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Abdullah
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0da441e
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386ee30
added files
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app.py
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__all__ = ['learn', 'categories', 'classifier', 'image', 'label', 'examples', 'intf']
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from fastcore.all import *
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from fastdownload import download_url
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from fastai.vision.all import *
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import gradio as gr
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learn = load_learner('model.pkl')
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categories = ('Great Wall of China', 'Chichén Itzá', 'Petra', 'Machu Picchu', 'Christ the Redeemer', 'Colosseum', 'Taj Mahal')
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def classifier(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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image = gr.inputs.Image(shape=(192, 192))
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label = gr.outputs.Label()
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examples = ['great.jpg', 'chic.jpg', 'petra.jpg', 'machu.jpg', 'ch.jpg', 'colo.jpg', 'taj.jpg']
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intf = gr.Interface(fn = classifier, inputs = image, outputs = label, examples = examples)
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intf.launch(inline = False)
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ch.jpg
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chic.jpg
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colo.jpg
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great.jpg
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machu.jpg
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model.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:976d9a30f5335796e89a564d8afaee423f7749fc7e02cc0144b81d8bed38a2aa
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size 46967633
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petra.jpg
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requirements.txt
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torch <1.12
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fastai>2.6.1
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timm
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taj.jpg
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