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credentek
/
TenaliAI-FinTech-v1

Text Classification
Transformers
PyTorch
TensorBoard
Joblib
Safetensors
bert
Generated from Trainer
Inference Endpoints
Model card Files Metrics Community
credentek commited on
Commit
baba3b3
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1 Parent(s): bb6a4e4

End of training

Browse files
Files changed (7) hide show
  1. README.md +33 -32
  2. config.json +663 -337
  3. label_encoder.joblib +2 -2
  4. model.safetensors +2 -2
  5. runs/Nov21_22-32-53_SuperWhite/events.out.tfevents.1732208574.SuperWhite.330704.0 +3 -0
  6. runs/Nov21_22-32-53_SuperWhite/events.out.tfevents.1732243663.SuperWhite.330704.1 +3 -0
  7. training_args.bin +2 -2
README.md CHANGED
@@ -16,7 +16,7 @@ should probably proofread and complete it, then remove this comment. -->
16
 
17
  This model is a fine-tuned version of [bert-base-uncased](https://huggingface.co/bert-base-uncased) on an unknown dataset.
18
  It achieves the following results on the evaluation set:
19
- - Loss: 0.6760
20
 
21
  ## Model description
22
 
@@ -39,43 +39,44 @@ The following hyperparameters were used during training:
39
  - train_batch_size: 16
40
  - eval_batch_size: 16
41
  - seed: 42
42
- - optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
43
  - lr_scheduler_type: linear
44
  - num_epochs: 25
45
 
46
  ### Training results
47
 
48
- | Training Loss | Epoch | Step | Validation Loss |
49
- |:-------------:|:-----:|:-----:|:---------------:|
50
- | 1.7046 | 1.0 | 2163 | 1.3254 |
51
- | 0.9319 | 2.0 | 4326 | 0.8316 |
52
- | 0.748 | 3.0 | 6489 | 0.7299 |
53
- | 0.6583 | 4.0 | 8652 | 0.6946 |
54
- | 0.6182 | 5.0 | 10815 | 0.6901 |
55
- | 0.5848 | 6.0 | 12978 | 0.6760 |
56
- | 0.5789 | 7.0 | 15141 | 0.6797 |
57
- | 0.543 | 8.0 | 17304 | 0.6948 |
58
- | 0.5364 | 9.0 | 19467 | 0.7041 |
59
- | 0.5203 | 10.0 | 21630 | 0.7032 |
60
- | 0.4974 | 11.0 | 23793 | 0.7076 |
61
- | 0.519 | 12.0 | 25956 | 0.7232 |
62
- | 0.5235 | 13.0 | 28119 | 0.7073 |
63
- | 0.5332 | 14.0 | 30282 | 0.7254 |
64
- | 0.5109 | 15.0 | 32445 | 0.7158 |
65
- | 0.5031 | 16.0 | 34608 | 0.7207 |
66
- | 0.5169 | 17.0 | 36771 | 0.7369 |
67
- | 0.4915 | 18.0 | 38934 | 0.7322 |
68
- | 0.4975 | 19.0 | 41097 | 0.7422 |
69
- | 0.4961 | 20.0 | 43260 | 0.7533 |
70
- | 0.4692 | 21.0 | 45423 | 0.7670 |
71
- | 0.5122 | 22.0 | 47586 | 0.7420 |
72
- | 0.5024 | 23.0 | 49749 | 0.7388 |
73
- | 0.4867 | 24.0 | 51912 | 0.7470 |
74
- | 0.4884 | 25.0 | 54075 | 0.7474 |
75
 
76
 
77
  ### Framework versions
78
 
79
- - Transformers 4.46.2
80
- - Pytorch 2.5.1+cu124
81
- - Tokenizers 0.20.3
 
 
16
 
17
  This model is a fine-tuned version of [bert-base-uncased](https://huggingface.co/bert-base-uncased) on an unknown dataset.
18
  It achieves the following results on the evaluation set:
19
+ - Loss: 0.7505
20
 
21
  ## Model description
22
 
 
39
  - train_batch_size: 16
40
  - eval_batch_size: 16
41
  - seed: 42
42
+ - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
43
  - lr_scheduler_type: linear
44
  - num_epochs: 25
45
 
46
  ### Training results
47
 
48
+ | Training Loss | Epoch | Step | Validation Loss |
49
+ |:-------------:|:-----:|:------:|:---------------:|
50
+ | 1.6215 | 1.0 | 5485 | 1.3611 |
51
+ | 0.9667 | 2.0 | 10970 | 0.9202 |
52
+ | 0.7911 | 3.0 | 16455 | 0.8125 |
53
+ | 0.7406 | 4.0 | 21940 | 0.7648 |
54
+ | 0.6934 | 5.0 | 27425 | 0.7711 |
55
+ | 0.6457 | 6.0 | 32910 | 0.7546 |
56
+ | 0.6511 | 7.0 | 38395 | 0.7506 |
57
+ | 0.6244 | 8.0 | 43880 | 0.7548 |
58
+ | 0.6076 | 9.0 | 49365 | 0.7505 |
59
+ | 0.6003 | 10.0 | 54850 | 0.7579 |
60
+ | 0.5649 | 11.0 | 60335 | 0.7583 |
61
+ | 0.5616 | 12.0 | 65820 | 0.7597 |
62
+ | 0.5688 | 13.0 | 71305 | 0.7685 |
63
+ | 0.5571 | 14.0 | 76790 | 0.7705 |
64
+ | 0.5709 | 15.0 | 82275 | 0.7666 |
65
+ | 0.56 | 16.0 | 87760 | 0.7790 |
66
+ | 0.5474 | 17.0 | 93245 | 0.7798 |
67
+ | 0.5431 | 18.0 | 98730 | 0.7906 |
68
+ | 0.541 | 19.0 | 104215 | 0.7987 |
69
+ | 0.5426 | 20.0 | 109700 | 0.7953 |
70
+ | 0.5534 | 21.0 | 115185 | 0.7978 |
71
+ | 0.5541 | 22.0 | 120670 | 0.7929 |
72
+ | 0.538 | 23.0 | 126155 | 0.7997 |
73
+ | 0.5463 | 24.0 | 131640 | 0.8205 |
74
+ | 0.5606 | 25.0 | 137125 | 0.8226 |
75
 
