End of training

README.md

@@ -1,3 +1,49 @@
 ---
-license: mit
+license: apache-2.0
+base_model: bert-base-uncased
+tags:
+- generated_from_trainer
+model-index:
+- name: bert-base-uncased-banking77
+  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. -->
+
+# bert-base-uncased-banking77
+
+This model is a fine-tuned version of [bert-base-uncased](https://huggingface.co/bert-base-uncased) on an unknown dataset.
+
+## 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: 16
+- eval_batch_size: 8
+- seed: 42
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: linear
+- num_epochs: 3
+- mixed_precision_training: Native AMP
+
+### Framework versions
+
+- Transformers 4.35.2
+- Pytorch 2.2.0+cu121
+- Datasets 2.16.1
+- Tokenizers 0.15.1

config.json

@@ -0,0 +1,184 @@
+{
+  "_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",
+    "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",
+    "2": "apple_pay_or_google_pay",
+    "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",
+    "3": "atm_support",
+    "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",
+    "4": "automatic_top_up",
+    "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",
+    "5": "balance_not_updated_after_bank_transfer",
+    "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",
+    "6": "balance_not_updated_after_cheque_or_cash_deposit",
+    "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",
+    "7": "beneficiary_not_allowed",
+    "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",
+    "8": "cancel_transfer",
+    "9": "card_about_to_expire"
+  },
+  "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",
+  "torch_dtype": "float32",
+  "transformers_version": "4.35.2",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 30522
+}

logs/events.out.tfevents.1706877920.7597df10a040.3535.0

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c975404f1fbb17098280edc4e10d0d5a47cd88867a01097c3a6331afb2ee3c6f
+size 10069

logs/events.out.tfevents.1706878542.7597df10a040.3535.1

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:14969aa2b8cf5d0e685356c12bf7ed1d40a1d2b4134d9b25a61f6ad360dc845f
+size 10118

logs/events.out.tfevents.1706879263.7597df10a040.3535.2

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:367ec42cdba874e1aabee21028ea9c3900461a1a350927d539a887a38fb433c7
+size 12365

logs/events.out.tfevents.1706880515.7597df10a040.3535.3

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0af6c7967df28f308247102ff6009eafd3d306e71db9462907e3e630344c4ac3
+size 12407

logs/events.out.tfevents.1706883064.7597df10a040.3535.4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:17cf033f89209cbdc93c803105e47ad53c926e0bdcc6295db38da338d613d02c
+size 9598

logs/events.out.tfevents.1706883210.7597df10a040.3535.5

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a31fe4bf0bb40c63dbb33108e698e996cdc8fc2dcf2005cf1ccfea4cf89de300
+size 8280

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3bc47546ac30391a4b753692ddbf1e6ed9edf354b027c75bc05cc5cc5aa11ca0
+size 438189348

special_tokens_map.json

@@ -0,0 +1,7 @@
+{
+  "cls_token": "[CLS]",
+  "mask_token": "[MASK]",
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "unk_token": "[UNK]"
+}

tokenizer_config.json

@@ -0,0 +1,55 @@
+{
+  "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
+    },
+    "102": {
+      "content": "[SEP]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "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": "BertTokenizer",
+  "unk_token": "[UNK]"
+}

training_args.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1beb9d390c3e3148a90015d3d9e8adc2e7bbccada77e1bc53a858a5a7c2410c6
+size 4664