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| __all__ = ['is_cat',"learn",'classify_image', 'categories','image','label','examples','intf'] | |
| # Cell | |
| from fastai.vision.all import * | |
| import gradio as gr | |
| def is_cat(x): return ×[0].isupper() | |
| learn = load_learner ('model.pkl') | |
| # Cell | |
| categories = ('Dog', 'Cat') | |
| def classify_image (img) : | |
| pred, idx, probs = learn.predict(img) | |
| return dict(zip(categories, map(float ‚probs))) | |
| # Cell | |
| image = gr.inputs.Image(shape=(192, 192)) | |
| label = gr.outputs.Label () | |
| examples=['dog.jpg', 'cat.jpg','teddy.jpg'] | |
| intf = gr.Interface(fn=classify_image,inputs=image, outputs=label, examples=examples) | |
| intf.launch(inline=False) |