peits / app.py
Kenny Rachuonyo
remove share option (not supported?)
6f36160
# AUTOGENERATED! DO NOT EDIT! File to edit: app.ipynb.
# %% auto 0
__all__ = ['is_cat', 'learner', 'categories', 'image', 'label', 'examples', 'interface', 'classify_image']
# %% app.ipynb 1
from fastai.vision.all import *
import gradio as gr
is_cat = lambda x: x[0].isupper()
# %% app.ipynb 3
learner = load_learner("model.pkl")
# %% app.ipynb 5
categories = ("Dog", "Cat")
def classify_image(img):
prediction, index, probs = learner.predict(img)
return dict(zip(categories, map(float, probs)))
# %% app.ipynb 7
image = gr.inputs.Image(shape=(192, 192))
label = gr.outputs.Label()
examples = ['dog.jpg', 'cat.jpg', 'unknown.jpg']
interface = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
interface.launch(inline=False)