eteron commited on
Commit
3f46948
·
1 Parent(s): 0bbc7c7

Model added

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Files changed (1) hide show
  1. app.py +24 -4
app.py CHANGED
@@ -1,7 +1,27 @@
 
 
 
 
 
 
 
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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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+ # AUTOGENERATED! DO NOT EDIT! File to edit: ../app.ipynb.
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+
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+ # %% auto 0
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+ __all__ = ['learn', 'categories', 'image', 'label', 'examples', 'intf', 'classify_image']
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+
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+ # %% ../app.ipynb 1
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+ from fastai.vision.all import *
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  import gradio as gr
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+ from PIL import Image
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+
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+ # %% ../app.ipynb 3
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+ learn = load_learner('model.pkl')
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+
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+ # %% ../app.ipynb 5
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+ categories = ('Bread', '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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+ # %% ../app.ipynb 7
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+ image = gr.inputs.Image(shape=(192, 192))
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+ label = gr.outputs.Label()
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+ examples = ['cat.jpg', 'bread.jpg', 'sfk.jpg', 'mr_hleb.jpg']
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+ intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
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+ intf.launch(inline=False)