Spaces:
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Commit ·
c98afd9
1
Parent(s): f71d400
Initial Commit
Browse files- app.py +41 -0
- architecturemodel.pkl +3 -0
- bigben.jpeg +0 -0
- pyramid.jpeg +0 -0
- requirements.txt +1 -0
- robiehouse.jpeg +0 -0
- train.ipynb +0 -0
app.py
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from fastai.vision.all import *
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import gradio as gr
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learn = load_learner('architecturemodel.pkl')
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categories = ('Achaemenid architecture',
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'American Foursquare architecture',
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'American craftsman style',
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'Ancient Egyptian architecture',
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'Art Deco architecture',
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'Art Nouveau architecture',
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'Baroque architecture',
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'Bauhaus architecture',
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'Beaux-Arts architecture',
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'Byzantine architecture',
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'Chicago school architecture',
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'Colonial architecture',
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'Deconstructivism',
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'Edwardian architecture',
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'Georgian architecture',
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'Gothic architecture',
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'Greek Revival architecture',
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'International style',
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'Novelty architecture',
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'Palladian architecture',
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'Postmodern architecture',
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'Queen Anne architecture',
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'Romanesque architecture',
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'Russian Revival architecture',
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'Tudor Revival architecture')
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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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image = gr.inputs.Image(shape=(192, 192))
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label = gr.outputs.Label()
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examples = ['bigben.jpeg','pyramid.jpeg','robiehouse.jpeg']
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intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
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intf.launch(inline=False, share=True)
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architecturemodel.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:c4d3283733f4e7648eebd6c3c73bfb00c6687b10b8a9f911a156106314787c08
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size 87602593
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bigben.jpeg
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pyramid.jpeg
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requirements.txt
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fastai
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robiehouse.jpeg
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train.ipynb
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