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Upload app.py

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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('export.pkl')
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+
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+ labels = learn.dls.vocab
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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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+ title = 'NYC Iconic Buildings Classifier'
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+ description = 'This is a classifier based on fastai course, lesson 2.'
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+ examples = []
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+ interpretation = 'default'
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+ enable_queue = True
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+
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+ gr.Interface(fn=predict, inputs=gr.inputs.Image(shape=(512, 512)),
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+ outputs=gr.outputs.Label(num_top_classes=3), title=title,
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+ description=description, examples=examples,
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+ interpretation=interpretation, enable_queue=enable_queue).launch()