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added app.py and requirements.txt
Browse files- app.py +20 -0
- requirements.txt +1 -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("export.pkl")
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categories = ("No Diabetic Retinopathy", "Diabetic Retinopathy")
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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 = ['stage0.png','stage0_2.png','stage4.png', 'stage4_2.png']
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title = 'Diabetic Retinopathy Predictor'
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description = 'This app predicts diabetic retinopathy, a potentially blinding disease, from color fundus photograms. For reference only.'
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article = "Author: <a href=\"https://huggingface.co/csanjay\">Sanjay Chandrasekar</a>. "
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intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples, title=title, description=description, article=article)
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intf.launch(inline=False)
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requirements.txt
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fastai
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