Model save
Browse files- README.md +62 -0
- config.json +26 -0
- model.safetensors +3 -0
- runs/Apr07_15-20-22_b6159c3c70de/events.out.tfevents.1712503261.b6159c3c70de.1492.0 +3 -0
- special_tokens_map.json +7 -0
- tokenizer.json +187 -0
- tokenizer_config.json +58 -0
- training_args.bin +3 -0
- vocab.txt +30 -0
README.md
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---
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base_model: Rostlab/prot_bert
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tags:
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- generated_from_trainer
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metrics:
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- accuracy
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- f1
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model-index:
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- name: prot_bert-finetuned-15ALL_TR
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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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# prot_bert-finetuned-15ALL_TR
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This model is a fine-tuned version of [Rostlab/prot_bert](https://huggingface.co/Rostlab/prot_bert) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.6087
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- Accuracy: 0.6696
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- F1: 0.6689
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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: 64
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- eval_batch_size: 64
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- seed: 42
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: linear
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- num_epochs: 2
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|:------:|
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| 0.6715 | 1.0 | 186 | 0.6318 | 0.6528 | 0.6507 |
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| 0.5998 | 2.0 | 372 | 0.6087 | 0.6696 | 0.6689 |
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### Framework versions
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- Transformers 4.39.3
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- Pytorch 2.2.1+cu121
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- Datasets 2.18.0
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- Tokenizers 0.15.2
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config.json
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{
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"_name_or_path": "Rostlab/prot_bert",
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"architectures": [
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"BertForSequenceClassification"
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],
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"attention_probs_dropout_prob": 0.0,
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"classifier_dropout": null,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.0,
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"hidden_size": 1024,
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"initializer_range": 0.02,
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"intermediate_size": 4096,
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"layer_norm_eps": 1e-12,
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"max_position_embeddings": 40000,
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"model_type": "bert",
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"num_attention_heads": 16,
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"num_hidden_layers": 30,
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"pad_token_id": 0,
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"position_embedding_type": "absolute",
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"problem_type": "single_label_classification",
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"torch_dtype": "float32",
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"transformers_version": "4.39.3",
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"type_vocab_size": 2,
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"use_cache": true,
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"vocab_size": 30
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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 sha256:68d7c1f3cc6e41bcc113fe81e71afa2148dceb6cb076d3daaf36ad38e18aeb8f
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size 1679791488
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runs/Apr07_15-20-22_b6159c3c70de/events.out.tfevents.1712503261.b6159c3c70de.1492.0
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version https://git-lfs.github.com/spec/v1
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oid sha256:cada455c92b44f1543090ab68902e169b0f2a9ecd5691805efcec70fcbf2ca8b
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size 6124
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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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tokenizer.json
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{
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"version": "1.0",
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"truncation": null,
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"padding": {
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"strategy": "BatchLongest",
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"direction": "Right",
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"pad_to_multiple_of": null,
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"pad_id": 0,
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"pad_type_id": 0,
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"pad_token": "[PAD]"
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},
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"added_tokens": [
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{
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"id": 0,
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"content": "[PAD]",
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"single_word": false,
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"lstrip": false,
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"rstrip": false,
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"normalized": false,
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"special": true
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},
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{
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"id": 1,
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"content": "[UNK]",
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"single_word": false,
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"lstrip": false,
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"rstrip": false,
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"normalized": false,
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"special": true
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},
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{
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"id": 2,
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"content": "[CLS]",
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"single_word": false,
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"lstrip": false,
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"rstrip": false,
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"normalized": false,
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"special": true
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},
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{
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"id": 3,
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"content": "[SEP]",
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"single_word": false,
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"lstrip": false,
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"rstrip": false,
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"normalized": false,
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"special": true
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},
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{
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"id": 4,
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"content": "[MASK]",
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"single_word": false,
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"lstrip": false,
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"rstrip": false,
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"normalized": false,
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"special": true
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}
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],
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"normalizer": {
