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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*.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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@@ -0,0 +1,52 @@
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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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@@ -0,0 +1,188 @@
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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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| 8 |
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"classifier_dropout": null,
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| 9 |
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"gradient_checkpointing": false,
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| 10 |
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"hidden_act": "gelu",
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| 11 |
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"hidden_dropout_prob": 0.1,
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| 12 |
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"hidden_size": 768,
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| 13 |
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"id2label": {
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| 14 |
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"0": "Refund_not_showing_up",
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| 15 |
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"1": "activate_my_card",
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| 16 |
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"2": "age_limit",
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| 17 |
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"3": "apple_pay_or_google_pay",
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| 18 |
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"4": "atm_support",
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| 19 |
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"5": "automatic_top_up",
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| 20 |
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"6": "balance_not_updated_after_bank_transfer",
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| 21 |
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"7": "balance_not_updated_after_cheque_or_cash_deposit",
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| 22 |
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"8": "beneficiary_not_allowed",
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| 23 |
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"9": "cancel_transfer",
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| 24 |
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"10": "card_about_to_expire",
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| 25 |
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"11": "card_acceptance",
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| 26 |
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"12": "card_arrival",
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| 27 |
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"13": "card_delivery_estimate",
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| 28 |
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"14": "card_linking",
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| 29 |
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"15": "card_not_working",
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| 30 |
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"16": "card_payment_fee_charged",
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| 31 |
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"17": "card_payment_not_recognised",
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| 32 |
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"18": "card_payment_wrong_exchange_rate",
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| 33 |
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"19": "card_swallowed",
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| 34 |
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"20": "cash_withdrawal_charge",
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| 35 |
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"21": "cash_withdrawal_not_recognised",
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| 36 |
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"22": "change_pin",
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| 37 |
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"23": "compromised_card",
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| 38 |
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"24": "contactless_not_working",
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| 39 |
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"25": "country_support",
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| 40 |
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"26": "declined_card_payment",
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| 41 |
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"27": "declined_cash_withdrawal",
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| 42 |
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"28": "declined_transfer",
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| 43 |
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"29": "direct_debit_payment_not_recognised",
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| 44 |
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"30": "disposable_card_limits",
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| 45 |
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"31": "edit_personal_details",
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| 46 |
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"32": "exchange_charge",
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| 47 |
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"33": "exchange_rate",
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| 48 |
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"34": "exchange_via_app",
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| 49 |
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"35": "extra_charge_on_statement",
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| 50 |
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"36": "failed_transfer",
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| 51 |
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"37": "fiat_currency_support",
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| 52 |
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"38": "get_disposable_virtual_card",
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| 53 |
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"39": "get_physical_card",
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| 54 |
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"40": "getting_spare_card",
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| 55 |
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"41": "getting_virtual_card",
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| 56 |
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"42": "lost_or_stolen_card",
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| 57 |
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"43": "lost_or_stolen_phone",
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| 58 |
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"44": "order_physical_card",
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| 59 |
+
"45": "passcode_forgotten",
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| 60 |
+
"46": "pending_card_payment",
