app.py

import gradio as gr
from fastai.vision.all import load_learner, PILImage
import gradio as gr

model = load_learner('model_res_94_7.pkl')

def prediction(img):
    img_to_pred = PILImage.create(img)
    res,pos,prob = model.predict(img)
    return {res: format(prob[pos],'.4f')}

gr.Interface(fn=prediction,inputs="image",outputs="label").launch()