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Feat: starting christmas vision space

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README.md CHANGED
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  ---
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  title: Christmas Panvision
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- emoji: 🔥
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  colorFrom: yellow
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  colorTo: yellow
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  sdk: gradio
 
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  ---
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  title: Christmas Panvision
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+ emoji: 🥂
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  colorFrom: yellow
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  colorTo: yellow
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  sdk: gradio
app.py ADDED
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+ import gradio as gr
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+ # To solve problems with pathlib in load_learner
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+ import pathlib
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+ import platform
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+ plt = platform.system()
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+ if plt == 'Linux': pathlib.WindowsPath = pathlib.PosixPath
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+
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+ from fastai.vision.all import load_learner, PILImage
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+
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+ learn = load_learner('model.pkl')
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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 = "Panettone or Pandoro?"
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+ description = "A prototype classifier developed with fastaiwith images from ddg."
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+ examples = [r'examples/panettone_01.jpg',
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+ r'examples/panettone_02.jpg'
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+ r'examples/pandoro_01.jpg'
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+ r'examples/pandoro_02.jpg'
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+ ]
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+
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+
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+ demo = gr.Interface(fn=predict, inputs="image", outputs="label", examples=examples)
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+ demo.launch()
examples/pandoro_01.jpg ADDED
examples/pandoro_02.jpg ADDED
examples/panettone_01.jpg ADDED
examples/panettone_02.jpg ADDED
model.pkl ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:2cfe7d2639ce7e6fa2605080f4c7ab96977995cd5f97efe747119933452d4e8c
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+ size 46967090
requirements.txt ADDED
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+ fastai==2.7.13