{"id":21410,"date":"2025-10-29T14:57:25","date_gmt":"2025-10-29T14:57:25","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=21410"},"modified":"2025-10-29T14:57:25","modified_gmt":"2025-10-29T14:57:25","slug":"langchain%ef%bc%8b%e3%83%ad%e3%83%bc%e3%82%ab%e3%83%abllm-on-jupyterlab-%e3%81%a7%e4%bd%93%e9%a8%93%e3%81%99%e3%82%8b-rag","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/21410\/","title":{"rendered":"LangChain\uff0b\u30ed\u30fc\u30ab\u30ebLLM on JupyterLab \u3067\u4f53\u9a13\u3059\u308b RAG"},"content":{"rendered":"\n<\/p>\n<div id=\"\">\n<h2 class=\"wp-block-heading\"><span id=\"hajimeni\">\u306f\u3058\u3081\u306b<\/span><\/h2>\n<p>\u3053\u3093\u306b\u3061\u306f\u3001\u30b5\u30a4\u30aa\u30b9\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306e\u5c0f\u6cbc \u4fca\u6cbb\u3067\u3059\u3002<\/p>\n<p>\u4eca\u56de\u306f\u3001AI\u3092\u6d3b\u7528\u3057\u305f <strong><span class=\"keiko_red\">RAG \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u4ed5\u7d44\u307f\u3092\u7121\u6599\u3067\u4f53\u9a13\u3067\u304d\u308b\u30cf\u30f3\u30ba\u30aa\u30f3\u74b0\u5883<\/span><\/strong>\u3092\u7528\u610f\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u3053\u306e\u30cf\u30f3\u30ba\u30aa\u30f3\u3067\u306f\u3001<strong><span class=\"keiko_yellow\">LangChain<\/span><\/strong>\u3001LLM \u306b PC \u5185\u306e\u30ed\u30fc\u30ab\u30eb\u3067\u52d5\u304b\u3059 <strong><span class=\"keiko_yellow\">Open source LLM<\/span><\/strong>\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e <strong><span class=\"keiko_yellow\">Milvus<\/span><\/strong> \u3068\u3044\u3063\u305f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30d7\u30ed\u30c0\u30af\u30c8\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<br \/>\u5b66\u7fd2\u306f\u3001JupyterLab\uff08Jupyter Notebook\uff09 \u306e <strong><span class=\"keiko_green\">Notebook \u5f62\u5f0f\u3067\u30b9\u30c6\u30c3\u30d7\u3054\u3068\u306b\u7528\u610f\u3057\u305f\u6559\u6750<\/span><\/strong>\u3092\u4f7f\u3063\u3066\u9032\u3081\u307e\u3059\u3002<\/p>\n<p>\u6559\u6750\u306f\u30b9\u30c6\u30c3\u30d71\u304b\u30895\u307e\u3067\u3067\u69cb\u6210\u3057\u3066\u304a\u308a\u3001\u30b9\u30c6\u30c3\u30d71\u304b\u30894\u3067\u306f\u3001\u5916\u90e8\u306b\u5b58\u5728\u3059\u308b\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u304b\u3089\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3057\u305f\u56de\u7b54\u751f\u6210\u307e\u3067\u3001RAG \u3092\u69cb\u6210\u3059\u308b\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u4f5c\u6210\u3057\u306a\u304c\u3089\u4e00\u9023\u306e\u6d41\u308c\u3092\u5b66\u7fd2\u3057\u307e\u3059\u3002\u96c6\u5927\u6210\u3068\u306a\u308b\u30b9\u30c6\u30c3\u30d75\u3067\u306f\u3001\u3053\u308c\u307e\u3067\u306b\u4f5c\u6210\u3057\u305f\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u7d44\u307f\u5408\u308f\u305b\u3066 Web \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3057\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u5229\u7528\u3092\u901a\u3058\u3066 RAG \u3092\u4f53\u9a13\u3057\u307e\u3059\u3002<\/p>\n<p>LLM \u306f\u30ed\u30fc\u30ab\u30eb\u3067\u52d5\u304b\u3059\u306e\u3067\u3001\u5c11\u3005\uff08PC \u306e\uff09\u30b9\u30da\u30c3\u30af\u306f\u5fc5\u8981\u3067\u3059\u304c\u3001\u30c8\u30fc\u30af\u30f3\u6570\u306a\u3069\u306e\u30b3\u30b9\u30c8\u3092\u6c17\u306b\u3059\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u306e\u3067\u3001\u601d\u3044\u5b58\u5206\u3001\u4f53\u9a13\u3068\u5b66\u7fd2\u306b\u6311\u3093\u3067\u9802\u3051\u308b\u3068\u601d\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" data-recalc-dims=\"1\" decoding=\"async\" width=\"880\" height=\"495\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/jupyterlab-example.jpg?resize=880%2C495&amp;ssl=1\" alt=\"\" class=\"wp-image-49907\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/jupyterlab-example.jpg?w=1920&amp;ssl=1 