JonahJKim commited on
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fa9cf51
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Files changed (5) hide show
  1. app.py +21 -0
  2. bear.jpg +0 -0
  3. bird.jpg +0 -0
  4. cat.jpg +0 -0
  5. dog.jpg +0 -0
app.py ADDED
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+ import gradio as gr
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+ from fastai.vision.ai import *
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+
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+ def is_cat(x): returnx[0].isupper()
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+
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+ learn = load_learner('model.pk1')
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+
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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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+ image = gr.inputs.Image(shape=(192, 192))
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+ label = gr.outputs.Label()
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+ examples = ['dog.jpg', 'cat.jpg', 'bear.jpg', 'bird.jpg', 'forest.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)
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+
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+
bear.jpg ADDED
bird.jpg ADDED
cat.jpg ADDED
dog.jpg ADDED