76
 
77
  ### Framework versions
78
 
79
+ - Transformers 4.44.2
80
+ - Pytorch 2.4.1+cu121
81
+ - Datasets 2.21.0
82
+ - Tokenizers 0.19.1
config.json CHANGED
@@ -10,346 +10,672 @@
10
  "hidden_dropout_prob": 0.1,
11
  "hidden_size": 768,
12
  "id2label": {
13
- "0": "account_balance_bn",
14
- "1": "account_statement_bn",
15
- "2": "account_statement_en",
16
- "3": "account_statement_hi",
17
- "4": "account_statement_mr",
18
- "5": "add_beneficiary_en",
19
- "6": "balance_enquiry_en",
20
- "7": "balance_enquiry_hi",
21
- "8": "balance_enquiry_mr",
22
- "9": "beneficiary_details_en",
23
- "10": "bill_payment_en",
24
- "11": "block_card_en",
25
- "12": "bulk_payments_en",
26
- "13": "bulk_payments_status_en",
27
- "14": "car_insurance_en",
28
- "15": "change_contact_info_en",
29
- "16": "credit_card_apply_en",
30
- "17": "debit_card_details_bn",
31
- "18": "debit_card_details_en",
32
- "19": "debit_card_details_hi",
33
- "20": "debit_card_details_mr",
34
- "21": "delete_beneficiary _en",
35
- "22": "farm_equipment_finance_ar",
36
- "23": "farm_equipment_finance_bn",
37
- "24": "farm_equipment_finance_en",
38
- "25": "farm_equipment_finance_es",
39
- "26": "farm_equipment_finance_gu",
40
- "27": "farm_equipment_finance_hi",
41
- "28": "farm_equipment_finance_kn",
42
- "29": "farm_equipment_finance_kok",
43
- "30": "farm_equipment_finance_ml",
44
- "31": "farm_equipment_finance_mr",
45
- "32": "farm_equipment_finance_or",
46
- "33": "farm_equipment_finance_pa",
47
- "34": "farm_equipment_finance_ta",
48
- "35": "farm_equipment_finance_te",
49
- "36": "fd_create_bn",
50
- "37": "fd_create_en",
51
- "38": "fd_create_hi",
52
- "39": "fd_create_mr",
53
- "40": "fd_details_en",
54
- "41": "fd_rate_large_amount_en",
55
- "42": "fd_rates_en",
56
- "43": "funds_transfer_direct_en",
57
- "44": "funds_transfer_other_bank_en",
58
- "45": "funds_transfer_own_account_en",
59
- "46": "funds_transfer_status_en",
60
- "47": "funds_transfer_third_party_en",
61
- "48": "gst_payment_en",
62
- "49": "health_insurance_en",
63
- "50": "housing_finance_ar",
64
- "51": "housing_finance_bn",
65
- "52": "housing_finance_en",
66
- "53": "housing_finance_es",
67
- "54": "housing_finance_gu",
68
- "55": "housing_finance_hi",
69
- "56": "housing_finance_kn",
70
- "57": "housing_finance_kok",
71
- "58": "housing_finance_ml",
72
- "59": "housing_finance_mr",
73
- "60": "housing_finance_or",
74
- "61": "housing_finance_pa",
75
- "62": "housing_finance_ta",
76
- "63": "housing_finance_te",
77
- "64": "investment_details_en",
78
- "65": "list_accounts_en",
79
- "66": "list_beneficiary_bn",
80
- "67": "list_beneficiary_en",
81
- "68": "list_beneficiary_hi",
82
- "69": "list_beneficiary_mr",
83
- "70": "list_billers_en",
84
- "71": "list_fd_bn",
85
- "72": "list_fd_en",
86
- "73": "list_fd_hi",
87
- "74": "list_fd_mr",
88
- "75": "list_investments_en",
89
- "76": "list_loans_en",
90
- "77": "list_of_accounts_bn",
91
- "78": "list_of_accounts_hi",
92
- "79": "list_of_accounts_mr",
93
- "80": "list_of_acounts_en",
94
- "81": "loan_detail_en",
95
- "82": "loan_details_bn",
96
- "83": "loan_details_en",
97
- "84": "loan_details_hi",
98
- "85": "loan_details_mr",
99
- "86": "micro_loan_ar",
100
- "87": "micro_loan_bn",
101
- "88": "micro_loan_en",
102
- "89": "micro_loan_es",
103
- "90": "micro_loan_gu",
104
- "91": "micro_loan_hi",
105
- "92": "micro_loan_kn",
106
- "93": "micro_loan_kok",
107
- "94": "micro_loan_ml",
108
- "95": "micro_loan_mr",
109
- "96": "micro_loan_or",
110
- "97": "micro_loan_pa",
111
- "98": "micro_loan_ta",
112
- "99": "micro_loan_te",
113
- "100": "modify_beneficiary_en",
114
- "101": "nrv_details_en",
115
- "102": "open_account_bn",
116
- "103": "open_account_en",
117
- "104": "open_account_hi",
118
- "105": "open_account_mr",
119
- "106": "pending_authorization_en",
120
- "107": "personal_loan_ar",
121
- "108": "personal_loan_bn",
