app.py

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

# %% auto 0
__all__ = ['learn', 'categories', 'examples', 'interface', 'is_cat', 'classify_image']

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

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

# %% ../app.ipynb 3
learn = load_learner('model.pkl')

# %% ../app.ipynb 4
categories = ('Dog', 'Cat')

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

# %% ../app.ipynb 5
examples = ['dog.jpg', 'cat.jpg', 'beagle.jpg']

interface = gr.Interface(fn=classify_image, inputs="image", outputs="label", examples=examples)
interface.launch(inline=False, share=True)