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__all__ = ['learn', 'classify_image', 'categories', 'image', 'label', 'intf']
from fastai.vision.all import *
import gradio as gr
learn = load_learner('model.pkl')
categories = ('Akita', 'Bull terrier', 'Bulldog', 'Pit Bull', 'Welsh Sheepdog')
def classify_image(img):
pred, idx, probs = learn.predict(img)
return dict(zip(categories, map(float, probs)))
image = gr.inputs.Image(shape=(192,192))
label = gr.outputs.Label()
intf = gr.Interface(fn = classify_image, inputs = image, outputs = label)
intf.launch(inline=False) |