Commit From AutoTrain
Browse files- .gitattributes +3 -0
- README.md +52 -0
- config.json +188 -0
- pytorch_model.bin +3 -0
- sample_input.pkl +3 -0
- special_tokens_map.json +1 -0
- tokenizer.json +0 -0
- tokenizer_config.json +1 -0
- vocab.txt +0 -0
.gitattributes
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zstandard filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zstandard filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.bin.* filter=lfs diff=lfs merge=lfs -text
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*.tar.gz filter=lfs diff=lfs merge=lfs -text
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*.pkl filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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tags: autotrain
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language: en
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widget:
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- text: "I love AutoTrain 🤗"
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datasets:
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- philschmid/autotrain-data-does-it-work
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co2_eq_emissions: 0.03330651014155927
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---
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# Model Trained Using AutoTrain
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- Problem type: Multi-class Classification
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- Model ID: 940131041
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- CO2 Emissions (in grams): 0.03330651014155927
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## Validation Metrics
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- Loss: 0.3505457043647766
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- Accuracy: 0.9263261296660118
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- Macro F1: 0.9268371013605569
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- Micro F1: 0.9263261296660118
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- Weighted F1: 0.9259954221865809
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- Macro Precision: 0.9305746406646502
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- Micro Precision: 0.9263261296660118
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- Weighted Precision: 0.929031563971418
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- Macro Recall: 0.9263724620088746
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- Micro Recall: 0.9263261296660118
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- Weighted Recall: 0.9263261296660118
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## Usage
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You can use cURL to access this model:
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```
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$ curl -X POST -H "Authorization: Bearer YOUR_API_KEY" -H "Content-Type: application/json" -d '{"inputs": "I love AutoTrain"}' https://api-inference.huggingface.co/models/philschmid/autotrain-does-it-work-940131041
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```
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Or Python API:
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```
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from transformers import AutoModelForSequenceClassification, AutoTokenizer
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model = AutoModelForSequenceClassification.from_pretrained("philschmid/autotrain-does-it-work-940131041", use_auth_token=True)
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tokenizer = AutoTokenizer.from_pretrained("philschmid/autotrain-does-it-work-940131041", use_auth_token=True)
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inputs = tokenizer("I love AutoTrain", return_tensors="pt")
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outputs = model(**inputs)
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```
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config.json
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{
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"_name_or_path": "AutoTrain",
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"_num_labels": 77,
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"architectures": [
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"BertForSequenceClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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"classifier_dropout": null,
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"gradient_checkpointing": false,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.1,
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"hidden_size": 768,
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"id2label": {
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"0": "Refund_not_showing_up",
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"1": "activate_my_card",
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"2": "age_limit",
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"3": "apple_pay_or_google_pay",
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"4": "atm_support",
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"5": "automatic_top_up",
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"6": "balance_not_updated_after_bank_transfer",
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"7": "balance_not_updated_after_cheque_or_cash_deposit",
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"8": "beneficiary_not_allowed",
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"9": "cancel_transfer",
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"10": "card_about_to_expire",
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"11": "card_acceptance",
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"12": "card_arrival",
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"13": "card_delivery_estimate",
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"14": "card_linking",
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"15": "card_not_working",
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"16": "card_payment_fee_charged",
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"17": "card_payment_not_recognised",
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"18": "card_payment_wrong_exchange_rate",
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"19": "card_swallowed",
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"20": "cash_withdrawal_charge",
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"21": "cash_withdrawal_not_recognised",
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"22": "change_pin",
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"23": "compromised_card",
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"24": "contactless_not_working",
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"25": "country_support",
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"26": "declined_card_payment",
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"27": "declined_cash_withdrawal",
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"28": "declined_transfer",
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"29": "direct_debit_payment_not_recognised",
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"30": "disposable_card_limits",
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"31": "edit_personal_details",
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"32": "exchange_charge",
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"33": "exchange_rate",
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"34": "exchange_via_app",
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"35": "extra_charge_on_statement",
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"36": "failed_transfer",
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"37": "fiat_currency_support",
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"38": "get_disposable_virtual_card",
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"39": "get_physical_card",
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"40": "getting_spare_card",
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"41": "getting_virtual_card",
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"42": "lost_or_stolen_card",
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"43": "lost_or_stolen_phone",
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"44": "order_physical_card",
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"45": "passcode_forgotten",
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"46": "pending_card_payment",
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"47": "pending_cash_withdrawal",
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"48": "pending_top_up",
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"49": "pending_transfer",
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"50": "pin_blocked",
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"51": "receiving_money",
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"52": "request_refund",
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"53": "reverted_card_payment?",
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"54": "supported_cards_and_currencies",
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"55": "terminate_account",
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"56": "top_up_by_bank_transfer_charge",
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"57": "top_up_by_card_charge",
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"58": "top_up_by_cash_or_cheque",
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"59": "top_up_failed",
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"60": "top_up_limits",
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"61": "top_up_reverted",
