End of training
Browse files- README.md +56 -0
- config.json +140 -0
- model.safetensors +3 -0
- special_tokens_map.json +7 -0
- tokenizer.json +0 -0
- tokenizer_config.json +56 -0
- training_args.bin +3 -0
- vocab.txt +0 -0
README.md
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---
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library_name: transformers
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license: apache-2.0
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base_model: bert-base-uncased
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tags:
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- generated_from_trainer
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model-index:
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- name: session-classifier
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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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# session-classifier
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This model is a fine-tuned version of [bert-base-uncased](https://huggingface.co/bert-base-uncased) on the None dataset.
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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: 128
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- eval_batch_size: 16
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- seed: 42
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- gradient_accumulation_steps: 3
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- total_train_batch_size: 384
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- optimizer: Use OptimizerNames.ADAFACTOR and the args are:
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No additional optimizer arguments
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- lr_scheduler_type: cosine
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- num_epochs: 5
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### Training results
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### Framework versions
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- Transformers 4.51.3
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- Pytorch 2.6.0+cu124
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- Datasets 3.5.1
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- Tokenizers 0.21.1
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config.json
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{
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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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"gradient_checkpointing": false,
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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": "Accounts",
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"1": "Accounts. Credit Cards",
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"2": "Accounts. Credit Loans",
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"3": "BNPL",
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"4": "LS Entertainment Client",
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"5": "Origination",
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"6": "Origination. CashLoan",
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"7": "Origination. Showcase",
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"8": "ShopApp MB",
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"9": "T-Pay Wallet",
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"10": "TBundle",
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"11": "Travel",
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"12": "Travel. Search",
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"13": "default",
