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Browse files- README.md +84 -0
- config.json +75 -0
- merges.txt +0 -0
- pytorch_model.bin +3 -0
- special_tokens_map.json +15 -0
- tokenizer.json +0 -0
- tokenizer_config.json +16 -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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tags:
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- generated_from_trainer
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model-index:
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- name: alltasks_m1-t1
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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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# alltasks_m1-t1
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This model is a fine-tuned version of [yuchenlin/BART0pp](https://huggingface.co/yuchenlin/BART0pp) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 1.8914
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- Train Runtime: 12625.9615
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- Train Samples Per Second: 57.001
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- Train Steps Per Second: 0.792
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- Train Loss: 1.6667
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- Train Samples: 239899
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- Gen Len: 9.9497
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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: 9
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- eval_batch_size: 9
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- seed: 42
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- distributed_type: multi-GPU
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- num_devices: 8
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- total_train_batch_size: 72
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- total_eval_batch_size: 72
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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: 3.0
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Rouge1 | Rouge2 | Rougel | Rougelsum | Accuracy | F1 | Recall | Precision | Gen Len |
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|:-------------:|:-----:|:----:|:---------------:|:-------:|:------:|:-------:|:---------:|:--------:|:-------:|:-------:|:---------:|:-------:|
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| 1.9907 | 0.15 | 500 | 2.3435 | 50.3191 | 6.4838 | 49.7719 | 50.0456 | 55.5972 | 55.5972 | 55.5972 | 55.5972 | 8.8197 |
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| 1.9578 | 0.3 | 1000 | 2.0301 | 54.8237 | 7.033 | 54.3422 | 54.4676 | 61.3115 | 61.3115 | 61.3115 | 61.3115 | 8.0583 |
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| 1.8599 | 0.45 | 1500 | 1.9683 | 58.0535 | 6.4621 | 57.5215 | 57.7813 | 66.2295 | 66.2295 | 66.2295 | 66.2295 | 8.1403 |
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| 1.861 | 0.6 | 2000 | 1.9899 | 60.2053 | 6.6431 | 59.6317 | 59.8907 | 69.0867 | 69.0867 | 69.0867 | 69.0867 | 8.4773 |
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| 1.7464 | 0.75 | 2500 | 1.9600 | 61.3403 | 6.6424 | 60.8196 | 61.0684 | 70.726 | 70.726 | 70.726 | 70.726 | 8.4747 |
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| 1.8516 | 0.9 | 3000 | 1.9506 | 59.7834 | 6.4538 | 59.2387 | 59.5396 | 68.8993 | 68.8993 | 68.8993 | 68.8993 | 8.5043 |
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| 1.6371 | 1.05 | 3500 | 1.9415 | 60.9397 | 6.6405 | 60.3836 | 60.6176 | 70.1639 | 70.1639 | 70.1639 | 70.1639 | 8.1427 |
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| 1.643 | 1.2 | 4000 | 1.9433 | 62.7362 | 6.8939 | 62.1572 | 62.4167 | 72.4122 | 72.4122 | 72.4122 | 72.4122 | 7.9857 |
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| 1.6193 | 1.35 | 4500 | 1.9296 | 61.3662 | 6.7287 | 60.8375 | 61.1083 | 70.8197 | 70.8197 | 70.8197 | 70.8197 | 8.4563 |
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| 1.6593 | 1.5 | 5000 | 1.9060 | 63.089 | 6.7619 | 62.5142 | 62.8447 | 73.1616 | 73.1616 | 73.1616 | 73.1616 | 8.42 |
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| 1.6716 | 1.65 | 5500 | 1.9133 | 63.2106 | 6.7486 | 62.5549 | 62.9047 | 73.2553 | 73.2553 | 73.2553 | 73.2553 | 8.362 |
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| 1.5638 | 1.8 | 6000 | 1.8967 | 63.5146 | 6.9202 | 62.9517 | 63.1969 | 73.4895 | 73.4895 | 73.4895 | 73.4895 | 8.28 |
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| 1.5614 | 1.95 | 6500 | 1.8835 | 63.3545 | 6.9092 | 62.7955 | 63.0354 | 73.2084 | 73.2084 | 73.2084 | 73.2084 | 8.2333 |
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| 1.4675 | 2.1 | 7000 | 1.9220 | 63.465 | 6.7168 | 62.9135 | 63.2247 | 73.63 | 73.63 | 73.63 | 73.63 | 8.1323 |
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| 1.4402 | 2.25 | 7500 | 1.9425 | 64.0073 | 7.0859 | 63.4022 | 63.7246 | 73.8642 | 73.8642 | 73.8642 | 73.8642 | 8.1393 |
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| 1.4655 | 2.4 | 8000 | 1.9142 | 64.366 | 6.8629 | 63.7608 | 64.0938 | 74.5667 | 74.5667 | 74.5667 | 74.5667 | 8.1717 |
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| 1.4741 | 2.55 | 8500 | 1.9238 | 64.022 | 6.8364 | 63.4035 | 63.7259 | 74.192 | 74.192 | 74.192 | 74.192 | 8.1777 |
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| 1.4335 | 2.7 | 9000 | 1.9001 | 64.8286 | 6.9507 | 64.159 | 64.5065 | 75.0351 | 75.0351 | 75.0351 | 75.0351 | 8.1387 |
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| 1.5305 | 2.85 | 9500 | 1.8914 | 64.895 | 6.9613 | 64.2636 | 64.5959 | 75.1288 | 75.1288 | 75.1288 | 75.1288 | 8.2063 |
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### Framework versions
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- Transformers 4.20.1
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- Pytorch 1.11.0
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- Datasets 2.3.2
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- Tokenizers 0.12.1
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config.json
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{
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"_name_or_path": "yuchenlin/BART0pp",
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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": 1024,
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"decoder_attention_heads": 16,
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"decoder_ffn_dim": 4096,
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"decoder_layerdrop": 0.0,
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"decoder_layers": 12,
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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": 16,
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"encoder_ffn_dim": 4096,
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"encoder_layerdrop": 0.0,
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"encoder_layers": 12,
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"eos_token_id": 2,
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"force_bos_token_to_be_generated": true,
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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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"num_beams": 4,
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"num_hidden_layers": 12,
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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": "4.20.1",
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"use_cache": false,
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"vocab_size": 50265
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}
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merges.txt
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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:20bf83f9c7909dd51dadd76deab50d6893f2680b1b886292ab3f3026249bc72d
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size 1625438243
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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": false,
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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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"bos_token": "<s>",
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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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"name_or_path": "yuchenlin/BART0pp",
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"pad_token": "<pad>",
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"sep_token": "</s>",
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"special_tokens_map_file": null,
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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:d632afeaeeb7587716b4df852264b7a9b3f2be1fec3b4508440ec8232cc4b26a
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size 4655
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vocab.json
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