End of training

README.md

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+---
+license: apache-2.0
+base_model: bert-base-uncased
+tags:
+- generated_from_trainer
+metrics:
+- f1
+- accuracy
+model-index:
+- name: banking77-text-classification
+  results: []
+---
+
+<!-- This model card has been generated automatically according to the information the Trainer had access to. You
+should probably proofread and complete it, then remove this comment. -->
+
+# banking77-text-classification
+
+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: 0.4686
+- F1: 0.8989
+- Accuracy: 0.9054
+
+## Model description
+
+More information needed
+
+## Intended uses & limitations
+
+More information needed
+
+## Training and evaluation data
+
+More information needed
+
+## Training procedure
+
+### Training hyperparameters
+
+The following hyperparameters were used during training:
+- learning_rate: 5e-05
+- train_batch_size: 32
+- eval_batch_size: 8
+- seed: 42
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: linear
+- num_epochs: 4
+
+### Training results
+
+| Training Loss | Epoch | Step | Validation Loss | F1     | Accuracy |
+|:-------------:|:-----:|:----:|:---------------:|:------:|:--------:|
+| 3.9638        | 0.46  | 100  | 3.1616          | 0.3449 | 0.4205   |
+| 2.5608        | 0.91  | 200  | 1.9064          | 0.6739 | 0.7231   |
+| 1.5807        | 1.37  | 300  | 1.2332          | 0.7769 | 0.8111   |
+| 1.0547        | 1.83  | 400  | 0.8750          | 0.8433 | 0.8594   |
+| 0.7201        | 2.28  | 500  | 0.6806          | 0.8620 | 0.8777   |
+| 0.5474        | 2.74  | 600  | 0.5627          | 0.8856 | 0.8970   |
+| 0.4168        | 3.2   | 700  | 0.5010          | 0.8884 | 0.8984   |
+| 0.3382        | 3.65  | 800  | 0.4686          | 0.8989 | 0.9054   |
+
+
+### Framework versions
+
+- Transformers 4.35.2
+- Pytorch 2.1.0+cu121
+- Datasets 2.16.0
+- Tokenizers 0.15.0

