER attribute) (gliner.model.GLiNER attribute) (gliner.modeling.base.UniEncoderSpanDecoderModel attribute) (gliner.modeling.base.UniEncoderTokenDecoderModel attribute) decoder_class (gliner.model.BaseGLiNER attribute) (gliner.model.BiEncoderSpanGLiNER attribute) (gliner.model.BiEncoderTokenGLiNER attribute) (gliner.model.UniEncoderSpanDecoderGLiNER attribute) (gliner.model.UniEncoderSpanGLiNER attribute) (gliner.model.UniEncoderSpanRelexGLiNER attribute) (gliner.model.UniEncoderTokenDecoderGLiNER attribute) (gliner.model.UniEncoderTokenGLiNER attribute) (gliner.model.UniEncoderTokenRelexGLiNER attribute) decoder_embedding (gliner.modeling.outputs.GLiNERDecoderOutput attribute), [1] decoder_embedding_mask (gliner.modeling.outputs.GLiNERDecoderOutput attribute), [1] decoder_hidden_size (gliner.modeling.decoder.Decoder attribute) decoder_layer (gliner.modeling.decoder.Decoder attribute) decoder_loss (gliner.modeling.outputs.GLiNERDecoderOutput attribute), [1] decoder_span_idx (gliner.modeling.outputs.GLiNERDecoderOutput attribute), [1] DecoderTransformer (class in gliner.modeling.decoder) decoding_threads (gliner.serve.config.GLiNERServeConfig attribute) (gliner.serve.GLiNERServeConfig attribute) default_relation_threshold (gliner.serve.config.GLiNERServeConfig attribute) (gliner.serve.GLiNERServeConfig attribute) default_threshold (gliner.serve.config.GLiNERServeConfig attribute) (gliner.serve.GLiNERServeConfig attribute) delete_child() (gliner.decoding.trie.python_labels_trie.Node method) device (gliner.model.BaseGLiNER property) (gliner.serve.config.GLiNERServeConfig attribute) (gliner.serve.GLiNERServeConfig attribute) dict_to_namespace() (in module gliner.utils) DIMENSION_REQUIREMENTS (gliner.modeling.multitask.triples_layers.TriplesScoreLayer attribute) DistMAInteraction (class in gliner.modeling.multitask.triples_layers) DistMultInteraction (class in gliner.modeling.multitask.triples_layers) dot_product_adjacency() (in module gliner.modeling.multitask.relations_layers) dropout (gliner.modeling.layers.CrossAttentionBlock attribute) (gliner.modeling.layers.SelfAttentionBlock attribute) dtype (gliner.serve.config.GLiNERServeConfig attribute) (gliner.serve.GLiNERServeConfig attribute) E enable_compilation (gliner.serve.config.GLiNERServeConfig attribute) (gliner.serve.GLiNERServeConfig attribute) enable_flashdeberta (gliner.serve.config.GLiNERServeConfig attribute) (gliner.serve.GLiNERServeConfig attribute) enable_sequence_packing (gliner.serve.config.GLiNERServeConfig attribute) (gliner.serve.GLiNERServeConfig attribute) encode_labels() (gliner.model.BaseBiEncoderGLiNER method) (gliner.modeling.encoder.BiEncoder method) encode_text() (gliner.modeling.encoder.Encoder method) Encoder (class in gliner.modeling.encoder) end (gliner.decoding.decoder.Span attribute), [1] entity_spans (gliner.modeling.outputs.GLiNERRelexOutput attribute) entity_type (gliner.decoding.decoder.Span attribute), [1] epsilon (gliner.modeling.decoder.NumericalStabilityProcessor attribute) ERMLPInteraction (class in gliner.modeling.multitask.triples_layers) evaluate() (gliner.evaluation.evaluator.BaseEvaluator method) (gliner.model.BaseEncoderGLiNER method) (gliner.model.BaseGLiNER method) (gliner.model.UniEncoderSpanRelexGLiNER method) export_to_onnx() (gliner.model.BaseGLiNER method) (gliner.model.UniEncoderSpanDecoderGLiNER method) extract_elements() (in module gliner.modeling.span_rep) extract_prompt_features() (in module gliner.modeling.utils) extract_prompt_features_and_word_embeddings() (in module gliner.modeling.utils) extract_spans_from_tokens() (in module gliner.modeling.utils) extract_tp_actual_correct() (in module gliner.evaluation.utils) extract_word_embeddings() (in module gliner.modeling.utils) F features_enhancement() (gliner.modeling.base.BaseBiEncoderModel method) flatten_for_eval() (in module gliner.evaluation.utils) focal_loss_alpha (gliner.training.trainer.TrainingArguments attribute), [1] focal_loss_gamma (gliner.training.trainer.TrainingArguments attribute), [1] focal_loss_prob_margin (gliner.training.trainer.TrainingArguments attribute), [1] focal_loss_with_logits() (in module gliner.modeling.loss_functions) forward() (gliner.model.BaseGLiNER method) (gliner.modeling.base.BaseModel method) (gliner.modeling.base.BiEncoderSpanModel method) (gliner.modeling.base.BiEncoderTokenModel method) (gliner.modeling.base.UniEncoderSpanDecoderModel method) (gliner.modeling.base.UniEncoderSpanModel method) (gliner.modeling.base.UniEncoderSpanRelexModel method) (gliner.modeling.base.UniEncoderTokenDecoderModel method) (gliner.modeling.base.UniEncoderTokenModel method) (gliner.modeling.decoder.Decoder method) (gliner.modeling.decoder.DecoderTransformer method) (gliner.modeling.encoder.BiEncoder method) (gliner.modeling.encoder.Encoder method) (gliner.modeling.encoder.Transformer