{"id":11627,"date":"2024-11-29T18:44:15","date_gmt":"2024-11-29T09:44:15","guid":{"rendered":"https:\/\/highreso.jp\/edgehub\/?p=11627"},"modified":"2024-12-18T19:35:02","modified_gmt":"2024-12-18T10:35:02","slug":"langchainpdf","status":"publish","type":"post","link":"https:\/\/highreso.jp\/edgehub\/machinelearning\/langchainpdf.html","title":{"rendered":"\u3010LangChain\u3011PDF\u304b\u3089\u56de\u7b54\u3059\u308bRAG\u3092\u69cb\u7bc9\uff01\u300e\u60c5\u5831\u901a\u4fe1\u767d\u66f8\u300f\u3092\u8aad\u3080"},"content":{"rendered":"\n<p><span class=\"swl-format-2\">LangChain\u3067\u306f\u3001PDF\u304b\u3089\u60c5\u5831\u3092\u62bd\u51fa\u3057\u3066\u56de\u7b54\u3092\u751f\u6210\u3059\u308bRAG\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u300e\u60c5\u5831\u901a\u4fe1\u767d\u66f8\u300f\u306ePDF\u3092\u8aad\u307f\u8fbc\u3093\u3067\u56de\u7b54\u3059\u308bRAG\u306e\u5b9f\u88c5\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"is-style-balloon_box\">\u3056\u3063\u304f\u308a\u8a00\u3046\u3068<\/p>\n\n\n\n<div class=\"wp-block-group is-style-big_icon_good\"><div class=\"wp-block-group__inner-container\">\n<ul class=\"wp-block-list\">\n<li>PDF\u304b\u3089\u60c5\u5831\u3092\u62bd\u51fa\u3057\u3066\u56de\u7b54\u3092\u751f\u6210\u3059\u308bRAG\u3092\u69cb\u7bc9\u3059\u308b<\/li>\n\n\n\n<li>\u65e5\u672c\u8a9e\u306e\u30ed\u30fc\u30ab\u30ebLLM\u300cLlama-3-ELYZA-JP-8B\u300d\u3092\u4f7f\u7528<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">LangChain\u3067PDF\u304b\u3089\u56de\u7b54\u3059\u308bRAG\u3092\u69cb\u7bc9<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/kuma32_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-10008\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/kuma32_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/kuma32_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p>LangChain\u3067\u306f\u3001PDF\u304b\u3089\u60c5\u5831\u3092\u62bd\u51fa\u3057\u3066\u56de\u7b54\u3092\u751f\u6210\u3059\u308bRAG\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u300e\u60c5\u5831\u901a\u4fe1\u767d\u66f8\u300f\u306ePDF\u3092\u8aad\u307f\u8fbc\u3093\u3067\u56de\u7b54\u3059\u308bRAG\u306e\u5b9f\u88c5\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>RAG\u306e\u69cb\u7bc9\u624b\u9806\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-group is-style-big_icon_good\"><div class=\"wp-block-group__inner-container\">\n<ul class=\"wp-block-list\">\n<li>LLM\u306e\u8a2d\u5b9a\u3092\u3059\u308b<\/li>\n\n\n\n<li>PDF\u304b\u3089\u30c6\u30ad\u30b9\u30c8\u3092\u62bd\u51fa<\/li>\n\n\n\n<li>\u30c6\u30ad\u30b9\u30c8\u3092\u30c1\u30e3\u30f3\u30af\u306b\u5206\u5272<\/li>\n\n\n\n<li>\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u306e\u8a2d\u5b9a<\/li>\n\n\n\n<li>\u30ea\u30c8\u30ea\u30fc\u30d0\u30fc\u306e\u8a2d\u5b9a<\/li>\n\n\n\n<li>\u30d7\u30ed\u30f3\u30d7\u30c8\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u306e\u5b9a\u7fa9<\/li>\n\n\n\n<li>RAG\u30c1\u30a7\u30fc\u30f3\u306e\u69cb\u7bc9<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<div class=\"p-blogParts post_content\" data-partsID=\"4485\"><p><div class=\"p-adBox -ranking -border-on\" data-id=\"4540\" data-ad=\"ranking\"><div class=\"p-adBox__title -rank1\">50\uff05\u5b89\u3044\u696d\u754c\u6700\u5b89\u7d1aGPU\u30af\u30e9\u30a6\u30c9\u300cGPUSOROBAN\u300d<\/div><div class=\"p-adBox__body\"><div class=\"p-adBox__img\"><div class=\"centerw250\"><a href=\"https:\/\/soroban.highreso.jp\/?utm_medium=edgehub&utm_source=edgehub&utm_campaign=highend-boxtop&adid=edgehub\" rel=\"nofollow\" referrerpolicy=\"no-referrer-when-downgrade\"><img decoding=\"async\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/gpusorobanlllm_banner.jpg\" alt=\"GPUSOROBAN\"><\/a><\/div><\/div><div class=\"p-adBox__details\"><div class=\"p-adBox__star c-reviewStars\"><i class=\"icon-star-full\"><\/i><i class=\"icon-star-full\"><\/i><i class=\"icon-star-full\"><\/i><i class=\"icon-star-full\"><\/i><i class=\"icon-star-full\"><\/i><\/div><div class=\"p-adBox__price u-thin u-fz-s\">GPU\u306e\u30b3\u30b9\u30c8\u3067\u304a\u60a9\u307f\u306e\u65b9\u306b\uff01<\/div><div class=\"p-adBox__desc\">AWS\u3068\u6bd4\u3079\u306650%\u4ee5\u4e0a\u5b89\u3044\u6599\u91d1\u3067\u3001\u9ad8\u901fGPU\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u3054\u5229\u7528\u3044\u305f\u3060\u3051\u307e\u3059\u3002\r\n\u9762\u5012\u306a\u8a2d\u5b9a\u306f\u4e0d\u8981\u3001\u308f\u305a\u304b3\u5206\u3067\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u7acb\u3061\u4e0a\u3052\u304c\u53ef\u80fd\u3067\u3059\u3002\r\n\u30bf\u30b9\u30af\u306b\u5fdc\u3058\u3066\u6700\u9069\u306aGPU\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/div><\/div><\/div><div class=\"p-adBox__btns\"><a href=\"https:\/\/soroban.highreso.jp\/compute\/?utm_medium=edgehub&utm_source=edgehub&utm_campaign=boxtop&adid=edgehub\" class=\"p-adBox__btn -btn1\" target=\"_blank\" rel=\"noopener nofollow\">\u516c\u5f0f\u30b5\u30a4\u30c8\u3092\u898b\u308b<\/a><a href=\"https:\/\/soroban.highreso.jp\/download\/compute-catalog\/?utm_medium=edgehub&utm_source=edgehub&utm_campaign=boxtop&adid=edgehub\" class=\"p-adBox__btn -btn2\" target=\"_blank\" rel=\"noopener nofollow\">\u8cc7\u6599\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9<\/a><\/div><\/div><\/p>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">LangChain RAG\u306e\u5b9f\u884c\u74b0\u5883<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/buil9_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9749\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/buil9_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/buil9_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u7528\u610f\u3057\u305f\u5b9f\u884c\u74b0\u5883\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-group is-style-big_icon_good\"><div class=\"wp-block-group__inner-container\">\n<ul class=\"wp-block-list\">\n<li>GPU\uff1aNVIDIA A100 80GB<\/li>\n\n\n\n<li>GPU\u30e1\u30e2\u30ea\uff08VRAM\uff09\uff1a80GB<\/li>\n\n\n\n<li>OS \uff1aUbuntu 22.04<\/li>\n\n\n\n<li>Docker<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">Docker\u3067\u74b0\u5883\u69cb\u7bc9<\/h3>\n\n\n\n<p><span class=\"swl-format-2\">Docker\u3092\u4f7f\u7528\u3057\u3066LangChain\u306e\u74b0\u5883\u69cb\u7bc9\u3092\u3057\u307e\u3059<\/span><\/p>\n\n\n\n<p>Docker\u306e\u4f7f\u3044\u65b9\u306f\u4ee5\u4e0b\u306e\u8a18\u4e8b\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -internal\" data-type=\"type1\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/ubuntudocker-eyecatch-300x158.jpg\" alt=\"\" class=\"c-postThumb__img u-obf-cover\" width=\"320\" height=\"180\"><\/figure><\/div>\t\t\t\t\t<div class=\"p-blogCard__body\">\n\t\t\t\t\t\t<a class=\"p-blogCard__title\" href=\"https:\/\/highreso.jp\/edgehub\/machinelearning\/ubuntudocker.html\">Ubuntu\u306bDocker\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\uff01GPU\u3092\u30b3\u30f3\u30c6\u30ca\u304b\u3089\u4f7f\u3046\u65b9\u6cd5<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">GPU\u306e\u74b0\u5883\u69cb\u7bc9\u3067\u306f\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u4e0d\u4e00\u81f4\u306b\u3088\u308b\u30a8\u30e9\u30fc\u304c\u983b\u767a\u3057\u307e\u3059\u3002 Docker\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u3053\u306e\u3088\u3046\u306a\u4f9d\u5b58\u95a2\u4fc2\u306e\u30a8\u30e9\u30fc\u3092\u56de\u907f\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002 \u3053\u306e\u8a18\u4e8b\u3067&#8230;<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\n<div class=\"swell-block-step\" data-num-style=\"circle\">\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">Dockerfile\u306e\u4f5c\u6210<\/div><div class=\"swell-block-step__body\">\n<p>Ubuntu\u306e\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u3067\u3001Dockerfile\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>mkdir pdf_rag\ncd pdf_rag\nnano Dockerfile<\/code><\/pre>\n\n\n\n<p>Dockerfile\u306b\u4ee5\u4e0b\u306e\u8a18\u8ff0\u3092\u8cbc\u308a\u4ed8\u3051\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code># \u30d9\u30fc\u30b9\u30a4\u30e1\u30fc\u30b8(CUDA)\u306e\u6307\u5b9a\nFROM nvidia\/cuda:12.1.0-cudnn8-devel-ubuntu22.04\n\n# \u5fc5\u8981\u306a\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\nRUN apt-get update &amp;&amp; apt-get install -y python3-pip python3-venv git nano curl\n\nRUN curl -fsSL https:\/\/ollama.com\/install.sh | sh\n\n# \u4f5c\u696d\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092\u8a2d\u5b9a\nWORKDIR \/app\n\n# \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b3\u30fc\u30c9\u3092\u30b3\u30d4\u30fc\nCOPY . \/app\n\n# Python\u4eee\u60f3\u74b0\u5883\u306e\u4f5c\u6210\nRUN python3 -m venv \/app\/.venv\n\n# \u4eee\u60f3\u74b0\u5883\u3092\u30a2\u30af\u30c6\u30a3\u30d9\u30fc\u30c8\u3059\u308b\u30b3\u30de\u30f3\u30c9\u3092.bashrc\u306b\u8ffd\u52a0\nRUN echo \"source \/app\/.venv\/bin\/activate\" &gt;&gt; \/root\/.bashrc\n\n# JupyterLab\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\nRUN \/app\/.venv\/bin\/pip install Jupyter jupyterlab\n\n# LangChain\u95a2\u9023\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\nRUN \/app\/.venv\/bin\/pip install ollama langchain-ollama langchain langsmith langchain-chroma faiss-gpu langchain-community langchain_huggingface langchain_core tiktoken pypdf\n\n# \u30b3\u30f3\u30c6\u30ca\u306e\u8d77\u52d5\u6642\u306bbash\u3092\u5b9f\u884c\nCMD &#091;\"\/bin\/bash\"]<\/code><\/pre>\n\n\n\n<p class=\"is-style-icon_info\">[Ctrl + S]\u30ad\u30fc\u3067\u5909\u66f4\u5185\u5bb9\u3092\u4fdd\u5b58\u3057\u3001[Ctrl + X]\u30ad\u30fc\u3067\u7de8\u96c6\u30e2\u30fc\u30c9\u304b\u3089\u629c\u3051\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30b3\u30de\u30f3\u30c9\u306e\u8aac\u660e<\/span><\/div><div class=\"cap_box_content\">\n<p><span class=\"swl-format-2\">FROM nvidia\/cuda:12.1.0-cudnn8-devel-ubuntu22.04<\/span><\/p>\n\n\n\n<p>CUDA12.1\u306e\u30d9\u30fc\u30b9\u30a4\u30e1\u30fc\u30b8\u3092\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">RUN apt-get update &amp;&amp; apt-get install -y python3-pip python3-venv git nano curl<\/span><\/p>\n\n\n\n<p>\u5fc5\u8981\u306a\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-1\"><span class=\"swl-format-2\">RUN curl -fsSL https:\/\/ollama.com\/install.sh | sh<\/span><\/span><\/p>\n\n\n\n<p>Linux\u7248\u306eOllama\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3044\u307e\u3059\u3002Python\u3067Ollama\u3092\u52d5\u304b\u3059\u969b\u306b\u3082Linux\u7248Ollama\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u306e\u3067\u3054\u6ce8\u610f\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">RUN \/app\/.venv\/bin\/pip install Jupyter jupyterlab<\/span><\/p>\n\n\n\n<p>JupyterLab\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">RUN \/app\/.venv\/bin\/pip install ollama langchain-ollama langchain langsmith langchain-chroma faiss-gpu langchain-community langchain_huggingface langchain_core tiktoken<\/span><\/p>\n\n\n\n<p>LangChain\u3068Ollama\u95a2\u9023\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>LLM\u306fOllama\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u3063\u3066\u52d5\u304b\u3057\u307e\u3059\u306e\u3067\u3001PyTorch\u3084Transformer\u306f\u5225\u9014\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u4e0d\u8981\u3067\u3059\u3002<\/p>\n<\/div><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">docker-compose.yml\u30d5\u30a1\u30a4\u30eb\u306e\u4f5c\u6210<\/div><div class=\"swell-block-step__body\">\n<p>docker-compose.yml\u3067Docker\u30b3\u30f3\u30c6\u30ca\u306e\u8a2d\u5b9a\u3092\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>docker-compose.yml\u306eYAML\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3057\u3066\u958b\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>nano docker-compose.yml<\/code><\/pre>\n\n\n\n<p>\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u30b3\u30d4\u30fc\u3057\u3066\u3001YAML\u30d5\u30a1\u30a4\u30eb\u306b\u8cbc\u308a\u4ed8\u3051\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>services:\n  pdf_rag:\n    build:\n      context: .\n      dockerfile: Dockerfile\n    image: pdf_rag\n    runtime: nvidia\n    container_name: pdf_rag\n    ports:\n      - \"8888:8888\"\n    volumes:\n      - .:\/app\/pdf_rag\n    deploy:\n      resources:\n        reservations:\n          devices:\n            - driver: nvidia\n              count: 1\n              capabilities: &#091;gpu]\n    command: &gt;\n      bash -c '\/usr\/local\/bin\/ollama serve &amp; \/app\/.venv\/bin\/jupyter lab --ip=\"*\" --port=8888 --NotebookApp.token=\"\" --NotebookApp.password=\"\" --no-browser --allow-root'<\/code><\/pre>\n\n\n\n<p class=\"is-style-icon_info\">[Ctrl + S]\u30ad\u30fc\u3067\u5909\u66f4\u5185\u5bb9\u3092\u4fdd\u5b58\u3057\u3001[Ctrl + X]\u30ad\u30fc\u3067\u7de8\u96c6\u30e2\u30fc\u30c9\u304b\u3089\u629c\u3051\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30b3\u30de\u30f3\u30c9\u306e\u8aac\u660e<\/span><\/div><div class=\"cap_box_content\">\n<p><span class=\"swl-format-2\">bash -c &#8216;\/usr\/local\/bin\/ollama serve &amp; \/app\/.venv\/bin\/jupyter lab &#8211;ip=&#8221;*&#8221; &#8211;port=8888 &#8211;NotebookApp.token=&#8221;&#8221; &#8211;NotebookApp.password=&#8221;&#8221; &#8211;no-browser &#8211;allow-root&#8217;<\/span><\/p>\n\n\n\n<p><code>bash -c '\/usr\/local\/bin\/ollama serve<\/code><\/p>\n\n\n\n<p>Ollama Server\u3092\u8d77\u52d5\u3057\u3066\u3044\u307e\u3059\u3002Python\u306eOllama\u3092\u4f7f\u7528\u3059\u308b\u969b\u306b\u3001Ollama Server\u3092\u8d77\u52d5\u3057\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u306e\u3067\u3001\u3054\u6ce8\u610f\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n\n\n\n\n<p><code>&amp; \/app\/.venv\/bin\/jupyter lab --ip=\"*\" --port=8888 --NotebookApp.token=\"\" --NotebookApp.password=\"\" --no-browser --allow-root'<\/code><\/p>\n\n\n\n<p>JupyterLab\u30928888\u756a\u30dd\u30fc\u30c8\u3067\u8d77\u52d5\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">Docker\u30b3\u30f3\u30c6\u30ca\u3092\u8d77\u52d5<\/div><div class=\"swell-block-step__body\">\n<p>Dockerfile\u304b\u3089\u30d3\u30eb\u30c9\u3057\u3066\u30b3\u30f3\u30c6\u30ca\u3092\u8d77\u52d5\u3057\u307e\u3059\u3002&nbsp;&nbsp;&nbsp;<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>docker compose up<\/code><\/pre>\n\n\n\n<p>&nbsp;<\/p>\n\n\n\n<p>Docker\u306e\u8d77\u52d5\u5f8c\u306b\u30d6\u30e9\u30a6\u30b6\u306e\u691c\u7d22\u7a93\u306b&#8221;localhost:8888&#8243;\u3092\u5165\u529b\u3059\u308b\u3068\u3001Jupyter Lab\u3092\u30d6\u30e9\u30a6\u30b6\u3067\u8868\u793a\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>localhost:8888<\/code><\/pre>\n<\/div><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u74b0\u5883\u5909\u6570\u30fbLLM\u30fbPDF\u30ea\u30c8\u30ea\u30fc\u30d0\u30fc\u306e\u8a2d\u5b9a<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/sf2_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9101\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/sf2_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/sf2_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">Docker\u30b3\u30f3\u30c6\u30ca\u3067\u8d77\u52d5\u3057\u305fJupyter Lab\u4e0a\u3067PDF RAG\u306e\u5b9f\u88c5\u3092\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<div class=\"swell-block-step\" data-num-style=\"circle\">\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u74b0\u5883\u5909\u6570\u306e\u8a2d\u5b9a<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">LangChain\u306b\u95a2\u3059\u308b\u74b0\u5883\u5909\u6570\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>import os\nfrom uuid import uuid4\n\nunique_id = uuid4().hex&#091;0:8]\n\nos.environ&#091;\"LANGCHAIN_TRACING_V2\"] = \"true\"\nos.environ&#091;\"LANGCHAIN_PROJECT\"] = f\"pdfrag - {unique_id}\"\nos.environ&#091;\"LANGCHAIN_ENDPOINT\"] = \"https:\/\/api.smith.langchain.com\"\nos.environ&#091;\"LANGCHAIN_API_KEY\"] = \"***************\"<\/code><\/pre>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30b3\u30fc\u30c9\u306e\u8aac\u660e<\/span><\/div><div class=\"cap_box_content\">\n<p><span class=\"swl-format-2\">unique_id = uuid4().hex[0:8]<\/span><\/p>\n\n\n\n<p>8\u6841\u306e\u30e9\u30f3\u30c0\u30e0\u306a\u4e00\u610f\u306e\u8b58\u5225\u5b50<code>unique_id<\/code>\u3092\u751f\u6210\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">os.environ[&#8220;LANGCHAIN_TRACING_V2&#8221;] = &#8220;true&#8221;<\/span><\/p>\n\n\n\n<p>\u3053\u306e\u8a2d\u5b9a\u306b\u3088\u308a\u3001LangChain\u306e\u30c8\u30ec\u30fc\u30b9\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">os.environ[&#8220;LANGCHAIN_PROJECT&#8221;] = f&#8221;pdfrag &#8211; {unique_id}&#8221;<\/span><\/p>\n\n\n\n<p>LangChain\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u540d\u524d\u3092\u8a2d\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u3001\u751f\u6210\u3057\u305f<code>unique_id<\/code>\u3092\u4f7f\u7528\u3057\u3066\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u540d\u3092\u300cpdfrag &#8211; {unique_id}\u300d\u306e\u5f62\u5f0f\u3067\u4e00\u610f\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">os.environ[&#8220;LANGCHAIN_ENDPOINT&#8221;] = &#8220;https:\/\/api.smith.langchain.com&#8221;<\/span><\/p>\n\n\n\n<p>LangChain\u306eAPI\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">os.environ[&#8220;LANGCHAIN_API_KEY&#8221;] = &#8220;***************&#8221;<\/span><\/p>\n\n\n\n<p>LangChain API\u3092\u5229\u7528\u3059\u308b\u305f\u3081\u306eAPI\u30ad\u30fc\u3092\u8a2d\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">LLM\u306e\u8a2d\u5b9a<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">\u65e5\u672c\u8a9eLLM\u30e2\u30c7\u30eb\u300cLlama-3-ELYZA-JP-8B-q4_k_m.gguf\u300d\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>!curl -L -o Llama-3-ELYZA-JP-8B-q4_k_m.gguf \"https:\/\/huggingface.co\/elyza\/Llama-3-ELYZA-JP-8B-GGUF\/resolve\/main\/Llama-3-ELYZA-JP-8B-q4_k_m.gguf?download=true\"<\/code><\/pre>\n\n\n\n<p>Llama-3-ELYZA-JP\u306b\u3064\u3044\u3066\u306f\u3001\u5225\u8a18\u4e8b\u3067\u8a73\u3057\u304f\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -internal\" data-type=\"type1\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/07\/elyza3-eyecatch-300x158.jpg\" alt=\"\" class=\"c-postThumb__img u-obf-cover\" width=\"320\" height=\"180\"><\/figure><\/div>\t\t\t\t\t<div class=\"p-blogCard__body\">\n\t\t\t\t\t\t<a class=\"p-blogCard__title\" href=\"https:\/\/highreso.jp\/edgehub\/machinelearning\/elyza3toha.html\">GPT-4\u8d85\u3048\u306e\u65e5\u672c\u8a9eLLM\u300cLlama-3-ELYZA-JP\u300d\u306e\u6027\u80fd\u30fb\u4f7f\u3044\u65b9\uff01<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">Llama-3-ELYZA-JP\u306f\u3001\u6771\u5927\u30fb\u677e\u5c3e\u7814\u767a\u306e\u30b9\u30bf\u30fc\u30c8\u30a2\u30c3\u30d7ELYZA\u304c\u516c\u958b\u3057\u305f\u65e5\u672c\u8a9eLLM\u3067\u3059\u3002 Llama-3-ELYZA-JP-70B\u306f\u3001\u300cGPT-4\u300d\u3084\u300cClaude 3 Sonnet\u300d\u3092\u4e0a\u56de\u308b\u6027\u80fd\u304c\u3042\u308a\u307e\u3059&#8230;<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\n\n\n\n\n<p>LLM\u306e\u5b9f\u884c\u306b\u306fOllama\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">LLM\u306e\u30e2\u30c7\u30eb\u304cOllama\u4f7f\u3048\u308b\u3088\u3046\u306b\u30d7\u30ed\u30f3\u30d7\u30c8\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u6307\u5b9a\u3057\u3066\u3001\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>import ollama\nfrom langchain_ollama.chat_models import ChatOllama\n\nmodelfile='''\nFROM .\/Llama-3-ELYZA-JP-8B-q4_k_m.gguf\nTEMPLATE \"\"\"{{ if .System }}&lt;|start_header_id|&gt;system&lt;|end_header_id|&gt;\n\n{{ .System }}&lt;|eot_id|&gt;{{ end }}{{ if .Prompt }}&lt;|start_header_id|&gt;user&lt;|end_header_id|&gt;\n\n{{ .Prompt }}&lt;|eot_id|&gt;{{ end }}&lt;|start_header_id|&gt;assistant&lt;|end_header_id|&gt;\n\n{{ .Response }}&lt;|eot_id|&gt;\"\"\"\nPARAMETER stop \"&lt;|start_header_id|&gt;\"\nPARAMETER stop \"&lt;|end_header_id|&gt;\"\nPARAMETER stop \"&lt;|eot_id|&gt;\"\nPARAMETER stop \"&lt;|reserved_special_token\"\n'''\n\nollama.create(model='elyza8b', modelfile=modelfile)\nllm = ChatOllama(model=\"elyza8b\", temperature=0)<\/code><\/pre>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30b3\u30fc\u30c9\u306e\u8aac\u660e<\/span><\/div><div class=\"cap_box_content\">\n<p><span class=\"swl-format-2\">FROM .\/Llama-3-ELYZA-JP-8B-q4_k_m.gguf<\/span><\/p>\n\n\n\n<p>\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u305f\u30e2\u30c7\u30eb\u306e\u30d1\u30b9\u304c\u5165\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">TEMPLATE &#8220;&#8221;&#8221;{{ if .System }}&lt;|start_header_id|&gt;system&lt;|end_header_id|&gt;&#8230;<\/span><\/p>\n\n\n\n<p>\u30e2\u30c7\u30eb\u3067\u4f7f\u7528\u3059\u308b\u30d7\u30ed\u30f3\u30d7\u30c8\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u304c\u5165\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">ollama.create(model=&#8217;elyza8b&#8217;, modelfile=modelfile)<\/span><\/p>\n\n\n\n<p>\u30e2\u30c7\u30eb\u3068\u30d7\u30ed\u30f3\u30d7\u30c8\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u4f7f\u3063\u3066Ollama\u7528\u306e\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<code>model<\/code>\u306b\u306fOllama\u3067\u547c\u3073\u51fa\u3059\u969b\u306b\u4f7f\u7528\u3059\u308b\u540d\u524d\u3092\u3064\u3051\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">ChatOllama(model=&#8221;elyza8b&#8221;, temperature=0)<\/span><\/p>\n\n\n\n<p>ChatOllama\u3092\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u5316\u3057\u3066LLM\u30e2\u30c7\u30eb\u3092\u5b9f\u884c\u3067\u304d\u308b\u72b6\u614b\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<p class=\"is-style-balloon_box\">ollama.create\u306e\u30a8\u30e9\u30fc\u300cinvalid digest format\u300d\u306e\u89e3\u6d88\u65b9\u6cd5<\/p>\n\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -internal\" data-type=\"type1\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/12\/eyecatch_ollama_create_error-300x157.jpg\" alt=\"\" class=\"c-postThumb__img u-obf-cover\" width=\"320\" height=\"180\"><\/figure><\/div>\t\t\t\t\t<div class=\"p-blogCard__body\">\n\t\t\t\t\t\t<a class=\"p-blogCard__title\" href=\"https:\/\/highreso.jp\/edgehub\/machinelearning\/ollama-create-error.html\">ollama.create\u306e\u30a8\u30e9\u30fc\u300cResponseError: invalid digest format\u300d<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">\u5916\u90e8\u306eLLM\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u969b\u3001ollama.create\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u300cResponseError:invalid digest format\u300d\u3068\u3044\u3046\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3059\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002 \u672c\u8a18\u4e8b\u3067\u306f\u3001\u3053\u306e\u30a8\u30e9&#8230;<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\n<p class=\"is-style-balloon_box\">Ollama\u306e\u8a73\u3057\u3044\u4f7f\u3044\u65b9\u306f\u3001\u5225\u306e\u8a18\u4e8b\u3067\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -internal\" data-type=\"type1\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/ollamapython-eyecatch-300x158.jpg\" alt=\"\" class=\"c-postThumb__img u-obf-cover\" width=\"320\" height=\"180\"><\/figure><\/div>\t\t\t\t\t<div class=\"p-blogCard__body\">\n\t\t\t\t\t\t<a class=\"p-blogCard__title\" href=\"https:\/\/highreso.jp\/edgehub\/machinelearning\/ollamapython.html\">Ollama\u3092Python\u3067\u4f7f\u3044\u305f\u3044\uff01\u30ed\u30fc\u30ab\u30ebLLM\u3092\u5feb\u9069\u306b\u52d5\u304b\u3059\uff01<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">ollama-python\u306fPython\u74b0\u5883\u3067Ollama\u304c\u4f7f\u3048\u308b\u7121\u6599\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002 ollama-python\u3092\u5229\u7528\u3059\u308c\u3070\u3001\u30ed\u30fc\u30ab\u30ebLLM\u3092API\u3067\u7c21\u5358\u306b\u6d3b\u7528\u3067\u304d\u305f\u308a\u3001RAG\u3084\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3078\u306e\u7d71\u5408\u3082&#8230;<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div><\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">PDF\u304b\u3089\u30c6\u30ad\u30b9\u30c8\u3092\u62bd\u51fa<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">PDF\u304b\u3089\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3057\u3066\u3001\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u7dcf\u52d9\u7701\u306e\u30da\u30fc\u30b8\u304b\u3089<a href=\"https:\/\/www.soumu.go.jp\/johotsusintokei\/whitepaper\/ja\/r06\/pdf\/index.html\">\u300e\u4ee4\u548c6\u5e74\u7248\u60c5\u5831\u901a\u4fe1\u767d\u66f8\u300f<\/a>\u306ePDF\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>from langchain_community.document_loaders import PyPDFLoader\n\nfile_paths = &#091;\"00zentai_part1.pdf\", \"00zentai_part2.pdf\", \"00zentai_part3.pdf\"]\n\ndocs = &#091;PyPDFLoader(file_path).load() for file_path in file_paths]\ndocs_list = &#091;item for sublist in docs for item in sublist]<\/code><\/pre>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30b3\u30fc\u30c9\u306e\u8aac\u660e<\/span><\/div><div class=\"cap_box_content\">\n<p><span class=\"swl-format-1\"><span class=\"swl-format-2\">PyPDFLoader(file_path).load()<\/span><\/span><\/p>\n\n\n\n<p>\u6307\u5b9a\u3057\u305fPDF\u30d5\u30a1\u30a4\u30eb\u5185\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3084\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u3001\u51e6\u7406\u3067\u304d\u308b\u5f62\u5f0f\u306b\u5909\u63db\u3057\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u30c6\u30ad\u30b9\u30c8\u3092\u30c1\u30e3\u30f3\u30af\u306b\u5206\u5272<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">\u8aad\u307f\u8fbc\u3093\u3060\u30c7\u30fc\u30bf\u3092\u30c1\u30e3\u30f3\u30af\u306b\u5206\u5272\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u691c\u7d22\u7cbe\u5ea6\u306e\u5411\u4e0a\u3084\u52b9\u7387\u7684\u306a\u51e6\u7406\u306e\u305f\u3081\u306b\u30c1\u30e3\u30f3\u30af\u5206\u5272\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>from langchain.text_splitter import CharacterTextSplitter\n\ntext_splitter = CharacterTextSplitter.from_tiktoken_encoder(\n    separator = \"\\n\",\n    chunk_size= 1000,\n    chunk_overlap=100,\n)\ndoc_splits = text_splitter.split_documents(docs_list)\ndoc_splits&#091;200:203]<\/code><\/pre>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30b3\u30fc\u30c9\u306e\u8aac\u660e<\/span><\/div><div class=\"cap_box_content\">\n<p><span class=\"swl-format-2\">CharacterTextSplitter.from_tiktoken_encoder&#8230;<\/span><\/p>\n\n\n\n<p>\u30c6\u30ad\u30b9\u30c8\u3092\u6307\u5b9a\u3055\u308c\u305f\u6761\u4ef6\u3067\u30c1\u30e3\u30f3\u30af\u306b\u5206\u5272\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">separator = &#8220;\\n&#8221;<\/span><\/p>\n\n\n\n<p>\u30c1\u30e3\u30f3\u30af\u3092\u5206\u5272\u3059\u308b\u969b\u306e\u533a\u5207\u308a\u6587\u5b57\u3092\u300c\\n\u300d\u3068\u3057\u3066\u6307\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">chunk_size= 