app.py

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

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

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

# %% ../app.ipynb 2
def is_teddy(x):
    return x[0].isupper()

# %% ../app.ipynb 5
learn = load_learner('bearClassifier.pkl')

# %% ../app.ipynb 8
categories = ('grizzly', 'black', 'teddy')

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

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

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