Model trained- 1st iteration
Browse files- README.md +61 -0
- config.json +59 -0
- gitattributes +35 -0
- model.safetensors +3 -0
- special_tokens_map.json +37 -0
- tokenizer.json +0 -0
- tokenizer_config.json +65 -0
- vocab.txt +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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base_model: google/muril-base-cased
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model-index:
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- name: nepali_complaints_classification_muril
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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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# nepali_complaints_classification_muril
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This model is a fine-tuned version of [google/muril-base-cased](https://huggingface.co/google/muril-base-cased) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.2424
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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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- lr_scheduler_warmup_steps: 1000
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- num_epochs: 4
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### Training results
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| Training Loss | Epoch | Step | Validation Loss |
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|:-------------:|:-----:|:----:|:---------------:|
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| 0.916 | 1.0 | 2244 | 0.7103 |
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| 0.2725 | 2.0 | 4488 | 0.3206 |
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| 0.1678 | 3.0 | 6732 | 0.2685 |
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| 0.204 | 4.0 | 8976 | 0.2424 |
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### Framework versions
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- Transformers 4.38.2
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- Pytorch 2.1.0+cu121
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- Datasets 2.18.0
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- Tokenizers 0.15.2
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config.json
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{
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"_name_or_path": "./my_muril_model",
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"architectures": [
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"BertForSequenceClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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"classifier_dropout": null,
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"embedding_size": 768,
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"hidden_act": "gelu",
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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": "\u0905\u0930\u094d\u0925 \u0938\u092c\u0928\u094d\u0927\u0940",
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"1": "\u0905\u0930\u094d\u0925\u093f\u0915 \u0905\u0928\u093f\u092f\u092e\u093f\u0924\u0924\u093e \u0924\u0925\u093e \u092d\u094d\u0930\u0937\u094d\u091f\u093e\u091a\u093e\u0930 \u0938\u092e\u094d\u092c\u0928\u094d\u0927\u0940",
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"2": "\u0915\u0930\u094d\u092e\u091a\u093e\u0930\u0940 \u0938\u092e\u094d\u0935\u0928\u094d\u0927\u0940",
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"3": "\u0916\u093e\u0928\u0947\u092a\u093e\u0928\u0940",
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"4": "\u0928\u093f\u0930\u094d\u092e\u093e\u0923 \u0915\u093e\u0930\u094d\u092f \u0938\u092e\u094d\u092c\u0928\u094d\u0927\u0940",
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"5": "\u092a\u093e\u0930\u094d\u0915\u093f\u0919\u094d\u0917 \u0924\u0925\u093e \u092e\u0947\u091f\u094d\u0930\u094b \u092a\u0941\u0932\u093f\u0938",
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"6": "\u092a\u094d\u0930\u093e\u0915\u0943\u0924\u093f\u0915 \u0936\u094d\u0930\u094b\u0924/\u0938\u093e\u0927\u0928 \u0938\u092e\u094d\u092c\u0928\u094d\u0927\u0940",
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"7": "\u092b\u094b\u0939\u094b\u0930\u092e\u0948\u0932\u093e \u0935\u094d\u092f\u0935\u0938\u094d\u0925\u093e\u092a\u0928",
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"8": "\u0932\u093e\u0917\u0941 \u092a\u0926\u093e\u0930\u094d\u0925 \u0938\u092e\u094d\u092c\u0928\u094d\u0927\u0940",
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"9": "\u0935\u0947\u092c\u0938\u093e\u0907\u091f \u0924\u0925\u093e \u0905\u092d\u093f\u0932\u0947\u0916 \u0935\u094d\u092f\u0935\u0938\u094d\u0925\u093e\u092a\u0928 \u0938\u092e\u094d\u092c\u0928\u094d\u0927\u0940",
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"10": "\u0936\u093e\u0928\u094d\u0924\u093f \u0938\u0941\u0930\u0915\u094d\u0937\u093e",
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"11": "\u0938\u0942\u091a\u0928\u093e \u0924\u0925\u093e \u0938\u0902\u091a\u093e\u0930",
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"12": "\u0938\u094b\u0927\u092a\u0941\u091b, \u0938\u0941\u091d\u093e\u0935, \u092a\u094d\u0930\u0936\u0902\u0938\u093e \u0938\u092e\u094d\u092c\u0928\u094d\u0927\u0940",
