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from fastai.vision.all import *
import gradio as gr
#is_black(x) : return x[0].isupper()
categories=('Black people','White people')
def func_classi(image):
learn=load_learner('model.pkl')
race,_,probs = learn.predict(PILImage.create(image))
print(f"This is a: {race}.")
print(f"Probability it's a black person: {probs[0]:.4f}.\nProbability it's a white person: {probs[1]:.4f}")
pred,idx,probs=learn.predict(img)
return dict(zip(categories,map(float,probs)))
image=gr.inputs.Image(shape=(192,192))
label=gr.outputs.Label()
examples=('Black people','White people')
demo = gr.Interface(fn=func_classi, inputs="image", outputs="label")
demo.launch(inline=False)
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