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d11197b 5cf3bda d11197b 7c014fe d6361ad d11197b 5cf3bda d11197b d6361ad | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 | __all__ = ['is_cat','learn','classify_image','categories','image','label','examples','intf']
from fastai.vision.all import *
import gradio as gr
def is_cat(x): return x[0].isupper()
learn = load_learner('model.pkl')
categories = ('Dog','Cat')
def classify_image(img):
pred,idx,probs = learn.predict(img)
return dict(zip(categories, map(float,probs)))
image = gr.Image(type="pil")
label = gr.Label()
examples = ['dog.jpg', 'cat.jpg','dunno.jpg']
intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples = examples)
intf.launch(server_name="0.0.0.0", server_port=7860)
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