122
- "109": "personal_loan_en",
123
- "110": "personal_loan_es",
124
- "111": "personal_loan_gu",
125
- "112": "personal_loan_hi",
126
- "113": "personal_loan_kn",
127
- "114": "personal_loan_kok",
128
- "115": "personal_loan_ml",
129
- "116": "personal_loan_mr",
130
- "117": "personal_loan_or",
131
- "118": "personal_loan_pa",
132
- "119": "personal_loan_ta",
133
- "120": "personal_loan_te",
134
- "121": "pin_change_en",
135
- "122": "raise_request_en",
136
- "123": "rd_details_en",
137
- "124": "rd_rate_bn",
138
- "125": "rd_rate_en",
139
- "126": "rd_rate_hi",
140
- "127": "rd_rate_mr",
141
- "128": "rd_rates_en",
142
- "129": "request_status_en",
143
- "130": "saving_rate_en",
144
- "131": "send_money_abroad_en",
145
- "132": "set_limits_en",
146
- "133": "sme_loan_ar",
147
- "134": "sme_loan_bn",
148
- "135": "sme_loan_en",
149
- "136": "sme_loan_es",
150
- "137": "sme_loan_gu",
151
- "138": "sme_loan_hi",
152
- "139": "sme_loan_kn",
153
- "140": "sme_loan_kok",
154
- "141": "sme_loan_ml",
155
- "142": "sme_loan_mr",
156
- "143": "sme_loan_or",
157
- "144": "sme_loan_pa",
158
- "145": "sme_loan_ta",
159
- "146": "sme_loan_te",
160
- "147": "ss_rate_en",
161
- "148": "ss_rd_rates _en",
162
- "149": "transaction_en",
163
- "150": "transaction_history_bn",
164
- "151": "transaction_history_en",
165
- "152": "transaction_history_hi",
166
- "153": "transaction_history_mr",
167
- "154": "two_wheeler_loan_ar",
168
- "155": "two_wheeler_loan_bn",
169
- "156": "two_wheeler_loan_en",
170
- "157": "two_wheeler_loan_es",
171
- "158": "two_wheeler_loan_gu",
172
- "159": "two_wheeler_loan_hi",
173
- "160": "two_wheeler_loan_kn",
174
- "161": "two_wheeler_loan_kok",
175
- "162": "two_wheeler_loan_ml",
176
- "163": "two_wheeler_loan_mr",
177
- "164": "two_wheeler_loan_or",
178
- "165": "two_wheeler_loan_pa",
179
- "166": "two_wheeler_loan_ta",
180
- "167": "two_wheeler_loan_te"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
181
  },
182
  "initializer_range": 0.02,
183
  "intermediate_size": 3072,
184
  "label2id": {
185
- "account_balance_bn": 0,
186
- "account_statement_bn": 1,
187
- "account_statement_en": 2,
188
- "account_statement_hi": 3,
189
- "account_statement_mr": 4,
190
- "add_beneficiary_en": 5,
191
- "balance_enquiry_en": 6,
192
- "balance_enquiry_hi": 7,
193
- "balance_enquiry_mr": 8,
194
- "beneficiary_details_en": 9,
195
- "bill_payment_en": 10,
196
- "block_card_en": 11,
197
- "bulk_payments_en": 12,
198
- "bulk_payments_status_en": 13,
199
- "car_insurance_en": 14,
200
- "change_contact_info_en": 15,
201
- "credit_card_apply_en": 16,
202
- "debit_card_details_bn": 17,
203
- "debit_card_details_en": 18,
204
- "debit_card_details_hi": 19,
205
- "debit_card_details_mr": 20,
206
- "delete_beneficiary _en": 21,
207
- "farm_equipment_finance_ar": 22,
208
- "farm_equipment_finance_bn": 23,
209
- "farm_equipment_finance_en": 24,
210
- "farm_equipment_finance_es": 25,
211
- "farm_equipment_finance_gu": 26,
212
- "farm_equipment_finance_hi": 27,
213
- "farm_equipment_finance_kn": 28,
214
- "farm_equipment_finance_kok": 29,
215
- "farm_equipment_finance_ml": 30,
216
- "farm_equipment_finance_mr": 31,
217
- "farm_equipment_finance_or": 32,
218
- "farm_equipment_finance_pa": 33,
219
- "farm_equipment_finance_ta": 34,
220
- "farm_equipment_finance_te": 35,
221
- "fd_create_bn": 36,
222
- "fd_create_en": 37,
223
- "fd_create_hi": 38,
224
- "fd_create_mr": 39,
225
- "fd_details_en": 40,
226
- "fd_rate_large_amount_en": 41,
227
- "fd_rates_en": 42,
228
- "funds_transfer_direct_en": 43,
229
- "funds_transfer_other_bank_en": 44,
230
- "funds_transfer_own_account_en": 45,
231
- "funds_transfer_status_en": 46,
232
- "funds_transfer_third_party_en": 47,
233
- "gst_payment_en": 48,
234
- "health_insurance_en": 49,
235
- "housing_finance_ar": 50,
236
- "housing_finance_bn": 51,
237
- "housing_finance_en": 52,
