Upload 2 files
Browse files- requirements.txt +7 -0
- summary.py +36 -0
requirements.txt
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opencc-python-reimplemented
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streamlit
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transformers
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sentencepiece
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torch
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torchvision
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torchaudio
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summary.py
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import streamlit as st
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from transformers import T5ForConditionalGeneration, T5Tokenizer
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import opencc
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#local_path = "./LLM"
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# 使用中文摘要模型
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local_path = 'utrobinmv/t5_summary_en_ru_zh_base_2048'
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model = T5ForConditionalGeneration.from_pretrained(local_path)
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tokenizer = T5Tokenizer.from_pretrained(local_path)
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# Streamlit UI
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st.title("中文文章摘要工具")
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# Create an OpenCC converter for converting simplified Chinese to traditional Chinese
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converter = opencc.OpenCC('s2t')
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# Input text area for the article
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article = st.text_area("請輸入文章", "")
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# Function to generate summary
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@st.cache_data
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def generate_summary(article):
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inputs = tokenizer.encode("摘要:" + article, return_tensors="pt", max_length=1024, truncation=True)
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summary_ids = model.generate(inputs, max_length=180, min_length=60, length_penalty=2.0, num_beams=4, early_stopping=True)
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summary = tokenizer.decode(summary_ids[0], skip_special_tokens=True)
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return summary
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# Button to generate summary
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if st.button("生成摘要"):
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if article.strip() == "":
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st.error("請輸入文章。")
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else:
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summary = generate_summary(article)
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traditional_summary = converter.convert(summary)
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st.subheader("摘要:")
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st.write(traditional_summary)
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