error9098x commited on
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7f0f54e
1 Parent(s): b1d1ac1

update .gitattributes so git lfs will track .pkl files

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Files changed (4) hide show
  1. app.py +20 -0
  2. export.pkl +3 -0
  3. requirements.txt +2 -0
  4. siamese.jpg +0 -0
app.py ADDED
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+ import gradio as gr
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+ from fastai.vision.all import *
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+ import skimage
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+
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+ learn = load_learner('skinlesion_classifier.pkl')
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+
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+ labels = learn.dls.vocab
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+ def predict(img):
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+ img = PILImage.create(img)
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+ pred,pred_idx,probs = learn.predict(img)
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+ return {labels[i]: float(probs[i]) for i in range(len(labels))}
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+
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+ title = "Skin Lesion Classifier [RESNET 50]"
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+ description = "A skin lesion classifier trained on the ISIC2019 dataset with fastai. Created as a demo for Gradio and HuggingFace Spaces."
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+ article="<p style='text-align: center'><a href='https://tmabraham.github.io/blog/gradio_hf_spaces_tutorial' target='_blank'>Blog post</a></p>"
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+ examples = ['siamese.jpg']
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+ interpretation='default'
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+ enable_queue=True
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+
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+ gr.Interface(fn=predict,inputs=gr.inputs.Image(shape=(224, 224)),outputs=gr.outputs.Label(num_top_classes=3),title=title,description=description,article=article,examples=examples,interpretation=interpretation,enable_queue=enable_queue).launch()
export.pkl ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:ddee7a008adf2aad9f0c445aa6358b109026116573b66f5b3fba2a18e219c804
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+ size 103303797
requirements.txt ADDED
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+ fastai
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+ scikit-image
siamese.jpg ADDED