fine-tuned model
Browse files- README.md +66 -0
- all_results.json +15 -0
- config.json +46 -0
- eval_results.json +10 -0
- merges.txt +0 -0
- pytorch_model.bin +3 -0
- special_tokens_map.json +5 -0
- tokenizer.json +0 -0
- tokenizer_config.json +10 -0
- train_results.json +8 -0
- trainer_state.json +31 -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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---
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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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datasets:
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- wikitext
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metrics:
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- accuracy
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model-index:
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- name: distilgpt2-wikitext2
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results:
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- task:
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name: Causal Language Modeling
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type: text-generation
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dataset:
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name: wikitext wikitext-2-raw-v1
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type: wikitext
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args: wikitext-2-raw-v1
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metrics:
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- name: Accuracy
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type: accuracy
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value: 0.39321440208536984
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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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# distilgpt2-wikitext2
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This model is a fine-tuned version of [distilgpt2](https://huggingface.co/distilgpt2) on the wikitext wikitext-2-raw-v1 dataset.
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It achieves the following results on the evaluation set:
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- Loss: 3.3259
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- Accuracy: 0.3932
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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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- 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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### Framework versions
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- Transformers 4.21.1
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- Pytorch 1.12.1+cu116
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- Datasets 2.4.0
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- Tokenizers 0.12.1
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all_results.json
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{
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"epoch": 3.0,
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"eval_accuracy": 0.39321440208536984,
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"eval_loss": 3.3258824348449707,
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"eval_runtime": 10.0973,
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"eval_samples": 240,
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"eval_samples_per_second": 23.769,
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"eval_steps_per_second": 2.971,
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"perplexity": 27.82354027433018,
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"train_loss": 3.429908208737428,
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"train_runtime": 1005.8166,
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"train_samples": 2318,
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"train_samples_per_second": 6.914,
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"train_steps_per_second": 0.865
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}
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config.json
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{
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"_name_or_path": "distilgpt2",
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"_num_labels": 1,
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"activation_function": "gelu_new",
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"architectures": [
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"GPT2LMHeadModel"
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],
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"attn_pdrop": 0.1,
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"bos_token_id": 50256,
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"embd_pdrop": 0.1,
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"eos_token_id": 50256,
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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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"layer_norm_epsilon": 1e-05,
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"model_type": "gpt2",
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"n_ctx": 1024,
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"n_embd": 768,
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"n_head": 12,
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"n_inner": null,
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"n_layer": 6,
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"n_positions": 1024,
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"reorder_and_upcast_attn": false,
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"resid_pdrop": 0.1,
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"scale_attn_by_inverse_layer_idx": false,
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"scale_attn_weights": true,
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"summary_activation": null,
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"summary_first_dropout": 0.1,
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"summary_proj_to_labels": true,
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"summary_type": "cls_index",
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"summary_use_proj": true,
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"task_specific_params": {
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"text-generation": {
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"do_sample": true,
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"max_length": 50
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}
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},
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"torch_dtype": "float32",
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"transformers_version": "4.21.1",
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"use_cache": true,
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"vocab_size": 50257
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}
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eval_results.json
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{
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"epoch": 3.0,
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"eval_accuracy": 0.39321440208536984,
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"eval_loss": 3.3258824348449707,
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"eval_runtime": 10.0973,
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"eval_samples": 240,
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"eval_samples_per_second": 23.769,
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"eval_steps_per_second": 2.971,
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"perplexity": 27.82354027433018
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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 sha256:4f6bca2083a5b1bf1680e71ef31d9ea0067525d25fed3ee09c37df413bbb8d80
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size 333969117
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special_tokens_map.json
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{
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"bos_token": "<|endoftext|>",
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"eos_token": "<|endoftext|>",
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"unk_token": "<|endoftext|>"
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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": "<|endoftext|>",
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"eos_token": "<|endoftext|>",
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"model_max_length": 1024,
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"name_or_path": "distilgpt2",
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"special_tokens_map_file": null,
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"tokenizer_class": "GPT2Tokenizer",
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"unk_token": "<|endoftext|>"
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}
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train_results.json
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{
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"epoch": 3.0,
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"train_loss": 3.429908208737428,
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"train_runtime": 1005.8166,
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"train_samples": 2318,
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"train_samples_per_second": 6.914,
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"train_steps_per_second": 0.865
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}
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trainer_state.json
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{
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"best_metric": null,
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"best_model_checkpoint": null,
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"epoch": 3.0,
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"global_step": 870,
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"is_hyper_param_search": false,
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"is_local_process_zero": true,
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"is_world_process_zero": true,
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"log_history": [
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{
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"learning_rate": 2.1264367816091954e-05,
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"loss": 3.4843,
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"step": 500
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},
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{
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"epoch": 3.0,
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"step": 870,
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"total_flos": 1817057603616768.0,
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"train_loss": 3.429908208737428,
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"train_runtime": 1005.8166,
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"train_samples_per_second": 6.914,
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"train_steps_per_second": 0.865
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}
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],
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"max_steps": 870,
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"num_train_epochs": 3,
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"total_flos": 1817057603616768.0,
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"trial_name": null,
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"trial_params": null
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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:fa22f551164641d7a8c276c960eb60ba1071de5d9cf719aef76fbed8653c0abe
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size 3311
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vocab.json
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