ryusangwon
commited on
Commit
•
6061ee1
1
Parent(s):
c49c4f8
Model save
Browse files- README.md +97 -0
- config.json +75 -0
- generation_config.json +12 -0
- merges.txt +0 -0
- model.safetensors +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
- xsum_1677_bart-base/config.json +75 -0
- xsum_1677_bart-base/generation_config.json +12 -0
- xsum_1677_bart-base/merges.txt +0 -0
- xsum_1677_bart-base/model.safetensors +3 -0
- xsum_1677_bart-base/special_tokens_map.json +15 -0
- xsum_1677_bart-base/tokenizer.json +0 -0
- xsum_1677_bart-base/tokenizer_config.json +57 -0
- xsum_1677_bart-base/training_args.bin +3 -0
- xsum_1677_bart-base/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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metrics:
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- rouge
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model-index:
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- name: xsum_1677_bart-base
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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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# xsum_1677_bart-base
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This model is a fine-tuned version of [facebook/bart-base](https://huggingface.co/facebook/bart-base) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.6469
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- Rouge1: 0.3879
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- Rouge2: 0.1787
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- Rougel: 0.3238
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- Rougelsum: 0.3238
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- Gen Len: 19.6644
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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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- gradient_accumulation_steps: 16
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- total_train_batch_size: 128
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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: 10
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Rouge1 | Rouge2 | Rougel | Rougelsum | Gen Len |
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|:-------------:|:-----:|:-----:|:---------------:|:------:|:------:|:------:|:---------:|:-------:|
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| 0.8336 | 0.31 | 500 | 0.7274 | 0.3493 | 0.139 | 0.2847 | 0.2847 | 19.511 |
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| 0.7963 | 0.63 | 1000 | 0.6994 | 0.3637 | 0.1506 | 0.2977 | 0.2976 | 19.6179 |
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| 0.7543 | 0.94 | 1500 | 0.6876 | 0.365 | 0.1531 | 0.2999 | 0.2999 | 19.5356 |
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| 0.7461 | 1.25 | 2000 | 0.6795 | 0.3709 | 0.1584 | 0.3052 | 0.3051 | 19.6224 |
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| 0.7193 | 1.57 | 2500 | 0.6739 | 0.3684 | 0.1593 | 0.3048 | 0.3047 | 19.5721 |
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| 0.7225 | 1.88 | 3000 | 0.6666 | 0.371 | 0.16 | 0.3063 | 0.3063 | 19.5672 |
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| 0.6779 | 2.2 | 3500 | 0.6660 | 0.3745 | 0.1632 | 0.31 | 0.31 | 19.5619 |
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| 0.673 | 2.51 | 4000 | 0.6618 | 0.3763 | 0.1653 | 0.3117 | 0.3117 | 19.6738 |
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| 0.6848 | 2.82 | 4500 | 0.6578 | 0.3803 | 0.168 | 0.3145 | 0.3145 | 19.6308 |
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| 0.6526 | 3.14 | 5000 | 0.6581 | 0.3803 | 0.1679 | 0.3141 | 0.3141 | 19.6503 |
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| 0.6497 | 3.45 | 5500 | 0.6555 | 0.3776 | 0.1681 | 0.3132 | 0.3133 | 19.643 |
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| 0.6483 | 3.76 | 6000 | 0.6520 | 0.3803 | 0.17 | 0.3153 | 0.3152 | 19.6666 |
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| 0.6249 | 4.08 | 6500 | 0.6535 | 0.383 | 0.1736 | 0.3186 | 0.3185 | 19.6371 |
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| 0.628 | 4.39 | 7000 | 0.6531 | 0.3825 | 0.1728 | 0.3181 | 0.318 | 19.6159 |
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| 0.6288 | 4.7 | 7500 | 0.6495 | 0.3827 | 0.1727 | 0.3181 | 0.3181 | 19.6695 |
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| 0.5921 | 5.02 | 8000 | 0.6509 | 0.3825 | 0.173 | 0.318 | 0.318 | 19.6447 |
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| 0.6003 | 5.33 | 8500 | 0.6513 | 0.3833 | 0.1742 | 0.3198 | 0.3197 | 19.6866 |
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| 0.5922 | 5.65 | 9000 | 0.6482 | 0.3837 | 0.1737 | 0.3195 | 0.3195 | 19.719 |
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| 0.5878 | 5.96 | 9500 | 0.6483 | 0.3824 | 0.1737 | 0.3185 | 0.3185 | 19.6156 |
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| 0.5646 | 6.27 | 10000 | 0.6503 | 0.3851 | 0.1754 | 0.3203 | 0.3204 | 19.6693 |
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| 0.5753 | 6.59 | 10500 | 0.6473 | 0.3855 | 0.1761 | 0.3206 | 0.3206 | 19.6873 |
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| 0.579 | 6.9 | 11000 | 0.6467 | 0.3861 | 0.1769 | 0.3223 | 0.3223 | 19.6635 |
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| 0.5865 | 7.21 | 11500 | 0.6480 | 0.3862 | 0.176 | 0.3213 | 0.3212 | 19.7016 |
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| 0.5746 | 7.53 | 12000 | 0.6480 | 0.3878 | 0.1785 | 0.3235 | 0.3236 | 19.6531 |
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| 0.5678 | 7.84 | 12500 | 0.6460 | 0.3868 | 0.1776 | 0.3221 | 0.322 | 19.7039 |
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| 0.5584 | 8.15 | 13000 | 0.6485 | 0.3875 | 0.178 | 0.3233 | 0.3233 | 19.6565 |
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| 0.5484 | 8.47 | 13500 | 0.6477 | 0.3867 | 0.1777 | 0.3223 | 0.3224 | 19.6937 |
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| 0.558 | 8.78 | 14000 | 0.6468 | 0.3873 | 0.1781 | 0.323 | 0.323 | 19.6823 |
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| 0.5482 | 9.1 | 14500 | 0.6475 | 0.3878 | 0.1787 | 0.3231 | 0.3232 | 19.6896 |
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| 0.5551 | 9.41 | 15000 | 0.6475 | 0.388 | 0.1783 | 0.3238 | 0.3237 | 19.666 |
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| 0.5488 | 9.72 | 15500 | 0.6469 | 0.3879 | 0.1787 | 0.3238 | 0.3238 | 19.6644 |
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### Framework versions
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- Transformers 4.37.2
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- Pytorch 2.2.0+cu121
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- Datasets 2.16.1
