mshekhar/CatsVSDogs
0
1# AUTOGENERATED! DO NOT EDIT! File to edit: dogs_cats_export.ipynb.2 3# %% auto 04__all__ = ['learn', 'categories', 'image', 'label', 'examples', 'intf', 'is_cat', 'classify_image']5 6# %% dogs_cats_export.ipynb 27from fastai.vision.all import *8import gradio as gr9 10def is_cat(x): return x[0].isupper()11 12# %% dogs_cats_export.ipynb 613learn = load_learner('model.pkl')14 15# %% dogs_cats_export.ipynb 816categories = ('Dog', 'Cat')17 18def classify_image(img):19 pred,idx,probs = learn.predict(img)20 return dict(zip(categories, map(float, probs)))21 22# %% dogs_cats_export.ipynb 1123image = gr.Image(shape=(192, 192))24label = gr.Label()25 26examples = ['dog.jpg', 'cat.jpg', 'what.jpg']27 28intf = gr.Interface(classify_image, image, label, examples)29intf.launch(inline=False)30 