TrackLab commited on
Commit
eefdc67
·
1 Parent(s): d0ea057

AnimalClassifier

Browse files
app.py CHANGED
@@ -1,3 +1,19 @@
 
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  import gradio as gr
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- def greet(name): return f"Hello {name}!"
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- gr.Interface(fn=greet, inputs="text", outputs="text").launch()
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ from fastai.vision.all import *
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  import gradio as gr
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+
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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', 'both.jpg']
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+
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+ intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
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+ intf.launch(inline=False)
both.jpg ADDED
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dog.jpg ADDED
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model.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ size 47061483
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