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"62": "topping_up_by_card",
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"63": "transaction_charged_twice",
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"64": "transfer_fee_charged",
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"65": "transfer_into_account",
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"66": "transfer_not_received_by_recipient",
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"67": "transfer_timing",
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"68": "unable_to_verify_identity",
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"69": "verify_my_identity",
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"70": "verify_source_of_funds",
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"71": "verify_top_up",
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"72": "virtual_card_not_working",
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"73": "visa_or_mastercard",
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"74": "why_verify_identity",
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"75": "wrong_amount_of_cash_received",
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"76": "wrong_exchange_rate_for_cash_withdrawal"
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},
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"label2id": {
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"Refund_not_showing_up": 0,
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"activate_my_card": 1,
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"age_limit": 2,
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"apple_pay_or_google_pay": 3,
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"atm_support": 4,
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"automatic_top_up": 5,
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"balance_not_updated_after_bank_transfer": 6,
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"balance_not_updated_after_cheque_or_cash_deposit": 7,
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"beneficiary_not_allowed": 8,
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"cancel_transfer": 9,
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"card_about_to_expire": 10,
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"card_acceptance": 11,
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"card_arrival": 12,
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"card_delivery_estimate": 13,
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"card_linking": 14,
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"card_not_working": 15,
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"card_payment_fee_charged": 16,
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"card_payment_not_recognised": 17,
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"card_payment_wrong_exchange_rate": 18,
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"card_swallowed": 19,
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"cash_withdrawal_charge": 20,
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"cash_withdrawal_not_recognised": 21,
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"change_pin": 22,
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"compromised_card": 23,
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"contactless_not_working": 24,
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"country_support": 25,
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"declined_card_payment": 26,
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"declined_cash_withdrawal": 27,
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"declined_transfer": 28,
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"direct_debit_payment_not_recognised": 29,
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"disposable_card_limits": 30,
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"edit_personal_details": 31,
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"exchange_charge": 32,
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"exchange_rate": 33,
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"exchange_via_app": 34,
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"extra_charge_on_statement": 35,
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"failed_transfer": 36,
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"fiat_currency_support": 37,
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"get_disposable_virtual_card": 38,
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"get_physical_card": 39,
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"getting_spare_card": 40,
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"getting_virtual_card": 41,
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"lost_or_stolen_card": 42,
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"lost_or_stolen_phone": 43,
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"order_physical_card": 44,
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"passcode_forgotten": 45,
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"pending_card_payment": 46,
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"pending_cash_withdrawal": 47,
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"pending_top_up": 48,
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"pending_transfer": 49,
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"pin_blocked": 50,
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"receiving_money": 51,
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"request_refund": 52,
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"reverted_card_payment?": 53,
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"supported_cards_and_currencies": 54,
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"terminate_account": 55,
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"top_up_by_bank_transfer_charge": 56,
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"top_up_by_card_charge": 57,
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"top_up_by_cash_or_cheque": 58,
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"top_up_failed": 59,
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"top_up_limits": 60,
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"top_up_reverted": 61,
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"topping_up_by_card": 62,
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"transaction_charged_twice": 63,
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"transfer_fee_charged": 64,
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"transfer_into_account": 65,
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"transfer_not_received_by_recipient": 66,
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"transfer_timing": 67,
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"unable_to_verify_identity": 68,
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"verify_my_identity": 69,
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"verify_source_of_funds": 70,
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"verify_top_up": 71,
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"virtual_card_not_working": 72,
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"visa_or_mastercard": 73,
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"why_verify_identity": 74,
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"wrong_amount_of_cash_received": 75,
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"wrong_exchange_rate_for_cash_withdrawal": 76
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},
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"layer_norm_eps": 1e-12,
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"max_length": 96,
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"max_position_embeddings": 512,
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"model_type": "bert",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"pad_token_id": 0,
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"padding": "max_length",
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"position_embedding_type": "absolute",
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"problem_type": "single_label_classification",
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"torch_dtype": "float32",
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"transformers_version": "4.15.0",
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"type_vocab_size": 2,
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"use_cache": true,
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"vocab_size": 30522
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}
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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:f7b13360b32a24cb5de1fd24dced21184a9e64b9450d01e26cfe9c78bf335b26
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size 438249901
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sample_input.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:6ad7091f1e92e85af66ef2c9fd7d6db1acefa7860b1e19e08bfd4c146db8f83d
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size 3616
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special_tokens_map.json
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{"unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]"}
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tokenizer.json
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tokenizer_config.json
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{"do_lower_case": true, "unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]", "tokenize_chinese_chars": true, "strip_accents": null, "model_max_length": 512, "special_tokens_map_file": null, "name_or_path": "AutoTrain", "tokenizer_class": "BertTokenizer"}
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vocab.txt
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