app.py

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

# %% auto 0
__all__ = ['learn_inf', 'image', 'label', 'iface', 'classify_image']

# %% bear_detector.ipynb 2
from fastbook import load_learner
import gradio as gr

# %% bear_detector.ipynb 16
learn_inf = load_learner('bears.pkl')

# %% bear_detector.ipynb 17
def classify_image(img):
    pred, idx, probs = learn_inf.predict(img)
    return dict(zip(learn_inf.dls.vocab, map(float, probs)))

# %% bear_detector.ipynb 18
image = gr.inputs.Image(shape=(192,192))
label = gr.outputs.Label()
iface = gr.Interface(fn=classify_image, inputs=image, outputs=label)
iface.launch(inline=False)