Instructions to use somukandula/maskara-tiny-v2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use somukandula/maskara-tiny-v2 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("token-classification", model="somukandula/maskara-tiny-v2")# Load model directly from transformers import AutoTokenizer, AutoModelForTokenClassification tokenizer = AutoTokenizer.from_pretrained("somukandula/maskara-tiny-v2") model = AutoModelForTokenClassification.from_pretrained("somukandula/maskara-tiny-v2", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Training in progress, step 1000
Browse files- config.json +100 -0
- model.safetensors +3 -0
- special_tokens_map.json +37 -0
- tokenizer.json +0 -0
- tokenizer_config.json +61 -0
- training_args.bin +3 -0
- vocab.txt +0 -0
config.json
ADDED
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@@ -0,0 +1,100 @@
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{
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"_name_or_path": "somukandula/maskara-tiny",
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"architectures": [
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"BertForTokenClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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| 7 |
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"classifier_dropout": null,
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| 8 |
+
"gradient_checkpointing": false,
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| 9 |
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.1,
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| 11 |
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"hidden_size": 384,
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| 12 |
+
"id2label": {
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"0": "O",
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| 14 |
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"1": "B-ADDRESS",
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"2": "B-API_KEY",
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"3": "B-CREDIT_CARD",
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"4": "B-DATE_OF_BIRTH",
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"5": "B-DRIVER_LICENSE",
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"6": "B-EMAIL",
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"7": "B-IP_ADDRESS",
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"8": "B-PASSWORD",
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"9": "B-PERSON_NAME",
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| 23 |
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"10": "B-PHONE",
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"11": "B-SSN",
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| 25 |
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"12": "B-USERNAME",
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| 26 |
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"13": "B-AADHAAR",
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| 27 |
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"14": "B-PAN_CARD",
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"15": "B-PASSPORT",
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| 29 |
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"16": "B-UPI_ID",
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"17": "B-VEHICLE_REG",
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"18": "I-ADDRESS",
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"19": "I-API_KEY",
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"20": "I-CREDIT_CARD",
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"21": "I-DATE_OF_BIRTH",
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"22": "I-DRIVER_LICENSE",
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"23": "I-EMAIL",
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"24": "I-IP_ADDRESS",
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"25": "I-PASSWORD",
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"26": "I-PERSON_NAME",
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"27": "I-PHONE",
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"28": "I-SSN",
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"29": "I-USERNAME",
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"30": "I-AADHAAR",
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"31": "I-PAN_CARD",
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"32": "I-PASSPORT",
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"33": "I-UPI_ID",
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"34": "I-VEHICLE_REG"
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},
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"initializer_range": 0.02,
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"intermediate_size": 1536,
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"label2id": {
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"B-AADHAAR": 13,
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"B-ADDRESS": 1,
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"B-API_KEY": 2,
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"B-CREDIT_CARD": 3,
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| 56 |
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"B-DATE_OF_BIRTH": 4,
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| 57 |
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"B-DRIVER_LICENSE": 5,
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| 58 |
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"B-EMAIL": 6,
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| 59 |
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"B-IP_ADDRESS": 7,
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"B-PAN_CARD": 14,
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| 61 |
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"B-PASSPORT": 15,
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"B-PASSWORD": 8,
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| 63 |
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"B-PERSON_NAME": 9,
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| 64 |
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"B-PHONE": 10,
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"B-SSN": 11,
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| 66 |
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"B-UPI_ID": 16,
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| 67 |
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"B-USERNAME": 12,
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| 68 |
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"B-VEHICLE_REG": 17,
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| 69 |
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"I-AADHAAR": 30,
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| 70 |
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"I-ADDRESS": 18,
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| 71 |
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"I-API_KEY": 19,
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| 72 |
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"I-CREDIT_CARD": 20,
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| 73 |
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"I-DATE_OF_BIRTH": 21,
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| 74 |
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"I-DRIVER_LICENSE": 22,
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| 75 |
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"I-EMAIL": 23,
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| 76 |
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"I-IP_ADDRESS": 24,
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| 77 |
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"I-PAN_CARD": 31,
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| 78 |
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"I-PASSPORT": 32,
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| 79 |
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"I-PASSWORD": 25,
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| 80 |
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"I-PERSON_NAME": 26,
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| 81 |
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"I-PHONE": 27,
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| 82 |
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"I-SSN": 28,
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| 83 |
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"I-UPI_ID": 33,
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| 84 |
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"I-USERNAME": 29,
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| 85 |
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"I-VEHICLE_REG": 34,
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| 86 |
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"O": 0
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},
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| 88 |
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"layer_norm_eps": 1e-12,
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| 89 |
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"max_position_embeddings": 512,
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| 90 |
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"model_type": "bert",
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| 91 |
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"num_attention_heads": 12,
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| 92 |
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"num_hidden_layers": 6,
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| 93 |
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"pad_token_id": 0,
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| 94 |
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"position_embedding_type": "absolute",
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"torch_dtype": "float32",
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| 96 |
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"transformers_version": "4.44.2",
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| 97 |
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"type_vocab_size": 2,
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| 98 |
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"use_cache": true,
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"vocab_size": 30522
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}
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model.safetensors
ADDED
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@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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oid sha256:dfb2746fb1a4e38177ae385dacdda295475eda3bdc8a94546b22483443f1387a
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size 90327228
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special_tokens_map.json
ADDED
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@@ -0,0 +1,37 @@
