Leo Hu commited on
Commit
3a3fcf3
1 Parent(s): 3a3ee4b

initial commit for huggingface

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Files changed (2) hide show
  1. app.py +21 -0
  2. requirements.txt +2 -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('model.pkl')
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+
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+ labels = learn.dls.vocab
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+
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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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+ interface=gr.Interface(
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+ fn=predict,
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+ inputs=gr.Image(shape=(512, 512)),
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+ outputs=gr.Label(num_top_classes=3),
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+ interpretation='default'
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+ )
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+ interface.queue()
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+ interface.launch(share=True)
requirements.txt ADDED
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+ fastai
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+ scikit-image