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e7a36ee
1
Parent(s):
cc7526c
bear classifier
Browse files- app.py +22 -0
- bearmodel.pkl +3 -0
- blackbear.jpg +0 -0
- grizzly.jpg +0 -0
- model.pkl +3 -0
- requirements.txt +1 -0
- teddy.jpg +0 -0
app.py
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from fastai.vision.all import *
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import gradio as gr
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# def is_cat(x): return x[0].isupper()
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# Cell
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learn = load_learner('model.pkl')
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# Cell
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categories = ('Black Bear', '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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# 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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intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
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intf.launch(inline=False)
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bearmodel.pkl
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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
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blackbear.jpg
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grizzly.jpg
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model.pkl
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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
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requirements.txt
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fastai
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teddy.jpg
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![]() |