maximustitanius commited on
Commit
19dd85d
1 Parent(s): 191a148
Files changed (1) hide show
  1. app.py +18 -4
app.py CHANGED
@@ -1,7 +1,21 @@
 
 
 
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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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+ __all__ = ['is_cat', 'learn', 'classify_image', 'categories', 'image', 'label', 'examples', 'intf']
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+
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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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+
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+ learn = load_learner('model.pkl')
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+
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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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+ image = gr.inputs.Image(shape=(192,192))
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+ label = gr.outputs.Label()
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+ examples = ['dog.jpg', 'cat.jpg', 'dunno.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)