archietram commited on
Commit
7978b48
1 Parent(s): 4269834

upload app.py

Browse files
Files changed (5) hide show
  1. acne.jpg +0 -0
  2. app.py +20 -0
  3. eczema.jpg +0 -0
  4. export.pkl +3 -0
  5. requirements.txt +2 -0
acne.jpg ADDED
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 = ("Acne", "Eczema")
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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 = ['acne.jpg','eczema.jpg']
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+ title = 'Acne and Eczema Predictor'
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+ description = 'This app predicts skin diseases. For reference only.'
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+ article = "Author: <a href=\"https://huggingface.co/archietram\">Archie Tram</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)
eczema.jpg ADDED
export.pkl ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:255926c502f066ea1f64295c4537bebf4c55c45468440304d256e91840aa6bec
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+ size 64609053
requirements.txt ADDED
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+ fastai
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+ timm