app.py

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

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

# %% exportmodel.ipynb 1
from fastai.vision.all import *
import gradio as gr

# %% exportmodel.ipynb 3
learn = load_learner("bears.pkl")

# %% exportmodel.ipynb 5
categories = ('Black Bear', 'Grizzly Bear', 'Teddy Bear')
def classify_image(img):
    pred, idx, probs = learn.predict(img)
    return dict(zip(categories, map(float, probs)))

# %% exportmodel.ipynb 7
image = gr.Image(height=250, width=250)
label = gr.Label()
intf = gr.Interface(fn = classify_image, inputs = image, outputs = label)
intf.launch(inline = False, share = True)