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"type": "BertNormalizer",
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"clean_text": true,
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"handle_chinese_chars": true,
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"strip_accents": null,
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"lowercase": false
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},
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"pre_tokenizer": {
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"type": "BertPreTokenizer"
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},
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"post_processor": {
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"type": "TemplateProcessing",
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"single": [
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{
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"SpecialToken": {
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"id": "[CLS]",
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"type_id": 0
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}
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},
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{
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"Sequence": {
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"id": "A",
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"type_id": 0
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}
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},
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{
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"SpecialToken": {
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"id": "[SEP]",
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"type_id": 0
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}
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}
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],
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"pair": [
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{
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"SpecialToken": {
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"id": "[CLS]",
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"type_id": 0
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}
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},
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{
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"Sequence": {
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"id": "A",
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"type_id": 0
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}
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},
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{
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"SpecialToken": {
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"id": "[SEP]",
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"type_id": 0
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}
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},
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{
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"Sequence": {
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"id": "B",
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"type_id": 1
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}
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},
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{
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"SpecialToken": {
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"id": "[SEP]",
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"type_id": 1
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}
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}
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],
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"special_tokens": {
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"[CLS]": {
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],
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"tokens": [
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]
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"[SEP]": {
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"id": "[SEP]",
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"ids": [
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],
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"tokens": [
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"[SEP]"
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]
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}
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}
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},
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"decoder": {
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"type": "WordPiece",
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"prefix": "##",
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"cleanup": true
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},
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"model": {
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"type": "WordPiece",
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"unk_token": "[UNK]",
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"continuing_subword_prefix": "##",
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"max_input_chars_per_word": 100,
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"vocab": {
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"[PAD]": 0,
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"D": 14,
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"T": 15,
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"P": 16,
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"N": 17,
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"Q": 18,
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"F": 19,
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"Y": 20,
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"M": 21,
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"H": 22,
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"C": 23,
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"U": 26,
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"B": 27,
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"Z": 28,
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"O": 29
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}
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}
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}
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tokenizer_config.json
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{
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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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"special": true
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},
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"special": true
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},
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"2": {
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"content": "[CLS]",
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"single_word": false,
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"special": true
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},
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"3": {
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"content": "[SEP]",
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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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},
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"4": {
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"content": "[MASK]",
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"lstrip": false,
|
38 |
+
"normalized": false,
|
39 |
+
"rstrip": false,
|
40 |
+
"single_word": false,
|
41 |
+
"special": true
|
42 |
+
}
|
43 |
+
},
|
44 |
+
"clean_up_tokenization_spaces": true,
|
45 |
+
"cls_token": "[CLS]",
|
46 |
+
"do_basic_tokenize": true,
|
47 |
+
"do_lower_case": false,
|
48 |
+
"full_tokenizer_file": null,
|
49 |
+
"mask_token": "[MASK]",
|
50 |
+
"model_max_length": 1000000000000000019884624838656,
|
51 |
+
"never_split": null,
|
52 |
+
"pad_token": "[PAD]",
|
53 |
+
"sep_token": "[SEP]",
|
54 |
+
"strip_accents": null,
|
55 |
+
"tokenize_chinese_chars": true,
|
56 |
+
"tokenizer_class": "BertTokenizer",
|
57 |
+
"unk_token": "[UNK]"
|
58 |
+
}
|
training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:380d66f0c24df4830a1efbb4a036a6284986b2cef69e1a0d03925629ae93029e
|
3 |
+
size 4984
|
vocab.txt
ADDED
@@ -0,0 +1,30 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
[PAD]
|
2 |
+
[UNK]
|
3 |
+
[CLS]
|
4 |
+
[SEP]
|
5 |
+
[MASK]
|
6 |
+
L
|
7 |
+
A
|
8 |
+
G
|
9 |
+
V
|
10 |
+
E
|
11 |
+
S
|
12 |
+
I
|
13 |
+
K
|
14 |
+
R
|
15 |
+
D
|
16 |
+
T
|
17 |
+
P
|
18 |
+
N
|
19 |
+
Q
|
20 |
+
F
|
21 |
+
Y
|
22 |
+
M
|
23 |
+
H
|
24 |
+
C
|
25 |
+
W
|
26 |
+
X
|
27 |
+
U
|
28 |
+
B
|
29 |
+
Z
|
30 |
+
O
|