# AUTOGENERATED! DO NOT EDIT! File to edit: ../app.ipynb.

# %% auto 0
__all__ = ['learn', 'categories', 'image', 'label', 'examples', 'intf', 'classify_img']

# %% ../app.ipynb 3
from fastai.vision.all import *
import gradio as gr
import nbdev as nb
import pathlib



# %% ../app.ipynb 6
learn = load_learner('export.pkl')

# %% ../app.ipynb 8
categories = learn.dls.vocab

def classify_img(img):
  pred, idx, probs = learn.predict(img)
  return dict(zip(categories, map(float, probs)))

# %% ../app.ipynb 10
image = gr.components.Image(shape=(192,192))
label = gr.components.Label()
examples = ['grizzly.jpg']

# %% ../app.ipynb 11
intf = gr.Interface(fn=classify_img, inputs=image, outputs=label, examples=examples)
intf.launch(inline=False, share=True)