238
- "housing_finance_es": 53,
239
- "housing_finance_gu": 54,
240
- "housing_finance_hi": 55,
241
- "housing_finance_kn": 56,
242
- "housing_finance_kok": 57,
243
- "housing_finance_ml": 58,
244
- "housing_finance_mr": 59,
245
- "housing_finance_or": 60,
246
- "housing_finance_pa": 61,
247
- "housing_finance_ta": 62,
248
- "housing_finance_te": 63,
249
- "investment_details_en": 64,
250
- "list_accounts_en": 65,
251
- "list_beneficiary_bn": 66,
252
- "list_beneficiary_en": 67,
253
- "list_beneficiary_hi": 68,
254
- "list_beneficiary_mr": 69,
255
- "list_billers_en": 70,
256
- "list_fd_bn": 71,
257
- "list_fd_en": 72,
258
- "list_fd_hi": 73,
259
- "list_fd_mr": 74,
260
- "list_investments_en": 75,
261
- "list_loans_en": 76,
262
- "list_of_accounts_bn": 77,
263
- "list_of_accounts_hi": 78,
264
- "list_of_accounts_mr": 79,
265
- "list_of_acounts_en": 80,
266
- "loan_detail_en": 81,
267
- "loan_details_bn": 82,
268
- "loan_details_en": 83,
269
- "loan_details_hi": 84,
270
- "loan_details_mr": 85,
271
- "micro_loan_ar": 86,
272
- "micro_loan_bn": 87,
273
- "micro_loan_en": 88,
274
- "micro_loan_es": 89,
275
- "micro_loan_gu": 90,
276
- "micro_loan_hi": 91,
277
- "micro_loan_kn": 92,
278
- "micro_loan_kok": 93,
279
- "micro_loan_ml": 94,
280
- "micro_loan_mr": 95,
281
- "micro_loan_or": 96,
282
- "micro_loan_pa": 97,
283
- "micro_loan_ta": 98,
284
- "micro_loan_te": 99,
285
- "modify_beneficiary_en": 100,
286
- "nrv_details_en": 101,
287
- "open_account_bn": 102,
288
- "open_account_en": 103,
289
- "open_account_hi": 104,
290
- "open_account_mr": 105,
291
- "pending_authorization_en": 106,
292
- "personal_loan_ar": 107,
293
- "personal_loan_bn": 108,
294
- "personal_loan_en": 109,
295
- "personal_loan_es": 110,
296
- "personal_loan_gu": 111,
297
- "personal_loan_hi": 112,
298
- "personal_loan_kn": 113,
299
- "personal_loan_kok": 114,
300
- "personal_loan_ml": 115,
301
- "personal_loan_mr": 116,
302
- "personal_loan_or": 117,
303
- "personal_loan_pa": 118,
304
- "personal_loan_ta": 119,
305
- "personal_loan_te": 120,
306
- "pin_change_en": 121,
307
- "raise_request_en": 122,
308
- "rd_details_en": 123,
309
- "rd_rate_bn": 124,
310
- "rd_rate_en": 125,
311
- "rd_rate_hi": 126,
312
- "rd_rate_mr": 127,
313
- "rd_rates_en": 128,
314
- "request_status_en": 129,
315
- "saving_rate_en": 130,
316
- "send_money_abroad_en": 131,
317
- "set_limits_en": 132,
318
- "sme_loan_ar": 133,
319
- "sme_loan_bn": 134,
320
- "sme_loan_en": 135,
321
- "sme_loan_es": 136,
322
- "sme_loan_gu": 137,
323
- "sme_loan_hi": 138,
324
- "sme_loan_kn": 139,
325
- "sme_loan_kok": 140,
326
- "sme_loan_ml": 141,
327
- "sme_loan_mr": 142,
328
- "sme_loan_or": 143,
329
- "sme_loan_pa": 144,
330
- "sme_loan_ta": 145,
331
- "sme_loan_te": 146,
332
- "ss_rate_en": 147,
333
- "ss_rd_rates _en": 148,
334
- "transaction_en": 149,
335
- "transaction_history_bn": 150,
336
- "transaction_history_en": 151,
337
- "transaction_history_hi": 152,
338
- "transaction_history_mr": 153,
339
- "two_wheeler_loan_ar": 154,
340
- "two_wheeler_loan_bn": 155,
341
- "two_wheeler_loan_en": 156,
342
- "two_wheeler_loan_es": 157,
343
- "two_wheeler_loan_gu": 158,
344
- "two_wheeler_loan_hi": 159,
345
- "two_wheeler_loan_kn": 160,
346
- "two_wheeler_loan_kok": 161,
347
- "two_wheeler_loan_ml": 162,
348
- "two_wheeler_loan_mr": 163,
349
- "two_wheeler_loan_or": 164,
350
- "two_wheeler_loan_pa": 165,
351
- "two_wheeler_loan_ta": 166,
352
- "two_wheeler_loan_te": 167
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
353
  },
354
  "layer_norm_eps": 1e-12,
355
  "max_position_embeddings": 512,
@@ -360,7 +686,7 @@
360
  "position_embedding_type": "absolute",
361
  "problem_type": "single_label_classification",
362
  "torch_dtype": "float32",
363
- "transformers_version": "4.46.2",
364
  "type_vocab_size": 2,
365
  "use_cache": true,
366
  "vocab_size": 30522
 
