Spaces:
Runtime error
Runtime error
Update app.py
Browse files
app.py
CHANGED
@@ -3,9 +3,88 @@ from transformers import pipeline
|
|
3 |
|
4 |
pipe = pipeline("text-classification", model="nickprock/distilbert-base-uncased-banking77-classification")
|
5 |
|
6 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
7 |
response = pipe(text)
|
8 |
-
return response[0]['label']
|
9 |
|
10 |
demo = gr.Interface(fn=greet,
|
11 |
inputs="text",
|
@@ -13,7 +92,7 @@ demo = gr.Interface(fn=greet,
|
|
13 |
theme="huggingface",
|
14 |
title="Banking Intent Classifier",
|
15 |
description="Try to classify customer queries",
|
16 |
-
examples=[["I can't pay by my credit card"],["The amount on the transfer is wrong can I cancel it?"], "My card still hasn't been delivered "],
|
17 |
share=True)
|
18 |
|
19 |
demo.launch()
|
|
|
3 |
|
4 |
pipe = pipeline("text-classification", model="nickprock/distilbert-base-uncased-banking77-classification")
|
5 |
|
6 |
+
dic={'LABEL_0':'activate_my_card',
|
7 |
+
'LABEL_1':'age_limit',
|
8 |
+
'LABEL_2':'apple_pay_or_google_pay',
|
9 |
+
'LABEL_3':'atm_support',
|
10 |
+
'LABEL_4':'automatic_top_up',
|
11 |
+
'LABEL_5':'balance_not_updated_after_bank_transfer',
|
12 |
+
'LABEL_6':'balance_not_updated_after_cheque_or_cash_deposit',
|
13 |
+
'LABEL_7':'beneficiary_not_allowed',
|
14 |
+
'LABEL_8':'cancel_transfer',
|
15 |
+
'LABEL_9':'card_about_to_expire',
|
16 |
+
'LABEL_10':'card_acceptance',
|
17 |
+
'LABEL_11':'card_arrival',
|
18 |
+
'LABEL_12':'card_delivery_estimate',
|
19 |
+
'LABEL_13':'card_linking',
|
20 |
+
'LABEL_14':'card_not_working',
|
21 |
+
'LABEL_15':'card_payment_fee_charged',
|
22 |
+
'LABEL_16':'card_payment_not_recognised',
|
23 |
+
'LABEL_17':'card_payment_wrong_exchange_rate',
|
24 |
+
'LABEL_18':'card_swallowed',
|
25 |
+
'LABEL_19':'cash_withdrawal_charge',
|
26 |
+
'LABEL_20':'cash_withdrawal_not_recognised',
|
27 |
+
'LABEL_21':'change_pin',
|
28 |
+
'LABEL_22':'compromised_card',
|
29 |
+
'LABEL_23':'contactless_not_working',
|
30 |
+
'LABEL_24':'country_support',
|
31 |
+
'LABEL_25':'declined_card_payment',
|
32 |
+
'LABEL_26':'declined_cash_withdrawal',
|
33 |
+
'LABEL_27':'declined_transfer',
|
34 |
+
'LABEL_28':'direct_debit_payment_not_recognised',
|
35 |
+
'LABEL_29':'disposable_card_limits',
|
36 |
+
'LABEL_30':'edit_personal_details',
|
37 |
+
'LABEL_31':'exchange_charge',
|
38 |
+
'LABEL_32':'exchange_rate',
|
39 |
+
'LABEL_33':'exchange_via_app',
|
40 |
+
'LABEL_34':'extra_charge_on_statement',
|
41 |
+
'LABEL_35':'failed_transfer',
|
42 |
+
'LABEL_36':'fiat_currency_support',
|
43 |
+
'LABEL_37':'get_disposable_virtual_card',
|
44 |
+
'LABEL_38':'get_physical_card',
|
45 |
+
'LABEL_39':'getting_spare_card',
|
46 |
+
'LABEL_40':'getting_virtual_card',
|
47 |
+
'LABEL_41':'lost_or_stolen_card',
|
48 |
+
'LABEL_42':'lost_or_stolen_phone',
|
49 |
+
'LABEL_43':'order_physical_card',
|
50 |
+
'LABEL_44':'passcode_forgotten',
|
51 |
+
'LABEL_45':'pending_card_payment',
|
52 |
+
'LABEL_46':'pending_cash_withdrawal',
|
53 |
+
'LABEL_47':'pending_top_up',
|
54 |
+
'LABEL_48':'pending_transfer',
|
55 |
+
'LABEL_49':'pin_blocked',
|
56 |
+
'LABEL_50':'receiving_money',
|
57 |
+
'LABEL_51':'Refund_not_showing_up',
|
58 |
+
'LABEL_52':'request_refund',
|
59 |
+
'LABEL_53':'reverted_card_payment?',
|
60 |
+
'LABEL_54':'supported_cards_and_currencies',
|
61 |
+
'LABEL_55':'terminate_account',
|
62 |
+
'LABEL_56':'top_up_by_bank_transfer_charge',
|
63 |
+
'LABEL_57':'top_up_by_card_charge',
|
64 |
+
'LABEL_58':'top_up_by_cash_or_cheque',
|
65 |
+
'LABEL_59':'top_up_failed',
|
66 |
+
'LABEL_60':'top_up_limits',
|
67 |
+
'LABEL_61':'top_up_reverted',
|
68 |
+
'LABEL_62':'topping_up_by_card',
|
69 |
+
'LABEL_63':'transaction_charged_twice',
|
70 |
+
'LABEL_64':'transfer_fee_charged',
|
71 |
+
'LABEL_65':'transfer_into_account',
|
72 |
+
'LABEL_66':'transfer_not_received_by_recipient',
|
73 |
+
'LABEL_67':'transfer_timing',
|
74 |
+
'LABEL_68':'unable_to_verify_identity',
|
75 |
+
'LABEL_69':'verify_my_identity',
|
76 |
+
'LABEL_70':'verify_source_of_funds',
|
77 |
+
'LABEL_71':'verify_top_up',
|
78 |
+
'LABEL_72':'virtual_card_not_working',
|
79 |
+
'LABEL_73':'visa_or_mastercard',
|
80 |
+
'LABEL_74':'why_verify_identity',
|
81 |
+
'LABEL_75':'wrong_amount_of_cash_received',
|
82 |
+
'LABEL_76':'wrong_exchange_rate_for_cash_withdrawal'}
|
83 |
+
|
84 |
+
|
85 |
+
def greet(text, dict = dic):
|
86 |
response = pipe(text)
|
87 |
+
return dic[response[0]['label']]
|
88 |
|
89 |
demo = gr.Interface(fn=greet,
|
90 |
inputs="text",
|
|
|
92 |
theme="huggingface",
|
93 |
title="Banking Intent Classifier",
|
94 |
description="Try to classify customer queries",
|
95 |
+
examples=[["I can't pay by my credit card"],["The amount on the transfer is wrong can I cancel it?"], ["My card still hasn't been delivered "]],
|
96 |
share=True)
|
97 |
|
98 |
demo.launch()
|