EvanMarie commited on
Commit
e462c59
1 Parent(s): babb907

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Files changed (3) hide show
  1. .gitattributes +1 -0
  2. app.py +21 -0
  3. cats_dogs.pk1 +3 -0
.gitattributes CHANGED
@@ -32,3 +32,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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+ cats_dogs.pk1 filter=lfs diff=lfs merge=lfs -text
app.py ADDED
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+ __all__ = ['is_cat', 'learner_pets', 'categories', 'classify_pet', 'image', 'label', 'examples', 'intf']
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+
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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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+ learner_pets = load_learner('cats_dogs.pk1')
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+ categories = ['Dog', 'Cat']
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+
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+ def classify_pet(img):
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+ prediction, index, probability = learner_pets.predict(img)
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+ return dict(zip(categories, map(float, probability)))
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+
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+ intf = gr.Interface(fn=classify_pet,
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+ inputs=gr.Image(shape=(192, 192)),
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+ outputs=gr.Label(),
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+ examples=['dog.jpeg', 'cat.png', 'not_sure.jpeg'])
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+ intf.launch(inline=False)
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+
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+
cats_dogs.pk1 ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:e7503282d639e3546ac7aceef1c955a087f9a70c3477460dae690c837fdae130
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+ size 47065195