#!/usr/bin/env python
# coding: utf-8

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


#|export
learn = load_learner('model.pkl')


#|export
cat = ('Female', 'Male')
def classify_image(img):
    gender, idx, prob = learn.predict(img)
    return dict(zip(cat, map(float, prob)))


#|export
image = gr.inputs.Image(shape=(192, 192))
label = gr.outputs.Label()
examples = ['lionmale.jpg', 'lionfemale.jpg']

intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
intf.launch(inline=False)