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from fastai.vision.all import *
import gradio as gr

learn = load_learner('model.pth')

def classify_image(img):
    celebrity_name,_,probs = learn.predict(img)
    probability = probs[list(learn.dls.vocab).index(celebrity_name)]
    return {celebrity_name: probability}

image = gr.inputs.Image(shape=(224,224))
label = gr.outputs.Label()
examples = ['emma_watson.jpg', "tom_hanks.jpeg"]

iface = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
iface.launch(inline=False)