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from fastai.vision.all import *
import gradio as gr

learner_madness = load_learner('madness.pkl')
categories = ['The Auditor', 'Deimos', 'Hank', "Jeb", 'Sanford', 'Tricky']

def classify_madness(img):
  prediction, index, probability = learner_madness.predict(img)
  return dict(zip(categories, map(float, probability)))

intf = gr.Interface(fn=classify_madness,
             inputs=gr.Image(shape=(192, 192)),
             outputs=gr.Label(),
             title="Which Madness Combat Character",
             description="This app can differentiate between The Auditor, Tricky, Hank, Sanford, Jeb, and Deimos! Try it out! Maybe see which it thinks you most resemble!",
             examples=['auditor.jpg', 'hank.jpg', 'tricky.jpg', 'jeb.jpg', 'sanford.jpg', 'deimos.jpg'])
intf.launch(inline=False)