#/export
from fastai.vision.all import *
import gradio as gr

learn = load_learner('race_model.pkl')
categories = ('chinese', 'indian', 'japanese', 'korean')
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()
intf = gr.Interface(fn=classify_image, inputs=image, outputs=label)
intf.launch(inline=False)