1000<\/span><\/p>\n\n\n\n<p>\u5404\u30c1\u30e3\u30f3\u30af\u304c1000\u6587\u5b57\u3092\u8d85\u3048\u306a\u3044\u3088\u3046\u306b\u5206\u5272\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">chunk_overlap=100<\/span><\/p>\n\n\n\n<p>\u5404\u30c1\u30e3\u30f3\u30af\u304c100\u6587\u5b57\u5206\u91cd\u8907\u3059\u308b\u3088\u3046\u306b\u8a2d\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<p class=\"is-style-balloon_box\">\u78ba\u8a8d\u306e\u305f\u3081\u3001\u5206\u5272\u3057\u305f\u30c1\u30e3\u30f3\u30af\u3092\uff13\u3064\u8868\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-swl-gray-background-color has-background\"><code>&#091;Document(metadata={'source': '00zentai_part1.pdf', 'page': 78}, page_content='\u30f3\u3092\u3082\u3068\u306b\u3001\u5c06\u6765\u306e\u56fd\u5bb6\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u5316\u3084\u793e\u4f1a\u5b9f\u88c5\u306b\u5411\u3051\u305f\u691c\u8a0e\u3092\u9032\u3081\u3066\u3044\u304f\u3053\u3068\u3068\u3057\u3066\u3044\u308b\u3002\\n 3 \u81ea\u52d5\u904b\u8ee2\u6280\u8853\\n\u81ea\u52d5\u904b\u8ee2\u6280\u8853\u306e\u6d3b\u7528\u306f\u3001\u4eba\u53e3\u6e1b\u5c11\u3001\u9ad8\u9f62\u5316\u7b49\u304c\u9032\u3080\u5730\u57df\u306e\u8db3\u3092\u62c5\u3046\u516c\u5171\u4ea4\u901a\u3084\u7269\u6d41\u306e\u7dad\u6301\u306b\u5bc4\u4e0e\\n\u3059\u308b\u3053\u3068\u304c\u671f\u5f85\u3055\u308c\u3066\u304a\u308a\u3001\u793e\u4f1a\u5229\u7528\u62e1\u5927\u306b\u5411\u3051\u305f\u53d6\u7d44\u304c\u6c42\u3081\u3089\u308c\u3066\u3044\u308b\u3002\u653f\u5e9c\u306f\u3001 \u300c\u30c7\u30b8\u30bf\u30eb\u7530\\n\u5712\u90fd\u5e02\u56fd\u5bb6\u69cb\u60f3\u7dcf\u5408\u6226\u7565\uff082023\u6539\u8a02\u7248\uff09 \u300d\u306b\u304a\u3044\u3066\u3001\u81ea\u52d5\u904b\u8ee2\u306b\u3088\u308b\u5730\u57df\u4ea4\u901a\u3092\u63a8\u9032\u3059\u308b\u89b3\u70b9\u304b\\n\u3089\u3001\u95a2\u4fc2\u5e9c\u7701\u5e81\u304c\u9023\u643a\u3057\u3001\u5730\u57df\u9650\u5b9a\u578b\u306e\u7121\u4eba\u81ea\u52d5\u904b\u8ee2\u79fb\u52d5\u30b5\u30fc\u30d3\u30b9\u30922025\u5e74\u5ea6\u76ee\u9014\u306b50\u304b\u6240\u7a0b\\n\u5ea6\u30012027\u5e74\u5ea6\u307e\u3067\u306b100\u304b\u6240\u4ee5\u4e0a\u3067\u5b9f\u73fe\u3059\u308b\u76ee\u6a19\u3092\u63b2\u3052\u3066\u3044\u308b\u3002\u307e\u305f\u3001 \u300c\u30c7\u30b8\u30bf\u30eb\u30e9\u30a4\u30d5\u30e9\u30a4\u30f3\\n\u5168\u56fd\u7dcf\u5408\u6574\u5099\u8a08\u753b\u300d \uff08\u7d4c\u6e08\u7523\u696d\u7701\uff09\u306b\u304a\u3044\u3066\u306f\u3001\u30a2\u30fc\u30ea\u30fc\u30cf\u30fc\u30d9\u30b9\u30c8\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e1\u3064\u306b\u81ea\u52d5\u904b\\n\u8ee2\u30b5\u30fc\u30d3\u30b9\u652f\u63f4\u9053\u306e\u8a2d\u5b9a\u304c\u6319\u3052\u3089\u308c\u3066\u304a\u308a\u30012024\u5e74\u5ea6\u306b\u65b0\u6771\u540d\u9ad8\u901f\u9053\u8def\u306e\u4e00\u90e8\u533a\u9593\u7b49\u306b\u304a\u3044\u3066\\n100km\u4ee5\u4e0a\u306e\u81ea\u52d5\u904b\u8ee2\u8eca\u512a\u5148\u30ec\u30fc\u30f3\u3092\u8a2d\u5b9a\u3057\u3001\u81ea\u52d5\u904b\u8ee2\u30c8\u30e9\u30c3\u30af\u306e\u904b\u884c\u306e\u5b9f\u73fe\u3092\u76ee\u6307\u3059\u307b\u304b\u3001\\n2025\u5e74\u5ea6\u307e\u3067\u306b\u5168\u56fd50\u7b87\u6240\u30012027\u5e74\u5ea6\u307e\u3067\u306b\u5168\u56fd100\u7b87\u6240\u3067\u81ea\u52d5\u904b\u8ee2\u8eca\u306b\u3088\u308b\u79fb\u52d5\u30b5\u30fc\u30d3\u30b9\u63d0\\n\u4f9b\u304c\u5b9f\u65bd\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u3092\u76ee\u6307\u3059\u3068\u3055\u308c\u3066\u3044\u308b\u3002\u3053\u306e\u8a08\u753b\u306e\u5b9f\u73fe\u306b\u5411\u3051\u3001\u8b66\u5bdf\u5e81\u3001\u7dcf\u52d9\u7701\u3001\\n\u56fd\u571f\u4ea4\u901a\u7701\u7b49\u95a2\u4fc2\u7701\u5e81\u304c\u9023\u643a\u3057\u3066\u53d6\u7d44\u304c\u884c\u308f\u308c\u3066\u3044\u308b\u3068\u3053\u308d\u3067\u3042\u308b\u3002\\n 2 \\u07b2\\n\u30c7\u30b8\u30bf\u30eb\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3092\u56fd\u6c11\u4e00\u4eba\u3072\u3068\u308a\u304c\u5b89\u5fc3\u3057\u3066\u6d3b\u7528\u3057\u3066\u3044\u304f\u305f\u3081\u306b\u306f\u3001\u30b5\u30a4\u30d0\u30fc\u30bb\u30ad\u30e5\u30ea\\n\u30c6\u30a3\u306e\u78ba\u4fdd\u3082\u91cd\u8981\u3068\u306a\u308b\u3002\u8fd1\u5e74\u3001\u56fd\u969b\u60c5\u52e2\u306e\u8907\u96d1\u5316\u306b\u3088\u308a\u3001\u6211\u304c\u56fd\u3092\u542b\u3080\u5404\u56fd\u306b\u304a\u3044\u3066\u653f\u5e9c\u6a5f\u95a2\u7b49'),\n Document(metadata={'source': '00zentai_part1.pdf', 'page': 78}, page_content='\u30c6\u30a3\u306e\u78ba\u4fdd\u3082\u91cd\u8981\u3068\u306a\u308b\u3002\u8fd1\u5e74\u3001\u56fd\u969b\u60c5\u52e2\u306e\u8907\u96d1\u5316\u306b\u3088\u308a\u3001\u6211\u304c\u56fd\u3092\u542b\u3080\u5404\u56fd\u306b\u304a\u3044\u3066\u653f\u5e9c\u6a5f\u95a2\u7b49\\n\u3092\u72d9\u3063\u305f\u30b5\u30a4\u30d0\u30fc\u653b\u6483\u304c\u591a\u304f\u767a\u751f\u3057\u3066\u3044\u308b\u72b6\u6cc1\u306b\u3042\u308b\u3053\u3068\u306b\u52a0\u3048\u3001\u751f\u6210AI\u7b49\u306e\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306e\u767b\\n\u5834\u306b\u3088\u308a\u3001\u5229\u4fbf\u6027\u304c\u5897\u3059\u4e00\u65b9\u3067\u3001\u305d\u308c\u3089\u306e\u60aa\u7528\u306b\u3088\u308b\u30ea\u30b9\u30af\u306e\u62e1\u5927\u3082\u6307\u6458\u3055\u308c\u3066\u3044\u308b\u3002\\n\u5f93\u6765\u3001\u30b5\u30a4\u30d0\u30fc\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306f\u4e3b\u306b\u30b7\u30b9\u30c6\u30e0\u306e\u53ef\u7528\u6027\u3084\u6a5f\u5bc6\u6027\u3092\u78ba\u4fdd\u3059\u308b\u3001\u3064\u307e\u308a\u3001\u30b7\u30b9\u30c6\u30e0\u304c\\n\u505c\u6b62\u3057\u306a\u3044\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u3084\u3001\u30c7\u30fc\u30bf\u306e\u7a83\u53d6\u3084\u6f0f\u6d29\u3092\u9632\u3050\u3053\u3068\u306b\u7126\u70b9\u304c\u5f53\u3066\u3089\u308c\u3001\u30d3\u30b8\u30cd\u30b9\u306e\u9023\u7d9a\\n\u6027\u3084\u5229\u4fbf\u6027\u3092\u78ba\u4fdd\u3057\u3066\u304d\u305f\u3002\u3053\u308c\u3068\u3068\u3082\u306b\u3001\u8fd1\u5e74\u3067\u306f\u60c5\u5831\u306e\u6539\u3056\u3093\u3001\u507d\u30fb\u8aa4\u60c5\u5831\u306e\u62e1\u6563\u306a\u3069\u3001\u60c5\u5831\\n\uff0a4\\t NEDO,\u300c \u300c\u30ed\u30dc\u30c3\u30c8\u5206\u91ce\u306b\u304a\u3051\u308b\u7814\u7a76\u958b\u767a\u3068\u793e\u4f1a\u5b9f\u88c5\u306e\u5927\u5c40\u7684\u306a\u30a2\u30af\u30b7\u30e7\u30f3\u30d7\u30e9\u30f3\u300d\u3092\u516c\u8868\\n\\t \u2015\u793e\u4f1a\u5b9f\u88c5\u3068\u6b21\u4e16\u4ee3\u6280\u8853\u958b\u767a\u306e\u4e21\u8f2a\u3067\u3001\u793e\u4f1a\u8ab2\u984c\u306e\u89e3\u6c7a\u3092\u63a8\u9032\u2015\u300d \uff0c\\n\\t &lt;https:\/\/www.nedo.go.jp\/news\/press\/AA5_101639.html&gt;\\n65\\n\u4ee4\u548c6\u5e74\u7248\\u3000\u60c5\u5831\u901a\u4fe1\u767d\u66f8\\u3000\u7b2c\u2160\u90e8\u0b48\\n4\\n\u09b7\u30c7\u30b8\u30bf\u30eb\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306e\u8ab2\u984c\u3068\u73fe\u72b6\u306e\u5bfe\u5fdc\u7b56\u7b2c3\u7bc0 \u305d\u306e\u4ed6\u30c7\u30b8\u30bf\u30eb\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306b\u95a2\u3059\u308b\u8b70\u8ad6\u306e\u52d5\u5411\\n\u60c5\u901aR6_\u2160-4-03_\u7b2c\u2160\u90e8\u7b2c4\u7ae03\u7bc0.indd   65\u60c5\u901aR6_\u2160-4-03_\u7b2c\u2160\u90e8\u7b2c4\u7ae03\u7bc0.indd   65 2024\/06\/24   16:54:262024\/06\/24   16:54:26'),\n Document(metadata={'source': '00zentai_part1.pdf', 'page': 79}, page_content='\u306e\u4e2d\u8eab\u306e\u5b8c\u5168\u6027\u3001\u4fe1\u983c\u6027\u306b\u95a2\u308f\u308b\u69d8\u3005\u306a\u30ea\u30b9\u30af\u306b\u3064\u3044\u3066\u3082\u9855\u5728\u5316\u3057\u3066\u3044\u308b\u3002\u507d\u60c5\u5831\u3084\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\\n\u30a4\u30af\u306e\u62e1\u6563\u3001\u60c5\u5831\u306e\u6539\u3056\u3093\u3084\u6d41\u51fa\u306f\u3001\u793e\u4f1a\u306e\u4fe1\u983c\u3092\u63fa\u308b\u304c\u3057\u3001\u793e\u4f1a\u306e\u5b89\u5b9a\u6027\u3084\u56fd\u5bb6\u306e\u5b89\u5168\u4fdd\u969c\u306b\u3082\\n\u5f71\u97ff\u3092\u53ca\u307c\u3059\u3060\u3051\u3067\u306a\u304f\u3001\u653f\u6cbb\u7684\u306a\u30d7\u30ed\u30bb\u30b9\u3084\u610f\u601d\u6c7a\u5b9a\u306b\u304a\u3044\u3066\u6df1\u523b\u306a\u5f71\u97ff\u3092\u53ca\u307c\u3057\u3001\u6c11\u4e3b\u4e3b\u7fa9\u306e\\n\u5065\u5168\u6027\u306b\u3068\u3063\u3066\u3082\u5927\u304d\u306a\u8105\u5a01\u3068\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002\\n\u56fd\u5bb6\u5b89\u5168\u4fdd\u969c\u6226\u7565\uff082024\u5e7412\u6708\uff09\u306b\u304a\u3044\u3066\u300c\u6c11\u9593\u306e\u91cd\u8981\u30a4\u30f3\u30d5\u30e9\u7b49\u3078\u306e\u56fd\u5883\u3092\u8d8a\u3048\u305f\u30b5\u30a4\u30d0\u30fc\\n\u653b\u6483\u3001\u507d\u60c5\u5831\u306e\u62e1\u6563\u7b49\u3092\u901a\u3058\u305f\u60c5\u5831\u6226\u7b49\u304c\u6052\u5e38\u7684\u306b\u751f\u8d77\u3057\u3001\u6709\u4e8b\u3068\u5e73\u6642\u306e\u5883\u76ee\u306f\u307e\u3059\u307e\u3059\u66d6\u6627\u306b\\n\u306a\u3063\u3066\u304d\u3066\u3044\u308b\u300d  \u3068\u6307\u6458\u3059\u308b\u3088\u3046\u306b\u3001\u30b5\u30a4\u30d0\u30fc\u7a7a\u9593\u3092\u5de1\u308b\u8105\u5a01\u306f\u307e\u3059\u307e\u3059\u6df1\u523b\u5316\u3057\u3066\u304a\u308a\u3001\u3044\u308f\u3070\\n\u300c\u5e38\u6642\u6709\u4e8b\u300d\u306e\u72b6\u6cc1\u3068\u306a\u3063\u3066\u3044\u308b\u3068\u3082\u8a00\u3048\u308b\u3002\\n\u3053\u3046\u3057\u305f\u72b6\u6cc1\u3092\u8e0f\u307e\u3048\u3001\u3055\u3089\u306a\u308b\u60c5\u5831\u901a\u4fe1\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u5b89\u5168\u6027\u30fb\u4fe1\u983c\u6027\u306e\u78ba\u4fdd\u3001\u30b5\u30a4\u30d0\u30fc\u653b\u6483\\n\u3078\u306e\u81ea\u5f8b\u7684\u306a\u5bfe\u51e6\u80fd\u529b\u306e\u5411\u4e0a\u3001\u507d\u30fb\u8aa4\u60c5\u5831\u3078\u306e\u5bfe\u5fdc\u3001\u56fd\u969b\u9023\u643a\u306e\u63a8\u9032\u3001\u666e\u53ca\u5553\u767a\u306e\u63a8\u9032\u306b\u5411\u3051\u305f\u53d6\\n\u7d44\u304c\u9032\u3081\u3089\u308c\u3066\u3044\u308b\u3068\u3053\u308d\u3067\u3042\u308b\uff0a5\u3002\\n\uff0a5\\t \u56fd\u5bb6\u5b89\u5168\u4fdd\u969c\u6226\u7565\uff082024\u5e7412\u6708\uff09 \uff0c&lt;https:\/\/www.cas.go.jp\/jp\/siryou\/221216anzenhoshou\/nss-j.pdf&gt;\\n66\\n\u4ee4\u548c6\u5e74\u7248\\u3000\u60c5\u5831\u901a\u4fe1\u767d\u66f8\\u3000\u7b2c\u2160\u90e8\u0b48\\n4\\n\u09b7\u30c7\u30b8\u30bf\u30eb\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306e\u8ab2\u984c\u3068\u73fe\u72b6\u306e\u5bfe\u5fdc\u7b56\u305d\u306e\u4ed6\u30c7\u30b8\u30bf\u30eb\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306b\u95a2\u3059\u308b\u8b70\u8ad6\u306e\u52d5\u5411 \u7b2c3\u7bc0\\n\u60c5\u901aR6_\u2160-4-03_\u7b2c\u2160\u90e8\u7b2c4\u7ae03\u7bc0.indd   66\u60c5\u901aR6_\u2160-4-03_\u7b2c\u2160\u90e8\u7b2c4\u7ae03\u7bc0.indd   66 2024\/06\/24   16:54:262024\/06\/24   16:54:26')]<\/code><\/pre>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u306e\u8a2d\u5b9a<\/div><div class=\"swell-block-step__body\">\n<p>\u30c6\u30ad\u30b9\u30c8\u3092\u30d9\u30af\u30c8\u30eb\u8868\u73fe\u306b\u5909\u63db\u3059\u308b\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">\u65e5\u672c\u8a9e\u6027\u80fd\u304c\u9ad8\u304f\u3001\u7121\u6599\u3067\u4f7f\u3048\u308b\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u300cintfloat\/multilingual-e5-large\u300d<\/span>\u3092\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>from langchain_huggingface import HuggingFaceEmbeddings\n\nembedding = HuggingFaceEmbeddings(model_name=\"intfloat\/multilingual-e5-large\")<\/code><\/pre>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u30ea\u30c8\u30ea\u30fc\u30d0\u30fc\u306e\u8a2d\u5b9a<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">\u30ea\u30c8\u30ea\u30fc\u30d0\u30fc\u306f\u3001\u30af\u30a8\u30ea\u3092\u3082\u3068\u306b\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u95a2\u9023\u60c5\u5831\u3092\u691c\u7d22\u30fb\u53d6\u5f97\u3059\u308b\u6a5f\u80fd\u3067\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u30ea\u30c8\u30ea\u30fc\u30d0\u30fc\u306e\u5b9f\u88c5\u306b\u306f\u3001GPU\u3092\u6d3b\u7528\u3057\u305f\u9ad8\u901f\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u304c\u53ef\u80fd\u306a\u300cFAISS\u300d\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>from langchain.vectorstores import FAISS\n\nvectorstore = FAISS.from_documents(doc_splits, embedding)\nretriever = vectorstore.as_retriever(search_type=\"similarity\", search_kwargs={\"k\": 5})\nquestion = \"\u751f\u6210AI\u306e\u6d3b\u7528\u4f8b\u306f\uff1f\"\nretriever.invoke(question)<\/code><\/pre>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30b3\u30fc\u30c9\u306e\u8aac\u660e<\/span><\/div><div class=\"cap_box_content\">\n<p><span class=\"swl-format-2\">FAISS.from_documents(splits, embedding)<\/span><\/p>\n\n\n\n<p>\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u7528\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u4f5c\u6210\u3057\u3066\u3044\u307e\u3059\u3002\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306fDB\u306e\u30c6\u30fc\u30d6\u30eb\u306e\u3088\u3046\u306a\u6982\u5ff5\u3067\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">vector.as_retriever()<\/span><\/p>\n\n\n\n<p>\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u304b\u3089Retriver\u3092\u4f5c\u6210\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">search_type=&#8221;similarity&#8221;<\/span><\/p>\n\n\n\n<p>\u8cea\u554f\u306e\u985e\u4f3c\u5ea6\u306b\u3082\u3068\u3065\u3044\u3066\u691c\u7d22\u3059\u308b\u6307\u5b9a\u3067\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">search_kwargs={&#8220;k&#8221;: 5}<\/span><\/p>\n\n\n\n<p>\u691c\u7d22\u7d50\u679c\u3068\u3057\u3066\u4e0a\u4f4d5\u4ef6\u306e\u985e\u4f3c\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u8fd4\u3059\u8a2d\u5b9a\u3067\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">retriever.invoke()<\/span><\/p>\n\n\n\n<p>\u30af\u30a8\u30ea\u3092Retriever\u306b\u6e21\u3057\u3001\u985e\u4f3c\u3057\u305f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u691c\u7d22\u3057\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<p class=\"is-style-balloon_box\">\u300c\u751f\u6210AI\u306e\u6d3b\u7528\u4f8b\u306f\uff1f\u300d\u3068\u3044\u3046\u30af\u30a8\u30ea\u306b\u5bfe\u3057\u3066\u3001\u30ea\u30c8\u30ea\u30fc\u30d0\u30fc\u304c\u8fd4\u3057\u305f\u7d50\u679c<\/p>\n\n\n\n<pre class=\"wp-block-code has-swl-gray-background-color has-background\"><code>&#091;Document(metadata={'source': '00zentai_part1.pdf', 'page': 88}, page_content='\u03c3\u03b4\u03bb\u03e7\u03c2\u03ab\u03ca\u03e9\u03b4\u0294\u0377\u0a01\u0c81\\n\u0b482\u0a85 \u09dd\u027e\u09fd\u0368\u0373\u0bc8\u0f76\\n\u524d\u7bc0\u3067\u307f\u305f\u3068\u304a\u308a\u3001\u751f\u6210AI\u3092\u306f\u3058\u3081\u3068\u3059\u308b\u30c7\u30b8\u30bf\u30eb\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306f\u3001\u73fe\u6642\u70b9\u3067\u306f\u56fd\u5185\u306e\u5229\u7528\u304c\\n\u9032\u3093\u3067\u3044\u306a\u3044\u3082\u306e\u306e\u3001\u6f5c\u5728\u7684\u306a\u5229\u7528\u610f\u5411\u304c\u5b58\u5728\u3057\u3001\u5c06\u6765\u30b5\u30fc\u30d3\u30b9\u30fb\u30b3\u30f3\u30c6\u30f3\u30c4\u3068\u3068\u3082\u306b\u6d3b\u7528\u304c\u9032\u3080\\n\u53ef\u80fd\u6027\u3092\u79d8\u3081\u3066\u3044\u308b\u3002\u672c\u7bc0\u3067\u306f\u3001\u4f01\u696d\u7b49\u306b\u304a\u3051\u308b\u751f\u6210AI\u6d3b\u7528\u4fc3\u9032\u306b\u8cc7\u3059\u308b\u5148\u9032\u4e8b\u4f8b\u3068\u3001\u4eca\u5f8c\u793e\u4f1a\\n\u8ab2\u984c\u89e3\u6c7a\u7b49\u304c\u671f\u5f85\u3055\u308c\u308b\u30c7\u30b8\u30bf\u30eb\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306e\u6d3b\u7528\u4e8b\u4f8b\u7b49\u3092\u6982\u89b3\u3059\u308b\u3002\\n 1 \u039b\u0b72\u034f\u0a5c\\u0a52 AI\\n\u672c\u9805\u3067\u306f\u3001\u4f01\u696d\u3084\u516c\u5171\u56e3\u4f53\u3067\u5c0e\u5165\u30fb\u6d3b\u7528\u304c\u59cb\u307e\u3063\u3066\u3044\u308b\u751f\u6210AI\u306b\u3064\u3044\u3066\u3001\u5c0e\u5165\u30fb\u6d3b\u7528\u306e\u5b9f\u614b\u3068\\n\u30ea\u30b9\u30af\u306b\u5bfe\u3059\u308b\u8003\u3048\u65b9\u3001\u5065\u5168\u306a\u6d3b\u7528\u4fc3\u9032\u306b\u5411\u3051\u305f\u53d6\u7d44\u306e\u5de5\u592b\u7b49\u306b\u3064\u3044\u3066\u3068\u308a\u307e\u3068\u3081\u305f\u3002\\n 1 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Document(metadata={'source': '00zentai_part2.pdf', 'page': 69}, page_content='\u5104\u30c9\u30eb\u3068\u5927\u5e45\u306a\u62e1\u5927\u304c\u898b\u8fbc\u307e\u308c\u3066\u3044\u308b\u3002\u80cc\u666f\u306b\u306f\u3001Google\u306eBard\u3001OpenAI\u306eChatGPT\u3001\\nMidjourney, Inc.\u306eMidjourney\u306a\u3069\u3001\u8fd1\u5e74\u306e\u751f\u6210AI\u30c4\u30fc\u30eb\u306e\u7206\u767a\u7684\u306a\u666e\u53ca\u304c\u3042\u308b\u3002\u751f\u6210AI\u306f\u6587\\n\u7ae0\u3060\u3051\u3067\u306f\u306a\u304f\u3001\u753b\u50cf\u3001\u97f3\u58f0\u3001\u52d5\u753b\u306a\u3069\u69d8\u3005\u306a\u7a2e\u985e\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u751f\u6210\u304c\u53ef\u80fd\u3067\u3001\u305d\u306e\u5fdc\u7528\u7bc4\u56f2\u306f\u5e83\\n\u3044\u3002\u4f8b\u3048\u3070\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u3001\u30bb\u30fc\u30eb\u30b9\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3001\u691c\u7d22\u3001\u6559\u80b2\u3001\u5c0f\u8aac\u3084\\n\u6cd5\u5f8b\u7b49\u3001\u591a\u304f\u306e\u5206\u91ce\u3067\u6d3b\u7528\u3055\u308c\u3066\u3044\u308b\u3002\u3055\u3089\u306b\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d7\u30ed\u30b0\u30e9\u30e0\u3084\u30c7\u30b6\u30a4\u30f3\u306e\u751f\u6210\u3082\u53ef\u80fd\\n\u3067\u3042\u308a\u3001\u4eba\u624b\u4e0d\u8db3\u5bfe\u7b56\u3084\u751f\u7523\u6027\u5411\u4e0a\u306e\u76ee\u7684\u3067\u3082\u5229\u7528\u3055\u308c\u3066\u3044\u308b\uff08\u56f3\u8868\u2161-1-9-3\uff09\u3002\\n\uff0a1\\t AI\u6a5f\u80fd\u3092\u5229\u7528\u3059\u308b\u305f\u3081\u306e\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30fb\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u53ca\u3073AI\u30b7\u30b9\u30c6\u30e0\u69cb\u7bc9\u306b\u95a2\u308f\u308bIT\u30b5\u30fc\u30d3\u30b9\\n\uff0a2\\t https:\/\/www.statista.com\/statistics\/1365145\/artificial-intelligence-market-size\/\\n\uff0a3\\t https:\/\/www.idc.com\/getdoc.jsp?containerId=prJPJ52070224\\n163\\n\u4ee4\u548c6\u5e74\u7248\\u3000\u60c5\u5831\u901a\u4fe1\u767d\u66f8\\u3000\u7b2c\u2161\u90e8\u0b48\\n1\\n\u09b7III\\nIIIII\u7b2c9\u7bc0 