Token Classification
GLiNER
PyTorch
multilingual
NER
GLiNER
information extraction
encoder
entity recognition
gliner-bi-large-v1.0 / gliner_config.json
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{
"class_token_index": -1,
"dropout": 0.3,
"encoder_config": {
"_name_or_path": "microsoft/deberta-v3-large",
"add_cross_attention": false,
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"diversity_penalty": 0.0,
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"exponential_decay_length_penalty": null,
"finetuning_task": null,
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"hidden_act": "gelu",
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"id2label": {
"0": "LABEL_0",
"1": "LABEL_1"
},
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"intermediate_size": 4096,
"is_decoder": false,
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"label2id": {
"LABEL_0": 0,
"LABEL_1": 1
},
"layer_norm_eps": 1e-07,
"length_penalty": 1.0,
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"max_position_embeddings": 512,
"max_relative_positions": -1,
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"model_type": "deberta-v2",
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"norm_rel_ebd": "layer_norm",
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"num_beam_groups": 1,
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"num_return_sequences": 1,
"output_attentions": false,
"output_hidden_states": false,
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"pad_token_id": 0,
"pooler_dropout": 0,
"pooler_hidden_act": "gelu",
"pooler_hidden_size": 1024,
"pos_att_type": [
"p2c",
"c2p"
],
"position_biased_input": false,
"position_buckets": 256,
"prefix": null,
"problem_type": null,
"pruned_heads": {},
"relative_attention": true,
"remove_invalid_values": false,
"repetition_penalty": 1.0,
"return_dict": true,
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"sep_token_id": null,
"share_att_key": true,
"suppress_tokens": null,
"task_specific_params": null,
"temperature": 1.0,
"tf_legacy_loss": false,
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"tie_word_embeddings": true,
"tokenizer_class": null,
"top_k": 50,
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"torchscript": false,
"type_vocab_size": 0,
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"vocab_size": 128100
},
"ent_token": "<<ENT>>",
"eval_every": 10000,
"fine_tune": true,
"freeze_token_rep": false,
"fuse_layers": false,
"has_rnn": true,
"hidden_size": 768,
"label_smoothing": 0,
"labels_encoder": "BAAI/bge-base-en-v1.5",
"labels_encoder_config": {
"_name_or_path": "BAAI/bge-base-en-v1.5",
"add_cross_attention": false,
"architectures": [
"BertModel"
],
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"diversity_penalty": 0.0,
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"encoder_no_repeat_ngram_size": 0,
"eos_token_id": null,
"exponential_decay_length_penalty": null,
"finetuning_task": null,
"forced_bos_token_id": null,
"forced_eos_token_id": null,
"gradient_checkpointing": false,
"hidden_act": "gelu",
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"id2label": {
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},
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"label2id": {
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},
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"model_type": "bert",
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"num_beam_groups": 1,
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"output_attentions": false,
"output_hidden_states": false,
"output_scores": false,
"pad_token_id": 0,
"position_embedding_type": "absolute",
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"problem_type": null,
"pruned_heads": {},
"remove_invalid_values": false,
"repetition_penalty": 1.0,
"return_dict": true,
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"sep_token_id": null,
"suppress_tokens": null,
"task_specific_params": null,
"temperature": 1.0,
"tf_legacy_loss": false,
"tie_encoder_decoder": false,
"tie_word_embeddings": true,
"tokenizer_class": null,
"top_k": 50,
"top_p": 1.0,
"torch_dtype": "float32",
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"use_bfloat16": false,
"use_cache": true,
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},
"log_dir": "deberta/",
"loss_alpha": 0.8,
"loss_gamma": 2,
"loss_reduction": "sum",
"lr_encoder": "1e-5",
"lr_others": "3e-5",
"max_grad_norm": 10.0,
"max_len": 512,
"max_neg_type_ratio": 1,
"max_types": 100,
"max_width": 12,
"model_name": "microsoft/deberta-v3-large",
"model_type": "gliner",
"name": "span level gliner",
"num_steps": 100000,
"post_fusion_schema": "",
"prev_path": null,
"random_drop": true,
"root_dir": "gliner_logs",
"save_total_limit": 3,
"scheduler_type": "cosine",
"sep_token": "<<SEP>>",
"shuffle_types": true,
"size_sup": -1,
"span_mode": "markerV0",
"subtoken_pooling": "first",
"train_batch_size": 8,
"train_data": "data/nuner_train.json",
"transformers_version": "4.40.2",
"val_data_dir": "none",
"vocab_size": -1,
"warmup_ratio": 0.05,
"weight_decay_encoder": 0.1,
"weight_decay_other": 0.01,
"words_splitter_type": "whitespace"
}