kearlw/testing

1# AUTOGENERATED! DO NOT EDIT! File to edit: ../app.ipynb.
2
3# %% auto 0
4__all__ = ['learn', 'categories', 'intf', 'is_cat', 'classify_image']
5
6# %% ../app.ipynb 3
7from fastai.vision.all import *
8import gradio as gr
9
10def is_cat(x): return x[0].isupper()
11
12# %% ../app.ipynb 9
13learn = load_learner('model.pkl')
14
15# %% ../app.ipynb 11
16categories = ('Dog', 'Cat')
17
18def classify_image(img):
19    pred,idx,probs = learn.predict(img)
20    return dict(zip(categories, map(float,probs)))
21
22# %% ../app.ipynb 13
23intf = gr.Interface(
24    fn=classify_image,
25    inputs=gr.Image(width=192, height=192),
26    outputs=gr.Label(),
27    examples=['dog.jpg', 'cat.jpg', 'dunno.jpg']
28)
29
30intf.launch(inline=False)
31