varun-v-rao
commited on
Commit
•
cfa073e
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Parent(s):
ea7a02d
Training in progress, epoch 1
Browse files- README.md +74 -0
- config.json +76 -0
- merges.txt +0 -0
- model.safetensors +3 -0
- runs/Jun18_22-18-12_gl1517.arc-ts.umich.edu/events.out.tfevents.1718763497.gl1517.arc-ts.umich.edu.4162892.1 +3 -0
- runs/Jun19_15-05-10_gl1528.arc-ts.umich.edu/events.out.tfevents.1718823916.gl1528.arc-ts.umich.edu.1068153.1 +3 -0
- runs/Jun19_16-46-07_gl1515.arc-ts.umich.edu/events.out.tfevents.1718829973.gl1515.arc-ts.umich.edu.4007535.1 +3 -0
- special_tokens_map.json +15 -0
- tokenizer.json +0 -0
- tokenizer_config.json +57 -0
- training_args.bin +3 -0
- vocab.json +0 -0
README.md
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---
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license: apache-2.0
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base_model: facebook/bart-base
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tags:
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- generated_from_trainer
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datasets:
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- stanfordnlp/snli
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metrics:
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- accuracy
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model-index:
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- name: bart-base-snli-model2
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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: snli
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type: stanfordnlp/snli
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metrics:
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- name: Accuracy
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type: accuracy
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value: 0.9131274131274131
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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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# bart-base-snli-model2
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This model is a fine-tuned version of [facebook/bart-base](https://huggingface.co/facebook/bart-base) on the snli dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.2615
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- Accuracy: 0.9131
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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: 32
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- seed: 75
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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: 3
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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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| 0.3449 | 1.0 | 8584 | 0.2785 | 0.9046 |
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| 0.2964 | 2.0 | 17168 | 0.2619 | 0.9096 |
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| 0.2557 | 3.0 | 25752 | 0.2615 | 0.9131 |
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### Framework versions
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- Transformers 4.35.2
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- Pytorch 2.0.1+cu118
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- Datasets 2.15.0
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- Tokenizers 0.15.0
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config.json
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{
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"_name_or_path": "facebook/bart-base",
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"activation_dropout": 0.1,
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"activation_function": "gelu",
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"add_bias_logits": false,
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"add_final_layer_norm": false,
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"architectures": [
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"BartForSequenceClassification"
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],
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"attention_dropout": 0.1,
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"bos_token_id": 0,
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"classif_dropout": 0.1,
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"classifier_dropout": 0.0,
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"d_model": 768,
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"decoder_attention_heads": 12,
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"decoder_ffn_dim": 3072,
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"decoder_layerdrop": 0.0,
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"decoder_layers": 6,
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"decoder_start_token_id": 2,
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"dropout": 0.1,
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"early_stopping": true,
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"encoder_attention_heads": 12,
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"encoder_ffn_dim": 3072,
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"encoder_layerdrop": 0.0,
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"encoder_layers": 6,
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"eos_token_id": 2,
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"forced_bos_token_id": 0,
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"forced_eos_token_id": 2,
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"gradient_checkpointing": false,
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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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},
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"init_std": 0.02,
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"is_encoder_decoder": true,
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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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},
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"max_position_embeddings": 1024,
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"model_type": "bart",
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"no_repeat_ngram_size": 3,
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"normalize_before": false,
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"normalize_embedding": true,
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"num_beams": 4,
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"num_hidden_layers": 6,
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"pad_token_id": 1,
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"problem_type": "single_label_classification",
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"scale_embedding": false,
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"task_specific_params": {
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"summarization": {
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"length_penalty": 1.0,
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"max_length": 128,
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"min_length": 12,
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"num_beams": 4
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},
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"summarization_cnn": {
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"length_penalty": 2.0,
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"max_length": 142,
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"min_length": 56,
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"num_beams": 4
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},
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"summarization_xsum": {
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"length_penalty": 1.0,
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"max_length": 62,
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"min_length": 11,
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"num_beams": 6
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}
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},
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"torch_dtype": "float32",
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"transformers_version": "4.35.2",
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"use_cache": true,
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"vocab_size": 50265
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}
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merges.txt
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:ce7f5d2995ee05584de8b9aba42bd8806e07170f8de14e3678ad2fb238eea21a
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size 560083468
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runs/Jun18_22-18-12_gl1517.arc-ts.umich.edu/events.out.tfevents.1718763497.gl1517.arc-ts.umich.edu.4162892.1
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version https://git-lfs.github.com/spec/v1
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oid sha256:281fd52d248825f5f95289048145fae90d885b820e176630377004db969ce951
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size 15047
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runs/Jun19_15-05-10_gl1528.arc-ts.umich.edu/events.out.tfevents.1718823916.gl1528.arc-ts.umich.edu.1068153.1
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version https://git-lfs.github.com/spec/v1
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oid sha256:0d2050f5a568acec9de5067cf09f5a1e41eeae294f135b402f0c1ac68675c9c5
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size 5969
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runs/Jun19_16-46-07_gl1515.arc-ts.umich.edu/events.out.tfevents.1718829973.gl1515.arc-ts.umich.edu.4007535.1
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version https://git-lfs.github.com/spec/v1
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oid sha256:e1785da8e07d2f5ffb8d8cf345c66d60c0c86704004615992c15afe21c2ce819
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size 6606
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special_tokens_map.json
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{
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"bos_token": "<s>",
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"cls_token": "<s>",
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"eos_token": "</s>",
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"mask_token": {
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"content": "<mask>",
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"lstrip": true,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"pad_token": "<pad>",
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"sep_token": "</s>",
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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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"add_prefix_space": false,
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"added_tokens_decoder": {
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"0": {
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"content": "<s>",
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"lstrip": false,
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"normalized": true,
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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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"1": {
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"content": "<pad>",
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"lstrip": false,
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"normalized": true,
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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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"2": {
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"content": "</s>",
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"lstrip": false,
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"normalized": true,
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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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"3": {
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"content": "<unk>",
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"lstrip": false,
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"normalized": true,
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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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"50264": {
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"content": "<mask>",
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"lstrip": true,
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"normalized": true,
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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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"bos_token": "<s>",
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"clean_up_tokenization_spaces": true,
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"cls_token": "<s>",
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"eos_token": "</s>",
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"errors": "replace",
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"mask_token": "<mask>",
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"model_max_length": 1024,
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"pad_token": "<pad>",
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"sep_token": "</s>",
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"tokenizer_class": "BartTokenizer",
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"trim_offsets": true,
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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 sha256:3a0000cdd41659117fee32f28129bd883f9e30df9f9abdec5ec4394812749b44
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size 4856
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vocab.json
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