10
  "hidden_dropout_prob": 0.1,
11
  "hidden_size": 768,
12
  "id2label": {
13
+ "0": "EMI_due_bn",
14
+ "1": "EMI_due_en",
15
+ "2": "EMI_due_hi",
16
+ "3": "EMI_due_kn",
17
+ "4": "EMI_due_mr",
18
+ "5": "EMI_foreclosure_bn",
19
+ "6": "EMI_foreclosure_en",
20
+ "7": "EMI_foreclosure_hi",
21
+ "8": "EMI_foreclosure_kn",
22
+ "9": "EMI_foreclosure_mr",
23
+ "10": "account_statement_bn",
24
+ "11": "account_statement_en",
25
+ "12": "account_statement_hi",
26
+ "13": "account_statement_kn",
27
+ "14": "account_statement_mr",
28
+ "15": "add_beneficiary_bn",
29
+ "16": "add_beneficiary_en",
30
+ "17": "add_beneficiary_hi",
31
+ "18": "add_beneficiary_kn",
32
+ "19": "add_beneficiary_mr",
33
+ "20": "balance_enquiry_bn",
34
+ "21": "balance_enquiry_en",
35
+ "22": "balance_enquiry_hi",
36
+ "23": "balance_enquiry_kn",
37
+ "24": "balance_enquiry_mr",
38
+ "25": "beneficiary_details_bn",
39
+ "26": "beneficiary_details_en",
40
+ "27": "beneficiary_details_hi",
41
+ "28": "beneficiary_details_kn",
42
+ "29": "beneficiary_details_mr",
43
+ "30": "bill_payment_bn",
44
+ "31": "bill_payment_en",
45
+ "32": "bill_payment_hi",
46
+ "33": "bill_payment_kn",
47
+ "34": "bill_payment_mr",
48
+ "35": "block_card_bn",
49
+ "36": "block_card_en",
50
+ "37": "block_card_hi",
51
+ "38": "block_card_kn",
52
+ "39": "block_card_mr",
53
+ "40": "bulk_payments_en",
54
+ "41": "bulk_payments_status_en",
55
+ "42": "car_insurance_en",
56
+ "43": "change_EMI_cycle_bn",
57
+ "44": "change_EMI_cycle_en",
58
+ "45": "change_EMI_cycle_hi",
59
+ "46": "change_EMI_cycle_kn",
60
+ "47": "change_EMI_cycle_mr",
61
+ "48": "change_contact_info_bn",
62
+ "49": "change_contact_info_en",
63
+ "50": "change_contact_info_hi",
64
+ "51": "change_contact_info_kn",
65
+ "52": "changes_profile_info_mr",
66
+ "53": "credit_card_apply_en",
67
+ "54": "data_gst_payment_bn",
68
+ "55": "data_gst_payment_en",
69
+ "56": "data_gst_payment_hi",
70
+ "57": "data_gst_payment_kn",
71
+ "58": "data_gst_payment_mr",
72
+ "59": "debit_card_details_bn",
73
+ "60": "debit_card_details_en",
74
+ "61": "debit_card_details_hi",
75
+ "62": "debit_card_details_kn",
76
+ "63": "debit_card_details_mr",
77
+ "64": "delete_beneficiary _en",
78
+ "65": "delete_beneficiary_bn",
79
+ "66": "delete_beneficiary_en",
80
+ "67": "delete_beneficiary_hi",
81
+ "68": "delete_beneficiary_kn",
82
+ "69": "delete_beneficiary_mr",
83
+ "70": "document_release_bn",
84
+ "71": "document_release_en",
85
+ "72": "document_release_hi",
86
+ "73": "document_release_kn",
87
+ "74": "document_release_mr",
88
+ "75": "farm_equipment_finance_ar",
89
+ "76": "farm_equipment_finance_bn",
90
+ "77": "farm_equipment_finance_en",
91
+ "78": "farm_equipment_finance_es",
92
+ "79": "farm_equipment_finance_gu",
93
+ "80": "farm_equipment_finance_hi",
94
+ "81": "farm_equipment_finance_kn",
95
+ "82": "farm_equipment_finance_kok",
96
+ "83": "farm_equipment_finance_ml",
97
+ "84": "farm_equipment_finance_mr",
98
+ "85": "farm_equipment_finance_or",
99
+ "86": "farm_equipment_finance_pa",
100
+ "87": "farm_equipment_finance_ta",
101
+ "88": "farm_equipment_finance_te",
102
+ "89": "fd_create_bn",
103
+ "90": "fd_create_en",
104
+ "91": "fd_create_hi",
105
+ "92": "fd_create_kn",
106
+ "93": "fd_create_mr",
107
+ "94": "fd_details_bn",
108
+ "95": "fd_details_en",
109
+ "96": "fd_details_hi",
110
+ "97": "fd_details_kn",
111
+ "98": "fd_details_mr",
112
+ "99": "fd_rate_bn",
113
+ "100": "fd_rate_en",
114
+ "101": "fd_rate_hi",
115
+ "102": "fd_rate_kn",
116
+ "103": "fd_rate_large_amount_en",
117
+ "104": "fd_rate_mr",
118
+ "105": "fd_rates_en",
119
+ "106": "funds_transfer_direct_en",
120
+ "107": "funds_transfer_other_bank_en",
121
+ "108": "funds_transfer_own_account_en",
122
+ "109": "funds_transfer_status_en",
123
+ "110": "funds_transfer_third_party_en",
