app.py

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

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

# %% ../app.ipynb 2
from fastai.vision.all import *
import gradio as gr

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

# %% ../app.ipynb 4
learn = load_learner("model.pkl")

# %% ../app.ipynb 6
categories = ('Dog', 'Cat')

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

# %% ../app.ipynb 8
image = gr.Image(shape = (192, 192))
label = gr.Label()
examples = ["dog.jpg", "cat.jpg"]

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