Token Classification
GLiNER
PyTorch
multilingual
NER
GLiNER
information extraction
encoder
entity recognition
gliner-bi-llama-v1.0 / gliner_config.json
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{
"class_token_index": -1,
"dropout": 0.4,
"embed_ent_token": true,
"encoder_config": {
"_name_or_path": "knowledgator/Sheared-LLaMA-encoder-1.3B",
"add_cross_attention": false,
"architectures": [
"LlamaBiModel"
],
"attention_bias": false,
"attention_dropout": 0.0,
"bad_words_ids": null,
"begin_suppress_tokens": null,
"bos_token_id": 1,
"chunk_size_feed_forward": 0,
"cross_attention_hidden_size": null,
"decoder_start_token_id": null,
"diversity_penalty": 0.0,
"do_sample": false,
"early_stopping": false,
"encoder_no_repeat_ngram_size": 0,
"eos_token_id": 2,
"exponential_decay_length_penalty": null,
"finetuning_task": null,
"forced_bos_token_id": null,
"forced_eos_token_id": null,
"hidden_act": "silu",
"hidden_size": 2048,
"id2label": {
"0": "LABEL_0",
"1": "LABEL_1"
},
"initializer_range": 0.02,
"intermediate_size": 5504,
"is_decoder": false,
"is_encoder_decoder": false,
"label2id": {
"LABEL_0": 0,
"LABEL_1": 1
},
"length_penalty": 1.0,
"max_length": 20,
"max_position_embeddings": 4096,
"min_length": 0,
"model_type": "llama",
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"num_attention_heads": 16,
"num_beam_groups": 1,
"num_beams": 1,
"num_hidden_layers": 24,
"num_key_value_heads": 16,
"num_return_sequences": 1,
"output_attentions": false,
"output_hidden_states": false,
"output_scores": false,
"pad_token_id": 0,
"prefix": null,
"pretraining_tp": 1,
"problem_type": null,
"pruned_heads": {},
"remove_invalid_values": false,
"repetition_penalty": 1.0,
"return_dict": true,
"return_dict_in_generate": false,
"rms_norm_eps": 1e-05,
"rope_scaling": null,
"rope_theta": 10000.0,
"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": false,
"tokenizer_class": null,
"top_k": 50,
"top_p": 1.0,
"torch_dtype": "bfloat16",
"torchscript": false,
"typical_p": 1.0,
"use_bfloat16": false,
"use_cache": true,
"vocab_size": 32000
},
"ent_token": "<<ENT>>",
"eval_every": 3000,
"fine_tune": true,
"freeze_token_rep": false,
"fuse_layers": false,
"has_rnn": true,
"hidden_size": 1024,
"label_smoothing": 0,
"labels_encoder": "BAAI/bge-small-en-v1.5",
"labels_encoder_config": {
"_name_or_path": "BAAI/bge-small-en-v1.5",
"add_cross_attention": false,
"architectures": [
"BertModel"
],
"attention_probs_dropout_prob": 0.1,
"bad_words_ids": null,
"begin_suppress_tokens": null,
"bos_token_id": null,
"chunk_size_feed_forward": 0,
"classifier_dropout": null,
"cross_attention_hidden_size": null,
"decoder_start_token_id": null,
"diversity_penalty": 0.0,
"do_sample": false,
"early_stopping": false,
"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,
"hidden_act": "gelu",
"hidden_dropout_prob": 0.1,
"hidden_size": 384,
"id2label": {
"0": "LABEL_0"
},
"initializer_range": 0.02,
"intermediate_size": 1536,
"is_decoder": false,
"is_encoder_decoder": false,
"label2id": {
"LABEL_0": 0
},
"layer_norm_eps": 1e-12,
"length_penalty": 1.0,
"max_length": 20,
"max_position_embeddings": 512,
"min_length": 0,
"model_type": "bert",
"no_repeat_ngram_size": 0,
"num_attention_heads": 12,
"num_beam_groups": 1,
"num_beams": 1,
"num_hidden_layers": 12,
"num_return_sequences": 1,
"output_attentions": false,
"output_hidden_states": false,
"output_scores": false,
"pad_token_id": 0,
"position_embedding_type": "absolute",
"prefix": null,
"problem_type": null,
"pruned_heads": {},
"remove_invalid_values": false,
"repetition_penalty": 1.0,
"return_dict": true,
"return_dict_in_generate": false,
"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",
"torchscript": false,
"type_vocab_size": 2,
"typical_p": 1.0,
"use_bfloat16": false,
"use_cache": true,
"vocab_size": 30522
},
"log_dir": "llama/",
"loss_alpha": 0.75,
"loss_gamma": 0,
"loss_reduction": "sum",
"lr_encoder": "1e-5",
"lr_others": "3e-5",
"max_grad_norm": 1.0,
"max_len": 512,
"max_neg_type_ratio": 1,
"max_types": 100,
"max_width": 12,
"model_name": "knowledgator/Sheared-LLaMA-encoder-1.3B",
"model_type": "gliner",
"name": "span level gliner",
"num_post_fusion_layers": 1,
"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": 0.0,
"weight_decay_encoder": 0.1,
"weight_decay_other": 0.1,
"words_splitter_type": "whitespace"
}