Shruthikaa
commited on
Commit
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Parent(s):
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Training in progress, epoch 1
Browse files- README.md +58 -0
- config.json +43 -0
- pytorch_model.bin +3 -0
- special_tokens_map.json +51 -0
- spiece.model +3 -0
- tokenizer.json +0 -0
- tokenizer_config.json +62 -0
- training_args.bin +3 -0
- vocab.txt +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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base_model: google/fnet-base
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tags:
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- generated_from_trainer
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metrics:
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- accuracy
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model-index:
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- name: FNet_Classification
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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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# FNet_Classification
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This model is a fine-tuned version of [google/fnet-base](https://huggingface.co/google/fnet-base) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.3889
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- Accuracy: 0.813
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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: 16
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- eval_batch_size: 16
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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: 2
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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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| 0.5529 | 1.0 | 625 | 0.4144 | 0.804 |
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| 0.4314 | 2.0 | 1250 | 0.3889 | 0.813 |
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### Framework versions
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- Transformers 4.32.1
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- Pytorch 2.2.1+cpu
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- Datasets 2.12.0
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- Tokenizers 0.13.2
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config.json
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{
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"_name_or_path": "google/bigbird-roberta-base",
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"architectures": [
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"BigBirdForSequenceClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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"attention_type": "block_sparse",
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"block_size": 64,
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"bos_token_id": 1,
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"classifier_dropout": null,
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"eos_token_id": 2,
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"gradient_checkpointing": false,
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"hidden_act": "gelu_new",
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"hidden_dropout_prob": 0.1,
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"hidden_size": 768,
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"id2label": {
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"0": "Non-Hate",
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"1": "Hate"
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},
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"label2id": {
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"Hate": 1,
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"Non-Hate": 0
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},
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"layer_norm_eps": 1e-12,
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"max_position_embeddings": 4096,
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"model_type": "big_bird",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"num_random_blocks": 3,
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"pad_token_id": 0,
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"position_embedding_type": "absolute",
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"problem_type": "single_label_classification",
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"rescale_embeddings": false,
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"sep_token_id": 66,
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"torch_dtype": "float32",
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"transformers_version": "4.32.1",
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"type_vocab_size": 2,
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"use_bias": true,
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"use_cache": true,
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"vocab_size": 50358
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}
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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:c6106ec9863843af3015a7456239931dc7a331cf81caee77dd3bdaa8512f4134
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size 512310326
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special_tokens_map.json
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{
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"bos_token": {
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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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},
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"cls_token": {
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"content": "[CLS]",
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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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},
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"eos_token": {
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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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},
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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": {
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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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},
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"sep_token": {
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"content": "[SEP]",
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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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},
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"unk_token": {
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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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}
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}
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spiece.model
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version https://git-lfs.github.com/spec/v1
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oid sha256:fdc81e1fc9d42e0c08b86d5b280d05d7c5e9747c4231c648f2b56b8e1d893c82
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size 845731
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tokenizer.json
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tokenizer_config.json
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{
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"bos_token": {
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"__type": "AddedToken",
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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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},
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"clean_up_tokenization_spaces": true,
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"cls_token": {
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"__type": "AddedToken",
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"content": "[CLS]",
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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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},
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"eos_token": {
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"__type": "AddedToken",
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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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},
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"mask_token": {
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"__type": "AddedToken",
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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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"model_max_length": 4096,
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"pad_token": {
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"__type": "AddedToken",
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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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},
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"sep_token": {
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"__type": "AddedToken",
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"content": "[SEP]",
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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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},
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"sp_model_kwargs": {},
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"tokenizer_class": "BigBirdTokenizer",
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"unk_token": {
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"__type": "AddedToken",
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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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}
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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:e4311be18d7dce2ecdcdb3e8757df8f0c2c6f1cc48bfb62ea4f94560ab7c4aff
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size 4536
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vocab.txt
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