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import os
import gradio as gr
from transformers import pipeline
auth_token = os.environ.get("access_token")
pipeline_en = pipeline(task="text-classification", model="afroz14/demomodel")
def predict_en(text):
res = pipeline_en(text)[0]
return res['label'],res['score']
with gr.Blocks() as demo:
with gr.Tab("English"):
gr.Markdown("""
Note: Providing more text to the `Text` box can make the prediction more accurate!
""")
t1 = gr.Textbox(lines=5, label='Text',value="There are a few things that can help protect your credit card information from being misused when you give it to a restaurant or any other business:\n\nEncryption: Many businesses use encryption to protect your credit card information when it is being transmitted or stored. This means that the information is transformed into a code that is difficult for anyone to read without the right key.")
button1 = gr.Button("🤖 Predict!")
label1 = gr.Textbox(lines=1, label='Predicted Label 🎃')
score1 = gr.Textbox(lines=1, label='Prob')
button1.click(predict_en, inputs=[t1], outputs=[label1,score1])
demo.launch() |