WellaBanda
commited on
End of training
Browse files- README.md +62 -0
- config.json +88 -0
- logs/events.out.tfevents.1708932177.00c9657ee0d6.3948.0 +3 -0
- logs/events.out.tfevents.1708932796.00c9657ee0d6.3948.1 +3 -0
- logs/events.out.tfevents.1708933344.00c9657ee0d6.3948.2 +3 -0
- logs/events.out.tfevents.1708933499.00c9657ee0d6.3948.3 +3 -0
- logs/events.out.tfevents.1708933634.00c9657ee0d6.3948.4 +3 -0
- logs/events.out.tfevents.1708933702.00c9657ee0d6.3948.5 +3 -0
- logs/events.out.tfevents.1708933844.00c9657ee0d6.3948.6 +3 -0
- logs/events.out.tfevents.1708935480.00c9657ee0d6.3948.7 +3 -0
- model.safetensors +3 -0
- special_tokens_map.json +7 -0
- tokenizer_config.json +57 -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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model-index:
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- name: hospitality_intents_pretrained_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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# hospitality_intents_pretrained_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 an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.0207
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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: 5e-05
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- train_batch_size: 8
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- eval_batch_size: 8
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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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- lr_scheduler_warmup_steps: 500
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- num_epochs: 5
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### Training results
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| Training Loss | Epoch | Step | Validation Loss |
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|:-------------:|:-----:|:-----:|:---------------:|
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| 0.0013 | 1.0 | 10303 | 0.0425 |
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| 0.0001 | 2.0 | 20606 | 0.0300 |
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| 0.0184 | 3.0 | 30909 | 0.0285 |
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| 0.0 | 4.0 | 41212 | 0.0214 |
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| 0.0 | 5.0 | 51515 | 0.0207 |
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### Framework versions
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- Transformers 4.37.2
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- Pytorch 2.1.0+cu121
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- Datasets 2.17.1
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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": "ACTIVITIES",
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"1": "BOOKING_PICKUP",
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"2": "MEMBER_INFO",
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"3": "SPECIAL_REQUEST",
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"4": "LOYALITY",
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"5": "PROMOTIONS",
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"6": "COUPLE_FRIENDLY",
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"7": "BANQUET_BOOKING",
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"8": "LOYALITYABLE",
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"9": "BOOKING",
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"10": "FINANCIAL",
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"11": "BAR",
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"12": "BEST_VISITING_TIME",
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"13": "BOOKING_INCLUSION",
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"14": "BOOKING_SPECIAL",
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"15": "PETS",
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"16": "QUERY_4_BOOKING",
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"17": "FOOD_ADDON",
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"18": "EXTEND_BOOKING",
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"19": "OUTSIDER",
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"20": "CHECKIN",
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"21": "PAYMENT",
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"22": "SPA_AND_BATH",
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"23": "SERVANT_ACCOMODATION",
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"24": "DAY_PLANNING",
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"25": "BEVERAGE",
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"26": "BOOK_PICKUP",
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"27": "PRIVATE_VEHICLE",
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"28": "ID_PROOF",
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"29": "MUSIC_EVENTS",
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"30": "FOREX",
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"31": "DINNER_ENQUIRY",
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"32": "KIDS_AMENITIES",
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"33": "AMENITIES",
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"34": "ROOMS",
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"35": "ROOM_SERVICE",
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"36": "KIDS_FACILITITY",
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"37": "ELECTRICAL",
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"38": "HAVEACTIVITY",
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"39": "SMOKING_ROOM",
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"40": "BREAKFAST",
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"41": "HANDICAPPED",
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"42": "SANITIZATION",
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"43": "JUNGLE_SAFARI",
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"44": "DINING",
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"45": "SWIMMING_POOL",
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"46": "DOCTOR_FACILITY",
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"47": "EDIT_BOOKING",
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"48": "NEWS_LETTER_SUBSCRIPTION",
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"49": "SAFARI",
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"50": "HOTEL_LOCATION",
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"51": "JOB_OPENINGS",
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"52": "CALL_ME",
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"53": "INTERNET",
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"54": "CONTACT",
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"55": "PARKING",
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"56": "JUNK",
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"57": "FINANCE",
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"58": "BOOKING_POLICY",
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"59": "AIRPORT_STATIONS",
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"60": "PITSTOP"
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},
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"initializer_range": 0.02,
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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": "4.37.2",
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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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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_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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"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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"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_basic_tokenize": true,
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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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"never_split": null,
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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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vocab.txt
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