Kirubel Tadesse commited on
Commit
5be6dbb
1 Parent(s): 45ae6f0

add cat-dog classifyer model

Browse files
Files changed (7) hide show
  1. .gitignore +1 -0
  2. app.py +19 -4
  3. cat.jpeg +0 -0
  4. dog.jpeg +0 -0
  5. images.jpeg +0 -0
  6. model.pkl +3 -0
  7. requirements.txt +1 -0
.gitignore ADDED
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+ gradenv/*
app.py CHANGED
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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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+ from networkx import center
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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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+ 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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+
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+ demo = gr.Interface(
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+ fn=classify_image,
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+ inputs=gr.Image(height=224, width=224, label="Upload Image"),
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+ outputs=gr.Label(),
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+ examples=['dog.jpeg', 'cat.jpeg', 'images.jpeg']
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+ )
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+
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+ # lanuch the interface
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+ demo.launch(share=True)
cat.jpeg ADDED
dog.jpeg ADDED
images.jpeg ADDED
model.pkl ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:d2a53685764edf0c265be2c3e02073e7e1aed8d37dffcb87a08b372026dcb116
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+ size 47059947
requirements.txt ADDED
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+ fastbook