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app.py
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from fastai.vision.all import*
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import gradio as gr
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learn1 = load_learner('stage1.pkl')
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categories1 = 'discarded clothing', 'food waste', 'plastic bags', 'recyc_no_scrap', 'scrap metal piece', 'wood scraps'
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def classify_stage1(img):
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pred, idx, probs = learn1.predict(img)
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return dict(zip(categories1, map(float,probs)))
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image1 = gr.inputs.Image(shape=(192,192))
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label1 = gr.outputs.Label()
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examples1 = ['stage1ex1_t.jpeg', 'stage1ex2_t.jpeg','stage1ex3_t.jpeg','stage1ex4_t.jpeg', 'stage1ex5_t.jpeg','stage1ex6_t.jpeg']
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intf1 = gr.Interface(fn=classify_stage1, inputs = image1, outputs = label1, examples = examples1)
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intf1.launch(inline=False)
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