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Commit ·
b6c6b81
1
Parent(s): f2715d2
done
Browse files- app.py +19 -4
- bears_model.pkl +3 -0
app.py
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import gradio as gr
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def
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import gradio as gr
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from fastai.vision.all import *
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def classify_img(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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learn = load_learner('bearsfastai/bears_model.pkl')
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categories = ( 'black bear','grizzly bear' , 'teady bear')
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image = gr.inputs.Image(shape=(194,194))
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label = gr.outputs.Label()
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examples = [
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'train_data2/teady bear/f8d8000c-1eae-43dc-a06b-58e9e242effd.jpg' ,
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'train_data2/grizzly bear/1d5e3d53-a4a9-4f19-b1cb-1bed0f95ed66.jpg',
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'train_data2/black bear/6ea1843c-f6d4-497d-a861-d66ae6b36290.jpg'
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]
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intf = gr.Interface(fn = classify_img , inputs = image , outputs = label , examples = examples)
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intf.launch(share = True)
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bears_model.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:fb1d64e0a426824a80a2e2f59d06d0ae7f5e7e5d5f10651046218d583536aaef
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size 46968801
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