create app.py

app.py

@@ -0,0 +1,97 @@
+import gradio as gr
+from transformers import pipeline
+
+pipe = pipeline("text-classification", model="nickprock/distilbert-base-uncased-banking77-classification")
+
+dictionary={'LABEL_0':'activate_my_card',
+'LABEL_1':'age_limit',
+'LABEL_2':'apple_pay_or_google_pay',
+'LABEL_3':'atm_support',
+'LABEL_4':'automatic_top_up',
+'LABEL_5':'balance_not_updated_after_bank_transfer',
+'LABEL_6':'balance_not_updated_after_cheque_or_cash_deposit',
+'LABEL_7':'beneficiary_not_allowed',
+'LABEL_8':'cancel_transfer',
+'LABEL_9':'card_about_to_expire',
+'LABEL_10':'card_acceptance',
+'LABEL_11':'card_arrival',
+'LABEL_12':'card_delivery_estimate',
+'LABEL_13':'card_linking',
+'LABEL_14':'card_not_working',
+'LABEL_15':'card_payment_fee_charged',
+'LABEL_16':'card_payment_not_recognised',
+'LABEL_17':'card_payment_wrong_exchange_rate',
+'LABEL_18':'card_swallowed',
+'LABEL_19':'cash_withdrawal_charge',
+'LABEL_20':'cash_withdrawal_not_recognised',
+'LABEL_21':'change_pin',
+'LABEL_22':'compromised_card',
+'LABEL_23':'contactless_not_working',
+'LABEL_24':'country_support',
+'LABEL_25':'declined_card_payment',
+'LABEL_26':'declined_cash_withdrawal',
+'LABEL_27':'declined_transfer',
+'LABEL_28':'direct_debit_payment_not_recognised',
+'LABEL_29':'disposable_card_limits',
+'LABEL_30':'edit_personal_details',
+'LABEL_31':'exchange_charge',
+'LABEL_32':'exchange_rate',
+'LABEL_33':'exchange_via_app',
+'LABEL_34':'extra_charge_on_statement',
+'LABEL_35':'failed_transfer',
+'LABEL_36':'fiat_currency_support',
+'LABEL_37':'get_disposable_virtual_card',
+'LABEL_38':'get_physical_card',
+'LABEL_39':'getting_spare_card',
+'LABEL_40':'getting_virtual_card',
+'LABEL_41':'lost_or_stolen_card',
+'LABEL_42':'lost_or_stolen_phone',
+'LABEL_43':'order_physical_card',
+'LABEL_44':'passcode_forgotten',
+'LABEL_45':'pending_card_payment',
+'LABEL_46':'pending_cash_withdrawal',
+'LABEL_47':'pending_top_up',
+'LABEL_48':'pending_transfer',
+'LABEL_49':'pin_blocked',
+'LABEL_50':'receiving_money',
+'LABEL_51':'Refund_not_showing_up',
+'LABEL_52':'request_refund',
+'LABEL_53':'reverted_card_payment?',
+'LABEL_54':'supported_cards_and_currencies',
+'LABEL_55':'terminate_account',
+'LABEL_56':'top_up_by_bank_transfer_charge',
+'LABEL_57':'top_up_by_card_charge',
+'LABEL_58':'top_up_by_cash_or_cheque',
+'LABEL_59':'top_up_failed',
+'LABEL_60':'top_up_limits',
+'LABEL_61':'top_up_reverted',
+'LABEL_62':'topping_up_by_card',
+'LABEL_63':'transaction_charged_twice',
+'LABEL_64':'transfer_fee_charged',
+'LABEL_65':'transfer_into_account',
+'LABEL_66':'transfer_not_received_by_recipient',
+'LABEL_67':'transfer_timing',
+'LABEL_68':'unable_to_verify_identity',
+'LABEL_69':'verify_my_identity',
+'LABEL_70':'verify_source_of_funds',
+'LABEL_71':'verify_top_up',
+'LABEL_72':'virtual_card_not_working',
+'LABEL_73':'visa_or_mastercard',
+'LABEL_74':'why_verify_identity',
+'LABEL_75':'wrong_amount_of_cash_received',
+'LABEL_76':'wrong_exchange_rate_for_cash_withdrawal'}
+
+
+def greet(text, dictionary=dictionary):
+  response = pipe(text)
+  return dictionary[response[0]['label']]
+
+demo = gr.Interface(fn=greet, 
+  inputs="text", 
+  outputs="text", 
+  title="Banking Intent Classifier",
+  description="Try to classify customer queries",
+  examples=[["I can't pay by my credit card"],["Do you have a list of exchange rates?"],["Can I track the card you sent to me?"]],
+  cache_examples=False)
+
+demo.launch()