apps/ner.py

import gradio as gr
from transformers import pipeline

ner_pipeline = pipeline("ner")

examples = [
    "Does Chicago have any stores and does Joe live here?",
]

def ner(text):
    output = ner_pipeline(text)
    return {"text": text, "entities": output}    

ner_interface = gr.Interface(
    ner,
    gr.Textbox(placeholder="Enter sentence"), 
    gr.HighlightedText(),
    examples=examples
)