henry434 commited on
Commit
00731c8
1 Parent(s): 53299b0

Add application file

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Files changed (1) hide show
  1. app.py +21 -0
app.py ADDED
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+ __all__ = ["label_func", "learn", "classify_image", "categories", "image", "label", "examples", "intf"]
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+
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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 label_func(x): return x.parent.name
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+
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+ learn = load_learner("model.pkl")
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+
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+ categories = ("Dog", "Cat")
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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 = ["cowslip.jpg", "daffodil.jpg", "snowdrop.jpg", "buttercup.jpg"]
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+
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+ intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
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+ intf.launch(inline=False)