Francesco-A commited on
Commit
3a8154a
1 Parent(s): 009819b

bear_classifier_v1

Browse files
Files changed (5) hide show
  1. app.py +32 -0
  2. black.jpg +0 -0
  3. black_grizzly_teddy.pkl +3 -0
  4. grizzly.jpg +0 -0
  5. teddy.jpg +0 -0
app.py ADDED
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+ # AUTOGENERATED! DO NOT EDIT! File to edit: .
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+
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+ # Cell
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+ __all__ = ['learn', 'categories', 'classify_image']
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+
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+
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+ # Cell
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+ from fastai.vision.widgets import *
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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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+ # Cell
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+ learn = load_learner("black_grizzly_teddy.pkl")
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+
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+ # Cell
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+ categories = ('Black', 'Grizzly', 'Teddy')
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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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+ # Cell
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+ image = gr.components.Image(shape= (192, 192))
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+ label = gr.components.Label()
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+ examples = ['black.jpg', 'grizzly.jpg', 'teddy.jpg']
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+ intf = gr.Interface(fn=classify_image,
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+ inputs=image,
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+ outputs=label,
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+ examples=examples)
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+
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+ intf.launch(inline=False,
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+ # share=True
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+ )
black.jpg ADDED
black_grizzly_teddy.pkl ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:b3b18d7856e84cd91762a42d81d5c9a29a5f7aac799e13a22cb0f96ba6b88ef9
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+ size 46970895
grizzly.jpg ADDED
teddy.jpg ADDED