Prachidwi commited on
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60bb9fe
1 Parent(s): 73668b4

Create app.py

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  1. app.py +25 -0
app.py ADDED
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+ __all__ = ['learn', 'classify_image', 'categories', 'image', 'label', 'examples', 'intf']
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+
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+ # Cell
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+ from fastai.vision.all import *
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+ import gradio as gr
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+ import timm
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+
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+ # Cell
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+ learn = load_learner('model.pkl')
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+
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+ # Cell
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+ categories = learn.dls.vocab
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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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+ # Cell
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+ image = gr.inputs.Image(shape=(192, 192))
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+ label = gr.outputs.Label()
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+ examples = ['basset.jpg']
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+
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+ # Cell
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+ intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
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+ intf.launch()