arham061 commited on
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0251dfb
1 Parent(s): b0343a6

Create rps.py

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  1. rps.py +21 -0
rps.py ADDED
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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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+ __all__ = ['is_rock', 'learn', 'classify_image', 'categories', 'image', 'label', 'examples', 'intf']
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+
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+ def is_rock(x): return x[0].issuper()
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+
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+ learn = load_learner('rps_model.pkl')
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+
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+ categories = ('paper', 'rock', 'scissors')
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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 = ['rock.jpg', 'paper.jpg', 'scissors.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)