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26 |
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"14": "\u0410\u0432\u0438\u0430",
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"15": "\u0410\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u0444\u0438\u043d\u0430\u043d\u0441\u043e\u0432",
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"16": "\u0411\u0435\u0441\u043a\u043e\u043d\u0442\u0430\u043a\u0442\u043d\u0430\u044f \u043e\u043f\u043b\u0430\u0442\u0430",
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"17": "\u0412\u044b\u0433\u043e\u0434\u0430",
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"18": "\u0412\u044b\u0433\u043e\u0434\u0430. \u0413\u043b\u0430\u0432\u043d\u0430\u044f",
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"19": "\u0412\u044b\u0433\u043e\u0434\u0430.\u0413\u043b\u0430\u0432\u043d\u0430\u044f",
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"20": "\u0412\u044b\u0438\u0433\u043e\u0434\u0430",
|
33 |
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"21": "\u0412\u044b\u0493oda",
|
34 |
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"22": "\u0413\u0435\u0439\u043c\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f",
|
35 |
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"23": "\u0413\u043b\u0430\u0432\u043d\u0430\u044f",
|
36 |
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"24": "\u0414\u0435\u0431\u0435\u0442\u043e\u0432\u044b\u0435 \u0441\u0447\u0435\u0442\u0430",
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"25": "\u0414\u0435\u0442\u0430\u043b\u0438 \u0441\u0447\u0435\u0442\u0430",
|
38 |
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"26": "\u0418\u043d\u0432\u0435\u0441\u0442\u0438\u0446\u0438\u0438",
|
39 |
+
"27": "\u041a\u043e\u043d\u0442\u0430\u043a\u0442\u044b",
|
40 |
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"28": "\u041c\u0430\u0440\u043a\u0435\u0442\u0438\u043d\u0433\u043e\u0432\u044b\u0435 \u043a\u043e\u043c\u043c\u0443\u043d\u0438\u043a\u0430\u0446\u0438\u0438",
|
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+
"29": "\u041c\u043e\u0431\u0430\u0439\u043b",
|
42 |
+
"30": "\u041d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u0438\u044f",
|
43 |
+
"31": "\u041e\u0421\u0410\u0413\u041e",
|
44 |
+
"32": "\u041e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u0442\u0440\u0430\u0442\u044b",
|
45 |
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"33": "\u041e\u043f\u043b\u0430\u0442\u0430",
|
46 |
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"34": "\u041f\u0435\u0440\u0435\u0432\u043e\u0434\u044b \u041e\u043d\u043b\u0430\u0439\u043d",
|
47 |
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"35": "\u041f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u0430\u044f \u043b\u0435\u043d\u0442\u0430",
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"36": "\u041f\u043b\u0430\u0442\u0435\u0436\u0438 \u0438 \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u044b",
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"37": "\u041f\u043e\u0434\u043f\u0438\u0441\u043a\u0438 \u0438 \u0432\u044b\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u0441\u0447\u0435\u0442\u0430",
|
50 |
+
"38": "\u041f\u043e\u043a\u0443\u043f\u043a\u0438",
|
51 |
+
"39": "\u041f\u043e\u043c\u043e\u0449\u044c",
|
52 |
+
"40": "\u041f\u0440\u0438\u0432\u0430\u0442\u043d\u044b\u0439 \u043f\u0440\u043e\u0444\u0438\u043b\u044c \u0438 \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b",
|
53 |
+
"41": "\u041f\u0440\u0438\u0432\u0435\u0434\u0438 \u0434\u0440\u0443\u0433\u0430",
|
54 |
+
"42": "\u0421\u0430\u043c\u043e\u0437\u0430\u043d\u044f\u0442\u044b\u0435",
|
55 |
+
"43": "\u0421\u0442\u0440\u0430\u0445\u043e\u0432\u0430\u043d\u0438\u0435",
|
56 |
+
"44": "\u0421\u0447\u0435\u0442\u0430",