124
+ "111": "gst_payment_en",
125
+ "112": "health_insurance_en",
126
+ "113": "housing_finance_ar",
127
+ "114": "housing_finance_bn",
128
+ "115": "housing_finance_en",
129
+ "116": "housing_finance_es",
130
+ "117": "housing_finance_gu",
131
+ "118": "housing_finance_hi",
132
+ "119": "housing_finance_kn",
133
+ "120": "housing_finance_kok",
134
+ "121": "housing_finance_ml",
135
+ "122": "housing_finance_mr",
136
+ "123": "housing_finance_or",
137
+ "124": "housing_finance_pa",
138
+ "125": "housing_finance_ta",
139
+ "126": "housing_finance_te",
140
+ "127": "interest_certificate_bn",
141
+ "128": "interest_certificate_en",
142
+ "129": "interest_certificate_hi",
143
+ "130": "investment_details_en",
144
+ "131": "list_accounts_en",
145
+ "132": "list_beneficiary_bn",
146
+ "133": "list_beneficiary_en",
147
+ "134": "list_beneficiary_hi",
148
+ "135": "list_beneficiary_kn",
149
+ "136": "list_beneficiary_mr",
150
+ "137": "list_billers_en",
151
+ "138": "list_fd_bn",
152
+ "139": "list_fd_en",
153
+ "140": "list_fd_hi",
154
+ "141": "list_fd_kn",
155
+ "142": "list_fd_mr",
156
+ "143": "list_investments_en",
157
+ "144": "list_loans_bn",
158
+ "145": "list_loans_en",
159
+ "146": "list_loans_hi",
160
+ "147": "list_loans_kn",
161
+ "148": "list_loans_mr",
162
+ "149": "list_of_accounts_bn",
163
+ "150": "list_of_accounts_en",
164
+ "151": "list_of_accounts_hi",
165
+ "152": "list_of_accounts_kn",
166
+ "153": "list_of_accounts_mr",
167
+ "154": "loan_application_bn",
168
+ "155": "loan_application_en",
169
+ "156": "loan_application_hi",
170
+ "157": "loan_application_kn",
171
+ "158": "loan_application_mr",
172
+ "159": "loan_details_bn",
173
+ "160": "loan_details_en",
174
+ "161": "loan_details_hi",
175
+ "162": "loan_details_kn",
176
+ "163": "loan_details_mr",
177
+ "164": "loan_disbursement_bn",
178
+ "165": "loan_disbursement_en",
179
+ "166": "loan_disbursement_hi",
180
+ "167": "loan_disbursement_kn",
181
+ "168": "loan_disbursement_mr",
182
+ "169": "loan_enquiry_bn",
183
+ "170": "loan_enquiry_en",
184
+ "171": "loan_enquiry_hi",
185
+ "172": "loan_enquiry_kn",
186
+ "173": "loan_enquiry_mr",
187
+ "174": "loan_statement_bn",
188
+ "175": "loan_statement_en",
189
+ "176": "loan_statement_hi",
190
+ "177": "loan_statement_kn",
191
+ "178": "loan_statement_mr",
192
+ "179": "make_payment_bn",
193
+ "180": "make_payment_en",
194
+ "181": "make_payment_hi",
195
+ "182": "make_payment_kn",
196
+ "183": "make_payment_mr",
197
+ "184": "micro_loan_ar",
198
+ "185": "micro_loan_bn",
199
+ "186": "micro_loan_en",
200
+ "187": "micro_loan_es",
201
+ "188": "micro_loan_gu",
202
+ "189": "micro_loan_hi",
203
+ "190": "micro_loan_kn",
204
+ "191": "micro_loan_kok",
205
+ "192": "micro_loan_ml",
206
+ "193": "micro_loan_mr",
207
+ "194": "micro_loan_or",
208
+ "195": "micro_loan_pa",
209
+ "196": "micro_loan_ta",
210
+ "197": "micro_loan_te",
211
+ "198": "modify_beneficiary_en",
212
+ "199": "nrv_details_en",
213
+ "200": "open_account_bn",
214
+ "201": "open_account_en",
215
+ "202": "open_account_hi",
216
+ "203": "open_account_kn",
217
+ "204": "open_account_mr",
218
+ "205": "outstanding_interest_bn",
219
+ "206": "outstanding_interest_en",
220
+ "207": "outstanding_interest_hi",
221
+ "208": "outstanding_interest_kn",
222
+ "209": "outstanding_interest_mr",
223
+ "210": "outstanding_principal_bn",
224
+ "211": "outstanding_principal_en",
225
+ "212": "outstanding_principal_hi",
226
+ "213": "outstanding_principal_kn",
227
+ "214": "outstanding_principal_mr",
228
+ "215": "payment_status_bn",
229
+ "216": "payment_status_en",
230
+ "217": "payment_status_hi",
231
+ "218": "payment_status_kn",
232
+ "219": "payment_status_mr",
233
+ "220": "pending_authorization_bn",
234
+ "221": "pending_authorization_en",
235
