shuraimi commited on
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201bc13
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app.py ADDED
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+ __all__=['learn','classify_image','categories','examples','intf']
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+
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+ import gradio as gr
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+
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+ #load the learner
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+ learn=load_learner('bear_classifier_myver.pkl')
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+
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+ # define categories
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+ categories=['Black bear','Grizzly bear','Teddy bear']
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+
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+ # define the function to classify images
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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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+ # example images
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+ examples=['grizzly_bear1.jpg','grizzly_bear2.jpg','black+bear1.jpg','black_bear2.jpg','teddy1.jpg','teddy1.jpg']
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+
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+ # creating the interface
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+ intf=gr.Interface(fn=classify_image,inputs="image",outputs="label",examples=examples)
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+ intf.launch(inline=False)
bear_classifier_myver.pkl ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:2a2f26b35bfa797d048c3e6f8ae818dfd5a39fcb8febbde5d5848a8c28e96730
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+ size 46982442
black+bear1.jpg ADDED
black_bear2.jpg ADDED
grizzly_bear1.jpg ADDED
grizzly_bear2.jpg ADDED
requirements.txt ADDED
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+ fastai
teddy1.jpg ADDED
teddy2.jpg ADDED