config.json

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+{
+  "_name_or_path": "bert-base-uncased",
+  "architectures": [
+    "BertForSequenceClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "classifier_dropout": null,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "activate_my_card",
+    "1": "age_limit",
+    "2": "apple_pay_or_google_pay",
+    "3": "atm_support",
+    "4": "automatic_top_up",
+    "5": "balance_not_updated_after_bank_transfer",
+    "6": "balance_not_updated_after_cheque_or_cash_deposit",
+    "7": "beneficiary_not_allowed",
+    "8": "cancel_transfer",
+    "9": "card_about_to_expire",
+    "10": "card_acceptance",
+    "11": "card_arrival",
+    "12": "card_delivery_estimate",
+    "13": "card_linking",
+    "14": "card_not_working",
+    "15": "card_payment_fee_charged",
+    "16": "card_payment_not_recognised",
+    "17": "card_payment_wrong_exchange_rate",
+    "18": "card_swallowed",
+    "19": "cash_withdrawal_charge",
+    "20": "cash_withdrawal_not_recognised",
+    "21": "change_pin",
+    "22": "compromised_card",
+    "23": "contactless_not_working",
+    "24": "country_support",
+    "25": "declined_card_payment",
+    "26": "declined_cash_withdrawal",
+    "27": "declined_transfer",
+    "28": "direct_debit_payment_not_recognised",
+    "29": "disposable_card_limits",
+    "30": "edit_personal_details",
+    "31": "exchange_charge",
+    "32": "exchange_rate",
+    "33": "exchange_via_app",
+    "34": "extra_charge_on_statement",
+    "35": "failed_transfer",
+    "36": "fiat_currency_support",
+    "37": "get_disposable_virtual_card",
+    "38": "get_physical_card",
+    "39": "getting_spare_card",
+    "40": "getting_virtual_card",
+    "41": "lost_or_stolen_card",
+    "42": "lost_or_stolen_phone",
+    "43": "order_physical_card",
+    "44": "passcode_forgotten",
+    "45": "pending_card_payment",
+    "46": "pending_cash_withdrawal",
+    "47": "pending_top_up",
+    "48": "pending_transfer",
+    "49": "pin_blocked",
+    "50": "receiving_money",
+    "51": "Refund_not_showing_up",
+    "52": "request_refund",
+    "53": "reverted_card_payment?",
+    "54": "supported_cards_and_currencies",
+    "55": "terminate_account",
+    "56": "top_up_by_bank_transfer_charge",
+    "57": "top_up_by_card_charge",
+    "58": "top_up_by_cash_or_cheque",
+    "59": "top_up_failed",
+    "60": "top_up_limits",
+    "61": "top_up_reverted",
+    "62": "topping_up_by_card",
+    "63": "transaction_charged_twice",
+    "64": "transfer_fee_charged",
+    "65": "transfer_into_account",
+    "66": "transfer_not_received_by_recipient",
+    "67": "transfer_timing",
+    "68": "unable_to_verify_identity",
+    "69": "verify_my_identity",
+    "70": "verify_source_of_funds",
+    "71": "verify_top_up",
+    "72": "virtual_card_not_working",
+    "73": "visa_or_mastercard",
+    "74": "why_verify_identity",
+    "75": "wrong_amount_of_cash_received",
+    "76": "wrong_exchange_rate_for_cash_withdrawal"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "Refund_not_showing_up": 51,
+    "activate_my_card": 0,
+    "age_limit": 1,
+    "apple_pay_or_google_pay": 2,
+    "atm_support": 3,
+    "automatic_top_up": 4,
+    "balance_not_updated_after_bank_transfer": 5,
+    "balance_not_updated_after_cheque_or_cash_deposit": 6,
+    "beneficiary_not_allowed": 7,
+    "cancel_transfer": 8,
+    "card_about_to_expire": 9,
+    "card_acceptance": 10,
+    "card_arrival": 11,
+    "card_delivery_estimate": 12,
+    "card_linking": 13,
+    "card_not_working": 14,
+    "card_payment_fee_charged": 15,
+    "card_payment_not_recognised": 16,
+    "card_payment_wrong_exchange_rate": 17,
+    "card_swallowed": 18,
+    "cash_withdrawal_charge": 19,
+    "cash_withdrawal_not_recognised": 20,
+    "change_pin": 21,
+    "compromised_card": 22,
+    "contactless_not_working": 23,
+    "country_support": 24,
+    "declined_card_payment": 25,
+    "declined_cash_withdrawal": 26,
+    "declined_transfer": 27,
+    "direct_debit_payment_not_recognised": 28,
+    "disposable_card_limits": 29,
+    "edit_personal_details": 30,
+    "exchange_charge": 31,
+    "exchange_rate": 32,
+    "exchange_via_app": 33,
+    "extra_charge_on_statement": 34,
+    "failed_transfer": 35,
+    "fiat_currency_support": 36,
+    "get_disposable_virtual_card": 37,
+    "get_physical_card": 38,
+    "getting_spare_card": 39,
+    "getting_virtual_card": 40,
+    "lost_or_stolen_card": 41,
+    "lost_or_stolen_phone": 42,
+    "order_physical_card": 43,
+    "passcode_forgotten": 44,
+    "pending_card_payment": 45,
+    "pending_cash_withdrawal": 46,
+    "pending_top_up": 47,
+    "pending_transfer": 48,
+    "pin_blocked": 49,
+    "receiving_money": 50,
+    "request_refund": 52,
+    "reverted_card_payment?": 53,
+    "supported_cards_and_currencies": 54,
+    "terminate_account": 55,
+    "top_up_by_bank_transfer_charge": 56,
+    "top_up_by_card_charge": 57,
+    "top_up_by_cash_or_cheque": 58,
+    "top_up_failed": 59,
+    "top_up_limits": 60,
+    "top_up_reverted": 61,
+    "topping_up_by_card": 62,
+    "transaction_charged_twice": 63,
+    "transfer_fee_charged": 64,
+    "transfer_into_account": 65,
+    "transfer_not_received_by_recipient": 66,
+    "transfer_timing": 67,
+    "unable_to_verify_identity": 68,
+    "verify_my_identity": 69,
+    "verify_source_of_funds": 70,
+    "verify_top_up": 71,
+    "virtual_card_not_working": 72,
+    "visa_or_mastercard": 73,
+    "why_verify_identity": 74,
+    "wrong_amount_of_cash_received": 75,
+    "wrong_exchange_rate_for_cash_withdrawal": 76
+  },
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "pad_token_id": 0,
+  "position_embedding_type": "absolute",
+  "problem_type": "single_label_classification",
+  "torch_dtype": "float32",
+  "transformers_version": "4.35.2",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 30522
+}

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special_tokens_map.json

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+  "sep_token": "[SEP]",
+  "unk_token": "[UNK]"
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tokenizer_config.json

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+  "added_tokens_decoder": {
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+      "lstrip": false,
+      "normalized": false,
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+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "strip_accents": null,
+  "tokenize_chinese_chars": true,
+  "tokenizer_class": "BertTokenizer",
+  "unk_token": "[UNK]"
+}

training_args.bin

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