Model save
Browse files- README.md +105 -0
- config.json +30 -0
- model.safetensors +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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- trl
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- reward-trainer
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- generated_from_trainer
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datasets:
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- hdfs_rlhf_log_summary_dataset
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metrics:
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- accuracy
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model-index:
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- name: log_sage_reward_model
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results:
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- task:
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name: Text Classification
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type: text-classification
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dataset:
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name: hdfs_rlhf_log_summary_dataset
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type: hdfs_rlhf_log_summary_dataset
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config: default
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split: None
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args: default
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metrics:
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- name: Accuracy
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type: accuracy
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value: 0.9
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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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# log_sage_reward_model
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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 hdfs_rlhf_log_summary_dataset dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.5838
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- Accuracy: 0.9
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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: 1.41e-05
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- train_batch_size: 4
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- eval_batch_size: 16
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- seed: 42
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- gradient_accumulation_steps: 16
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- total_train_batch_size: 64
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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: 40
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|
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| No log | 1.0 | 1 | 0.6933 | 0.6 |
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| No log | 2.0 | 3 | 0.6923 | 0.9 |
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| No log | 3.0 | 4 | 0.6920 | 0.9 |
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| No log | 4.0 | 6 | 0.6912 | 0.9 |
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| No log | 5.0 | 8 | 0.6902 | 0.9 |
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| No log | 6.0 | 9 | 0.6898 | 0.9 |
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| 0.2745 | 7.0 | 11 | 0.6885 | 0.9 |
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| 0.2745 | 8.0 | 12 | 0.6876 | 0.9 |
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| 0.2745 | 9.0 | 13 | 0.6862 | 0.9 |
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| 0.2745 | 10.0 | 15 | 0.6830 | 0.9 |
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| 0.2745 | 11.0 | 16 | 0.6813 | 0.9 |
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| 0.2745 | 12.0 | 18 | 0.6768 | 0.8 |
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| 0.2705 | 13.0 | 20 | 0.6707 | 0.8 |
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| 0.2705 | 14.0 | 21 | 0.6665 | 0.8 |
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| 0.2705 | 15.0 | 23 | 0.6576 | 0.8 |
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| 0.2705 | 16.0 | 24 | 0.6521 | 0.8 |
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| 0.2705 | 17.0 | 25 | 0.6457 | 0.8 |
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| 0.2705 | 18.0 | 27 | 0.6334 | 0.9 |
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| 0.2705 | 19.0 | 28 | 0.6273 | 0.9 |
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| 0.2555 | 20.0 | 30 | 0.6165 | 0.9 |
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| 0.2555 | 21.0 | 32 | 0.6063 | 0.9 |
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| 0.2555 | 22.0 | 33 | 0.6017 | 0.9 |
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| 0.2555 | 23.0 | 35 | 0.5942 | 0.9 |
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| 0.2555 | 24.0 | 36 | 0.5911 | 0.9 |
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| 0.2555 | 25.0 | 37 | 0.5882 | 0.9 |
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| 0.2555 | 26.0 | 39 | 0.5846 | 0.9 |
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| 0.2245 | 27.0 | 40 | 0.5838 | 0.9 |
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### Framework versions
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- Transformers 4.39.0
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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": "LABEL_0"
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},
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"initializer_range": 0.02,
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"label2id": {
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"LABEL_0": 0
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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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"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": "4.39.0",
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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 sha256:773a0ba67b680bce1aeda5b373acffe401ce2661ed7a9343e33ea8bbdb831030
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size 267829484
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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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| 37 |
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"lstrip": false,
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| 38 |
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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 sha256:465ac764da9865c2e6cb00ac31676693aabd49da3ecbb3333d391d392d0f6ab6
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size 4984
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vocab.txt
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