End of training

README.md

@@ -1,5 +1,7 @@
 ---
 library_name: transformers
+license: apache-2.0
+base_model: bert-base-uncased
 tags:
 - generated_from_trainer
 model-index:
@@ -12,9 +14,9 @@ should probably proofread and complete it, then remove this comment. -->
 
 # TenaliAI-FinTech-v1
 
-This model was trained from scratch on an unknown dataset.
+This model is a fine-tuned version of [bert-base-uncased](https://huggingface.co/bert-base-uncased) on an unknown dataset.
 It achieves the following results on the evaluation set:
-- Loss: 0.9575
+- Loss: 0.6836
 
 ## Model description
 
@@ -45,31 +47,31 @@ The following hyperparameters were used during training:
 
 | Training Loss | Epoch | Step  | Validation Loss |
 |:-------------:|:-----:|:-----:|:---------------:|
-| 2.1596        | 1.0   | 1251  | 1.5085          |
-| 1.1181        | 2.0   | 2502  | 1.0933          |
-| 1.0009        | 3.0   | 3753  | 1.0202          |
-| 0.922         | 4.0   | 5004  | 0.9683          |
-| 0.8721        | 5.0   | 6255  | 0.9575          |
-| 0.8498        | 6.0   | 7506  | 0.9721          |
-| 0.8363        | 7.0   | 8757  | 1.0118          |
-| 0.8535        | 8.0   | 10008 | 0.9851          |
-| 0.8239        | 9.0   | 11259 | 0.9728          |
-| 0.8242        | 10.0  | 12510 | 0.9693          |
-| 0.7947        | 11.0  | 13761 | 0.9947          |
-| 0.7951        | 12.0  | 15012 | 0.9905          |
-| 0.7874        | 13.0  | 16263 | 0.9900          |
-| 0.7967        | 14.0  | 17514 | 0.9984          |
-| 0.7666        | 15.0  | 18765 | 0.9918          |
-| 0.7788        | 16.0  | 20016 | 0.9955          |
-| 0.7832        | 17.0  | 21267 | 1.0130          |
-| 0.7615        | 18.0  | 22518 | 1.0061          |
-| 0.7666        | 19.0  | 23769 | 1.0104          |
-| 0.7685        | 20.0  | 25020 | 1.0144          |
-| 0.7367        | 21.0  | 26271 | 1.0275          |
-| 0.7609        | 22.0  | 27522 | 1.0371          |
-| 0.7663        | 23.0  | 28773 | 1.0271          |
-| 0.7564        | 24.0  | 30024 | 1.0498          |
-| 0.7478        | 25.0  | 31275 | 1.0385          |
+| 1.8063        | 1.0   | 2163  | 1.4250          |
+| 0.9374        | 2.0   | 4326  | 0.8589          |
+| 0.743         | 3.0   | 6489  | 0.7322          |
+| 0.6568        | 4.0   | 8652  | 0.7122          |
+| 0.5919        | 5.0   | 10815 | 0.7026          |
+| 0.5826        | 6.0   | 12978 | 0.6974          |
+| 0.5772        | 7.0   | 15141 | 0.6856          |
+| 0.5479        | 8.0   | 17304 | 0.6836          |
+| 0.5541        | 9.0   | 19467 | 0.7033          |
+| 0.5025        | 10.0  | 21630 | 0.6976          |
+| 0.5322        | 11.0  | 23793 | 0.7045          |
+| 0.5438        | 12.0  | 25956 | 0.7032          |
+| 0.531         | 13.0  | 28119 | 0.7244          |
+| 0.5139        | 14.0  | 30282 | 0.7449          |
+| 0.5157        | 15.0  | 32445 | 0.7325          |
+| 0.5027        | 16.0  | 34608 | 0.7330          |
+| 0.5104        | 17.0  | 36771 | 0.7469          |
+| 0.4872        | 18.0  | 38934 | 0.7384          |
+| 0.4824        | 19.0  | 41097 | 0.7281          |
+| 0.4987        | 20.0  | 43260 | 0.7474          |
+| 0.5055        | 21.0  | 45423 | 0.7670          |
+| 0.501         | 22.0  | 47586 | 0.7483          |
+| 0.493         | 23.0  | 49749 | 0.7518          |
+| 0.4986        | 24.0  | 51912 | 0.7529          |
+| 0.4696        | 25.0  | 54075 | 0.7587          |
 
