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Create app.py
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app.py
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from transformers import pipeline
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import gradio as gr
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# Pipeline
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# 和訳パイプライン
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translator_ja_to_en = pipeline("translation_ja_to_en", model="Helsinki-NLP/opus-mt-ja-en")
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# 要約パイプライン(英語)
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summarizer = pipeline("summarization", model="facebook/bart-large-cnn")
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# 翻訳パイプラインの初期化(英語から日本語)
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translator_en_to_ja = pipeline("translation_en_to_ja", model="Helsinki-NLP/opus-tatoeba-en-ja")
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def summarize_and_translate(text):
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# 英訳
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translated_text_to_en = translator_ja_to_en(text, max_length=400)[0]['translation_text']
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# 要約
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summary_in_en = summarizer(translated_text_to_en, min_length=5, max_length=20)[0]['summary_text']
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# 和訳
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summary_in_ja = translator_en_to_ja(summary_in_en, max_length=400)[0]['translation_text']
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# 不要なスペースを除去 → なぜかエラーになるので断念
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# summary_in_ja = re.sub(r'\s+', ' ', summary_in_ja).strip()
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return summary_in_ja
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demo = gr.Interface(
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fn=summarize_and_translate,
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inputs=gr.Textbox(lines=5, placeholder="日本語の文章を入力してください"),
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outputs=gr.Textbox(lines=5, label="日本語の要約"),
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title="日本語文書要約ツール",
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description="日本語の文章を入力すると、日本語の要約が表示されます。"
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)
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demo.launch()
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