AI \u306e\u52d5\u5411\\n\u60c5\u901aR6_\u2161-1-09_\u7b2c\u2161\u90e8\u7b2c1\u7ae09\u7bc0.indd   163\u60c5\u901aR6_\u2161-1-09_\u7b2c\u2161\u90e8\u7b2c1\u7ae09\u7bc0.indd   163 2024\/06\/21   9:45:222024\/06\/21   9:45:22'),\n Document(metadata={'source': '00zentai_part1.pdf', 'page': 89}, page_content='\u3055\u3089\u306b\u3001\u3053\u308c\u3089\u306e\u77e5\u898b\u3092\u6d3b\u304b\u3057\u3001\u798f\u7949\u306e\u76f8\u8ac7\u7a93\u53e3\u3067\u76f8\u8ac7\u5bfe\u5fdc\u3092\u884c\u3046\u8077\u54e1\u5411\u3051\u306e\u300cAI\u76f8\u8ac7\u30d1\u30fc\u30c8\\n\u30ca\u30fc\u300d\u306a\u3069\u3082\u5c0e\u5165\u3057\u3066\u3044\u308b\u3002\\n 2 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2023\u5e7412\u6708\u306b\u306fAI\u3092\u6d3b\u7528\u3057\u305f\u5546\u54c1\u753b\u50cf\u81ea\u52d5\u751f\\n\u6210\u6a5f\u80fd\u3092\u958b\u767a\u3057\u3001\u3042\u3089\u3086\u308b\u30b7\u30c1\u30e5\u30a8\u30fc\u30b7\u30e7\u30f3\u3068\u5546\u54c1\u753b\u50cf\u306e\u7d44\u5408\u305b\u3092\u5927\u91cf\u306b\u81ea\u52d5\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\\n\u306b\u306a\u3063\u305f\u3002\u3055\u3089\u306b\u751f\u6210\u3057\u305f\u5546\u54c1\u753b\u50cf\u3068\u52b9\u679c\u4e88\u6e2cAI\u3092\u6d3b\u7528\u3057\u3001\u4e88\u6e2c\u3092\u884c\u3044\u306a\u304c\u3089\u3088\u308a\u52b9\u679c\u306e\u9ad8\u3044\u5546\\n\u54c1\u753b\u50cf\u306e\u63d0\u4f9b\u3092\u5b9f\u73fe\u3059\u308b\u3068\u3057\u3066\u3044\u308b\uff0a5\uff08\u56f3\u8868\u2160-5-2-1\uff09\u3002\\n\u56f3\u8868\u2160-5-2-1 \u6975\u4e88\u6e2cAI\\u3000\u5e83\u544a\u30b3\u30d4\u30fc\u81ea\u52d5\u751f\u6210\u6a5f\u80fd\\n\uff08\u51fa\u5178\uff09\u30b5\u30a4\u30d0\u30fc\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u300c\u6975\u4e88\u6e2cAI\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u6d3b\u7528\u3057\u305f\u5e83\u544a\u30b3\u30d4\u30fc\u81ea\u52d5\u751f\u6210\u6a5f\u80fd\u3092\u5b9f\u88c5\u300d\uff0a6\\n\uff0a6\\n\u30a4\\u3000\u9867\u5ba2\u63a5\u70b9\u306b\u304a\u3051\u308b\u6d3b\u7528\uff08\u30a2\u30d5\u30e9\u30c3\u30af\u751f\u547d\u4fdd\u967a\uff09\\n\u9867\u5ba2\u30b5\u30fc\u30d3\u30b9\u5206\u91ce\u306b\u304a\u3044\u3066\u306f\u3001\u5229\u4fbf\u6027\u5411\u4e0a\u306e\u305f\u3081\u306e\u5229\u7528\u8005\u5411\u3051\u30b5\u30dd\u30fc\u30c8\u3068\u3001\u5229\u7528\u8005\u306b\u5bfe\u5cd9\u3059\u308b\u30b9'),\n\u4ee5\u4e0b\u7701\u7565<\/code><\/pre>\n<\/div><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">RAG\u30c1\u30a7\u30fc\u30f3\u306e\u69cb\u7bc9<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/chain_midashi-4.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-10916\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/chain_midashi-4.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/chain_midashi-4-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">PDF\u30ea\u30c8\u30ea\u30fc\u30d0\u30fc\u306e\u53d6\u5f97\u60c5\u5831\u304b\u3089\u751f\u6210\u3092\u3059\u308bRAG\u30c1\u30a7\u30fc\u30f3\u3092\u69cb\u7bc9\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<div class=\"swell-block-step\" data-num-style=\"circle\">\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\" data-num=\"1\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u30d7\u30ed\u30f3\u30d7\u30c8\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u306e\u5b9a\u7fa9<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">\u4e0e\u3048\u3089\u308c\u305f\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3068\u8cea\u554f\u306b\u57fa\u3065\u3044\u3066\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>from langchain_core.prompts import PromptTemplate\n\nprompt = PromptTemplate(\n    template=\"\"\"&lt;|begin_of_text|&gt;&lt;|start_header_id|&gt;system&lt;|end_header_id|&gt;\n    \u3042\u306a\u305f\u306f\u8cea\u554f\u56de\u7b54\u306e\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3067\u3059\u3002\n    \u53d6\u5f97\u3057\u305f\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u4f7f\u7528\u3057\u3066\u8cea\u554f\u306b\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n    \u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u5834\u5408\u306b\u306f\u3001\u5206\u304b\u3089\u306a\u3044\u3068\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n    \\n\\n\n    \u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\uff1a{context}\n    \u8cea\u554f: {input}\n    &lt;|eot_id|&gt;&lt;|start_header_id|&gt;assistant&lt;|end_header_id|&gt;\"\"\",\n    input_variables=&#091;\"context\",\"input\"],\n)<\/code><\/pre>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30b3\u30fc\u30c9\u306e\u8aac\u660e<\/span><\/div><div class=\"cap_box_content\">\n<p><span class=\"swl-format-2\">PromptTemplate()<\/span><\/p>\n\n\n\n<p><code>\"&lt;|begin_of_text|&gt;&lt;|start_header_id|&gt;system&lt;|end_header_id|&gt;<\/code>: \u30b7\u30b9\u30c6\u30e0\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u533a\u5207\u308b\u30de\u30fc\u30ab\u30fc\u3067\u3001\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3078\u306e\u6307\u793a\u3092\u542b\u3080\u90e8\u5206\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><code>{context}<\/code>: \u8cea\u554f\u306b\u7b54\u3048\u308b\u305f\u3081\u306b\u4f7f\u7528\u3059\u308b\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\uff08\u5916\u90e8\u60c5\u5831\uff09\u304c\u52d5\u7684\u306b\u633f\u5165\u3055\u308c\u308b\u90e8\u5206\u3002<\/p>\n\n\n\n<p><code>{input}<\/code>: \u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u8cea\u554f\u304c\u52d5\u7684\u306b\u633f\u5165\u3055\u308c\u308b\u90e8\u5206\u3002<\/p>\n\n\n\n<p><code>&lt;|eot_id|&gt;&lt;|start_header_id|&gt;assistant&lt;|end_header_id|&gt;<\/code>: \u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u306e\u7d42\u4e86\u3092\u793a\u3057\u3001\u3053\u308c\u4ee5\u964d\u306b\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u304c\u56de\u7b54\u3092\u66f8\u304f\u305f\u3081\u306e\u533a\u5207\u308a\u3068\u3057\u3066\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p><code>input_variables=[\"context\", \"input\"]<\/code> \u306f\u3001\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u5185\u3067\u52d5\u7684\u306b\u633f\u5165\u3055\u308c\u308b\u5909\u6570<code>{context}<\/code> \u3068 <code>{input}<\/code>\u3092\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\" data-num=\"2\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u8cea\u554f\u306b\u56de\u7b54\u3059\u308b\u30c1\u30a7\u30fc\u30f3\u306e\u69cb\u7bc9<\/div><div class=\"swell-block-step__body\">\n<p>LLM\u3068\u30d7\u30ed\u30f3\u30d7\u30c8\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u4f7f\u7528\u3057\u3066\u3001\u8cea\u554f\u306b\u5bfe\u3059\u308b\u56de\u7b54\u3092\u3059\u308b\u305f\u3081\u306e\u30c1\u30a7\u30fc\u30f3\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>from langchain.chains.combine_documents import create_stuff_documents_chain\n\nquestion_answer_chain = create_stuff_documents_chain(llm, prompt)<\/code><\/pre>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30b3\u30fc\u30c9\u306e\u8aac\u660e<\/span><\/div><div class=\"cap_box_content\">\n<p><span class=\"swl-format-2\">create_stuff_documents_chain()<\/span><\/p>\n\n\n\n<p><code>llm<\/code> \u3068 <code>prompt<\/code> \u3092\u4f7f\u3063\u3066\u3001\u8cea\u554f\u306b\u5bfe\u3059\u308b\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u306e\u30c1\u30a7\u30fc\u30f3\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">RAG\u30c1\u30a7\u30fc\u30f3\u306e\u69cb\u7bc9<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">\u30ea\u30c8\u30ea\u30fc\u30d0\u30fc\u3068\u8cea\u554f\u56de\u7b54\u30c1\u30a7\u30fc\u30f3\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u60c5\u5831\u3092\u691c\u7d22\u3057\u3066\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u306eRAG\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>from langchain.chains import create_retrieval_chain\n\nrag_chain = create_retrieval_chain(retriever, question_answer_chain)<\/code><\/pre>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30b3\u30fc\u30c9\u306e\u8aac\u660e<\/span><\/div><div class=\"cap_box_content\">\n<p><span class=\"swl-format-2\">create_retrieval_chain()<\/span><\/p>\n\n\n\n<p>\u30ea\u30c8\u30ea\u30fc\u30d0\u30fc<code>retriever<\/code>\u3068\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u30c1\u30a7\u30fc\u30f3<code>question_answer_chain<\/code>\u3092\u7d71\u5408\u3057\u3066\u3001<code>rag_chain<\/code>\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n<\/div><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">PDF\u304b\u3089\u56de\u7b54\u3059\u308bRAG\u306b\u300e\u60c5\u5831\u901a\u4fe1\u767d\u66f8\u300f\u306b\u3064\u3044\u3066\u805e\u3044\u3066\u307f\u308b<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/kuma5_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9981\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/kuma5_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/kuma5_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">PDF\u304b\u3089\u56de\u7b54\u3059\u308bRAG\u3092\u4f7f\u3063\u3066\u3001\u300e\u60c5\u5831\u901a\u4fe1\u767d\u66f8\u300f\u306b\u3064\u3044\u3066\u8cea\u554f\u3057\u3066\u307f\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>results = rag_chain.invoke({\"input\": \"\u751f\u6210AI\u30d6\u30fc\u30e0\u306e\u6280\u8853\u7684\u8981\u56e0\u30923\u3064\u6559\u3048\u3066\u4e0b\u3055\u3044\"})&#091;\"answer\"] \nresults<\/code><\/pre>\n\n\n<div class=\"swell-block-balloon\"><div class=\"c-balloon -bln-right\" data-col=\"green\"><div class=\"c-balloon__body -speaking -border-none\"><div class=\"c-balloon__text\">\n<p>&#8220;\u751f\u6210AI\u30d6\u30fc\u30e0\u306e\u6280\u8853\u7684\u8981\u56e0\u30923\u3064\u6559\u3048\u3066\u4e0b\u3055\u3044&#8221;\u3002<\/p>\n<span class=\"c-balloon__shapes\"><span class=\"c-balloon__before\"><\/span><span class=\"c-balloon__after\"><\/span><\/span><\/div><\/div><\/div><\/div>\n\n<div class=\"swell-block-balloon\"><div class=\"c-balloon -bln-left\" data-col=\"gray\"><div class=\"c-balloon__body -speaking -border-none\"><div class=\"c-balloon__text\">\n<p>&#8216;\u751f\u6210AI\u30d6\u30fc\u30e0\u306e\u6280\u8853\u7684\u8981\u56e0\u3068\u3057\u3066\u3001\u4ee5\u4e0b\u306e3\u3064\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002\\n\\n1. \u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\uff08\u6df1\u5c64\u5b66\u7fd2\uff09\uff1a2010\u5e74\u4ee3\u5f8c\u534a\u304b\u3089\u59cb\u307e\u3063\u305f\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u7814\u7a76\u6210\u679c\u304c\u5b9f\u7528\u5316\u3055\u308c\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3084\u753b\u50cf\u8a8d\u8b58\u306a\u3069\u306e\u5206\u91ce\u3067\u5927\u304d\u306a\u9032\u5c55\u3092\u9042\u3052\u307e\u3057\u305f\u3002\u751f\u6210AI\u306f\u3053\u306e\u6280\u8853\u3092\u57fa\u76e4\u3068\u3057\u3066\u3044\u307e\u3059\u3002\\n\\n2. \u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\uff1a2020\u5e74\u4ee3\u306b\u5165\u3063\u3066\u304b\u3089\u6025\u901f\u306b\u767a\u5c55\u3057\u305fLLM\u306f\u3001\u81a8\u5927\u306a\u91cf\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u3057\u3001\u9ad8\u5ea6\u306a\u8a00\u8a9e\u7406\u89e3\u3084\u751f\u6210\u80fd\u529b\u3092\u5b9f\u73fe\u3057\u307e\u3057\u305f\u3002LLM\u306f\u751f\u6210AI\u306e\u57fa\u76e4\u6280\u8853\u3068\u3057\u3066\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\\n\\n3. \u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u51e6\u7406\uff1a\u751f\u6210AI\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u3001\u753b\u50cf\u3001\u6620\u50cf\u306a\u3069\u591a\u69d8\u306a\u5f62\u5f0f\uff08\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\uff09\u306e\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u304c\u53d6\u5f97\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u3053\u308c\u3092\u53ef\u80fd\u306b\u3057\u305f\u306e\u306f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u3084\u97f3\u58f0\u8a8d\u8b58\u306a\u3069\u306e\u6280\u8853\u306e\u9032\u5c55\u3067\u3059\u3002&#8217;<\/p>\n<span class=\"c-balloon__shapes\"><span class=\"c-balloon__before\"><\/span><span class=\"c-balloon__after\"><\/span><\/span><\/div><\/div><\/div><\/div>\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>rag_chain.invoke({\"input\": \"\u751f\u6210AI\u306e\u5e02\u5834\u898f\u6a21\u306f\uff1f\"})&#091;\"answer\"] <\/code><\/pre>\n\n\n<div class=\"swell-block-balloon\"><div class=\"c-balloon -bln-right\" data-col=\"green\"><div class=\"c-balloon__body -speaking -border-none\"><div class=\"c-balloon__text\">\n<p>\u751f\u6210AI\u306e\u5e02\u5834\u898f\u6a21\u306f\uff1f<\/p>\n<span class=\"c-balloon__shapes\"><span class=\"c-balloon__before\"><\/span><span class=\"c-balloon__after\"><\/span><\/span><\/div><\/div><\/div><\/div>\n\n<div class=\"swell-block-balloon\"><div class=\"c-balloon -bln-left\" data-col=\"gray\"><div class=\"c-balloon__body -speaking -border-none\"><div class=\"c-balloon__text\">\n<p>&#8216;\u751f\u6210AI\u30d6\u30fc\u30e0\u306e\u6280\u8853\u7684\u8981\u56e0\u3068\u3057\u3066\u3001\u4ee5\u4e0b\u306e3\u3064\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002\\n\\n1. \u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\uff08\u6df1\u5c64\u5b66\u7fd2\uff09\uff1a2010\u5e74\u4ee3\u5f8c\u534a\u304b\u3089\u59cb\u307e\u3063\u305f\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u7814\u7a76\u6210\u679c\u304c\u5b9f\u7528\u5316\u3055\u308c\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3084\u753b\u50cf\u8a8d\u8b58\u306a\u3069\u306e\u5206\u91ce\u3067\u5927\u304d\u306a\u9032\u5c55\u3092\u9042\u3052\u307e\u3057\u305f\u3002\u751f\u6210AI\u306f\u3053\u306e\u6280\u8853\u3092\u57fa\u76e4\u3068\u3057\u3066\u3044\u307e\u3059\u3002\\n\\n2. \u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\uff1a2020\u5e74\u4ee3\u306b\u5165\u3063\u3066\u304b\u3089\u6025\u901f\u306b\u767a\u5c55\u3057\u305fLLM\u306f\u3001\u81a8\u5927\u306a\u91cf\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u3057\u3001\u9ad8\u5ea6\u306a\u8a00\u8a9e\u7406\u89e3\u3084\u751f\u6210\u80fd\u529b\u3092\u5b9f\u73fe\u3057\u307e\u3057\u305f\u3002LLM\u306f\u751f\u6210AI\u306e\u57fa\u76e4\u6280\u8853\u3068\u3057\u3066\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\\n\\n3. \u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u51e6\u7406\uff1a\u751f\u6210AI\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u3001\u753b\u50cf\u3001\u6620\u50cf\u306a\u3069\u591a\u69d8\u306a\u5f62\u5f0f\uff08\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\uff09\u306e\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u304c\u53d6\u5f97\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u3053\u308c\u3092\u53ef\u80fd\u306b\u3057\u305f\u306e\u306f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u3084\u97f3\u58f0\u8a8d\u8b58\u306a\u3069\u306e\u6280\u8853\u306e\u9032\u5c55\u3067\u3059\u3002&#8217;<\/p>\n<span class=\"c-balloon__shapes\"><span class=\"c-balloon__before\"><\/span><span class=\"c-balloon__after\"><\/span><\/span><\/div><\/div><\/div><\/div>\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>rag_chain.invoke({\"input\": \"\u65e5\u672c\u306b\u304a\u3051\u308b\u751f\u6210AI\u306e\u5c0e\u5165\u52d5\u5411\u3092\u6559\u3048\u3066\u4e0b\u3055\u3044\u3002\"})&#091;\"answer\"] <\/code><\/pre>\n\n\n<div class=\"swell-block-balloon\"><div class=\"c-balloon -bln-right\" data-col=\"green\"><div class=\"c-balloon__body -speaking -border-none\"><div class=\"c-balloon__text\">\n<p>\u65e5\u672c\u306b\u304a\u3051\u308b\u751f\u6210AI\u306e\u5c0e\u5165\u52d5\u5411\u3092\u6559\u3048\u3066\u4e0b\u3055\u3044\u3002<\/p>\n<span class=\"c-balloon__shapes\"><span class=\"c-balloon__before\"><\/span><span class=\"c-balloon__after\"><\/span><\/span><\/div><\/div><\/div><\/div>\n\n<div class=\"swell-block-balloon\"><div class=\"c-balloon -bln-left\" data-col=\"gray\"><div class=\"c-balloon__body -speaking -border-none\"><div class=\"c-balloon__text\">\n<p>&#8216;\u6c11\u5411\u3051\u30a2\u30f3\u30b1\u30fc\u30c8\u7d50\u679c\u3067\u3059\u3002\\n\\n\u65e5\u672c\u3067\u306f\u3001\u751f\u6210AI\u3092\u300c\u4f7f\u3063\u3066\u3044\u308b\u300d\u3068\u56de\u7b54\u3057\u305f\u5272\u5408\u306f9.1%\u3067\u3001\u4ed6\u56fd\u3068\u6bd4\u3079\u3066\u4f4e\u3044\u7d50\u679c\u3068\u306a\u308a\u307e\u3057\u305f\u3002\u4f7f\u3063\u3066\u3044\u306a\u3044\u7406\u7531\u3068\u3057\u3066\u306f\u3001\u300c\u4f7f\u3044\u65b9\u304c\u308f\u304b\u3089\u306a\u3044\u300d\u3084\u300c\u81ea\u5206\u306e\u751f\u6d3b\u306b\u306f\u5fc5\u8981\u306a\u3044\u300d\u304c\u591a\u304f\u6319\u3052\u3089\u308c\u3066\u3044\u307e\u3057\u305f\u3002&#8217;<\/p>\n<span class=\"c-balloon__shapes\"><span class=\"c-balloon__before\"><\/span><span class=\"c-balloon__after\"><\/span><\/span><\/div><\/div><\/div><\/div>\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>rag_chain.invoke({\"input\": \"\u751f\u6210AI\u306e\u8ab2\u984c\u306f\uff1f\"})&#091;\"answer\"] <\/code><\/pre>\n\n\n<div class=\"swell-block-balloon\"><div class=\"c-balloon -bln-right\" data-col=\"green\"><div class=\"c-balloon__body -speaking -border-none\"><div class=\"c-balloon__text\">\n<p>\u751f\u6210AI\u306e\u8ab2\u984c\u306f\uff1f<\/p>\n<span class=\"c-balloon__shapes\"><span class=\"c-balloon__before\"><\/span><span class=\"c-balloon__after\"><\/span><\/span><\/div><\/div><\/div><\/div>\n\n<div class=\"swell-block-balloon\"><div class=\"c-balloon -bln-left\" data-col=\"gray\"><div class=\"c-balloon__body -speaking -border-none\"><div