+ "222": "pending_authorization_hi",
236
+ "223": "pending_authorization_kn",
237
+ "224": "pending_authorization_mr",
238
+ "225": "personal_loan_ar",
239
+ "226": "personal_loan_bn",
240
+ "227": "personal_loan_en",
241
+ "228": "personal_loan_es",
242
+ "229": "personal_loan_gu",
243
+ "230": "personal_loan_hi",
244
+ "231": "personal_loan_kn",
245
+ "232": "personal_loan_kok",
246
+ "233": "personal_loan_ml",
247
+ "234": "personal_loan_mr",
248
+ "235": "personal_loan_or",
249
+ "236": "personal_loan_pa",
250
+ "237": "personal_loan_ta",
251
+ "238": "personal_loan_te",
252
+ "239": "pin_change_bn",
253
+ "240": "pin_change_en",
254
+ "241": "pin_change_hi",
255
+ "242": "pin_change_kn",
256
+ "243": "pin_change_mr",
257
+ "244": "raise_request_en",
258
+ "245": "rate_change_request_bn",
259
+ "246": "rate_change_request_en",
260
+ "247": "rate_change_request_hi",
261
+ "248": "rate_change_request_kn",
262
+ "249": "rate_change_request_mr",
263
+ "250": "rd_details_bn",
264
+ "251": "rd_details_en",
265
+ "252": "rd_details_hi",
266
+ "253": "rd_details_kn",
267
+ "254": "rd_details_mr",
268
+ "255": "rd_rate_bn",
269
+ "256": "rd_rate_en",
270
+ "257": "rd_rate_hi",
271
+ "258": "rd_rate_kn",
272
+ "259": "rd_rate_mr",
273
+ "260": "rd_rates_en",
274
+ "261": "re_payment_bn",
275
+ "262": "re_payment_en",
276
+ "263": "re_payment_hi",
277
+ "264": "re_payment_kn",
278
+ "265": "re_payment_mr",
279
+ "266": "re_structure_bn",
280
+ "267": "re_structure_en",
281
+ "268": "re_structure_hi",
282
+ "269": "re_structure_kn",
283
+ "270": "re_structure_mr",
284
+ "271": "request_status_en",
285
+ "272": "saving_interest_rate_en",
286
+ "273": "saving_intrest_rate_bn",
287
+ "274": "saving_intrest_rate_hi",
288
+ "275": "saving_intrest_rate_kn",
289
+ "276": "saving_intrest_rate_mr",
290
+ "277": "saving_rate_en",
291
+ "278": "send_money_abroad_en",
292
+ "279": "set_limits_en",
293
+ "280": "sme_loan_ar",
294
+ "281": "sme_loan_bn",
295
+ "282": "sme_loan_en",
296
+ "283": "sme_loan_es",
297
+ "284": "sme_loan_gu",
298
+ "285": "sme_loan_hi",
299
+ "286": "sme_loan_kn",
300
+ "287": "sme_loan_kok",
301
+ "288": "sme_loan_ml",
302
+ "289": "sme_loan_mr",
303
+ "290": "sme_loan_or",
304
+ "291": "sme_loan_pa",
305
+ "292": "sme_loan_ta",
306
+ "293": "sme_loan_te",
307
+ "294": "ss_fd_rate_bn",
308
+ "295": "ss_fd_rate_en",
309
+ "296": "ss_fd_rate_hi",
310
+ "297": "ss_fd_rate_kn",
311
+ "298": "ss_fd_rate_mr",
312
+ "299": "ss_rate_en",
313
+ "300": "ss_rd_rate_bn",
314
+ "301": "ss_rd_rate_en",
315
+ "302": "ss_rd_rate_hi",
316
+ "303": "ss_rd_rate_kn",
317
+ "304": "ss_rd_rate_mr",
318
+ "305": "ss_rd_rates _en",
319
+ "306": "transaction_en",
320
+ "307": "transaction_history_bn",
321
+ "308": "transaction_history_en",
322
+ "309": "transaction_history_hi",
323
+ "310": "transaction_history_kn",
324
+ "311": "transaction_history_mr",
325
+ "312": "transation_limit_bn",
326
+ "313": "transation_limit_en",
327
+ "314": "transation_limit_hi",
328
+ "315": "transation_limit_kn",
329
+ "316": "transation_limit_mr",
330
+ "317": "two_wheeler_loan_ar",
331
+ "318": "two_wheeler_loan_bn",
332
+ "319": "two_wheeler_loan_en",
333
+ "320": "two_wheeler_loan_es",
334
+ "321": "two_wheeler_loan_gu",
335
+ "322": "two_wheeler_loan_hi",
336
+ "323": "two_wheeler_loan_kn",
337
+ "324": "two_wheeler_loan_kok",
338
+ "325": "two_wheeler_loan_ml",
339
+ "326": "two_wheeler_loan_mr",
340
+ "327": "two_wheeler_loan_or",
341
+ "328": "two_wheeler_loan_pa",
342
+ "329": "two_wheeler_loan_ta",
343
+ "330": "two_wheeler_loan_te"
344
  },
345
  "initializer_range": 0.02,
346
  "intermediate_size": 3072,
347
  "label2id": {
348
+ "EMI_due_bn": 0,
349
+ "EMI_due_en": 1,
350
+ "EMI_due_hi": 2,
351
+ "EMI_due_kn": 3,
352
+ "EMI_due_mr": 4,
353
+ "EMI_foreclosure_bn": 5,
354
