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Super-squash branch 'main' using huggingface_hub
Browse filesCo-authored-by: SFconvertbot <SFconvertbot@users.noreply.huggingface.co>
Co-authored-by: peter szemraj <peter szemraj@users.noreply.huggingface.co>
- .gitattributes +35 -0
- README.md +69 -0
- config.json +75 -0
- generation_config.json +17 -0
- merges.txt +0 -0
- model.safetensors +3 -0
- pytorch_model.bin +3 -0
- special_tokens_map.json +15 -0
- tokenizer.json +0 -0
- tokenizer_config.json +15 -0
- vocab.json +0 -0
.gitattributes
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README.md
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---
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license: cc-by-sa-3.0
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inference: false
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language:
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- en
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library_name: transformers
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pipeline_tag: text2text-generation
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datasets:
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- pszemraj/dolly_hhrlhf-text2text
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tags:
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- instruct
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- dolly_hhrlhf
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---
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# bart-base-instruct: dolly_hhrlhf
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<a href="https://colab.research.google.com/gist/pszemraj/a0c0a8cc24abfbf609f75f9d5c56c348/bart-base-instruct-example.ipynb">
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<img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/>
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</a>
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This model is a fine-tuned version of [facebook/bart-base](https://huggingface.co/facebook/bart-base) on the pszemraj/dolly_hhrlhf-text2text dataset.
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## Model description
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text2text models fine-tuned on a [modified dataset for text2text generation](https://huggingface.co/datasets/pszemraj/dolly_hhrlhf-text2text) based on the relatively more permissive [mosaicml/dolly_hhrlhf](https://huggingface.co/datasets/mosaicml/dolly_hhrlhf) dataset.
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Basic usage in Python:
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```python
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# pip install -q transformers accelerate
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from transformers import pipeline, GenerationConfig
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model_name = "pszemraj/bart-base-instruct-dolly_hhrlhf"
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assistant = pipeline(
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"text2text-generation",
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model_name,
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device_map="auto"
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)
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cfg = GenerationConfig.from_pretrained(model_name)
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# pass an 'instruction' as the prompt to the pipeline
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prompt = "Write a guide on how to become a ninja while working a 9-5 job."
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result = assistant(prompt, generation_config=cfg)[0]["generated_text"]
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print(result)
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```
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> using the generation config is optional, can subsitute with other generation params.
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## Intended uses & limitations
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- this is **not** tuned with RLHF etc, and may output offensive results
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- this model is rather small (~600 MB) and therefore it's "cognition" abilities are rather limited.
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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: 4e-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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- distributed_type: multi-GPU
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- gradient_accumulation_steps: 8
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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: cosine
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- lr_scheduler_warmup_ratio: 0.03
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- num_epochs: 3.0
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config.json
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{
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"_name_or_path": "pszemraj/bart-base-dolly_hhrlhf-text2text-v3",
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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": "4.29.2",
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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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"encoder_no_repeat_ngram_size": 5,
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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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"length_penalty": 1.1,
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"max_new_tokens": 256,
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"min_new_tokens": 32,
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"no_repeat_ngram_size": 3,
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"num_beams": 8,
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"pad_token_id": 1,
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"repetition_penalty": 1.3,
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"transformers_version": "4.29.2"
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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 sha256:8b3abc94a7cd42228757e315f064b7c929e8a69f37cccb54b69aa33534a051a2
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size 557912964
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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:53c039709ebe6ede390eebe206d3e2901ab8944d06b6030c0a22b992a7c189fd
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size 557967517
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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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"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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vocab.json
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