LongAnam/testing

1# AUTOGENERATED! DO NOT EDIT! File to edit: ../app.ipynb.2 3# %% auto 04__all__ = ['learner', 'categories', 'image', 'label', 'examples', 'intf', 'is_cat', 'classify_image']5 6# %% ../app.ipynb 17from fastai.vision.all import *8from huggingface_hub import push_to_hub_fastai, from_pretrained_fastai9import gradio as gr10 11def is_cat(x): return x[0].isupper()12 13# %% ../app.ipynb 414learner = load_learner('model.pkl')15 16# %% ../app.ipynb 617categories = ('Dog', 'Cat')18 19def classify_image(img):20    pred, idx, probs = learner.predict(img)21    return dict(zip(categories, map(float, probs)))22 23# %% ../app.ipynb 824image = gr.inputs.Image(shape=(192,192))25label = gr.outputs.Label()26examples = ['dog.jpg','cat.jpg', 'doat.jpg', 'gaumeo.jpg']27 28intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)29intf.launch(inline=False)30