pishty commited on
Commit
e1cd4c9
1 Parent(s): 7e86b0d
Files changed (5) hide show
  1. app.py +18 -0
  2. cat.jpg +0 -0
  3. dog.jpg +0 -0
  4. dunno.jpeg +0 -0
  5. model.pkl +3 -0
app.py ADDED
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+ import gradio as gr
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+ from fastai.vision.all import *
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+
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+ def is_cat(x):
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+ return x[0].isupper()
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+
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+ learner = load_learner('model.pkl')
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+
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+ categories = ('Dog', 'Cat')
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+ def classify_image(img):
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+ pred, idx, probs = learner.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.jpeg']
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+ intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
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+ intf.launch(inline=False)
cat.jpg ADDED
dog.jpg ADDED
dunno.jpeg ADDED
model.pkl ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:90409477cb91672f91d9cb24713f729ed65bc8bc5d95d3c1f92f22a34e18e7bf
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+ size 47061291