JerynC commited on
Commit
2c9beb5
1 Parent(s): 8eb55a1

initial addition of files

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Files changed (4) hide show
  1. app.py +19 -0
  2. bread-loaf.jpg +0 -0
  3. cat-loaf.jpg +0 -0
  4. requirements.txt +2 -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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+ import skimage
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+
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+ learn = load_learner('catloaf.pkl')
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+
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+ labels = learn.dls.vocab
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+ def predict(img):
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+ img = PILImage.create(img)
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+ pred,pred_idx,probs = learn.predict(img)
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+ return {labels[i]: float(probs[i]) for i in range(len(labels))}
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+
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+ title = "Cat or Bread Loaf?"
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+ description = "A loaf classifier"
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+ examples = ['cat-loaf.jpg', 'bread-loaf.jpg']
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+ interpretation='default'
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+ enable_queue=True
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+
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+ gr.Interface(fn=predict,inputs=gr.inputs.Image(shape=(512, 512)),outputs=gr.outputs.Label(num_top_classes=3),title=title,description=description,examples=examples,interpretation=interpretation,enable_queue=enable_queue).launch()
bread-loaf.jpg ADDED
cat-loaf.jpg ADDED
requirements.txt ADDED
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+ fastai
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+ scikit-image