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Browse files- README.md +67 -0
- checkpoint-375/config.json +37 -0
- checkpoint-375/model.safetensors +3 -0
- checkpoint-375/optimizer.pt +3 -0
- checkpoint-375/rng_state.pth +3 -0
- checkpoint-375/scheduler.pt +3 -0
- checkpoint-375/special_tokens_map.json +7 -0
- checkpoint-375/tokenizer.json +0 -0
- checkpoint-375/tokenizer_config.json +56 -0
- checkpoint-375/trainer_state.json +58 -0
- checkpoint-375/training_args.bin +3 -0
- checkpoint-375/vocab.txt +0 -0
- config.json +37 -0
- model.safetensors +3 -0
- runs/Apr15_14-07-49_b91f66ac42ed/events.out.tfevents.1744726096.b91f66ac42ed.192.0 +3 -0
- runs/Apr15_14-07-49_b91f66ac42ed/events.out.tfevents.1744726350.b91f66ac42ed.192.1 +3 -0
- special_tokens_map.json +7 -0
- tokenizer.json +0 -0
- tokenizer_config.json +56 -0
- training_args.bin +3 -0
- vocab.txt +0 -0
README.md
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---
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library_name: transformers
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tags:
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- generated_from_trainer
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metrics:
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- precision
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- recall
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- f1
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- accuracy
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model-index:
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- name: bert-base-uncased
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results: []
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# bert-base-uncased
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This model was trained from scratch on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.3109
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- Precision: 0.7725
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- Recall: 0.8635
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- F1: 0.8155
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- Accuracy: 0.8922
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 2e-05
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- train_batch_size: 16
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- eval_batch_size: 16
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- seed: 42
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- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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- lr_scheduler_type: linear
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- num_epochs: 3
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy |
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|:-------------:|:-----:|:----:|:---------------:|:---------:|:------:|:------:|:--------:|
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| No log | 1.0 | 125 | 0.3279 | 0.7562 | 0.8527 | 0.8016 | 0.8860 |
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| No log | 2.0 | 250 | 0.3262 | 0.7634 | 0.8642 | 0.8107 | 0.8901 |
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| No log | 3.0 | 375 | 0.3109 | 0.7725 | 0.8635 | 0.8155 | 0.8922 |
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### Framework versions
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- Transformers 4.51.1
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- Pytorch 2.6.0+cu124
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- Datasets 3.5.0
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- Tokenizers 0.21.1
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checkpoint-375/config.json
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{
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"architectures": [
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"BertForTokenClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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"classifier_dropout": null,
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"gradient_checkpointing": false,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.1,
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"hidden_size": 768,
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"id2label": {
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"0": "LABEL_0",
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"1": "LABEL_1",
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"2": "LABEL_2",
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"3": "LABEL_3"
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},
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"label2id": {
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"LABEL_0": 0,
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"LABEL_1": 1,
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"LABEL_2": 2,
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"LABEL_3": 3
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},
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"layer_norm_eps": 1e-12,
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"max_position_embeddings": 512,
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"model_type": "bert",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"pad_token_id": 0,
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"position_embedding_type": "absolute",
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"torch_dtype": "float32",
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"transformers_version": "4.51.1",
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"type_vocab_size": 2,
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"use_cache": true,
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"vocab_size": 30522
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}
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checkpoint-375/model.safetensors
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version https://git-lfs.github.com/spec/v1
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size 435602240
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checkpoint-375/optimizer.pt
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version https://git-lfs.github.com/spec/v1
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checkpoint-375/rng_state.pth
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version https://git-lfs.github.com/spec/v1
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size 14244
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checkpoint-375/scheduler.pt
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version https://git-lfs.github.com/spec/v1
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size 1064
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checkpoint-375/special_tokens_map.json
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{
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"cls_token": "[CLS]",
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"mask_token": "[MASK]",
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"pad_token": "[PAD]",
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"sep_token": "[SEP]",
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"unk_token": "[UNK]"
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}
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checkpoint-375/tokenizer.json
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checkpoint-375/tokenizer_config.json
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"added_tokens_decoder": {
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"0": {
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"content": "[PAD]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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"100": {
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"content": "[UNK]",
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"lstrip": false,
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"normalized": false,
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"single_word": false,
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"special": true
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}
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},
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"clean_up_tokenization_spaces": false,
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"cls_token": "[CLS]",
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"do_lower_case": true,
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"extra_special_tokens": {},
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"mask_token": "[MASK]",
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"model_max_length": 512,
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"pad_token": "[PAD]",
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"sep_token": "[SEP]",
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"strip_accents": null,
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"tokenize_chinese_chars": true,
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"tokenizer_class": "BertTokenizer",
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"unk_token": "[UNK]"
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}
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checkpoint-375/trainer_state.json
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{
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"log_history": [
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{
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"eval_recall": 0.8526585522101218,
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"eval_runtime": 1.3259,
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"eval_samples_per_second": 113.127,
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"eval_steps_per_second": 7.542,
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"step": 125
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},
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{
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"epoch": 2.0,
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"eval_accuracy": 0.8901030671799329,
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"eval_steps_per_second": 7.43,
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"step": 250
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}
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],
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"logging_steps": 500,
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"max_steps": 375,
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"num_input_tokens_seen": 0,
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"num_train_epochs": 3,
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"stateful_callbacks": {
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"TrainerControl": {
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"args": {
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"should_epoch_stop": false,
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"should_log": false,
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"should_save": true,
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"should_training_stop": true
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},
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"attributes": {}
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}
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},
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"total_flos": 483611882505600.0,
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"train_batch_size": 16,
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"trial_name": null,
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"trial_params": null
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}
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checkpoint-375/training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:d0cc2ee336532824dc4c8c2c831bc8c809f32e931a82fcd07a01f825d26d2769
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size 5304
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checkpoint-375/vocab.txt
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config.json
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{
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"architectures": [
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"BertForTokenClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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"hidden_act": "gelu",
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"hidden_size": 768,
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"id2label": {
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"0": "LABEL_0",
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"1": "LABEL_1",
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"2": "LABEL_2",
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"3": "LABEL_3"
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},
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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},
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"layer_norm_eps": 1e-12,
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"max_position_embeddings": 512,
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"model_type": "bert",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"pad_token_id": 0,
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"position_embedding_type": "absolute",
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"torch_dtype": "float32",
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"transformers_version": "4.51.1",
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"type_vocab_size": 2,
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"use_cache": true,
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"vocab_size": 30522
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:65ec4f998126b376308005f96beeef2a90fbee974f2ab0d8e912cf8d85ab0204
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size 435602240
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runs/Apr15_14-07-49_b91f66ac42ed/events.out.tfevents.1744726096.b91f66ac42ed.192.0
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version https://git-lfs.github.com/spec/v1
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runs/Apr15_14-07-49_b91f66ac42ed/events.out.tfevents.1744726350.b91f66ac42ed.192.1
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version https://git-lfs.github.com/spec/v1
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special_tokens_map.json
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{
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tokenizer.json
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tokenizer_config.json
ADDED
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{
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training_args.bin
ADDED
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version https://git-lfs.github.com/spec/v1
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oid sha256:d0cc2ee336532824dc4c8c2c831bc8c809f32e931a82fcd07a01f825d26d2769
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size 5304
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vocab.txt
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