method) (gliner.modeling.layers.CrossAttentionBlock method) (gliner.modeling.layers.CrossFuser method) (gliner.modeling.layers.LayersFuser method) (gliner.modeling.layers.LstmSeq2SeqEncoder method) (gliner.modeling.layers.MultiheadAttention method) (gliner.modeling.layers.SelfAttentionBlock method) (gliner.modeling.multitask.relations_layers.AttentionAdjacency method) (gliner.modeling.multitask.relations_layers.BilinearDecoder method) (gliner.modeling.multitask.relations_layers.GATDecoder method) (gliner.modeling.multitask.relations_layers.GCNDecoder method) (gliner.modeling.multitask.relations_layers.MLPDecoder method) (gliner.modeling.multitask.relations_layers.RelationsRepLayer method) (gliner.modeling.multitask.relations_layers.SimpleGCNLayer method) (gliner.modeling.multitask.triples_layers.ComplExInteraction method) (gliner.modeling.multitask.triples_layers.ConvEInteraction method) (gliner.modeling.multitask.triples_layers.ConvKBInteraction method) (gliner.modeling.multitask.triples_layers.DistMAInteraction method) (gliner.modeling.multitask.triples_layers.DistMultInteraction method) (gliner.modeling.multitask.triples_layers.ERMLPInteraction method) (gliner.modeling.multitask.triples_layers.HolEInteraction method) (gliner.modeling.multitask.triples_layers.PairREInteraction method) (gliner.modeling.multitask.triples_layers.QuatEInteraction method) (gliner.modeling.multitask.triples_layers.SEInteraction method) (gliner.modeling.multitask.triples_layers.SimplEInteraction method) (gliner.modeling.multitask.triples_layers.TransEInteraction method) (gliner.modeling.multitask.triples_layers.TransFInteraction method) (gliner.modeling.multitask.triples_layers.TransHInteraction method) (gliner.modeling.multitask.triples_layers.TripleREInteraction method) (gliner.modeling.multitask.triples_layers.TriplesScoreLayer method) (gliner.modeling.multitask.triples_layers.TuckERInteraction method) (gliner.modeling.multitask.triples_layers.UMInteraction method) (gliner.modeling.scorers.Scorer method) (gliner.modeling.span_rep.ConvShare method) (gliner.modeling.span_rep.ConvShareV2 method) (gliner.modeling.span_rep.SpanCAT method) (gliner.modeling.span_rep.SpanConv method) (gliner.modeling.span_rep.SpanConvBlock method) (gliner.modeling.span_rep.SpanEndpointsBlock method) (gliner.modeling.span_rep.SpanMarker method) (gliner.modeling.span_rep.SpanMarkerV0 method) (gliner.modeling.span_rep.SpanMarkerV1 method) (gliner.modeling.span_rep.SpanMLP method) (gliner.modeling.span_rep.SpanQuery method) (gliner.modeling.span_rep.SpanRepLayer method) (gliner.modeling.span_rep.TokenMarker method) (gliner.onnx.model.BaseORTModel method) (gliner.onnx.model.BiEncoderSpanORTModel method) (gliner.onnx.model.BiEncoderTokenORTModel method) (gliner.onnx.model.UniEncoderSpanORTModel method) (gliner.onnx.model.UniEncoderSpanRelexORTModel method) (gliner.onnx.model.UniEncoderTokenORTModel method) (gliner.onnx.model.UniEncoderTokenRelexORTModel method) forward_batched_relations() (gliner.modeling.multitask.triples_layers.TriplesScoreLayer method) forward_single_relation() (gliner.modeling.multitask.triples_layers.TriplesScoreLayer method) freeze_component() (gliner.model.BaseGLiNER method) from_config() (gliner.GLiNER class method) (gliner.model.GLiNER class method) from_pretrained (gliner.modeling.base.BaseModel attribute) from_pretrained() (gliner.GLiNER class method) (gliner.model.BaseGLiNER class method) (gliner.model.GLiNER class method) G GATDecoder (class in gliner.modeling.multitask.relations_layers) GCNDecoder (class in gliner.modeling.multitask.relations_layers) generate() (gliner.modeling.decoder.Decoder method) generate_from_embeds() (gliner.modeling.decoder.Decoder method) generate_from_embeds_custom() (gliner.modeling.decoder.Decoder method) generate_labels() (gliner.model.UniEncoderSpanDecoderGLiNER method) (gliner.modeling.base.UniEncoderSpanDecoderModel method) generated_labels (gliner.decoding.decoder.Span attribute), [1] get() (gliner.decoding.trie.python_labels_trie.LabelsTrie method) get_branch() (gliner.decoding.trie.python_labels_trie.Trie method) get_child() (gliner.decoding.trie.python_labels_trie.Node method) get_children() (gliner.decoding.trie.python_labels_trie.Node method) get_client() (in module gliner.serve) (in module gliner.serve.client) get_dict() (gliner.data_processing.processor.BaseProcessor static method) get_eval_dataloader() (gliner.training.trainer.Trainer method) get_for_all_path() (in module gliner.evaluation.evaluate_ner) get_for_one_path() (in module gliner.evaluation.evaluate_ner) get_ground_truth() (gliner.evaluation.evaluator.BaseNEREvaluator method) (gliner.evaluation.evaluator.BaseRelexEvaluator method) get_input_embeddings() (gliner.modeling.encoder.Encoder method) get_key() (gliner.decoding.trie.python_labels_trie.Node method) get_model_type() (gliner.GLiNER method) (gliner.model.GLiNER