programmerKE/peits

1# AUTOGENERATED! DO NOT EDIT! File to edit: app.ipynb.2 3# %% auto 04__all__ = ['is_cat', 'learner', 'categories', 'image', 'label', 'examples', 'interface', 'classify_image']5 6# %% app.ipynb 17from fastai.vision.all import *8import gradio as gr9 10is_cat = lambda x: x[0].isupper()11 12# %% app.ipynb 313learner = load_learner("model.pkl")14 15# %% app.ipynb 516categories = ("Dog", "Cat")17 18def classify_image(img):19    prediction, index, probs = learner.predict(img)20    return dict(zip(categories, map(float, probs)))21 22# %% app.ipynb 723image = gr.inputs.Image(shape=(192, 192))24label = gr.outputs.Label()25examples = ['dog.jpg', 'cat.jpg', 'unknown.jpg']26 27interface = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)28interface.launch(inline=False)29