michaellevitz commited on
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1e88554
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1 Parent(s): ec87f50

Upload app.py

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  1. app.py +17 -4
app.py CHANGED
@@ -1,7 +1,20 @@
 
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  import gradio as gr
 
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- def greet(name):
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- return "Hello " + name + "!!"
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- iface = gr.Interface(fn=greet, inputs="text", outputs="text")
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- iface.launch()
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ from fastai.vision.all import *
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  import gradio as gr
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+ def is_cat(x): return x[0].isupper()
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+ learn = load_learner('model.pkl')
 
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+ categories = ('Dog', 'Cat')
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+
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+ def classify_image(img):
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+ pred,idx,probs = learn.predict(img)
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+ return dict(zip(categories, map(float,probs)))
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+
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+ demo = gr.Interface(
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+ fn=classify_image,
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+ inputs=gr.Image(type="pil"), # Image uploader
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+ #outputs=gr.Textbox(label="Classification Result"), # Textbox for the output
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+ outputs=gr.Label(label="Classification Result"), # Bar chart and label for the output
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+ examples=['dog.jpg', 'cat.jpg', 'dunno.jpg'] # Example images
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+ )
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+ demo.launch(inline=False,share=True)