method) get_negatives() (in module gliner.data_processing.utils) get_possible_next_keys() (gliner.decoding.trie.python_labels_trie.Trie method) get_predictions() (gliner.evaluation.evaluator.BaseNEREvaluator method) (gliner.evaluation.evaluator.BaseRelexEvaluator method) get_raw_decoder_inputs() (gliner.modeling.base.UniEncoderSpanDecoderModel method) get_representations() (gliner.modeling.base.BaseBiEncoderModel method) (gliner.modeling.base.BaseModel method) (gliner.modeling.base.BaseUniEncoderModel method) get_span_representations() (gliner.modeling.base.UniEncoderTokenModel method) get_train_dataloader() (gliner.training.trainer.Trainer method) gliner module GLiNER (class in gliner) (class in gliner.model) gliner.config module gliner.data_processing module gliner.data_processing.collator module gliner.data_processing.processor module gliner.data_processing.tokenizer module gliner.data_processing.utils module gliner.decoding module gliner.decoding.decoder module gliner.decoding.trie module gliner.decoding.trie.python_labels_trie module gliner.decoding.utils module gliner.evaluation module gliner.evaluation.evaluate_ner module gliner.evaluation.evaluator module gliner.evaluation.utils module gliner.infer_packing module gliner.model module gliner.modeling module gliner.modeling.base module gliner.modeling.decoder module gliner.modeling.encoder module gliner.modeling.layers module gliner.modeling.loss_functions module gliner.modeling.multitask module gliner.modeling.multitask.relations_layers module gliner.modeling.multitask.triples_layers module gliner.modeling.outputs module gliner.modeling.scorers module gliner.modeling.span_rep module gliner.modeling.utils module gliner.onnx module gliner.onnx.model module gliner.serve module gliner.serve.client module gliner.serve.config module gliner.serve.memory module gliner.serve.server module gliner.training module gliner.training.trainer module gliner.utils module GLiNERBaseOutput (class in gliner.modeling.outputs) GLiNERClient (class in gliner.serve) (class in gliner.serve.client) GLiNERClientError GLiNERConfig (class in gliner) (class in gliner.config) GLiNERDecoderOutput (class in gliner.modeling.outputs) GLiNERFactory (class in gliner.serve) (class in gliner.serve.server) GLiNERMemoryEstimator (class in gliner.serve) (class in gliner.serve.memory) GLiNERRelexOutput (class in gliner.modeling.outputs) GLiNERServeConfig (class in gliner.serve) (class in gliner.serve.config) GLiNERServer (class in gliner.serve) (class in gliner.serve.server) greedy_search() (gliner.decoding.decoder.BaseDecoder method) H handle (gliner.serve.GLiNERFactory property) (gliner.serve.server.GLiNERFactory property) HanLPTokenSplitter (class in gliner.data_processing.tokenizer) has_children() (gliner.decoding.trie.python_labels_trie.Node method) has_overlapping() (in module gliner.decoding.utils) has_overlapping_nested() (in module gliner.decoding.utils) hidden_size (gliner.modeling.layers.LayersFuser attribute) (gliner.modeling.layers.MultiheadAttention attribute) HindiSplitter (class in gliner.data_processing.tokenizer) HolEInteraction (class in gliner.modeling.multitask.triples_layers) http_port (gliner.serve.config.GLiNERServeConfig attribute) (gliner.serve.GLiNERServeConfig attribute) I ids_to_embeds() (gliner.modeling.decoder.Decoder method) inference() (gliner.model.BaseEncoderGLiNER method) (gliner.model.BaseGLiNER method) (gliner.model.UniEncoderSpanDecoderGLiNER method) (gliner.model.UniEncoderSpanRelexGLiNER method) InferencePackingConfig (class in gliner) (class in gliner.infer_packing) input_ids (gliner.infer_packing.PackedBatch attribute), [1] (gliner.PackedBatch attribute), [1] input_names (gliner.onnx.model.BaseORTModel attribute) is_composition (gliner.config.BaseGLiNERConfig attribute) is_module_available() (in module gliner.utils) is_nested() (in module gliner.decoding.utils) is_permanent() (gliner.decoding.trie.python_labels_trie.Node method) J JanomeJaTokenSplitter (class in gliner.data_processing.tokenizer) JiebaTokenSplitter (class in gliner.data_processing.tokenizer) K k_proj (gliner.modeling.layers.SelfAttentionBlock attribute) kernel_size (gliner.modeling.span_rep.SpanEndpointsBlock attribute) key_layer (gliner.modeling.layers.MultiheadAttention attribute) L label_smoothing (gliner.training.trainer.TrainingArguments attribute), [1] labels_decoder (gliner.config.GLiNERConfig attribute) (gliner.GLiNERConfig attribute) labels_encoder (gliner.config.GLiNERConfig attribute) (gliner.GLiNERConfig attribute) (gliner.modeling.encoder.BiEncoder attribute) labels_projection (gliner.modeling.encoder.BiEncoder attribute) LabelsTrie (class in gliner.decoding.trie.python_labels_trie) layers (gliner.modeling.layers.CrossFuser attribute) layers_fuser (gliner.modeling.encoder.Transformer attribute) LayersFuser (class in gliner.modeling.layers) lengths (gliner.infer_packing.PackedBatch attribute), [1] (gliner.PackedBatch attribute), [1] load_config_as_namespace() (in module gliner.utils) load_from_config() (gliner.model.BaseGLiNER class method) logits (gliner.modeling.outputs.GLiNERBaseOutput attribute), [1] (gliner.modeling.outputs.GLiNERDecoderOutput attribute) (gliner.modeling.outputs.GLiNERRelexOutput attribute) lookup_precomputed_prompts() (gliner.modeling.base.BaseModel method) loss (gliner.modeling.outputs.GLiNERBaseOutput attribute), [1] (gliner.modeling.outputs.GLiNERDecoderOutput attribute) (gliner.modeling.outputs.GLiNERRelexOutput attribute) loss() (gliner.modeling.base.BaseModel method) (gliner.modeling.base.BiEncoderSpanModel method) (gliner.modeling.base.UniEncoderSpanDecoderModel method) (gliner.modeling.base.UniEncoderSpanModel method) (gliner.modeling.base.UniEncoderTokenDecoderModel method) (gliner.modeling.base.UniEncoderTokenModel method) (gliner.modeling.base.UniEncoderTokenRelexModel method) loss_reduction (gliner.training.trainer.TrainingArguments attribute), [1] lstm (gliner.modeling.layers.LstmSeq2SeqEncoder attribute) LstmSeq2SeqEncoder (class in gliner.modeling.layers) M make_mapping() (in module gliner.data_processing.utils) map_entities_to_text() (gliner.model.BaseEncoderGLiNER method) (gliner.model.UniEncoderSpanDecoderGLiNER method) (gliner.model.UniEncoderSpanRelexGLiNER method) map_out (gliner.infer_packing.PackedBatch attribute), [1] (gliner.PackedBatch attribute), [1] map_relations_to_text() (gliner.model.UniEncoderSpanRelexGLiNER method) mask (gliner.modeling.outputs.GLiNERBaseOutput attribute), [1] (gliner.modeling.outputs.GLiNERDecoderOutput attribute) (gliner.modeling.outputs.GLiNERRelexOutput attribute) masking (gliner.training.trainer.TrainingArguments attribute), [1] max_batch_size (gliner.serve.config.GLiNERServeConfig attribute) (gliner.serve.GLiNERServeConfig attribute) max_labels (gliner.serve.config.GLiNERServeConfig attribute) (gliner.serve.GLiNERServeConfig attribute) max_length (gliner.infer_packing.InferencePackingConfig attribute), [1] (gliner.InferencePackingConfig attribute), [1] max_model_len (gliner.serve.config.GLiNERServeConfig attribute) (gliner.serve.GLiNERServeConfig attribute) max_ongoing_requests (gliner.serve.config.GLiNERServeConfig attribute) (gliner.serve.GLiNERServeConfig attribute) max_span_width (gliner.serve.config.GLiNERServeConfig attribute) (gliner.serve.GLiNERServeConfig attribute) max_width (gliner.modeling.span_rep.ConvShare attribute) (gliner.modeling.span_rep.ConvShareV2 attribute) (gliner.modeling.span_rep.SpanCAT attribute) (gliner.modeling.span_rep.SpanMarker attribute) (gliner.modeling.span_rep.SpanMarkerV0 attribute) (gliner.modeling.span_rep.SpanMarkerV1 attribute) (gliner.modeling.span_rep.TokenMarker attribute) mean_pooling() (gliner.modeling.encoder.BiEncoder method) measure_cuda_context() (gliner.serve.GLiNERMemoryEstimator method) (gliner.serve.memory.GLiNERMemoryEstimator method) measure_model_memory() (gliner.serve.GLiNERMemoryEstimator method) (gliner.serve.memory.GLiNERMemoryEstimator method) MecabKoTokenSplitter (class in gliner.data_processing.tokenizer) memory_overhead_factor (gliner.serve.config.GLiNERServeConfig attribute) (gliner.serve.GLiNERServeConfig attribute) MissedPackageException mlp (gliner.modeling.span_rep.SpanMLP attribute) MLPDecoder (class in gliner.modeling.multitask.relations_layers) model (gliner.GLiNER attribute) (gliner.model.GLiNER attribute) (gliner.modeling.decoder.DecoderTransformer attribute) (gliner.modeling.encoder.Transformer attribute) (gliner.serve.config.GLiNERServeConfig attribute) (gliner.serve.GLiNERServeConfig attribute) model_class (gliner.model.BaseGLiNER attribute) (gliner.model.BiEncoderSpanGLiNER attribute) (gliner.model.BiEncoderTokenGLiNER attribute) (gliner.model.UniEncoderSpanDecoderGLiNER attribute) (gliner.model.UniEncoderSpanGLiNER attribute) (gliner.model.UniEncoderSpanRelexGLiNER attribute) (gliner.model.UniEncoderTokenDecoderGLiNER attribute) (gliner.model.UniEncoderTokenGLiNER attribute) (gliner.model.UniEncoderTokenRelexGLiNER attribute) model_map (gliner.GLiNER property) (gliner.model.GLiNER property) model_type (gliner.config.BaseGLiNERConfig attribute) module gliner gliner.config gliner.data_processing gliner.data_processing.collator gliner.data_processing.processor gliner.data_processing.tokenizer gliner.data_processing.utils gliner.decoding gliner.decoding.decoder gliner.decoding.trie gliner.decoding.trie.python_labels_trie gliner.decoding.utils gliner.evaluation gliner.evaluation.evaluate_ner gliner.evaluation.evaluator gliner.evaluation.utils gliner.infer_packing gliner.model gliner.modeling gliner.modeling.base gliner.modeling.decoder gliner.modeling.encoder gliner.modeling.layers gliner.modeling.loss_functions gliner.modeling.multitask gliner.modeling.multitask.relations_layers