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import gradio as gr
from fastai.vision.all import *
categories = ('Vincent_van_Gogh', 'Leonardo_da_Vinci')
learn = load_learner('painter.pkl')
def classify_painter(img):
painter, _, probs = learn.predict(img)
return dict(zip(categories, map(float, probs)))
image = gr.inputs.Image(shape=(192, 192))
label = gr.outputs.Label()
examples = ['davinci.jpeg', 'vangogh.jpeg', 'picasso.jpeg']
iface = gr.Interface(fn=classify_painter, inputs=image,
outputs=label, examples=examples)
iface.launch(inline=False)
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