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