joseluistorres commited on
Commit
fb21ab2
1 Parent(s): 789208a

adding all the files

Browse files
Files changed (6) hide show
  1. app.py +25 -0
  2. cat.jpg +0 -0
  3. dog.jpg +0 -0
  4. dunno.jpg +0 -0
  5. model.pkl +3 -0
  6. requirements.txt +5 -0
app.py ADDED
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+ __all__ = ['is_cat', 'learn', 'classify_image', 'categories', 'image', 'label', 'examples', 'intf']
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+
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+ # Cell
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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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+ # Cell
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+ learn = load_learner('model.pkl')
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+
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+ # Cell
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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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+ # 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 = ['dog.jpg', 'cat.jpg', 'dunno.jpg']
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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.jpg ADDED
dog.jpg ADDED
dunno.jpg ADDED
model.pkl ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:5c6b51c3a3a5919b65ea8229166b2ebc196190223879d823aecad33c210a690a
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+ size 47061419
requirements.txt ADDED
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+ fastai
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+ torch==1.12.1
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+ gradio
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+ numpy
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+ pandas <2.0.0