+ "EMI_foreclosure_en": 6,
355
+ "EMI_foreclosure_hi": 7,
356
+ "EMI_foreclosure_kn": 8,
357
+ "EMI_foreclosure_mr": 9,
358
+ "account_statement_bn": 10,
359
+ "account_statement_en": 11,
360
+ "account_statement_hi": 12,
361
+ "account_statement_kn": 13,
362
+ "account_statement_mr": 14,
363
+ "add_beneficiary_bn": 15,
364
+ "add_beneficiary_en": 16,
365
+ "add_beneficiary_hi": 17,
366
+ "add_beneficiary_kn": 18,
367
+ "add_beneficiary_mr": 19,
368
+ "balance_enquiry_bn": 20,
369
+ "balance_enquiry_en": 21,
370
+ "balance_enquiry_hi": 22,
371
+ "balance_enquiry_kn": 23,
372
+ "balance_enquiry_mr": 24,
373
+ "beneficiary_details_bn": 25,
374
+ "beneficiary_details_en": 26,
375
+ "beneficiary_details_hi": 27,
376
+ "beneficiary_details_kn": 28,
377
+ "beneficiary_details_mr": 29,
378
+ "bill_payment_bn": 30,
379
+ "bill_payment_en": 31,
380
+ "bill_payment_hi": 32,
381
+ "bill_payment_kn": 33,
382
+ "bill_payment_mr": 34,
383
+ "block_card_bn": 35,
384
+ "block_card_en": 36,
385
+ "block_card_hi": 37,
386
+ "block_card_kn": 38,
387
+ "block_card_mr": 39,
388
+ "bulk_payments_en": 40,
389
+ "bulk_payments_status_en": 41,
390
+ "car_insurance_en": 42,
391
+ "change_EMI_cycle_bn": 43,
392
+ "change_EMI_cycle_en": 44,
393
+ "change_EMI_cycle_hi": 45,
394
+ "change_EMI_cycle_kn": 46,
395
+ "change_EMI_cycle_mr": 47,
396
+ "change_contact_info_bn": 48,
397
+ "change_contact_info_en": 49,
398
+ "change_contact_info_hi": 50,
399
+ "change_contact_info_kn": 51,
400
+ "changes_profile_info_mr": 52,
401
+ "credit_card_apply_en": 53,
402
+ "data_gst_payment_bn": 54,
403
+ "data_gst_payment_en": 55,
404
+ "data_gst_payment_hi": 56,
405
+ "data_gst_payment_kn": 57,
406
+ "data_gst_payment_mr": 58,
407
+ "debit_card_details_bn": 59,
408
+ "debit_card_details_en": 60,
409
+ "debit_card_details_hi": 61,
410
+ "debit_card_details_kn": 62,
411
+ "debit_card_details_mr": 63,
412
+ "delete_beneficiary _en": 64,
413
+ "delete_beneficiary_bn": 65,
414
+ "delete_beneficiary_en": 66,
415
+ "delete_beneficiary_hi": 67,
416
+ "delete_beneficiary_kn": 68,
417
+ "delete_beneficiary_mr": 69,
418
+ "document_release_bn": 70,
419
+ "document_release_en": 71,
420
+ "document_release_hi": 72,
421
+ "document_release_kn": 73,
422
+ "document_release_mr": 74,
423
+ "farm_equipment_finance_ar": 75,
424
+ "farm_equipment_finance_bn": 76,
425
+ "farm_equipment_finance_en": 77,
426
+ "farm_equipment_finance_es": 78,
427
+ "farm_equipment_finance_gu": 79,
428
+ "farm_equipment_finance_hi": 80,
429
+ "farm_equipment_finance_kn": 81,
430
+ "farm_equipment_finance_kok": 82,
431
+ "farm_equipment_finance_ml": 83,
432
+ "farm_equipment_finance_mr": 84,
433
+ "farm_equipment_finance_or": 85,
434
+ "farm_equipment_finance_pa": 86,
435
+ "farm_equipment_finance_ta": 87,
436
+ "farm_equipment_finance_te": 88,
437
+ "fd_create_bn": 89,
438
+ "fd_create_en": 90,
439
+ "fd_create_hi": 91,
440
+ "fd_create_kn": 92,
441
+ "fd_create_mr": 93,
442
+ "fd_details_bn": 94,
443
+ "fd_details_en": 95,
444
+ "fd_details_hi": 96,
445
+ "fd_details_kn": 97,
446
+ "fd_details_mr": 98,
447
+ "fd_rate_bn": 99,
448
+ "fd_rate_en": 100,
449
+ "fd_rate_hi": 101,
450
+ "fd_rate_kn": 102,
451
+ "fd_rate_large_amount_en": 103,
452
+ "fd_rate_mr": 104,
453
+ "fd_rates_en": 105,
454
+ "funds_transfer_direct_en": 106,
455
+ "funds_transfer_other_bank_en": 107,
456
+ "funds_transfer_own_account_en": 108,
457
+ "funds_transfer_status_en": 109,
458
+ "funds_transfer_third_party_en": 110,
459
+ "gst_payment_en": 111,
460
+ "health_insurance_en": 112,
461
+ "housing_finance_ar": 113,
462
+ "housing_finance_bn": 114,
463
+ "housing_finance_en": 115,
464
+ "housing_finance_es": 116,
465
+ "housing_finance_gu": 117,
466
+ "housing_finance_hi": 118,
467
+ "housing_finance_kn": 119,
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