GKarol commited on
Commit
d710f18
1 Parent(s): c7b30b9

Add model files

Browse files
Files changed (4) hide show
  1. app.py +28 -0
  2. cat.jpeg +0 -0
  3. dog.jpeg +0 -0
  4. model.pkl +3 -0
app.py ADDED
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+ # AUTOGENERATED! DO NOT EDIT! File to edit: gradiotest.ipynb.
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+
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+ # %% auto 0
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+ __all__ = ['is_cat', 'learn', 'categories', 'image', 'label', 'examples', 'intf', 'classify_image']
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+
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+ # %% gradiotest.ipynb 4
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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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+ # %% gradiotest.ipynb 8
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+ learn = load_learner('model.pkl')
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+
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+ # %% gradiotest.ipynb 10
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+ categories = ("Dog", "Cat")
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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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+ # %% gradiotest.ipynb 12
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+ image = gr.inputs.Image(shape=(192, 192))
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+ label = gr.outputs.Label()
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+ examples = ['dog.jpeg', 'cat.jpeg']
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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)
cat.jpeg ADDED
dog.jpeg ADDED
model.pkl ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:a8e360f9b7204870a0c249ace3771d3cfa707e10991047dd4ba90171e95bae1a
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+ size 47061419