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import gradio as gr
from fastai.vision.all import *
def is_cat(x): return x[0].isupper()
categories = ('Dog', 'Cat')
learn = load_learner('model.pkl')
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()
examples = ['dog.jpg', 'cat.jpg', 'bird.jpg']
intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
intf.launch(inline=False) |