csanjay commited on
Commit
035c135
1 Parent(s): c513915

added app.py and requirements.txt

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Files changed (2) hide show
  1. app.py +20 -0
  2. requirements.txt +1 -0
app.py ADDED
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+ from fastai.vision.all import *
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+ import gradio as gr
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+
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+ learn = load_learner("export.pkl")
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+
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+ categories = ("No Diabetic Retinopathy", "Diabetic Retinopathy")
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+
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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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+
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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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+
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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)
requirements.txt ADDED
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+ fastai