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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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| 18 |
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"lstrip": false,
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| 19 |
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"normalized": false,
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| 20 |
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"rstrip": false,
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| 21 |
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"single_word": false
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| 22 |
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},
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| 23 |
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"sep_token": {
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| 24 |
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"content": "[SEP]",
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| 25 |
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"lstrip": false,
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| 26 |
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"normalized": false,
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| 27 |
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"rstrip": false,
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| 28 |
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"single_word": false
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| 29 |
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},
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| 30 |
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"unk_token": {
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| 31 |
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"content": "[UNK]",
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| 32 |
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"lstrip": false,
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| 33 |
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"normalized": false,
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| 34 |
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"rstrip": false,
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| 35 |
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"single_word": false
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| 36 |
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}
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| 37 |
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}
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tokenizer.json
ADDED
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The diff for this file is too large to render.
See raw diff
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tokenizer_config.json
ADDED
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@@ -0,0 +1,61 @@
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{
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"added_tokens_decoder": {
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"0": {
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"content": "[PAD]",
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| 5 |
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"lstrip": false,
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| 6 |
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"normalized": false,
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| 7 |
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"rstrip": false,
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| 8 |
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"single_word": false,
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| 9 |
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"special": true
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| 10 |
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},
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| 11 |
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"100": {
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| 12 |
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"content": "[UNK]",
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| 13 |
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"lstrip": false,
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| 14 |
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"normalized": false,
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| 15 |
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"rstrip": false,
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| 16 |
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"single_word": false,
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| 17 |
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"special": true
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| 18 |
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},
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| 19 |
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"101": {
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| 20 |
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"content": "[CLS]",
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| 21 |
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"lstrip": false,
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| 22 |
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"normalized": false,
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| 23 |
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"rstrip": false,
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| 24 |
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"single_word": false,
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| 25 |
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"special": true
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| 26 |
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},
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| 27 |
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"102": {
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| 28 |
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"content": "[SEP]",
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| 29 |
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"lstrip": false,
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| 30 |
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"normalized": false,
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| 31 |
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"rstrip": false,
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| 32 |
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"single_word": false,
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| 33 |
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"special": true
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| 34 |
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},
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| 35 |
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"103": {
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| 36 |
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"content": "[MASK]",
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| 37 |
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"lstrip": false,
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| 38 |
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"normalized": false,
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| 39 |
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"rstrip": false,
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| 40 |
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"single_word": false,
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| 41 |
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"special": true
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| 42 |
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}
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| 43 |
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},
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| 44 |
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"clean_up_tokenization_spaces": true,
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| 45 |
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"cls_token": "[CLS]",
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| 46 |
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"do_basic_tokenize": true,
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| 47 |
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"do_lower_case": true,
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| 48 |
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"mask_token": "[MASK]",
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| 49 |
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"max_length": 512,
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| 50 |
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"model_max_length": 512,
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| 51 |
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"never_split": null,
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| 52 |
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"pad_token": "[PAD]",
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| 53 |
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"sep_token": "[SEP]",
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| 54 |
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"stride": 0,
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| 55 |
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"strip_accents": null,
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| 56 |
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"tokenize_chinese_chars": true,
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| 57 |
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"tokenizer_class": "BertTokenizer",
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| 58 |
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"truncation_side": "right",
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| 59 |
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"truncation_strategy": "longest_first",
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| 60 |
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"unk_token": "[UNK]"
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| 61 |
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}
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training_args.bin
ADDED
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version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:1d6c93de8cd37d7e0260dfd6693acf236ba432f257259df6b72553729b41ed6e
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| 3 |
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size 5176
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vocab.txt
ADDED
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The diff for this file is too large to render.
See raw diff
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