hf-dongpyo commited on
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f957ae9
1 Parent(s): 7508c57

Create app.py

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  1. app.py +26 -0
app.py ADDED
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+ from transformers import AutoModelWithLMHead, AutoTokenizer
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+ import gradio as grad
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+
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+ text2text_tkn = AutoTokenizer.from_pretrained('mrm8488/t5-base-finetuned-question-generation-ap')
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+ mdl = AutoModelWithLMHead.from_pretrained('mrm8488/t5-base-finetuned-question-generation-ap')
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+
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+ def text2text(context, answer):
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+ input_text = "answer: %s context: %s </s>" % (answer, context)
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+ features = text2text_tkn([input_text], return_tensors = 'pt')
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+ output = mdl.generate(
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+ input_ids = features['input_ids'],
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+ attention_mask = features['attention_mask'],
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+ max_length = 64
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+ )
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+ response = text2text_tkn.decode(output[0])
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+
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+ return response
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+
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+ context = grad.Textbox(lines = 10, label = 'English', placeholder = 'Context')
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+ ans = grad.Textbox(lines = 1, label = 'Answer')
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+ out = grad.Textbox(lines = 1, label = 'Generated Question')
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+ grad.Interface(
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+ text2text,
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+ inputs = [context, ans],
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+ outputs = out
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+ ).lanuch()