app.py

import gradio as gr
from transformers import pipeline

pipe = pipeline(task="image-classification", 
                 # model that can do 22k-category classification
                 model="microsoft/beit-base-patch16-224-pt22k-ft22k")
gr.Interface.from_pipeline(pipe, 
                           title="22k Image Classification",
                           description="Object Recognition using Microsoft BEIT",
                           examples = ['cat.jpg', 'dog.jpg',],
                           allow_flagging="never").launch(inbrowser=True)