 
 ### Framework versions

config.json

@@ -1,5 +1,5 @@
 {
-  "_name_or_path": "TenaliAIModels/BertBaseModel",
+  "_name_or_path": "bert-base-uncased",
   "architectures": [
     "BertForSequenceClassification"
   ],
@@ -10,178 +10,346 @@
   "hidden_dropout_prob": 0.1,
   "hidden_size": 768,
   "id2label": {
-    "0": "farm_equipment_finance_ar",
-    "1": "farm_equipment_finance_bn",
-    "2": "farm_equipment_finance_en",
-    "3": "farm_equipment_finance_es",
-    "4": "farm_equipment_finance_gu",
-    "5": "farm_equipment_finance_hi",
-    "6": "farm_equipment_finance_kn",
-    "7": "farm_equipment_finance_kok",
-    "8": "farm_equipment_finance_ml",
-    "9": "farm_equipment_finance_mr",
-    "10": "farm_equipment_finance_or",
-    "11": "farm_equipment_finance_pa",
-    "12": "farm_equipment_finance_ta",
-    "13": "farm_equipment_finance_te",
-    "14": "housing_finance_ar",
-    "15": "housing_finance_bn",
-    "16": "housing_finance_en",
-    "17": "housing_finance_es",
-    "18": "housing_finance_gu",
-    "19": "housing_finance_hi",
-    "20": "housing_finance_kn",
-    "21": "housing_finance_kok",
-    "22": "housing_finance_ml",
-    "23": "housing_finance_mr",
-    "24": "housing_finance_or",
-    "25": "housing_finance_pa",
-    "26": "housing_finance_ta",
-    "27": "housing_finance_te",
-    "28": "micro_loan_ar",
-    "29": "micro_loan_bn",
-    "30": "micro_loan_en",
-    "31": "micro_loan_es",
-    "32": "micro_loan_gu",
-    "33": "micro_loan_hi",
-    "34": "micro_loan_kn",
-    "35": "micro_loan_kok",
-    "36": "micro_loan_ml",
-    "37": "micro_loan_mr",
-    "38": "micro_loan_or",
-    "39": "micro_loan_pa",
-    "40": "micro_loan_ta",
-    "41": "micro_loan_te",
-    "42": "personal_loan_ar",
-    "43": "personal_loan_bn",
-    "44": "personal_loan_en",
-    "45": "personal_loan_es",
-    "46": "personal_loan_gu",
-    "47": "personal_loan_hi",
-    "48": "personal_loan_kn",
-    "49": "personal_loan_kok",
-    "50": "personal_loan_ml",
-    "51": "personal_loan_mr",
-    "52": "personal_loan_or",
-    "53": "personal_loan_pa",
-    "54": "personal_loan_ta",
-    "55": "personal_loan_te",
-    "56": "sme_loan_ar",
-    "57": "sme_loan_bn",
-    "58": "sme_loan_en",
-    "59": "sme_loan_es",
-    "60": "sme_loan_gu",
-    "61": "sme_loan_hi",
-    "62": "sme_loan_kn",
-    "63": "sme_loan_kok",
-    "64": "sme_loan_ml",
-    "65": "sme_loan_mr",
-    "66": "sme_loan_or",
-    "67": "sme_loan_pa",
-    "68": "sme_loan_ta",
-    "69": "sme_loan_te",
-    "70": "two_wheeler_loan_ar",
-    "71": "two_wheeler_loan_bn",
-    "72": "two_wheeler_loan_en",
-    "73": "two_wheeler_loan_es",
-    "74": "two_wheeler_loan_gu",
-    "75": "two_wheeler_loan_hi",
-    "76": "two_wheeler_loan_kn",
-    "77": "two_wheeler_loan_kok",
-    "78": "two_wheeler_loan_ml",
-    "79": "two_wheeler_loan_mr",
-    "80": "two_wheeler_loan_or",
-    "81": "two_wheeler_loan_pa",
-    "82": "two_wheeler_loan_ta",
-    "83": "two_wheeler_loan_te"
+    "0": "account_balance_bn",
+    "1": "account_statement_bn",
+    "2": "account_statement_en",
+    "3": "account_statement_hi",
+    "4": "account_statement_mr",
+    "5": "add_beneficiary_en",
+    "6": "balance_enquiry_en",
+    "7": "balance_enquiry_hi",
+    "8": "balance_enquiry_mr",
+    "9": "beneficiary_details_en",
+    "10": "bill_payment_en",
+    "11": "block_card_en",
+    "12": "bulk_payments_en",
+    "13": "bulk_payments_status_en",
+    "14": "car_insurance_en",
