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Upload app.py

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  1. app.py +20 -0
app.py ADDED
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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('movements_05_02_22_4pm.pkl')
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+
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+ def predict(img):
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+ labels = learn.dls.vocab
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+ im = PILImage.create(img)
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+ pred,pred_idx,probs = learn.predict(im)
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+ return {label: float(prob) for (label,prob) in zip(labels,probs)}
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+
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+ examples = [f"Image{n:02d}" for n in range(25)]
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+
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+ gr.Interface(fn=predict,
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+ inputs=gr.inputs.Image(shape=((512,512))),
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+ outputs=gr.outputs.Label(num_top_classes=5),
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+ title = "Art Movements",
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+ examples = examples
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+ description= "What Art Movement Matches the Image Best? Expressionism | Impressionism | Hudson River School | Ukiyo-e | Pre-Raphaelite").launch(share=True, enable_queue=True)