Justina Tran commited on
Commit
2697a60
1 Parent(s): f3c0e7e
Files changed (2) hide show
  1. app.py +17 -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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+ def is_cat(x): return x[0].isupper()
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+
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+ learn = load_learner('model.pkl')
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+ categories = ('Dog', 'Cat')
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+ def classify_img(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 = ['images/cat.jpeg', 'images/dog.jpeg', 'images/dogcat.jpeg']
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+ intf = gr.Interface(fn=classify_img, inputs=image, outputs=label, examples=examples,
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+ title = 'Cat vs Dog Images')
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+ intf.launch()
requirements.txt ADDED
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+ fastai==2.7.7