|
57 |
+
"45": "\u0421\u0447\u0435\u0442\u0430. \u0414\u0435\u0431\u0435\u0442\u043e\u0432\u044b\u0435 \u0441\u0447\u0435\u0442\u0430",
|
58 |
+
"46": "\u0421\u0447\u0435\u0442\u0430. \u0414\u0435\u043f\u043e\u0437\u0438\u0442\u044b",
|
59 |
+
"47": "\u0421\u0447\u0435\u0442\u0430. \u041a\u0440\u0435\u0434\u0438\u0442\u043d\u044b\u0435 \u0441\u0447\u0435\u0442\u0430",
|
60 |
+
"48": "\u0421\u0447\u0435\u0442\u0430. \u041d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u0438\u044f",
|
61 |
+
"49": "\u0422-Pay Wallet",
|
62 |
+
"50": "\u0422-\u0417\u0430\u0449\u0438\u0442\u0430",
|
63 |
+
"51": "\u0422-\u041fay Wallet",
|
64 |
+
"52": "\u0422\u0440\u0435\u0432\u0435\u043b",
|
65 |
+
"53": "\u0423\u043c\u043d\u0430\u044f \u043a\u0430\u043c\u0435\u0440\u0430",
|
66 |
+
"54": "\u042d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u043d\u0430\u044f \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c"
|
67 |
+
},
|
68 |
+
"initializer_range": 0.02,
|
69 |
+
"intermediate_size": 3072,
|
70 |
+
"label2id": {
|
71 |
+
"Accounts": 0,
|
72 |
+
"Accounts. Credit Cards": 1,
|
73 |
+
"Accounts. Credit Loans": 2,
|
74 |
+
"BNPL": 3,
|
75 |
+
"LS Entertainment Client": 4,
|
76 |
+
"Origination": 5,
|
77 |
+
"Origination. CashLoan": 6,
|
78 |
+
"Origination. Showcase": 7,
|
79 |
+
"ShopApp MB": 8,
|
80 |
+
"T-Pay Wallet": 9,
|
81 |
+
"TBundle": 10,
|
82 |
+
"Travel": 11,
|
83 |
+
"Travel. Search": 12,
|
84 |
+
"default": 13,
|
85 |
+
"\u0410\u0432\u0438\u0430": 14,
|
86 |
+
"\u0410\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u0444\u0438\u043d\u0430\u043d\u0441\u043e\u0432": 15,
|
87 |
+
"\u0411\u0435\u0441\u043a\u043e\u043d\u0442\u0430\u043a\u0442\u043d\u0430\u044f \u043e\u043f\u043b\u0430\u0442\u0430": 16,
|
88 |
+
"\u0412\u044b\u0433\u043e\u0434\u0430": 17,
|
89 |
+
"\u0412\u044b\u0433\u043e\u0434\u0430. \u0413\u043b\u0430\u0432\u043d\u0430\u044f": 18,
|
90 |
+
"\u0412\u044b\u0433\u043e\u0434\u0430.\u0413\u043b\u0430\u0432\u043d\u0430\u044f": 19,
|
91 |
+
"\u0412\u044b\u0438\u0433\u043e\u0434\u0430": 20,
|
92 |
+
"\u0412\u044b\u0493oda": 21,
|
93 |
+
"\u0413\u0435\u0439\u043c\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f": 22,
|
94 |
+
"\u0413\u043b\u0430\u0432\u043d\u0430\u044f": 23,
|
95 |
+
"\u0414\u0435\u0431\u0435\u0442\u043e\u0432\u044b\u0435 \u0441\u0447\u0435\u0442\u0430": 24,
|
96 |
+
"\u0414\u0435\u0442\u0430\u043b\u0438 \u0441\u0447\u0435\u0442\u0430": 25,
|
97 |
+
"\u0418\u043d\u0432\u0435\u0441\u0442\u0438\u0446\u0438\u0438": 26,
|
98 |
+
"\u041a\u043e\u043d\u0442\u0430\u043a\u0442\u044b": 27,
|
99 |
+
"\u041c\u0430\u0440\u043a\u0435\u0442\u0438\u043d\u0433\u043e\u0432\u044b\u0435 \u043a\u043e\u043c\u043c\u0443\u043d\u0438\u043a\u0430\u0446\u0438\u0438": 28,
|
100 |
+
"\u041c\u043e\u0431\u0430\u0439\u043b": 29,
|
101 |
+
"\u041d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u0438\u044f": 30,
|
102 |
+
"\u041e\u0421\u0410\u0413\u041e": 31,
|
103 |
+
"\u041e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u0442\u0440\u0430\u0442\u044b": 32,
|
104 |
+
"\u041e\u043f\u043b\u0430\u0442\u0430": 33,
|
105 |
+
"\u041f\u0435\u0440\u0435\u0432\u043e\u0434\u044b \u041e\u043d\u043b\u0430\u0439\u043d": 34,
|
106 |
+
"\u041f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u0430\u044f \u043b\u0435\u043d\u0442\u0430": 35,
|
107 |
+
"\u041f\u043b\u0430\u0442\u0435\u0436\u0438 \u0438 \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u044b": 36,
|
108 |
+
"\u041f\u043e\u0434\u043f\u0438\u0441\u043a\u0438 \u0438 \u0432\u044b\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u0441\u0447\u0435\u0442\u0430": 37,
|
109 |
+
"\u041f\u043e\u043a\u0443\u043f\u043a\u0438": 38,
|
110 |
+
"\u041f\u043e\u043c\u043e\u0449\u044c": 39,
|
111 |
+
