DaniloTertu commited on
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c1e2d59
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  1. app.py +21 -0
  2. capivara.jpg +0 -0
  3. model.pkl +3 -0
  4. rato.jpg +0 -0
app.py ADDED
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+ import gradio as gr
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+ from fastai.vision.all import *
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+
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+ __all__ = ['capybara_or_rat', 'learn', 'classify_image', 'categories', 'image', 'label', 'examples', 'intf']
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+
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+ def capybara_or_rat(x): return x[0].isupper()
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+
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+ learn = load_learner('model.pkl')
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+
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+ categories = ('capybara', 'rat')
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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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+ image = gr.inputs.Image(shape=(192,192))
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+ label = gr.outputs.Label()
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+ examples = ['capivara.jpg', 'rato.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)
capivara.jpg ADDED
model.pkl ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:4540629a8b0a7143b7a0446f4c8208b9ead7924ca9c4ff8b9ed986c9bca9783b
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+ size 87599193
rato.jpg ADDED