gliner.modeling.multitask.triples_layers gliner.modeling.outputs gliner.modeling.scorers gliner.modeling.span_rep gliner.modeling.utils gliner.onnx gliner.onnx.model gliner.serve gliner.serve.client gliner.serve.config gliner.serve.memory gliner.serve.server gliner.training gliner.training.trainer gliner.utils MultiheadAttention (class in gliner.modeling.layers) MultiLangWordsSplitter (class in gliner.data_processing.tokenizer) N namespace_to_dict() (in module gliner.utils) negatives (gliner.training.trainer.TrainingArguments attribute), [1] Node (class in gliner.decoding.trie.python_labels_trie) NormBasedInteraction (class in gliner.modeling.multitask.triples_layers) num_cpus_per_replica (gliner.serve.config.GLiNERServeConfig attribute) (gliner.serve.GLiNERServeConfig attribute) num_gpus_per_replica (gliner.serve.config.GLiNERServeConfig attribute) (gliner.serve.GLiNERServeConfig attribute) num_heads (gliner.modeling.layers.MultiheadAttention attribute) num_layers (gliner.modeling.layers.LayersFuser attribute) num_replicas (gliner.serve.config.GLiNERServeConfig attribute) (gliner.serve.GLiNERServeConfig attribute) NumericalStabilityProcessor (class in gliner.modeling.decoder) O observed_seq_len() (gliner.serve.GLiNERServer method) (gliner.serve.server.GLiNERServer method) offsets (gliner.infer_packing.PackedBatch attribute), [1] (gliner.PackedBatch attribute), [1] open_content() (in module gliner.evaluation.evaluate_ner) optim (gliner.training.trainer.TrainingArguments attribute), [1] ort_model_class (gliner.model.BaseGLiNER attribute) (gliner.model.BiEncoderSpanGLiNER attribute) (gliner.model.BiEncoderTokenGLiNER attribute) (gliner.model.UniEncoderSpanDecoderGLiNER attribute) (gliner.model.UniEncoderSpanGLiNER attribute) (gliner.model.UniEncoderSpanRelexGLiNER attribute) (gliner.model.UniEncoderTokenDecoderGLiNER attribute) (gliner.model.UniEncoderTokenGLiNER attribute) (gliner.model.UniEncoderTokenRelexGLiNER attribute) others_lr (gliner.training.trainer.TrainingArguments attribute), [1] others_weight_decay (gliner.training.trainer.TrainingArguments attribute), [1] out_mlp (gliner.modeling.scorers.Scorer attribute) out_project (gliner.modeling.span_rep.SpanMarker attribute) (gliner.modeling.span_rep.SpanMarkerV0 attribute) (gliner.modeling.span_rep.SpanMarkerV1 attribute) (gliner.modeling.span_rep.TokenMarker attribute) output_names (gliner.onnx.model.BaseORTModel attribute) output_projection (gliner.modeling.layers.LayersFuser attribute) output_size (gliner.modeling.layers.LayersFuser attribute) P pack_requests() (in module gliner) (in module gliner.infer_packing) PackedBatch (class in gliner) (class in gliner.infer_packing) pad (gliner.modeling.span_rep.SpanConvBlock attribute) pad_2d_tensor() (in module gliner.data_processing.utils) pair_attention_mask (gliner.infer_packing.PackedBatch attribute), [1] (gliner.PackedBatch attribute), [1] pair_rep_layer (gliner.modeling.base.UniEncoderSpanRelexModel attribute) (gliner.modeling.base.UniEncoderTokenRelexModel attribute) PairREInteraction (class in gliner.modeling.multitask.triples_layers) per_sample_at() (gliner.serve.GLiNERMemoryEstimator method) (gliner.serve.memory.GLiNERMemoryEstimator method) post_norm (gliner.modeling.layers.CrossAttentionBlock attribute) (gliner.modeling.layers.SelfAttentionBlock attribute) pre_norm (gliner.modeling.layers.CrossAttentionBlock attribute) (gliner.modeling.layers.SelfAttentionBlock attribute) precompiled_batch_sizes (gliner.serve.config.GLiNERServeConfig attribute) (gliner.serve.GLiNERServeConfig attribute) predict() (gliner.serve.client.GLiNERClient method) (gliner.serve.GLiNERClient method) (gliner.serve.GLiNERFactory method) (gliner.serve.GLiNERServer method) (gliner.serve.server.GLiNERFactory method) (gliner.serve.server.GLiNERServer method) predict_async() (gliner.serve.client.GLiNERClient method) (gliner.serve.GLiNERClient method) (gliner.serve.GLiNERFactory method) (gliner.serve.server.GLiNERFactory method) predict_entities() (gliner.model.BaseEncoderGLiNER method) (gliner.model.UniEncoderSpanDecoderGLiNER method) (gliner.model.UniEncoderSpanRelexGLiNER method) predict_relations() (gliner.model.UniEncoderSpanRelexGLiNER method) predict_with_embeds() (gliner.model.BaseBiEncoderGLiNER method) prediction_step() (gliner.training.trainer.Trainer method) prepare_base_input() (gliner.model.BaseEncoderGLiNER method) prepare_batch() (gliner.model.BaseEncoderGLiNER method) (gliner.model.UniEncoderSpanRelexGLiNER method) prepare_decoder_labels() (gliner.data_processing.processor.UniEncoderSpanDecoderProcessor method) prepare_inputs() (gliner.data_processing.processor.BaseProcessor method) (gliner.data_processing.processor.RelationExtractionSpanProcessor method) (gliner.model.BaseEncoderGLiNER method) (gliner.onnx.model.BaseORTModel method) prepare_span_idx() (gliner.data_processing.processor.UniEncoderTokenProcessor