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"13": "\u0938\u094d\u0935\u093e\u0938\u094d\u0925\u094d\u092f\u0938\u0901\u0917 \u0938\u092e\u094d\u092c\u0928\u094d\u0927\u0940"
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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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"\u0905\u0930\u094d\u0925 \u0938\u092c\u0928\u094d\u0927\u0940": 0,
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"\u0905\u0930\u094d\u0925\u093f\u0915 \u0905\u0928\u093f\u092f\u092e\u093f\u0924\u0924\u093e \u0924\u0925\u093e \u092d\u094d\u0930\u0937\u094d\u091f\u093e\u091a\u093e\u0930 \u0938\u092e\u094d\u092c\u0928\u094d\u0927\u0940": 1,
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"\u0915\u0930\u094d\u092e\u091a\u093e\u0930\u0940 \u0938\u092e\u094d\u0935\u0928\u094d\u0927\u0940": 2,
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"\u0916\u093e\u0928\u0947\u092a\u093e\u0928\u0940": 3,
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"\u0928\u093f\u0930\u094d\u092e\u093e\u0923 \u0915\u093e\u0930\u094d\u092f \u0938\u092e\u094d\u092c\u0928\u094d\u0927\u0940": 4,
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| 36 |
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"\u092a\u093e\u0930\u094d\u0915\u093f\u0919\u094d\u0917 \u0924\u0925\u093e \u092e\u0947\u091f\u094d\u0930\u094b \u092a\u0941\u0932\u093f\u0938": 5,
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"\u092a\u094d\u0930\u093e\u0915\u0943\u0924\u093f\u0915 \u0936\u094d\u0930\u094b\u0924/\u0938\u093e\u0927\u0928 \u0938\u092e\u094d\u092c\u0928\u094d\u0927\u0940": 6,
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"\u092b\u094b\u0939\u094b\u0930\u092e\u0948\u0932\u093e \u0935\u094d\u092f\u0935\u0938\u094d\u0925\u093e\u092a\u0928": 7,
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"\u0932\u093e\u0917\u0941 \u092a\u0926\u093e\u0930\u094d\u0925 \u0938\u092e\u094d\u092c\u0928\u094d\u0927\u0940": 8,
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"\u0935\u0947\u092c\u0938\u093e\u0907\u091f \u0924\u0925\u093e \u0905\u092d\u093f\u0932\u0947\u0916 \u0935\u094d\u092f\u0935\u0938\u094d\u0925\u093e\u092a\u0928 \u0938\u092e\u094d\u092c\u0928\u094d\u0927\u0940": 9,
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"\u0936\u093e\u0928\u094d\u0924\u093f \u0938\u0941\u0930\u0915\u094d\u0937\u093e": 10,
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"\u0938\u0942\u091a\u0928\u093e \u0924\u0925\u093e \u0938\u0902\u091a\u093e\u0930": 11,
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"\u0938\u094b\u0927\u092a\u0941\u091b, \u0938\u0941\u091d\u093e\u0935, \u092a\u094d\u0930\u0936\u0902\u0938\u093e \u0938\u092e\u094d\u092c\u0928\u094d\u0927\u0940": 12,
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| 44 |
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"\u0938\u094d\u0935\u093e\u0938\u094d\u0925\u094d\u092f\u0938\u0901\u0917 \u0938\u092e\u094d\u092c\u0928\u094d\u0927\u0940": 13
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},
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"layer_norm_eps": 1e-12,
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"max_position_embeddings": 512,
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"model_type": "bert",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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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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"torch_dtype": "float32",
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"transformers_version": "4.38.2",
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"type_vocab_size": 2,
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"use_cache": true,
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"vocab_size": 197285
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}
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gitattributes
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*.7z filter=lfs diff=lfs merge=lfs -text
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*.arrow filter=lfs diff=lfs merge=lfs -text
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*.bin filter=lfs diff=lfs merge=lfs -text
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*.bz2 filter=lfs diff=lfs merge=lfs -text
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*.ckpt filter=lfs diff=lfs merge=lfs -text
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*.ftz filter=lfs diff=lfs merge=lfs -text
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*.gz filter=lfs diff=lfs merge=lfs -text
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*.h5 filter=lfs diff=lfs merge=lfs -text
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*.joblib filter=lfs diff=lfs merge=lfs -text
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*.lfs.* filter=lfs diff=lfs merge=lfs -text
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*.mlmodel filter=lfs diff=lfs merge=lfs -text
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*.model filter=lfs diff=lfs merge=lfs -text
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*.msgpack filter=lfs diff=lfs merge=lfs -text
