create app.py
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app.py
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from transformers import pipeline
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nlp = pipeline(
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"document-question-answering",
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model="impira/layoutlm-document-qa",
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)
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nlp(
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"https://templates.invoicehome.com/invoice-template-us-neat-750px.png",
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"What is the invoice number?"
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)
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# {'score': 0.9943977, 'answer': 'us-001', 'start': 15, 'end': 15}
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nlp(
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"https://miro.medium.com/max/787/1*iECQRIiOGTmEFLdWkVIH2g.jpeg",
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"What is the purchase amount?"
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)
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# {'score': 0.9912159, 'answer': '$1,000,000,000', 'start': 97, 'end': 97}
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nlp(
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"https://www.accountingcoach.com/wp-content/uploads/2013/10/income-statement-example@2x.png",
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"What are the 2020 net sales?"
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)
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# {'score': 0.59147286, 'answer': '$ 3,750', 'start': 19, 'end': 20}
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