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session-classifier

Text Classification
Transformers
Safetensors
deberta-v2
Generated from Trainer
text-embeddings-inference
Model card Files
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Community
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Commit
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End of training

Browse files
Files changed (8) hide show
  1. README.md +8 -3
  2. added_tokens.json +3 -0
  3. config.json +139 -106
  4. model.safetensors +2 -2
  5. special_tokens_map.json +9 -1
  6. spm.model +3 -0
  7. tokenizer.json +0 -0
  8. tokenizer_config.json +17 -14
README.md CHANGED
@@ -1,9 +1,11 @@
1
  ---
2
  library_name: transformers
3
- license: apache-2.0
4
- base_model: bert-base-uncased
5
  tags:
6
  - generated_from_trainer
 
 
7
  model-index:
8
  - name: session-classifier
9
  results: []
@@ -14,7 +16,10 @@ should probably proofread and complete it, then remove this comment. -->
14
 
15
  # session-classifier
16
 
17
- This model is a fine-tuned version of [bert-base-uncased](https://huggingface.co/bert-base-uncased) on the None dataset.
 
 
 
18
 
19
  ## Model description
20
 
 
1
  ---
2
  library_name: transformers
3
+ license: mit
4
+ base_model: microsoft/deberta-v3-base
5
  tags:
6
  - generated_from_trainer
7
+ metrics:
8
+ - accuracy
9
  model-index:
10
  - name: session-classifier
11
  results: []
 
16
 
17
  # session-classifier
18
 
19
+ This model is a fine-tuned version of [microsoft/deberta-v3-base](https://huggingface.co/microsoft/deberta-v3-base) on the None dataset.
20
+ It achieves the following results on the evaluation set:
21
+ - Loss: 1.0067
22
+ - Accuracy: 0.7914
23
 
24
  ## Model description
25
 
added_tokens.json ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ {
2
+ "[MASK]": 128000
3
+ }
config.json CHANGED
@@ -1,10 +1,8 @@
1
  {
2
  "architectures": [
3
- "BertForSequenceClassification"
4
  ],
5
  "attention_probs_dropout_prob": 0.1,
6
- "classifier_dropout": null,
7
- "gradient_checkpointing": false,
8
  "hidden_act": "gelu",
9
  "hidden_dropout_prob": 0.1,
10
  "hidden_size": 768,
@@ -16,54 +14,66 @@
16
  "4": "LS Entertainment Client",
17
  "5": "Origination",
18
  "6": "Origination. CashLoan",
19
- "7": "Origination. Showcase",
20
- "8": "ShopApp MB",
21
- "9": "T-Pay Wallet",
22
- "10": "TBundle",
23
- "11": "Travel",
24
- "12": "Travel. Search",
25
- "13": "default",
26
- "14": "\u0410\u0432\u0438\u0430",
27
- "15": "\u0410\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u0444\u0438\u043d\u0430\u043d\u0441\u043e\u0432",
28
- "16": "\u0411\u0435\u0441\u043a\u043e\u043d\u0442\u0430\u043a\u0442\u043d\u0430\u044f \u043e\u043f\u043b\u0430\u0442\u0430",
29
- "17": "\u0412\u044b\u0433\u043e\u0434\u0430",
30
- "18": "\u0412\u044b\u0433\u043e\u0434\u0430. \u0413\u043b\u0430\u0432\u043d\u0430\u044f",
31
- "19": "\u0412\u044b\u0433\u043e\u0434\u0430.\u0413\u043b\u0430\u0432\u043d\u0430\u044f",
32
- "20": "\u0412\u044b\u0438\u0433\u043e\u0434\u0430",
33
- "21": "\u0412\u044b\u0493oda",
34
- "22": "\u0413\u0435\u0439\u043c\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f",
35
- "23": "\u0413\u043b\u0430\u0432\u043d\u0430\u044f",
36
- "24": "\u0414\u0435\u0431\u0435\u0442\u043e\u0432\u044b\u0435 \u0441\u0447\u0435\u0442\u0430",
37
- "25": "\u0414\u0435\u0442\u0430\u043b\u0438 \u0441\u0447\u0435\u0442\u0430",
38
- "26": "\u0418\u043d\u0432\u0435\u0441\u0442\u0438\u0446\u0438\u0438",
39
- "27": "\u041a\u043e\u043d\u0442\u0430\u043a\u0442\u044b",
40
- "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",
41
- "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
- "33": "\u041e\u043f\u043b\u0430\u0442\u0430",
46
- "34": "\u041f\u0435\u0440\u0435\u0432\u043e\u0434\u044b \u041e\u043d\u043b\u0430\u0439\u043d",
47
- "35": "\u041f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u0430\u044f \u043b\u0435\u043d\u0442\u0430",
48
- "36": "\u041f\u043b\u0430\u0442\u0435\u0436\u0438 \u0438 \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u044b",
49
- "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,
@@ -75,66 +85,89 @@
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
  }
 