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| 61 |
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"47": "pending_cash_withdrawal",
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| 62 |
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"48": "pending_top_up",
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| 63 |
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"49": "pending_transfer",
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| 64 |
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"50": "pin_blocked",
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| 65 |
+
"51": "receiving_money",
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| 66 |
+
"52": "request_refund",
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| 67 |
+
"53": "reverted_card_payment?",
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| 68 |
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"54": "supported_cards_and_currencies",
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| 69 |
+
"55": "terminate_account",
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| 70 |
+
"56": "top_up_by_bank_transfer_charge",
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| 71 |
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"57": "top_up_by_card_charge",
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| 72 |
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"58": "top_up_by_cash_or_cheque",
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| 73 |
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"59": "top_up_failed",
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| 74 |
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"60": "top_up_limits",
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| 75 |
+
"61": "top_up_reverted",
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| 76 |
+
"62": "topping_up_by_card",
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| 77 |
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"63": "transaction_charged_twice",
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| 78 |
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"64": "transfer_fee_charged",
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| 79 |
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"65": "transfer_into_account",
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| 80 |
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"66": "transfer_not_received_by_recipient",
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| 81 |
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"67": "transfer_timing",
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| 82 |
+
"68": "unable_to_verify_identity",
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| 83 |
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"69": "verify_my_identity",
|
| 84 |
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"70": "verify_source_of_funds",
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| 85 |
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"71": "verify_top_up",
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| 86 |
+
"72": "virtual_card_not_working",
|
| 87 |
+
"73": "visa_or_mastercard",
|
| 88 |
+
"74": "why_verify_identity",
|
| 89 |
+
"75": "wrong_amount_of_cash_received",
|
| 90 |
+
"76": "wrong_exchange_rate_for_cash_withdrawal"
|
| 91 |
+
},
|
| 92 |
+
"initializer_range": 0.02,
|
| 93 |
+
"intermediate_size": 3072,
|
| 94 |
+
"label2id": {
|
| 95 |
+
"Refund_not_showing_up": 0,
|
| 96 |
+
"activate_my_card": 1,
|
| 97 |
+
"age_limit": 2,
|
| 98 |
+
"apple_pay_or_google_pay": 3,
|
| 99 |
+
"atm_support": 4,
|
| 100 |
+
"automatic_top_up": 5,
|
| 101 |
+
"balance_not_updated_after_bank_transfer": 6,
|
| 102 |
+
"balance_not_updated_after_cheque_or_cash_deposit": 7,
|
| 103 |
+
"beneficiary_not_allowed": 8,
|
| 104 |
+
"cancel_transfer": 9,
|
| 105 |
+
"card_about_to_expire": 10,
|
| 106 |
+
"card_acceptance": 11,
|
| 107 |
+
"card_arrival": 12,
|
| 108 |
+
"card_delivery_estimate": 13,
|
| 109 |
+
"card_linking": 14,
|
| 110 |
+
"card_not_working": 15,
|
| 111 |
+
"card_payment_fee_charged": 16,
|
| 112 |
+
"card_payment_not_recognised": 17,
|
| 113 |
+
"card_payment_wrong_exchange_rate": 18,
|
| 114 |
+
"card_swallowed": 19,
|
| 115 |
+
"cash_withdrawal_charge": 20,
|
| 116 |
+
"cash_withdrawal_not_recognised": 21,
|
| 117 |
+
"change_pin": 22,
|
| 118 |
+
"compromised_card": 23,
|
| 119 |
+
"contactless_not_working": 24,
|
| 120 |
+
"country_support": 25,
|
| 121 |
+
"declined_card_payment": 26,
|
| 122 |
+
"declined_cash_withdrawal": 27,
|
| 123 |
+
"declined_transfer": 28,
|
| 124 |
+
"direct_debit_payment_not_recognised": 29,
|
| 125 |
+
"disposable_card_limits": 30,
|
| 126 |
+
"edit_personal_details": 31,
|
| 127 |
+
"exchange_charge": 32,
|
| 128 |
+
"exchange_rate": 33,
|
| 129 |
+
"exchange_via_app": 34,
|
| 130 |
+
"extra_charge_on_statement": 35,
|
| 131 |
+
"failed_transfer": 36,
|
| 132 |
+
"fiat_currency_support": 37,
|
| 133 |
+
"get_disposable_virtual_card": 38,
|
| 134 |
+
"get_physical_card": 39,
|
| 135 |
+
"getting_spare_card": 40,
|
| 136 |
+
"getting_virtual_card": 41,
|
| 137 |
+
"lost_or_stolen_card": 42,
|
| 138 |
+
"lost_or_stolen_phone": 43,
|
| 139 |
+
"order_physical_card": 44,
|
| 140 |
+
"passcode_forgotten": 45,
|
| 141 |
+
"pending_card_payment": 46,
|
| 142 |
+
"pending_cash_withdrawal": 47,
|
| 143 |
+
"pending_top_up": 48,
|
| 144 |
+
"pending_transfer": 49,
|
| 145 |
+
"pin_blocked": 50,
|
| 146 |
+
"receiving_money": 51,
|
| 147 |
+
"request_refund": 52,
|
| 148 |
+
"reverted_card_payment?": 53,
|
| 149 |
+
"supported_cards_and_currencies": 54,
|
| 150 |
+
"terminate_account": 55,
|
| 151 |
+
"top_up_by_bank_transfer_charge": 56,
|
| 152 |
+
"top_up_by_card_charge": 57,
|
| 153 |
+
"top_up_by_cash_or_cheque": 58,
|
| 154 |
+
"top_up_failed": 59,
|
| 155 |
+
"top_up_limits": 60,
|
| 156 |
+
"top_up_reverted": 61,
|
| 157 |
+
"topping_up_by_card": 62,
|
| 158 |
+
"transaction_charged_twice": 63,
|
| 159 |
+
"transfer_fee_charged": 64,
|
| 160 |
+
"transfer_into_account": 65,
|
| 161 |
+
"transfer_not_received_by_recipient": 66,
|
| 162 |
+
"transfer_timing": 67,
|
| 163 |
+
"unable_to_verify_identity": 68,
|
| 164 |
+
"verify_my_identity": 69,
|
| 165 |
+
"verify_source_of_funds": 70,
|
| 166 |
+
"verify_top_up": 71,
|
| 167 |
+
"virtual_card_not_working": 72,
|
| 168 |
+
"visa_or_mastercard": 73,
|
| 169 |
+
"why_verify_identity": 74,
|
| 170 |
+
"wrong_amount_of_cash_received": 75,
|
| 171 |
+
"wrong_exchange_rate_for_cash_withdrawal": 76
|
| 172 |
+
},
|
| 173 |
+
"layer_norm_eps": 1e-12,
|
| 174 |
+
"max_length": 96,
|
| 175 |
+
"max_position_embeddings": 512,
|
| 176 |
+
"model_type": "bert",
|
| 177 |
+
"num_attention_heads": 12,
|
| 178 |
+
"num_hidden_layers": 12,
|
| 179 |
+
"pad_token_id": 0,
|
| 180 |
+
"padding": "max_length",
|
| 181 |
+
"position_embedding_type": "absolute",
|
| 182 |
+
"problem_type": "single_label_classification",
|
| 183 |
+
"torch_dtype": "float32",
|
| 184 |
+
"transformers_version": "4.15.0",
|
| 185 |
+
"type_vocab_size": 2,
|
| 186 |
+
"use_cache": true,
|
| 187 |
+
"vocab_size": 30522
|
| 188 |
+
}
|
pytorch_model.bin
ADDED
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:f7b13360b32a24cb5de1fd24dced21184a9e64b9450d01e26cfe9c78bf335b26
|
| 3 |
+
size 438249901
|
sample_input.pkl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:6ad7091f1e92e85af66ef2c9fd7d6db1acefa7860b1e19e08bfd4c146db8f83d
|
| 3 |
+
size 3616
|
special_tokens_map.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
{"unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]"}
|
tokenizer.json
ADDED
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tokenizer_config.json
ADDED
|
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|
|
|
|
|
|
|
| 1 |
+
{"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"}
|
vocab.txt
ADDED
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|
|