app.py

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

# %% auto 0
__all__ = ['learner', 'categories', 'image', 'label', 'examples', 'intf', 'classify_image']

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

# %% gundam_or_zaku.ipynb 3
learner = load_learner('model.pkl')

# %% gundam_or_zaku.ipynb 5
categories = ('Gundam', 'Zaku')

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

# %% gundam_or_zaku.ipynb 8
image = gr.inputs.Image(shape=(192, 192))
label = gr.outputs.Label()
examples = ['gundam.png', 'zaku.png']

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