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