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import gradio as gr
from fastai.vision.all import *
learn = load_learner('cat.pkl')
categories = ('british shorthair', 'maine coon', 'european shorthair')
def classify_image(img):
pred, idx, probs = learn.predict(img)
return dict(zip(categories, map(float, probs)))
image = gr.inputs.Image(shape=(200, 200))
label = gr.outputs.Label()
examples = ['british-shorthair.jpg',
'maine-coon.jpg', 'european-shorthair.jpg']
iface = gr.Interface(fn=classify_image, inputs=image,
outputs=label, examples=examples)
iface.launch()
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