class=\"c-balloon__text\">\n<p>&#8216;\u5b66\u7fd2\u3059\u308b\u3053\u3068\u3067\u3001\u500b\u3005\u306e\u30e6\u30fc\u30b6\u30fc\u306b\u3068\u3063\u3066\u306f\u671b\u3080\u60c5\u5831\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u4e00\u65b9\u3067\u3001\u751f\u6210AI\u81ea\u8eab\u304c\u62b1\u3048\u308b\u5236\u7d04\u4e8b\u9805\u3084\u793e\u4f1a\u7684\u30fb\u7d4c\u6e08\u7684\u306a\u8ab2\u984c\u3082\u591a\u304f\u5b58\u5728\u3057\u307e\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u8ab2\u984c\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002\\n\\n1. \u507d\u30fb\u8aa4\u60c5\u5831\u306e\u6d41\u901a\u30fb\u62e1\u6563\u7b49\u306e\u8ab2\u984c\\n2. AI\u6280\u8853\u3092\u7528\u3044\u3066\u5408\u6210\u3055\u308c\u305f\u97f3\u58f0\u3001\u753b\u50cf\u3001\u52d5\u753b\u30b3\u30f3\u30c6\u30f3\u30c4\u306b\u3088\u308b\u60c5\u5831\u64cd\u4f5c\u3084\u72af\u7f6a\u5229\u7528\u306e\u5897\u52a0\\n3. \u500b\u4eba\u60c5\u5831\u3084\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306e\u4fdd\u8b77\u306e\u5fc5\u8981\u6027\\n4. \u6559\u80b2\u73fe\u5834\u3067\u306e\u4f7f\u7528\u306b\u969b\u3057\u3066\u306e\u9069\u5207\u306a\u898f\u5236\u3084\u6559\u54e1\u7814\u4fee\u7b49\u306e\u5fc5\u8981\u6027&#8217;<\/p>\n<span class=\"c-balloon__shapes\"><span class=\"c-balloon__before\"><\/span><span class=\"c-balloon__after\"><\/span><\/span><\/div><\/div><\/div><\/div>\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>rag_chain.invoke({\"input\": \"\u5404\u696d\u754c\u306b\u304a\u3051\u308b\u751f\u6210AI\u306e\u6d3b\u7528\u4e8b\u4f8b\u30923\u3064\u6559\u3048\u3066\u4e0b\u3055\u3044\"})&#091;\"answer\"] <\/code><\/pre>\n\n\n<div class=\"swell-block-balloon\"><div class=\"c-balloon -bln-right\" data-col=\"green\"><div class=\"c-balloon__body -speaking -border-none\"><div class=\"c-balloon__text\">\n<p>\u5404\u696d\u754c\u306b\u304a\u3051\u308b\u751f\u6210AI\u306e\u6d3b\u7528\u4e8b\u4f8b\u30923\u3064\u6559\u3048\u3066\u4e0b\u3055\u3044<\/p>\n<span class=\"c-balloon__shapes\"><span class=\"c-balloon__before\"><\/span><span class=\"c-balloon__after\"><\/span><\/span><\/div><\/div><\/div><\/div>\n\n<div class=\"swell-block-balloon\"><div class=\"c-balloon -bln-left\" data-col=\"gray\"><div class=\"c-balloon__body -speaking -border-none\"><div class=\"c-balloon__text\">\n<p>&#8216;\u4ee5\u4e0b\u306f\u3001\u5404\u696d\u754c\u306b\u304a\u3051\u308b\u751f\u6210AI\u306e\u6d3b\u7528\u4e8b\u4f8b\u3067\u3059\u3002\\n\\n1. \u4fdd\u967a\u4ee3\u7406\u5e97\u5411\u3051\u30b5\u30fc\u30d3\u30b9\uff08\u30a2\u30d5\u30e9\u30c3\u30af\u751f\u547d\u4fdd\u967a\uff09\\n\u30ed\u30fc\u30eb\u30d7\u30ec\u30a4\u30f3\u30b0\u7814\u4fee\u300c\u52df\u96c6\u4eba\u6559\u80b2AI\u300d\u3067\u3001\u55b6\u696d\u62c5\u5f53\u8005\u304c\u4fdd\u967a\u30bb\u30fc\u30eb\u30b9\u306e\u4f1a\u8a71\u306e\u4e2d\u3067\u6319\u3052\u308b\u3079\u304d\u30ad\u30fc\u30ef\u30fc\u30c9\u3092\u76db\u308a\u8fbc\u3093\u3067\u3044\u308b\u304b\u3069\u3046\u304b\u306a\u3069\u3092\u5206\u6790\u3057\u3066\u8a55\u4fa1\u3059\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002\u5c06\u6765\u7684\u306b\u306f\u5b9f\u969b\u306e\u9867\u5ba2\u306e\u60c5\u5831\u3092\u53d6\u308a\u8fbc\u3093\u3067\u3001\u55b6\u696d\u6d3b\u52d5\u3092\u7591\u4f3c\u4f53\u9a13\u3067\u304d\u308b\u3068\u3053\u308d\u307e\u3067\u6a5f\u80fd\u306e\u767a\u5c55\u3092\u898b\u8fbc\u3080\u3002\\n\\n2. \u60c5\u5831\u30b5\u30fc\u30d3\u30b9\uff08NTT\u30c7\u30fc\u30bf\uff09\\n\u751f\u6210AI\u306f\u8981\u4ef6\u5b9a\u7fa9\u3001\u4ed5\u69d8\u751f\u6210\u3001\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3001\u30c6\u30b9\u30c8\u306a\u3069\u306e\u3042\u3089\u3086\u308b\u5de5\u7a0b\u3067\u306e\u6d3b\u7528\u304c\u898b\u8fbc\u307e\u308c\u3066\u3044\u307e\u3059\u3002\u88fd\u9020\u5de5\u7a0b\u3084\u30c6\u30b9\u30c8\u5de5\u7a0b\u306b\u304a\u3051\u308b\u5229\u7528\u304c\u73fe\u6642\u70b9\u3067\u30e1\u30a4\u30f3\u3068\u306a\u3063\u3066\u304a\u308a\u3001\u65b0\u898f\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306e\u751f\u6210\u3084\u53e4\u3044\u30d7\u30ed\u30b0\u30e9\u30e0\u8a00\u8a9e\u3092\u65b0\u3057\u3044\u30d7\u30ed\u30b0\u30e9\u30e0\u8a00\u8a9e\u306b\u66f8\u304d\u63db\u3048\u308b\u30e2\u30c0\u30ca\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u306b\u6d3b\u7528\u3059\u308b\u3002\\n\\n3. \u533b\u7642\u30fb\u4ecb\u8b77\uff08\u30b7\u30fc\u30c7\u30a3\u30fc\u30a2\u30a4\uff09\\n\u500b\u3005\u306e\u5229\u7528\u8005\u306b\u5408\u308f\u305b\u305f\u30b1\u30a2\u30d7\u30e9\u30f3\u306e\u6700\u9069\u5316\u3084\u696d\u52d9\u5831\u544a\u306e\u81ea\u52d5\u5316\u3001\u5229\u7528\u8005\u3068\u306e\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u6539\u5584\u3001\u7814\u4fee\u3084\u6559\u80b2\u30c4\u30fc\u30eb\u7b49\u3068\u3057\u3066\u306e\u6d3b\u7528\u304c\u898b\u8fbc\u307e\u308c\u3066\u3044\u307e\u3059\u3002\u9ad8\u9f62\u8005\u4eba\u53e3\u306e\u5897\u52a0\u306b\u3088\u308a\u9700\u8981\u304c\u5897\u3057\u3001\u751f\u7523\u5e74\u9f62\u4eba\u53e3\u306e\u6025\u6e1b\u306b\u4f34\u3044\u52b4\u50cd\u529b\u4e0d\u8db3\u304c\u8ab2\u984c\u3068\u306a\u308b\u3053\u306e\u5206\u91ce\u306b\u304a\u3044\u3066\u306f\u3001\u751f\u6210AI\u304c\u3088\u308a\u81ea\u7136\u306a\u8a00\u8a9e\u3067\u8077\u54e1\u306e\u696d\u52d9\u4e0a\u306e\u76f8\u8ac7\u76f8\u624b\u3068\u306a\u308b\u53ef\u80fd\u6027\u3092\u79d8\u3081\u3066\u3044\u308b\u3002&#8217;<\/p>\n<span class=\"c-balloon__shapes\"><span class=\"c-balloon__before\"><\/span><span class=\"c-balloon__after\"><\/span><\/span><\/div><\/div><\/div><\/div>\n\n\n<p class=\"is-style-icon_good\">\u300e\u60c5\u5831\u901a\u4fe1\u767d\u66f8\u300f\u306b\u66f8\u304b\u308c\u3066\u3044\u308b\u5185\u5bb9\u304b\u3089\u751f\u6210\u3067\u304d\u3066\u3044\u307e\u3059\uff01<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"index_id8\">\u751f\u6210AI\u30fbLLM\u306e\u30b3\u30b9\u30c8\u3067\u304a\u56f0\u308a\u306a\u3089<\/h2>\n\n\n\n<p>GPU\u306e\u30b9\u30da\u30c3\u30af\u4e0d\u8db3\u3067\u751f\u6210AI\u306e\u958b\u767a\u304c\u601d\u3046\u3088\u3046\u306b\u9032\u307e\u306a\u3044\u3053\u3068\u306f\u3042\u308a\u307e\u305b\u3093\u304b\uff1f<\/p>\n\n\n\n<p>\u305d\u3093\u306a\u3068\u304d\u306b\u306f\u3001<strong><span class=\"swl-format-2\">\u9ad8\u6027\u80fd\u306aGPU\u3092\u30ea\u30fc\u30ba\u30ca\u30d6\u30eb\u306a\u4fa1\u683c\u3067\u4f7f\u3048\u308bGPU\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u304c\u304a\u3059\u3059\u3081\u3067\u3059\uff01<\/span><\/strong><\/p>\n\n\n\n<div class=\"p-blogParts post_content\" data-partsID=\"4543\">\n<div class=\"swell-block-capbox cap_box\" data-colset=\"col2\"><div class=\"cap_box_ttl\"><span>GPUSOROBAN<\/span><\/div><div class=\"cap_box_content\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1462\" height=\"508\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/h100_banner.jpg\" alt=\"GPUSOROBAN\" class=\"wp-image-10134\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/h100_banner.jpg 1462w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/h100_banner-300x104.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/h100_banner-1024x356.jpg 1024w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/h100_banner-768x267.jpg 768w\" sizes=\"(max-width: 1462px) 100vw, 1462px\" \/><\/figure>\n\n\n\n<p>GPUSOROBAN\u306f\u3001<span class=\"swl-marker mark_yellow\"><span class=\"swl-format-1\">\u9ad8\u6027\u80fdGPU\u300cNVIDIA H200\u300d\u3092\u696d\u754c\u6700\u5b89\u7d1a\u306e\u6599\u91d1\u3067\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/span><\/p>\n\n\n\n<p>NVIDIA H200\u306f\u3001\u751f\u6210AI\u30fbLLM\u306e\u8a08\u7b97\u306b\u304b\u304b\u308b\u6642\u9593\u3092\u5927\u5e45\u306b\u77ed\u7e2e\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u30af\u30e9\u30a6\u30c9\u3067\u4f7f\u3048\u308b\u305f\u3081\u3001\u5927\u898f\u6a21\u306a\u8a2d\u5099\u6295\u8cc7\u306e\u5fc5\u8981\u304c\u306a\u304f\u3001\u7169\u96d1\u306a\u30b5\u30fc\u30d0\u30fc\u7ba1\u7406\u304b\u3089\u3082\u89e3\u653e\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"swell-block-columns\"><div class=\"swell-block-columns__inner\">\n<div class=\"swell-block-column swl-has-mb--s\">\n<div class=\"swell-block-button blue_ -size-l is-style-btn_normal\"><a href=\"https:\/\/soroban.highreso.jp\/?utm_medium=edgehub&amp;utm_source=edgehub&amp;utm_campaign=highend_boxb&amp;adid=edgehub\" class=\"swell-block-button__link\"><span>\u516c\u5f0f\u30b5\u30a4\u30c8\u3092\u307f\u308b<\/span><\/a><\/div>\n<\/div>\n\n\n\n<div class=\"swell-block-column swl-has-mb--s\">\n<div class=\"swell-block-button red_ -size-l is-style-btn_normal\"><a href=\"https:\/\/soroban.highreso.jp\/download\/compute-catalog\/?utm_medium=edgehub&amp;utm_source=edgehub&amp;utm_campaign=highend_boxb&amp;adid=edgehub\" class=\"swell-block-button__link\"><span>\u8cc7\u6599\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9<\/span><\/a><\/div>\n<\/div>\n<\/div><\/div>\n<\/div><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>LangChain\u3067\u306f\u3001PDF\u304b\u3089\u60c5\u5831\u3092\u62bd\u51fa\u3057\u3066\u56de\u7b54\u3092\u751f\u6210\u3059\u308bRAG\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002 \u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u300e\u60c5\u5831\u901a\u4fe1\u767d\u66f8\u300f\u306ePDF\u3092\u8aad\u307f\u8fbc\u3093\u3067\u56de\u7b54\u3059\u308bRAG\u306e\u5b9f\u88c5\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3057\u307e\u3059\u3002 \u3056\u3063\u304f\u308a\u8a00\u3046\u3068 LangChain\u3067PDF 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