1
  {
2
  "architectures": [
3
+ "DebertaV2ForSequenceClassification"
4
  ],
5
  "attention_probs_dropout_prob": 0.1,
 
 
6
  "hidden_act": "gelu",
7
  "hidden_dropout_prob": 0.1,
8
  "hidden_size": 768,
 
14
  "4": "LS Entertainment Client",
15
  "5": "Origination",
16
  "6": "Origination. CashLoan",
17
+ "7": "Origination. Deposit",
18
+ "8": "Origination. Showcase",
19
+ "9": "ShopApp MB",
20
+ "10": "T-Pay Wallet",
21
+ "11": "TBundle",
22
+ "12": "Travel",
23
+ "13": "Travel. Search",
24
+ "14": "Travel. Trips",
25
+ "15": "default",
26
+ "16": "\u0410\u0432\u0438\u0430",
27
+ "17": "\u0410\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u0444\u0438\u043d\u0430\u043d\u0441\u043e\u0432",
28
+ "18": "\u0411\u0435\u0441\u043a\u043e\u043d\u0442\u0430\u043a\u0442\u043d\u0430\u044f \u043e\u043f\u043b\u0430\u0442\u0430",
29
+ "19": "\u0412ygoda",
30
+ "20": "\u0412\u044b\u0433\u043e\u0434\u0430",
31
+ "21": "\u0412\u044b\u0433\u043e\u0434\u0430. \u0413\u043b\u0430\u0432\u043d\u0430\u044f",
32
+ "22": "\u0412\u044b\u0433\u043e\u0434\u0430.\u0413\u043b\u0430\u0432\u043d\u0430\u044f",
33
+ "23": "\u0412\u044b\u0438\u0433\u043e\u0434\u0430",
34
+ "24": "\u0412\u044b\u0493oda",
35
+ "25": "\u0413\u0435\u0439\u043c\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f",
36
+ "26": "\u0413\u043b\u0430\u0432\u043d\u0430\u044f",
37
+ "27": "\u0414\u0435\u0431\u0435\u0442\u043e\u0432\u044b\u0435 \u0441\u0447\u0435\u0442\u0430",
38
+ "28": "\u0414\u0435\u0442\u0430\u043b\u0438 \u0441\u0447\u0435\u0442\u0430",
39
+ "29": "\u0414\u0438\u0437\u0430\u0439\u043d-\u0440\u0430\u0437\u0432\u0438\u0442\u0438\u0435",
40
+ "30": "\u0418\u043d\u0432\u0435\u0441\u0442\u0438\u0446\u0438\u0438",
41
+ "31": "\u0418\u043d\u0432\u0435\u0441\u0442\u0438\u0446\u0438\u0438. \u041a\u0430\u043f\u0438\u0442\u0430\u043b",
42
+ "32": "\u0418\u043d\u0432\u0435\u0441\u0442\u0438\u0446\u0438\u0438. \u041d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u0438\u044f",
43
+ "33": "\u041a\u043e\u043d\u0442\u0430\u043a\u0442\u044b",
44
+ "34": "\u041a\u043e\u043d\u0442\u0435\u043d\u0442",
45
+ "35": "\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",
46
+ "36": "\u041c\u043e\u0431\u0430\u0439\u043b",
47
+ "37": "\u041d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u0438\u044f",
48
+ "38": "\u041e\u0421\u0410\u0413\u041e",
49
+ "39": "\u041e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u0442\u0440\u0430\u0442\u044b",
50
+ "40": "\u041e\u043f\u043b\u0430\u0442\u0430",
51
+ "41": "\u041f\u0435\u0440\u0435\u0432\u043e\u0434\u044b \u041e\u043d\u043b\u0430\u0439\u043d",
52
+ "42": "\u041f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u0430\u044f \u043b\u0435\u043d\u0442\u0430",
53
+ "43": "\u041f\u043b\u0430\u0442\u0435\u0436\u0438 \u0438 \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u044b",
54
+ "44": "\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",
55
+ "45": "\u041f\u043e\u043a\u0443\u043f\u043a\u0438",
56
+ "46": "\u041f\u043e\u043c\u043e\u0449\u044c",
57
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