"\u041f\u0440\u0438\u0432\u0430\u0442\u043d\u044b\u0439 \u043f\u0440\u043e\u0444\u0438\u043b\u044c \u0438 \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b": 40,
|
112 |
+
"\u041f\u0440\u0438\u0432\u0435\u0434\u0438 \u0434\u0440\u0443\u0433\u0430": 41,
|
113 |
+
"\u0421\u0430\u043c\u043e\u0437\u0430\u043d\u044f\u0442\u044b\u0435": 42,
|
114 |
+
"\u0421\u0442\u0440\u0430\u0445\u043e\u0432\u0430\u043d\u0438\u0435": 43,
|
115 |
+
"\u0421\u0447\u0435\u0442\u0430": 44,
|
116 |
+
"\u0421\u0447\u0435\u0442\u0430. \u0414\u0435\u0431\u0435\u0442\u043e\u0432\u044b\u0435 \u0441\u0447\u0435\u0442\u0430": 45,
|
117 |
+
"\u0421\u0447\u0435\u0442\u0430. \u0414\u0435\u043f\u043e\u0437\u0438\u0442\u044b": 46,
|
118 |
+
"\u0421\u0447\u0435\u0442\u0430. \u041a\u0440\u0435\u0434\u0438\u0442\u043d\u044b\u0435 \u0441\u0447\u0435\u0442\u0430": 47,
|
119 |
+
"\u0421\u0447\u0435\u0442\u0430. \u041d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u0438\u044f": 48,
|
120 |
+
"\u0422-Pay Wallet": 49,
|
121 |
+
"\u0422-\u0417\u0430\u0449\u0438\u0442\u0430": 50,
|
122 |
+
"\u0422-\u041fay Wallet": 51,
|
123 |
+
"\u0422\u0440\u0435\u0432\u0435\u043b": 52,
|
124 |
+
"\u0423\u043c\u043d\u0430\u044f \u043a\u0430\u043c\u0435\u0440\u0430": 53,
|
125 |
+
"\u042d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u043d\u0430\u044f \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c": 54
|
126 |
+
},
|
127 |
+
"layer_norm_eps": 1e-12,
|
128 |
+
"max_position_embeddings": 512,
|
129 |
+
"model_type": "bert",
|
130 |
+
"num_attention_heads": 12,
|
131 |
+
"num_hidden_layers": 12,
|
132 |
+
"pad_token_id": 0,
|
133 |
+
"position_embedding_type": "absolute",
|
134 |
+
"problem_type": "single_label_classification",
|
135 |
+
"torch_dtype": "float32",
|
136 |
+
"transformers_version": "4.51.3",
|
137 |
+
"type_vocab_size": 2,
|
138 |
+
"use_cache": true,
|
139 |
+
"vocab_size": 30522
|
140 |
+
}
|
model.safetensors
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:1809389f72079ef325953e21533a49784904f6c252aecccc861b88e023606dc1
|
3 |
+
size 438121676
|
special_tokens_map.json
ADDED
@@ -0,0 +1,7 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
1 |
+
{
|
2 |
+
"cls_token": "[CLS]",
|
3 |
+
"mask_token": "[MASK]",
|
4 |
+
"pad_token": "[PAD]",
|
5 |
+
"sep_token": "[SEP]",
|
6 |
+
"unk_token": "[UNK]"
|
7 |
+
}
|
tokenizer.json
ADDED
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tokenizer_config.json
ADDED
@@ -0,0 +1,56 @@
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|
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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 |
+
"101": {
|
20 |
+
"content": "[CLS]",
|
21 |
+
"lstrip": false,
|
22 |
+
"normalized": false,
|
23 |
+
"rstrip": false,
|
24 |
+
"single_word": false,
|
25 |
+
"special": true
|
26 |
+
},
|
27 |
+
"102": {
|
28 |
+
"content": "[SEP]",
|
29 |
+
"lstrip": false,
|
30 |
+
"normalized": false,
|
31 |
+
"rstrip": false,
|
32 |
+
"single_word": false,
|
33 |
+
"special": true
|
34 |
+
},
|
35 |
+
"103": {
|
36 |
+
"content": "[MASK]",
|
37 |
+
"lstrip": false,
|
38 |
+
"normalized": false,
|
39 |
+
"rstrip": false,
|
40 |
+
"single_word": false,
|
41 |
+
"special": true
|
42 |
+
}
|
43 |
+
},
|
44 |
+
"clean_up_tokenization_spaces": false,
|
45 |
+
"cls_token": "[CLS]",
|
46 |
+
"do_lower_case": true,
|
47 |
+
"extra_special_tokens": {},
|
48 |
+
"mask_token": "[MASK]",
|
49 |
+
"model_max_length": 512,
|
50 |
+
"pad_token": "[PAD]",
|
51 |
+
"sep_token": "[SEP]",
|
52 |
+
"strip_accents": null,
|
53 |
+
"tokenize_chinese_chars": true,
|
54 |
+
"tokenizer_class": "BertTokenizer",
|
55 |
+
"unk_token": "[UNK]"
|
56 |
+
}
|
training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:e668fe361b1501d10ca2a09977d75016607df32b9f243014a939cbee16177f38
|
3 |
+
size 5304
|
vocab.txt
ADDED
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|
|