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8ab57f7 26dcf12 8ab57f7 26dcf12 8ab57f7 bbe2416 8ab57f7 bbe2416 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 | from fastai.vision.all import *
import gradio as gr
learn = load_learner('model.pkl')
def classify_image(img):
pred, idx, probs = learn.predict(img)
d = dict(zip(learn.dls.vocab, map(float,probs)))
ds = sorted(d.items(), key=lambda item: item[1], reverse=True)
return dict(ds[0:5])
#image = gr.Image(shape=(244, 244))
image = gr.Image()
label = gr.Label()
examples = ['dog1.jpg', 'dog2.jpg', 'dog3.jpg']
#demo = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
demo = gr.Interface(fn=classify_image, inputs=image, outputs=label, analytics_enabled=False)
demo.launch(inline=False)
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