Manuel Araoz commited on
Commit
35092a1
1 Parent(s): 7880578

cat vs dog

Browse files
Files changed (6) hide show
  1. .gitignore +1 -0
  2. app.py +25 -4
  3. cat.jpg +0 -0
  4. dog.jpg +0 -0
  5. dunno.jpg +0 -0
  6. model.pkl +3 -0
.gitignore ADDED
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+ .env/
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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  import gradio as gr
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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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+ import pathlib
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+ temp = pathlib.PosixPath
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+ pathlib.PosixPath = pathlib.WindowsPath
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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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+
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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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+
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+ intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
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+ intf.launch()
cat.jpg ADDED
dog.jpg ADDED
dunno.jpg ADDED
model.pkl ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:bfae5f3f50aa28a32430e4f0f7478cf945d855543d71c9a3a4451485b3471d1e
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+ size 87564011