Training in progress epoch 0

README.md

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+---
+license: apache-2.0
+base_model: distilbert-base-uncased
+tags:
+- generated_from_keras_callback
+model-index:
+- name: suthanhcong/banking77-finetune-distilbert
+  results: []
+---
+
+<!-- This model card has been generated automatically according to the information Keras had access to. You should
+probably proofread and complete it, then remove this comment. -->
+
+# suthanhcong/banking77-finetune-distilbert
+
+This model is a fine-tuned version of [distilbert-base-uncased](https://huggingface.co/distilbert-base-uncased) on an unknown dataset.
+It achieves the following results on the evaluation set:
+- Train Loss: 3.0968
+- Validation Loss: 1.8396
+- Train Accuracy: 0.7075
+- Epoch: 0
+
+## 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:
+- optimizer: {'name': 'Adam', 'weight_decay': None, 'clipnorm': None, 'global_clipnorm': None, 'clipvalue': None, 'use_ema': False, 'ema_momentum': 0.99, 'ema_overwrite_frequency': None, 'jit_compile': True, 'is_legacy_optimizer': False, 'learning_rate': {'module': 'keras.optimizers.schedules', 'class_name': 'PolynomialDecay', 'config': {'initial_learning_rate': 2e-05, 'decay_steps': 3125, 'end_learning_rate': 0.0, 'power': 1.0, 'cycle': False, 'name': None}, 'registered_name': None}, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-08, 'amsgrad': False}
+- training_precision: float32
+
+### Training results
+
+| Train Loss | Validation Loss | Train Accuracy | Epoch |
+|:----------:|:---------------:|:--------------:|:-----:|
+| 3.0968     | 1.8396          | 0.7075         | 0     |
+
+
+### Framework versions
+
+- Transformers 4.37.2
+- TensorFlow 2.15.0
+- Datasets 2.17.1
+- Tokenizers 0.15.2

config.json

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+{
+  "_name_or_path": "distilbert-base-uncased",
+  "activation": "gelu",
+  "architectures": [
+    "DistilBertForSequenceClassification"
+  ],
+  "attention_dropout": 0.1,
+  "dim": 768,
+  "dropout": 0.1,
+  "hidden_dim": 3072,
+  "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,
+  "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
+  },
+  "max_position_embeddings": 512,
+  "model_type": "distilbert",
+  "n_heads": 12,
+  "n_layers": 6,
+  "pad_token_id": 0,
+  "qa_dropout": 0.1,
+  "seq_classif_dropout": 0.2,
+  "sinusoidal_pos_embds": false,
+  "tie_weights_": true,
+  "transformers_version": "4.37.2",
+  "vocab_size": 30522
+}

special_tokens_map.json

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+{
+  "cls_token": "[CLS]",
+  "mask_token": "[MASK]",
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "unk_token": "[UNK]"
+}

tf_model.h5

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+oid sha256:5bf52b7c7333043e2eeb3d5325be1c62464da4c918201674a875a79330b605b8
+size 268182208

tokenizer_config.json

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+{
+  "added_tokens_decoder": {
+    "0": {
+      "content": "[PAD]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "100": {
+      "content": "[UNK]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "101": {
+      "content": "[CLS]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
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+    "102": {
+      "content": "[SEP]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
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+    "103": {
+      "content": "[MASK]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "clean_up_tokenization_spaces": true,
+  "cls_token": "[CLS]",
+  "do_lower_case": true,
+  "mask_token": "[MASK]",
+  "model_max_length": 512,
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "strip_accents": null,
+  "tokenize_chinese_chars": true,
+  "tokenizer_class": "DistilBertTokenizer",
+  "unk_token": "[UNK]"
+}