app.py

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

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

# %% app.ipynb 1
from fastai.vision.all import *

# %% app.ipynb 3
def is_cat(x): return x[0].isupper() 

# %% app.ipynb 6
learn = load_learner('model.pkl')

# %% app.ipynb 8
categories = ('Dog', 'Cat')

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

# %% app.ipynb 9
import gradio as gr
image = gr.components.Image(height=512, width= 512)
label = gr.components.Label()
intf = gr.Interface(fn=classify_image, inputs=image, outputs=label).launch(share=False)
intf.launch(inline=False)