prateekvyas1996 commited on
Commit
9914748
1 Parent(s): e529f78

Add application file

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Files changed (1) hide show
  1. app.py +18 -0
app.py ADDED
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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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+
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+ learn = load_learner('model.pkl')
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+ categories = ('granite', 'diorite', 'andacite', 'komatiites', 'gabbro')
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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=(250,250))
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+ label = gr.outputs.Label()
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+ examples = ['granite_test.jpg', 'komitiites_test.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)