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- Tokenizers 0.15.1
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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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"BartForConditionalGeneration"
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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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"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": "4.37.2",
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"use_cache": true,
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"vocab_size": 50265
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}
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generation_config.json
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{
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"bos_token_id": 0,
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"decoder_start_token_id": 2,
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"early_stopping": true,
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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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"no_repeat_ngram_size": 3,
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"num_beams": 4,
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"pad_token_id": 1,
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"transformers_version": "4.37.2"
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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:bb16d8cc54f83a05d5a2ddb01be73a9180ce6b6252cc8e6140c0e029029a1d23
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size 557912620
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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:b12ebb402523c399095b81d71e8a90bdbb1b3f76be4c59621e1c9ab2664d22dd
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size 4856
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vocab.json
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xsum_1677_bart-base/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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"BartForConditionalGeneration"
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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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"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": "4.37.2",
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"use_cache": true,
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"vocab_size": 50265
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}
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xsum_1677_bart-base/generation_config.json
ADDED
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{
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"bos_token_id": 0,
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"decoder_start_token_id": 2,
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"early_stopping": true,
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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,
|
8 |
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"no_repeat_ngram_size": 3,
|
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"num_beams": 4,
|
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"pad_token_id": 1,
|
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"transformers_version": "4.37.2"
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}
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xsum_1677_bart-base/merges.txt
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xsum_1677_bart-base/model.safetensors
ADDED
@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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2 |
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oid sha256:bb16d8cc54f83a05d5a2ddb01be73a9180ce6b6252cc8e6140c0e029029a1d23
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3 |
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size 557912620
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xsum_1677_bart-base/special_tokens_map.json
ADDED
@@ -0,0 +1,15 @@
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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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xsum_1677_bart-base/tokenizer.json
ADDED
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xsum_1677_bart-base/tokenizer_config.json
ADDED
@@ -0,0 +1,57 @@
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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,
|
40 |
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"rstrip": false,
|
41 |
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"single_word": false,
|
42 |
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"special": true
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}
|
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},
|
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"bos_token": "<s>",
|
46 |
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"clean_up_tokenization_spaces": true,
|
47 |
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"cls_token": "<s>",
|
48 |
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"eos_token": "</s>",
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"errors": "replace",
|
50 |
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"mask_token": "<mask>",
|
51 |
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"model_max_length": 1024,
|
52 |
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"pad_token": "<pad>",
|
53 |
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"sep_token": "</s>",
|
54 |
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"tokenizer_class": "BartTokenizer",
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55 |
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"trim_offsets": true,
|
56 |
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"unk_token": "<unk>"
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57 |
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}
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xsum_1677_bart-base/training_args.bin
ADDED
@@ -0,0 +1,3 @@
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1 |
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version https://git-lfs.github.com/spec/v1
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2 |
+
oid sha256:b12ebb402523c399095b81d71e8a90bdbb1b3f76be4c59621e1c9ab2664d22dd
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3 |
+
size 4856
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xsum_1677_bart-base/vocab.json
ADDED
The diff for this file is too large to render.
See raw diff
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