hkanumilli commited on
Commit
e7a36ee
·
1 Parent(s): cc7526c

bear classifier

Browse files
Files changed (7) hide show
  1. app.py +22 -0
  2. bearmodel.pkl +3 -0
  3. blackbear.jpg +0 -0
  4. grizzly.jpg +0 -0
  5. model.pkl +3 -0
  6. requirements.txt +1 -0
  7. teddy.jpg +0 -0
app.py ADDED
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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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+ # Cell
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+ learn = load_learner('model.pkl')
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+
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+ # Cell
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+ categories = ('Black Bear', 'Grizzly', 'Teddy')
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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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+ # Cell
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+ image = gr.inputs.Image(shape=(192, 192))
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+ label = gr.outputs.Label()
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+ examples = ['grizzly.jpg', 'blackbear.jpg', 'teddy.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)
bearmodel.pkl ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:b4e20034852920aad8f5baa870c60189b896bb0138f65c77e2b947d3b2d66c2d
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+ size 46983265
blackbear.jpg ADDED
grizzly.jpg ADDED
model.pkl ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:b4e20034852920aad8f5baa870c60189b896bb0138f65c77e2b947d3b2d66c2d
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+ size 46983265
requirements.txt ADDED
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+ fastai
teddy.jpg ADDED