+    "15": "change_contact_info_en",
+    "16": "credit_card_apply_en",
+    "17": "debit_card_details_bn",
+    "18": "debit_card_details_en",
+    "19": "debit_card_details_hi",
+    "20": "debit_card_details_mr",
+    "21": "delete_beneficiary _en",
+    "22": "farm_equipment_finance_ar",
+    "23": "farm_equipment_finance_bn",
+    "24": "farm_equipment_finance_en",
+    "25": "farm_equipment_finance_es",
+    "26": "farm_equipment_finance_gu",
+    "27": "farm_equipment_finance_hi",
+    "28": "farm_equipment_finance_kn",
+    "29": "farm_equipment_finance_kok",
+    "30": "farm_equipment_finance_ml",
+    "31": "farm_equipment_finance_mr",
+    "32": "farm_equipment_finance_or",
+    "33": "farm_equipment_finance_pa",
+    "34": "farm_equipment_finance_ta",
+    "35": "farm_equipment_finance_te",
+    "36": "fd_create_bn",
+    "37": "fd_create_en",
+    "38": "fd_create_hi",
+    "39": "fd_create_mr",
+    "40": "fd_details_en",
+    "41": "fd_rate_large_amount_en",
+    "42": "fd_rates_en",
+    "43": "funds_transfer_direct_en",
+    "44": "funds_transfer_other_bank_en",
+    "45": "funds_transfer_own_account_en",
+    "46": "funds_transfer_status_en",
+    "47": "funds_transfer_third_party_en",
+    "48": "gst_payment_en",
+    "49": "health_insurance_en",
+    "50": "housing_finance_ar",
+    "51": "housing_finance_bn",
+    "52": "housing_finance_en",
+    "53": "housing_finance_es",
+    "54": "housing_finance_gu",
+    "55": "housing_finance_hi",
+    "56": "housing_finance_kn",
+    "57": "housing_finance_kok",
+    "58": "housing_finance_ml",
+    "59": "housing_finance_mr",
+    "60": "housing_finance_or",
+    "61": "housing_finance_pa",
+    "62": "housing_finance_ta",
+    "63": "housing_finance_te",
+    "64": "investment_details_en",
+    "65": "list_accounts_en",
+    "66": "list_beneficiary_bn",
+    "67": "list_beneficiary_en",
+    "68": "list_beneficiary_hi",
+    "69": "list_beneficiary_mr",
+    "70": "list_billers_en",
+    "71": "list_fd_bn",
+    "72": "list_fd_en",
+    "73": "list_fd_hi",
+    "74": "list_fd_mr",
+    "75": "list_investments_en",
+    "76": "list_loans_en",
+    "77": "list_of_accounts_bn",
+    "78": "list_of_accounts_hi",
+    "79": "list_of_accounts_mr",
+    "80": "list_of_acounts_en",
+    "81": "loan_detail_en",
+    "82": "loan_details_bn",
+    "83": "loan_details_en",
+    "84": "loan_details_hi",
+    "85": "loan_details_mr",
+    "86": "micro_loan_ar",
+    "87": "micro_loan_bn",
+    "88": "micro_loan_en",
+    "89": "micro_loan_es",
+    "90": "micro_loan_gu",
+    "91": "micro_loan_hi",
+    "92": "micro_loan_kn",
+    "93": "micro_loan_kok",
+    "94": "micro_loan_ml",
+    "95": "micro_loan_mr",
+    "96": "micro_loan_or",
+    "97": "micro_loan_pa",
+    "98": "micro_loan_ta",
+    "99": "micro_loan_te",
+    "100": "modify_beneficiary_en",
+    "101": "nrv_details_en",
+    "102": "open_account_bn",
+    "103": "open_account_en",
+    "104": "open_account_hi",
+    "105": "open_account_mr",
+    "106": "pending_authorization_en",
+    "107": "personal_loan_ar",
+    "108": "personal_loan_bn",
+    "109": "personal_loan_en",
+    "110": "personal_loan_es",
+    "111": "personal_loan_gu",
+    "112": "personal_loan_hi",
+    "113": "personal_loan_kn",
+    "114": "personal_loan_kok",
+    "115": "personal_loan_ml",
+    "116": "personal_loan_mr",
+    "117": "personal_loan_or",
+    "118": "personal_loan_pa",
+    "119": "personal_loan_ta",
+    "120": "personal_loan_te",