method) (in module gliner.data_processing.utils) prepare_span_labels() (gliner.data_processing.processor.UniEncoderSpanProcessor method) prepare_state_dict() (gliner.model.BaseGLiNER method) prepare_word_mask() (gliner.data_processing.processor.BaseProcessor method) (in module gliner.data_processing.utils) preprocess_example() (gliner.data_processing.processor.BaseProcessor method) (gliner.data_processing.processor.RelationExtractionSpanProcessor method) (gliner.data_processing.processor.RelationExtractionTokenProcessor method) (gliner.data_processing.processor.UniEncoderSpanProcessor method) (gliner.data_processing.processor.UniEncoderTokenDecoderProcessor method) (gliner.data_processing.processor.UniEncoderTokenProcessor method) process() (in module gliner.evaluation.evaluate_ner) proj_label (gliner.modeling.scorers.Scorer attribute) proj_token (gliner.modeling.scorers.Scorer attribute) project (gliner.modeling.span_rep.ConvShare attribute) (gliner.modeling.span_rep.SpanCAT attribute) (gliner.modeling.span_rep.SpanConv attribute) (gliner.modeling.span_rep.SpanQuery attribute) project_end (gliner.modeling.span_rep.SpanMarker attribute) (gliner.modeling.span_rep.SpanMarkerV0 attribute) (gliner.modeling.span_rep.SpanMarkerV1 attribute) (gliner.modeling.span_rep.TokenMarker attribute) project_first (gliner.modeling.span_rep.SpanMarkerV1 attribute) project_start (gliner.modeling.span_rep.SpanMarker attribute) (gliner.modeling.span_rep.SpanMarkerV0 attribute) (gliner.modeling.span_rep.SpanMarkerV1 attribute) (gliner.modeling.span_rep.TokenMarker attribute) projection (gliner.modeling.encoder.BiEncoder attribute) (gliner.modeling.encoder.Encoder attribute) prompt_rep_layer (gliner.modeling.base.BiEncoderSpanModel attribute) (gliner.modeling.base.UniEncoderSpanModel attribute) prompts_embedding (gliner.modeling.outputs.GLiNERBaseOutput attribute), [1] (gliner.modeling.outputs.GLiNERDecoderOutput attribute) (gliner.modeling.outputs.GLiNERRelexOutput attribute) prompts_embedding_mask (gliner.modeling.outputs.GLiNERBaseOutput attribute), [1] (gliner.modeling.outputs.GLiNERDecoderOutput attribute) (gliner.modeling.outputs.GLiNERRelexOutput attribute) Q q_proj (gliner.modeling.layers.SelfAttentionBlock attribute) quantization (gliner.serve.config.GLiNERServeConfig attribute) (gliner.serve.GLiNERServeConfig attribute) quantize() (gliner.model.BaseGLiNER method) QuatEInteraction (class in gliner.modeling.multitask.triples_layers) query_layer (gliner.modeling.layers.MultiheadAttention attribute) query_seg (gliner.modeling.span_rep.SpanCAT attribute) (gliner.modeling.span_rep.SpanQuery attribute) queue_capacity (gliner.serve.config.GLiNERServeConfig attribute) (gliner.serve.GLiNERServeConfig attribute) R ray_address (gliner.serve.config.GLiNERServeConfig attribute) (gliner.serve.GLiNERServeConfig attribute) rel_focal_loss_alpha (gliner.training.trainer.TrainingArguments attribute) rel_focal_loss_gamma (gliner.training.trainer.TrainingArguments attribute) rel_idx (gliner.modeling.outputs.GLiNERRelexOutput attribute), [1] rel_logits (gliner.modeling.outputs.GLiNERRelexOutput attribute), [1] rel_loss() (gliner.modeling.base.UniEncoderSpanRelexModel method) rel_mask (gliner.modeling.outputs.GLiNERRelexOutput attribute), [1] rel_prompts_embedding (gliner.modeling.outputs.GLiNERRelexOutput attribute), [1] rel_prompts_embedding_mask (gliner.modeling.outputs.GLiNERRelexOutput attribute), [1] RelationExtractionSpanDataCollator (class in gliner.data_processing.collator) RelationExtractionSpanProcessor (class in gliner.data_processing.processor) RelationExtractionTokenDataCollator (class in gliner.data_processing.collator) RelationExtractionTokenProcessor (class in gliner.data_processing.processor) relations_layer (gliner.config.GLiNERConfig attribute) (gliner.GLiNERConfig attribute) relations_rep_layer (gliner.modeling.base.UniEncoderSpanRelexModel attribute) (gliner.modeling.base.UniEncoderTokenRelexModel attribute) RelationsRepLayer (class in gliner.modeling.multitask.relations_layers) remove_batch() (gliner.decoding.trie.python_labels_trie.LabelsTrie method) (gliner.decoding.trie.python_labels_trie.Trie method) remove_entity() (gliner.decoding.trie.python_labels_trie.LabelsTrie method) (gliner.decoding.trie.python_labels_trie.Trie method) represent_spans() (gliner.modeling.base.UniEncoderSpanRelexModel method) (gliner.modeling.base.UniEncoderTokenRelexModel method) request_timeout_s (gliner.serve.config.GLiNERServeConfig attribute) (gliner.serve.GLiNERServeConfig attribute) resize_embeddings() (gliner.model.BaseBiEncoderGLiNER method) (gliner.model.BaseEncoderGLiNER method) (gliner.model.BaseGLiNER method) resize_token_embeddings() (gliner.modeling.encoder.Encoder method) rnn (gliner.modeling.base.BaseBiEncoderModel attribute) (gliner.modeling.base.BaseUniEncoderModel