app.py

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

# %% auto 0
__all__ = ['learn', 'catergories', 'image', 'label', 'examples', 'is_cat', 'classify_image']

# %% app.ipynb 3
from fastai.vision.all import *
import gradio as gr

def is_cat(x): return x[0].isupper()

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

# %% app.ipynb 7
catergories = ('Dog', 'Cat')
def classify_image(img):
    pred,idx,probs = learn.predict(img)
    return dict(zip(catergories, map(float, probs)))

# %% app.ipynb 9
image = gr.Image(height=192, width=192)
label = gr.Label()
examples = ['dog.jpg', 'cat.jpg', 'dunno.jpg']

gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples).launch()