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*.npy filter=lfs diff=lfs merge=lfs -text
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*.npz filter=lfs diff=lfs merge=lfs -text
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*.onnx filter=lfs diff=lfs merge=lfs -text
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*.ot filter=lfs diff=lfs merge=lfs -text
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*.parquet filter=lfs diff=lfs merge=lfs -text
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*.pb filter=lfs diff=lfs merge=lfs -text
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*.pickle filter=lfs diff=lfs merge=lfs -text
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*.pkl filter=lfs diff=lfs merge=lfs -text
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*.pt filter=lfs diff=lfs merge=lfs -text
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*.pth filter=lfs diff=lfs merge=lfs -text
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*.rar filter=lfs diff=lfs merge=lfs -text
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*.safetensors filter=lfs diff=lfs merge=lfs -text
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saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.tar.* filter=lfs diff=lfs merge=lfs -text
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*.tar filter=lfs diff=lfs merge=lfs -text
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*.tflite filter=lfs diff=lfs merge=lfs -text
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*.tgz filter=lfs diff=lfs merge=lfs -text
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*.wasm filter=lfs diff=lfs merge=lfs -text
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*.xz filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:df455c7d66c16aab4867aed166c7f635f3c5aaca93378644ad23caee2536b2a5
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size 950291512
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special_tokens_map.json
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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": false,
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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": false,
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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": {
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"content": "[PAD]",
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"lstrip": false,
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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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"sep_token": {
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| 24 |
+
"content": "[SEP]",
|
| 25 |
+
"lstrip": false,
|
| 26 |
+
"normalized": false,
|
| 27 |
+
"rstrip": false,
|
| 28 |
+
"single_word": false
|
| 29 |
+
},
|
| 30 |
+
"unk_token": {
|
| 31 |
+
"content": "[UNK]",
|
| 32 |
+
"lstrip": false,
|
| 33 |
+
"normalized": false,
|
| 34 |
+
"rstrip": false,
|
| 35 |
+
"single_word": false
|
| 36 |
+
}
|
| 37 |
+
}
|
tokenizer.json
ADDED
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|
tokenizer_config.json
ADDED
|
@@ -0,0 +1,65 @@
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|
| 1 |
+
{
|
| 2 |
+
"added_tokens_decoder": {
|
| 3 |
+
"0": {
|
| 4 |
+
"content": "[PAD]",
|
| 5 |
+
"lstrip": false,
|
| 6 |
+
"normalized": false,
|
| 7 |
+
"rstrip": false,
|
| 8 |
+
"single_word": false,
|
| 9 |
+
"special": true
|
| 10 |
+
},
|
| 11 |
+
"100": {
|
| 12 |
+
"content": "[UNK]",
|
| 13 |
+
"lstrip": false,
|
| 14 |
+
"normalized": false,
|
| 15 |
+
"rstrip": false,
|
| 16 |
+
"single_word": false,
|
| 17 |
+
"special": true
|
| 18 |
+
},
|
| 19 |
+
"103": {
|
| 20 |
+
"content": "[MASK]",
|
| 21 |
+
"lstrip": false,
|
| 22 |
+
"normalized": false,
|
| 23 |
+
"rstrip": false,
|
| 24 |
+
"single_word": false,
|
| 25 |
+
"special": true
|
| 26 |
+
},
|
| 27 |
+
"104": {
|
| 28 |
+
"content": "[CLS]",
|
| 29 |
+
"lstrip": false,
|
| 30 |
+
"normalized": false,
|
| 31 |
+
"rstrip": false,
|
| 32 |
+
"single_word": false,
|
| 33 |
+
"special": true
|
| 34 |
+
},
|
| 35 |
+
"105": {
|
| 36 |
+
"content": "[SEP]",
|
| 37 |
+
"lstrip": false,
|
| 38 |
+
"normalized": false,
|
| 39 |
+
"rstrip": false,
|
| 40 |
+
"single_word": false,
|
| 41 |
+
"special": true
|
| 42 |
+
}
|
| 43 |
+
},
|
| 44 |
+
"clean_up_tokenization_spaces": true,
|
| 45 |
+
"cls_token": "[CLS]",
|
| 46 |
+
"do_basic_tokenize": true,
|
| 47 |
+
"do_lower_case": false,
|
| 48 |
+
"lowercase": false,
|
| 49 |
+
"mask_token": "[MASK]",
|
| 50 |
+
"max_length": 512,
|
| 51 |
+
"model_max_length": 512,
|
| 52 |
+
"never_split": null,
|
| 53 |
+
"pad_to_multiple_of": null,
|
| 54 |
+
"pad_token": "[PAD]",
|
| 55 |
+
"pad_token_type_id": 0,
|
| 56 |
+
"padding_side": "right",
|
| 57 |
+
"sep_token": "[SEP]",
|
| 58 |
+
"stride": 0,
|
| 59 |
+
"strip_accents": false,
|
| 60 |
+
"tokenize_chinese_chars": true,
|
| 61 |
+
"tokenizer_class": "BertTokenizer",
|
| 62 |
+
"truncation_side": "right",
|
| 63 |
+
"truncation_strategy": "longest_first",
|
| 64 |
+
"unk_token": "[UNK]"
|
| 65 |
+
}
|
vocab.txt
ADDED
|
The diff for this file is too large to render.
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|
|
|