attribute) route_prefix (gliner.serve.config.GLiNERServeConfig attribute) (gliner.serve.GLiNERServeConfig attribute) run_batch() (gliner.model.BaseEncoderGLiNER method) (gliner.model.UniEncoderSpanDecoderGLiNER method) (gliner.model.UniEncoderSpanRelexGLiNER method) run_inference() (gliner.onnx.model.BaseORTModel method) S sample_train_data() (in module gliner.evaluation.evaluate_ner) save_model() (gliner.training.trainer.Trainer method) save_pretrained() (gliner.model.BaseGLiNER method) schema (gliner.modeling.layers.CrossFuser attribute) score (gliner.decoding.decoder.Span attribute), [1] Scorer (class in gliner.modeling.scorers) scorer (gliner.modeling.base.BiEncoderTokenModel attribute) (gliner.modeling.base.UniEncoderTokenDecoderModel attribute) (gliner.modeling.base.UniEncoderTokenModel attribute) seed_worker() (in module gliner.training.trainer) segment_ids (gliner.infer_packing.PackedBatch attribute), [1] (gliner.PackedBatch attribute), [1] SEInteraction (class in gliner.modeling.multitask.triples_layers) select_decoder_embedding() (gliner.modeling.base.UniEncoderSpanDecoderModel method) select_span_decoder_embedding() (gliner.modeling.base.UniEncoderSpanDecoderModel method) select_span_target_embedding() (gliner.modeling.base.UniEncoderSpanRelexModel method) select_target_embedding() (gliner.modeling.base.UniEncoderSpanRelexModel method) select_token_decoder_embedding() (gliner.modeling.base.UniEncoderTokenDecoderModel method) self_attn (gliner.modeling.layers.SelfAttentionBlock attribute) SelfAttentionBlock (class in gliner.modeling.layers) sep_token_id (gliner.infer_packing.InferencePackingConfig attribute), [1] (gliner.InferencePackingConfig attribute), [1] serve() (in module gliner.serve) (in module gliner.serve.server) session (gliner.onnx.model.BaseORTModel attribute) set_class_indices() (gliner.model.BaseEncoderGLiNER method) (gliner.model.UniEncoderSpanRelexGLiNER method) set_labels_trie() (gliner.model.UniEncoderSpanDecoderGLiNER method) set_precomputed_prompts() (gliner.modeling.base.BaseModel method) shutdown() (gliner.serve.GLiNERFactory method) (gliner.serve.server.GLiNERFactory method) (in module gliner.serve) (in module gliner.serve.server) SimpleGCNLayer (class in gliner.modeling.multitask.relations_layers) SimplEInteraction (class in gliner.modeling.multitask.triples_layers) sort_entities_and_relations() (gliner.data_processing.processor.BaseProcessor method) SpaCyTokenSplitter (class in gliner.data_processing.tokenizer) Span (class in gliner.decoding.decoder) span_idx (gliner.modeling.outputs.GLiNERBaseOutput attribute) span_logits (gliner.modeling.outputs.GLiNERBaseOutput attribute) span_mask (gliner.modeling.outputs.GLiNERBaseOutput attribute) span_mode (gliner.modeling.span_rep.SpanConvBlock attribute) span_rep_layer (gliner.modeling.base.BiEncoderSpanModel attribute) (gliner.modeling.base.UniEncoderSpanModel attribute) (gliner.modeling.base.UniEncoderTokenDecoderModel attribute) (gliner.modeling.span_rep.SpanRepLayer attribute) SpanCAT (class in gliner.modeling.span_rep) SpanConv (class in gliner.modeling.span_rep) SpanConvBlock (class in gliner.modeling.span_rep) SpanDataCollator (class in gliner.data_processing.collator) SpanDecoder (class in gliner.decoding.decoder) SpanEndpointsBlock (class in gliner.modeling.span_rep) SpanGenerativeDecoder (class in gliner.decoding.decoder) SpanMarker (class in gliner.modeling.span_rep) SpanMarkerV0 (class in gliner.modeling.span_rep) SpanMarkerV1 (class in gliner.modeling.span_rep) SpanMLP (class in gliner.modeling.span_rep) SpanQuery (class in gliner.modeling.span_rep) SpanRelexDecoder (class in gliner.decoding.decoder) SpanRepLayer (class in gliner.modeling.span_rep) squeeze (gliner.modeling.layers.LayersFuser attribute) StanzaWordsSplitter (class in gliner.data_processing.tokenizer) start (gliner.decoding.decoder.Span attribute), [1] streams_per_batch (gliner.infer_packing.InferencePackingConfig attribute), [1] (gliner.InferencePackingConfig attribute), [1] T target_memory_fraction (gliner.serve.config.GLiNERServeConfig attribute) (gliner.serve.GLiNERServeConfig attribute) to_env_vars() (gliner.serve.config.GLiNERServeConfig method) (gliner.serve.GLiNERServeConfig method) token_rep_layer (gliner.modeling.base.BaseBiEncoderModel attribute) (gliner.modeling.base.BaseUniEncoderModel attribute) TokenDataCollator (class in gliner.data_processing.collator) TokenDecoder (class in gliner.decoding.decoder) TokenGenerativeDecoder (class in gliner.decoding.decoder) tokenize_and_prepare_labels() (gliner.data_processing.processor.BaseProcessor method) (gliner.data_processing.processor.BiEncoderSpanProcessor method) (gliner.data_processing.processor.BiEncoderTokenProcessor method) (gliner.data_processing.processor.RelationExtractionSpanProcessor method) (gliner.data_processing.processor.RelationExtractionTokenProcessor