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Mohammed Alakhras
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app.py
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import subprocess
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import sys
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def install(package):
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subprocess.check_call([sys.executable, "-m", "pip", "install", package])
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install('fastbook')
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# AUTOGENERATED! DO NOT EDIT! File to edit: app.ipynb.
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# %% auto 0
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__all__ = ['learn', 'categories', 'image', 'label', 'examples', 'interface', 'classify_image']
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# %% app.ipynb 1
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from fastbook import *
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from fastai.vision.all import *
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from fastai.vision.widgets import ImageClassifierCleaner
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import gradio as gr
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# %% app.ipynb 2
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learn = load_learner('model.pkl')
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# %% app.ipynb 3
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categories=('bird','forest')
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def classify_image(img):
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pred,indx,probs=learn.predict(img)
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return dict(zip(categories,map(float,probs)))
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# %% app.ipynb 4
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image=gr.inputs.Image(shape=(192,192))
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label=gr.outputs.Label()
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examples=['imagesExample/a.jpg', 'imagesExample/b.jpg', 'imagesExample/dunno.jpg','imagesExample/c.jpg','imagesExample/d.jpg'
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,'imagesExample/e.jpg','imagesExample/f.jpg','imagesExample/g.jpg']
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interface=gr.Interface(fn=classify_image, inputs=image ,outputs=label,examples=examples)
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interface.launch(inline=False)
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model.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:c39d7d05de265adb13433779de8b2b062bac291bb3bcdfd94cef21efab9df2e1
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size 46952721
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