sherelyn912
commited on
Commit
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End of training
Browse files- README.md +67 -0
- config.json +93 -0
- model.safetensors +3 -0
- runs/Apr06_13-05-18_4d5b374fe2a6/events.out.tfevents.1712408718.4d5b374fe2a6.910.0 +3 -0
- special_tokens_map.json +7 -0
- tokenizer.json +0 -0
- tokenizer_config.json +55 -0
- training_args.bin +3 -0
- vocab.txt +0 -0
README.md
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---
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license: apache-2.0
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base_model: distilbert/distilbert-base-uncased
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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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- precision
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- recall
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model-index:
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- name: emotional-distilbert
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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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# emotional-distilbert
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This model is a fine-tuned version of [distilbert/distilbert-base-uncased](https://huggingface.co/distilbert/distilbert-base-uncased) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 2.5849
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- Accuracy: 0.3276
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- F1: 0.3143
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- Precision: 0.4031
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- Recall: 0.3276
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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: 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 | Precision | Recall |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|:------:|:---------:|:------:|
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| 2.8647 | 1.0 | 276 | 2.8339 | 0.2405 | 0.2240 | 0.3474 | 0.2405 |
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| 1.9393 | 2.0 | 552 | 2.5849 | 0.3276 | 0.3143 | 0.4031 | 0.3276 |
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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": "distilbert/distilbert-base-uncased",
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"activation": "gelu",
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"architectures": [
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"DistilBertForSequenceClassification"
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],
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"attention_dropout": 0.1,
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"dim": 768,
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"dropout": 0.1,
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"hidden_dim": 3072,
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"id2label": {
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"0": "serenity",
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"1": "joy",
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"10": "terror",
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"11": "awe",
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"12": "distraction",
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"13": "surprise",
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"14": "amazement",
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"15": "disapproval",
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"16": "pensiveness",
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"17": "sadness",
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"18": "grief",
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"19": "remorse",
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"2": "ecstasy",
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"20": "boredom",
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"21": "disgust",
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"22": "loathing",
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"23": "contempt",
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"24": "annoyance",
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"25": "anger",
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"26": "rage",
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"27": "aggressiveness",
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"28": "interest",
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"29": "anticipation",
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"3": "love",
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"30": "vigilance",
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"31": "optimism",
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"4": "acceptance",
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"5": "trust",
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"6": "admiration",
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"7": "submission",
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"8": "apprehension",
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"9": "fear"
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},
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"initializer_range": 0.02,
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"label2id": {
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"acceptance": 4,
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"admiration": 6,
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"aggressiveness": 27,
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"amazement": 14,
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"anger": 25,
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"annoyance": 24,
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"anticipation": 29,
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"apprehension": 8,
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"awe": 11,
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"boredom": 20,
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"contempt": 23,
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"disapproval": 15,
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"disgust": 21,
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"distraction": 12,
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"ecstasy": 2,
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"fear": 9,
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"grief": 18,
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"interest": 28,
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"joy": 1,
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"loathing": 22,
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"love": 3,
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"optimism": 31,
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"pensiveness": 16,
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"rage": 26,
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"remorse": 19,
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"sadness": 17,
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"serenity": 0,
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"submission": 7,
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"surprise": 13,
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"terror": 10,
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"trust": 5,
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"vigilance": 30
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},
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"max_position_embeddings": 512,
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"model_type": "distilbert",
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"n_heads": 12,
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"n_layers": 6,
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"pad_token_id": 0,
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"problem_type": "single_label_classification",
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"qa_dropout": 0.1,
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"seq_classif_dropout": 0.2,
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"sinusoidal_pos_embds": false,
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"tie_weights_": true,
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"torch_dtype": "float32",
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"transformers_version": "4.39.3",
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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:d78c1bf57f8a4b5f8b8d3be259ca63389162439c886b333965b4bffc5076de48
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size 267924856
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runs/Apr06_13-05-18_4d5b374fe2a6/events.out.tfevents.1712408718.4d5b374fe2a6.910.0
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version https://git-lfs.github.com/spec/v1
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oid sha256:02b7f4ac5e98bdb270073f22f87d15b763df56da5046fdf8643fb08b676c103b
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size 7569
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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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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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"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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"100": {
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"content": "[UNK]",
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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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"101": {
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"content": "[CLS]",
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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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"102": {
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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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"103": {
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"content": "[MASK]",
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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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},
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"clean_up_tokenization_spaces": true,
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"cls_token": "[CLS]",
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"do_lower_case": true,
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"mask_token": "[MASK]",
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"model_max_length": 1000000000000000019884624838656,
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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": "DistilBertTokenizer",
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"unk_token": "[UNK]"
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}
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:04ba22af731be626a1d822a0833975b1e63daaf339b3f3a3779829192d2f86cb
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size 4920
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vocab.txt
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