method) (gliner.data_processing.processor.UniEncoderSpanDecoderProcessor method) (gliner.data_processing.processor.UniEncoderSpanProcessor method) (gliner.data_processing.processor.UniEncoderTokenDecoderProcessor method) (gliner.data_processing.processor.UniEncoderTokenProcessor method) tokenize_inputs() (gliner.data_processing.processor.BaseBiEncoderProcessor method) (gliner.data_processing.processor.BaseProcessor method) (gliner.data_processing.processor.RelationExtractionSpanProcessor method) (gliner.data_processing.processor.UniEncoderSpanDecoderProcessor method) tokenizer_threads (gliner.serve.config.GLiNERServeConfig attribute) (gliner.serve.GLiNERServeConfig attribute) TokenMarker (class in gliner.modeling.span_rep) TokenRelexDecoder (class in gliner.decoding.decoder) TokenSplitterBase (class in gliner.data_processing.tokenizer) train_model() (gliner.model.BaseGLiNER method) Trainer (class in gliner.training.trainer) training_step() (gliner.training.trainer.Trainer method) TrainingArguments (class in gliner.training.trainer) TransEInteraction (class in gliner.modeling.multitask.triples_layers) TransFInteraction (class in gliner.modeling.multitask.triples_layers) transform_data() (gliner.evaluation.evaluator.BaseEvaluator method) (gliner.evaluation.evaluator.BaseNEREvaluator method) (gliner.evaluation.evaluator.BaseRelexEvaluator method) Transformer (class in gliner.modeling.encoder) TransHInteraction (class in gliner.modeling.multitask.triples_layers) transpose_for_scores() (gliner.modeling.layers.MultiheadAttention method) Trie (class in gliner.decoding.trie.python_labels_trie) TripleREInteraction (class in gliner.modeling.multitask.triples_layers) triples_score_layer (gliner.modeling.base.UniEncoderSpanRelexModel attribute) (gliner.modeling.base.UniEncoderTokenRelexModel attribute) TriplesScoreLayer (class in gliner.modeling.multitask.triples_layers) TuckERInteraction (class in gliner.modeling.multitask.triples_layers) U UMInteraction (class in gliner.modeling.multitask.triples_layers) UndefinedMetricWarning unfreeze_component() (gliner.model.BaseGLiNER method) UniEncoderConfig (class in gliner.config) UniEncoderRelexConfig (class in gliner.config) UniEncoderSpanConfig (class in gliner.config) UniEncoderSpanDataCollator (class in gliner.data_processing.collator) UniEncoderSpanDecoderConfig (class in gliner.config) UniEncoderSpanDecoderDataCollator (class in gliner.data_processing.collator) UniEncoderSpanDecoderGLiNER (class in gliner.model) UniEncoderSpanDecoderModel (class in gliner.modeling.base) UniEncoderSpanDecoderProcessor (class in gliner.data_processing.processor) UniEncoderSpanGLiNER (class in gliner.model) UniEncoderSpanModel (class in gliner.modeling.base) UniEncoderSpanORTModel (class in gliner.onnx.model) UniEncoderSpanProcessor (class in gliner.data_processing.processor) UniEncoderSpanRelexConfig (class in gliner.config) UniEncoderSpanRelexGLiNER (class in gliner.model) UniEncoderSpanRelexModel (class in gliner.modeling.base) UniEncoderSpanRelexORTModel (class in gliner.onnx.model) UniEncoderTokenConfig (class in gliner.config) UniEncoderTokenDataCollator (class in gliner.data_processing.collator) UniEncoderTokenDecoderConfig (class in gliner.config) UniEncoderTokenDecoderDataCollator (class in gliner.data_processing.collator) UniEncoderTokenDecoderGLiNER (class in gliner.model) UniEncoderTokenDecoderModel (class in gliner.modeling.base) UniEncoderTokenDecoderProcessor (class in gliner.data_processing.processor) UniEncoderTokenGLiNER (class in gliner.model) UniEncoderTokenModel (class in gliner.modeling.base) UniEncoderTokenORTModel (class in gliner.onnx.model) UniEncoderTokenProcessor (class in gliner.data_processing.processor) UniEncoderTokenRelexConfig (class in gliner.config) UniEncoderTokenRelexGLiNER (class in gliner.model) UniEncoderTokenRelexModel (class in gliner.modeling.base) UniEncoderTokenRelexORTModel (class in gliner.onnx.model) unpack_spans() (in module gliner) (in module gliner.infer_packing) use_apex (gliner.training.trainer.Trainer property) V v_proj (gliner.modeling.layers.CrossAttentionBlock attribute) (gliner.modeling.layers.SelfAttentionBlock attribute) validate_dimensions() (gliner.modeling.multitask.triples_layers.TriplesScoreLayer method) value_layer (gliner.modeling.layers.MultiheadAttention attribute) W W1 (gliner.modeling.layers.LayersFuser attribute) W2 (gliner.modeling.layers.LayersFuser attribute) warmup_iterations (gliner.serve.config.GLiNERServeConfig attribute) (gliner.serve.GLiNERServeConfig attribute) WhitespaceTokenSplitter (class in gliner.data_processing.tokenizer) words_embedding (gliner.modeling.outputs.GLiNERBaseOutput attribute), [1] (gliner.modeling.outputs.GLiNERDecoderOutput attribute) (gliner.modeling.outputs.GLiNERRelexOutput attribute) WordsSplitter (class in gliner.data_processing.tokenizer)