import gradio as gr from transformers import pipeline classifier = pipeline("text-classification", model="sergiopaniego/modernbert-banking77") def get_text_classification(text_input): prediction = classifier(text_input) formatted_text = f"{prediction[0]['label']}: {prediction[0]['score']}" return formatted_text examples = [["When did you send me my new card?"], ["Why was I declined when I tried to get my money?"], ["my atm transaction was wrong"], ["For what reason did my top-up get cancelled?"], ["Why am I missing my refund"]] css = """ footer {display:none !important} .output-markdown{display:none !important} .gr-button-primary { z-index: 14; height: 43px; width: 130px; left: 0px; top: 0px; padding: 0px; cursor: pointer !important; background: none rgb(17, 20, 45) !important; border: none !important; text-align: center !important; font-family: Poppins !important; font-size: 14px !important; font-weight: 500 !important; color: rgb(255, 255, 255) !important; line-height: 1 !important; border-radius: 12px !important; transition: box-shadow 200ms ease 0s, background 200ms ease 0s !important; box-shadow: none !important; } .gr-button-primary:hover{ z-index: 14; height: 43px; width: 130px; left: 0px; top: 0px; padding: 0px; cursor: pointer !important; background: none rgb(66, 133, 244) !important; border: none !important; text-align: center !important; font-family: Poppins !important; font-size: 14px !important; font-weight: 500 !important; color: rgb(255, 255, 255) !important; line-height: 1 !important; border-radius: 12px !important; transition: box-shadow 200ms ease 0s, background 200ms ease 0s !important; box-shadow: rgb(0 0 0 / 23%) 0px 1px 7px 0px !important; } .hover\:bg-orange-50:hover { --tw-bg-opacity: 1 !important; background-color: rgb(229,225,255) !important; } .to-orange-200 { --tw-gradient-to: rgb(37 56 133 / 37%) !important; } .from-orange-400 { --tw-gradient-from: rgb(17, 20, 45) !important; --tw-gradient-to: rgb(255 150 51 / 0); --tw-gradient-stops: var(--tw-gradient-from), var(--tw-gradient-to) !important; } .group-hover\:from-orange-500{ --tw-gradient-from:rgb(17, 20, 45) !important; --tw-gradient-to: rgb(37 56 133 / 37%); --tw-gradient-stops: var(--tw-gradient-from), var(--tw-gradient-to) !important; } .group:hover .group-hover\:text-orange-500{ --tw-text-opacity: 1 !important; color:rgb(37 56 133 / var(--tw-text-opacity)) !important; } """ demo = gr.Interface(fn=get_text_classification, inputs=[gr.Textbox(label="Input")], outputs=gr.Label(label="Classification"), title="Text Classification", examples=examples, css=css) demo.launch()