+    "121": "pin_change_en",
+    "122": "raise_request_en",
+    "123": "rd_details_en",
+    "124": "rd_rate_bn",
+    "125": "rd_rate_en",
+    "126": "rd_rate_hi",
+    "127": "rd_rate_mr",
+    "128": "rd_rates_en",
+    "129": "request_status_en",
+    "130": "saving_rate_en",
+    "131": "send_money_abroad_en",
+    "132": "set_limits_en",
+    "133": "sme_loan_ar",
+    "134": "sme_loan_bn",
+    "135": "sme_loan_en",
+    "136": "sme_loan_es",
+    "137": "sme_loan_gu",
+    "138": "sme_loan_hi",
+    "139": "sme_loan_kn",
+    "140": "sme_loan_kok",
+    "141": "sme_loan_ml",
+    "142": "sme_loan_mr",
+    "143": "sme_loan_or",
+    "144": "sme_loan_pa",
+    "145": "sme_loan_ta",
+    "146": "sme_loan_te",
+    "147": "ss_rate_en",
+    "148": "ss_rd_rates _en",
+    "149": "transaction_en",
+    "150": "transaction_history_bn",
+    "151": "transaction_history_en",
+    "152": "transaction_history_hi",
+    "153": "transaction_history_mr",
+    "154": "two_wheeler_loan_ar",
+    "155": "two_wheeler_loan_bn",
+    "156": "two_wheeler_loan_en",
+    "157": "two_wheeler_loan_es",
+    "158": "two_wheeler_loan_gu",
+    "159": "two_wheeler_loan_hi",
+    "160": "two_wheeler_loan_kn",
+    "161": "two_wheeler_loan_kok",
+    "162": "two_wheeler_loan_ml",
+    "163": "two_wheeler_loan_mr",
+    "164": "two_wheeler_loan_or",
+    "165": "two_wheeler_loan_pa",
+    "166": "two_wheeler_loan_ta",
+    "167": "two_wheeler_loan_te"
   },
   "initializer_range": 0.02,
   "intermediate_size": 3072,
   "label2id": {
-    "farm_equipment_finance_ar": 0,
-    "farm_equipment_finance_bn": 1,
-    "farm_equipment_finance_en": 2,
-    "farm_equipment_finance_es": 3,
-    "farm_equipment_finance_gu": 4,
-    "farm_equipment_finance_hi": 5,
-    "farm_equipment_finance_kn": 6,
-    "farm_equipment_finance_kok": 7,
-    "farm_equipment_finance_ml": 8,
-    "farm_equipment_finance_mr": 9,
-    "farm_equipment_finance_or": 10,
-    "farm_equipment_finance_pa": 11,
-    "farm_equipment_finance_ta": 12,
-    "farm_equipment_finance_te": 13,
-    "housing_finance_ar": 14,
-    "housing_finance_bn": 15,
-    "housing_finance_en": 16,
-    "housing_finance_es": 17,
-    "housing_finance_gu": 18,
-    "housing_finance_hi": 19,
-    "housing_finance_kn": 20,
-    "housing_finance_kok": 21,
-    "housing_finance_ml": 22,
-    "housing_finance_mr": 23,
-    "housing_finance_or": 24,
-    "housing_finance_pa": 25,
-    "housing_finance_ta": 26,
-    "housing_finance_te": 27,
-    "micro_loan_ar": 28,
-    "micro_loan_bn": 29,
-    "micro_loan_en": 30,
-    "micro_loan_es": 31,
-    "micro_loan_gu": 32,
-    "micro_loan_hi": 33,
-    "micro_loan_kn": 34,
-    "micro_loan_kok": 35,
-    "micro_loan_ml": 36,
-    "micro_loan_mr": 37,
-    "micro_loan_or": 38,
-    "micro_loan_pa": 39,
-    "micro_loan_ta": 40,
-    "micro_loan_te": 41,
-    "personal_loan_ar": 42,
-    "personal_loan_bn": 43,
-    "personal_loan_en": 44,
-    "personal_loan_es": 45,
-    "personal_loan_gu": 46,
-    "personal_loan_hi": 47,
-    "personal_loan_kn": 48,
-    "personal_loan_kok": 49,
-    "personal_loan_ml": 50,
-    "personal_loan_mr": 51,
-    "personal_loan_or": 52,
-    "personal_loan_pa": 53,
-    "personal_loan_ta": 54,
-    "personal_loan_te": 55,
-    "sme_loan_ar": 56,
-    "sme_loan_bn": 57,
-    "sme_loan_en": 58,
-    "sme_loan_es": 59,
-    "sme_loan_gu": 60,
-    "sme_loan_hi": 61,
-    "sme_loan_kn": 62,
-    "sme_loan_kok": 63,
-    "sme_loan_ml": 64,
-    "sme_loan_mr": 65,
-    "sme_loan_or": 66,
-    "sme_loan_pa": 67,
-    "sme_loan_ta": 68,
-    "sme_loan_te": 69,
-    "two_wheeler_loan_ar": 70,
-    "two_wheeler_loan_bn": 71,
-    "two_wheeler_loan_en": 72,
-    "two_wheeler_loan_es": 73,
-    "two_wheeler_loan_gu": 74,
-    "two_wheeler_loan_hi": 75,
-    "two_wheeler_loan_kn": 76,
-    "two_wheeler_loan_kok": 77,
-    "two_wheeler_loan_ml": 78,
-    "two_wheeler_loan_mr": 79,
-    "two_wheeler_loan_or": 80,
-    "two_wheeler_loan_pa": 81,
-    "two_wheeler_loan_ta": 82,
-    "two_wheeler_loan_te": 83
+    "account_balance_bn": 0,
+    "account_statement_bn": 1,
+    "account_statement_en": 2,
+    "account_statement_hi": 3,
+    "account_statement_mr": 4,
+    "add_beneficiary_en": 5,
+    "balance_enquiry_en": 6,
+    "balance_enquiry_hi": 7,
+    "balance_enquiry_mr": 8,
+    "beneficiary_details_en": 9,
+    "bill_payment_en": 10,
+    "block_card_en": 11,
+    "bulk_payments_en": 12,
+    "bulk_payments_status_en": 13,
+    "car_insurance_en": 14,
+    "change_contact_info_en": 15,
+    "credit_card_apply_en": 16,
+    "debit_card_details_bn": 17,
+    "debit_card_details_en": 18,
+    "debit_card_details_hi": 19,
+    "debit_card_details_mr": 20,
+    "delete_beneficiary _en": 21,
+    "farm_equipment_finance_ar": 22,
+    "farm_equipment_finance_bn": 23,
+    "farm_equipment_finance_en": 24,
+    "farm_equipment_finance_es": 25,
+    "farm_equipment_finance_gu": 26,
+    "farm_equipment_finance_hi": 27,
+    "farm_equipment_finance_kn": 28,
+    "farm_equipment_finance_kok": 29,
+    "farm_equipment_finance_ml": 30,
+    "farm_equipment_finance_mr": 31,
+    "farm_equipment_finance_or": 32,
+    "farm_equipment_finance_pa": 33,
+    "farm_equipment_finance_ta": 34,
+    "farm_equipment_finance_te": 35,
+    "fd_create_bn": 36,
+    "fd_create_en": 37,
+    "fd_create_hi": 38,
+    "fd_create_mr": 39,
+    "fd_details_en": 40,
+    "fd_rate_large_amount_en": 41,
+    "fd_rates_en": 42,
+    "funds_transfer_direct_en": 43,
+    "funds_transfer_other_bank_en": 44,
+    "funds_transfer_own_account_en": 45,
+    "funds_transfer_status_en": 46,
+    "funds_transfer_third_party_en": 47,
+    "gst_payment_en": 48,
+    "health_insurance_en": 49,
+    "housing_finance_ar": 50,
+    "housing_finance_bn": 51,
+    "housing_finance_en": 52,
+    "housing_finance_es": 53,
+    "housing_finance_gu": 54,
+    "housing_finance_hi": 55,
+    "housing_finance_kn": 56,
+    "housing_finance_kok": 57,
+    "housing_finance_ml": 58,
+    "housing_finance_mr": 59,
+    "housing_finance_or": 60,
+    "housing_finance_pa": 61,
+    "housing_finance_ta": 62,
+    "housing_finance_te": 63,
+    "investment_details_en": 64,
+    "list_accounts_en": 65,
+    "list_beneficiary_bn": 66,
+    "list_beneficiary_en": 67,
+    "list_beneficiary_hi": 68,
+    "list_beneficiary_mr": 69,
+    "list_billers_en": 70,
+    "list_fd_bn": 71,
+    "list_fd_en": 72,
+    "list_fd_hi": 73,
+    "list_fd_mr": 74,
+    "list_investments_en": 75,
+    "list_loans_en": 76,
+    "list_of_accounts_bn": 77,
+    "list_of_accounts_hi": 78,
+    "list_of_accounts_mr": 79,
+    "list_of_acounts_en": 80,
+    "loan_detail_en": 81,
+    "loan_details_bn": 82,
+    "loan_details_en": 83,
+    "loan_details_hi": 84,
+    "loan_details_mr": 85,
+    "micro_loan_ar": 86,
+    "micro_loan_bn": 87,
+    "micro_loan_en": 88,
+    "micro_loan_es": 89,
+    "micro_loan_gu": 90,
+    "micro_loan_hi": 91,
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