1920w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/jupyterlab-example.jpg?resize=1536%2C864&amp;ssl=1 1536w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/jupyterlab-example.jpg?resize=940%2C529&amp;ssl=1 940w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/jupyterlab-example.jpg?w=1760&amp;ssl=1 1760w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><\/figure>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n<h2 class=\"wp-block-heading\"><span id=\"gou_cheng_gai_yao\">\u69cb\u6210\u6982\u8981<\/span><\/h2>\n<h3 class=\"wp-block-heading\"><span id=\"hanzuon_huan_jingno_gou_cheng\">\u30cf\u30f3\u30ba\u30aa\u30f3\u74b0\u5883\u306e\u69cb\u6210<\/span><\/h3>\n<p>\u7b46\u8005\u304c\u52d5\u304b\u3057\u305f\u969b\u306e\u4e3b\u306a\u69cb\u6210\u8981\u7d20\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n<ul class=\"wp-block-list is-style-sango-list-simple\">\n<li>Windows 11 Professional<\/li>\n<li>WSL 2.5.9.0<\/li>\n<li>Ubuntu 24.04.3 LTS<\/li>\n<li>Docker Engine 28.5.1<\/li>\n<\/ul>\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" data-recalc-dims=\"1\" decoding=\"async\" width=\"880\" height=\"495\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/hands-on-LangChain_overview.png?resize=880%2C495&amp;ssl=1\" alt=\"\" class=\"wp-image-49925\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/hands-on-LangChain_overview.png?w=1920&amp;ssl=1 1920w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/hands-on-LangChain_overview.png?resize=1536%2C864&amp;ssl=1 1536w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/hands-on-LangChain_overview.png?resize=940%2C529&amp;ssl=1 940w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/hands-on-LangChain_overview.png?w=1760&amp;ssl=1 1760w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><\/figure>\n<p>\u30cf\u30f3\u30ba\u30aa\u30f3\u3092\u69cb\u6210\u3059\u308b\u74b0\u5883\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n<ul class=\"wp-block-list is-style-sango-list-simple\">\n<li>\u6559\u6750\u3092\u6d3b\u7528\u3057\u306a\u304c\u3089\u5b66\u7fd2\u3092\u9032\u3081\u308b\u74b0\u5883\u3068\u3057\u3066\u3001JupyterLab \u3067 LangChain \u3092\u4f7f\u3046 Python \u74b0\u5883\u3092 Ubuntu \u306b\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/li>\n<li>RAG \u306e\u51e6\u7406\u3067\u5fc5\u8981\u3068\u306a\u308b Embedding \u3084 Open source LLM \u306a\u3069\u306e\u30e2\u30c7\u30eb\u306f\u3001Huggin Face \u304b\u3089\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u53d6\u5f97\u3057\u307e\u3059\u3002<\/li>\n<li>\u62e1\u5f35\u691c\u7d22\u306b\u5fc5\u8981\u3068\u306a\u308b\u30c7\u30fc\u30bf\u3092\u84c4\u7a4d\u3059\u308b\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u306f\u3001Milvus \u3092\u300cmilvus-standalone\u300d\u3001\u300cmilvus-etcd\u300d\u3001\u300cmilvus-minio\u300d\u30b3\u30f3\u30c6\u30ca\u3067\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/li>\n<li>Milvus \u3092\u30d3\u30b8\u30e5\u30a2\u30eb\u7684\u306b\u7ba1\u7406\u3067\u304d\u308b Web UI \u7ba1\u7406\u30c4\u30fc\u30eb\u306e Attu \u3082\u300cmilvus-attu\u300d\u30b3\u30f3\u30c6\u30ca\u3067\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>\u74b0\u5883\u69cb\u7bc9\u3084\u5404\u7a2e\u8a2d\u5b9a\u306b\u4f7f\u7528\u3059\u308b\u305d\u308c\u305e\u308c\u306e\u30d5\u30a1\u30a4\u30eb\u306f\u3001\u4ee5\u4e0b\u306e GitHub \u30ea\u30dd\u30b8\u30c8\u30ea\u3067\u516c\u958b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-plain\"><code>$ tree ~\/handson\/hands-on-rag-with-langchain\/\n\nhands-on-keycloak\/\n|-- container\/ \u2026\u2026 \u300c\u74b0\u5883\u69cb\u7bc9\u300d\u7ae0\u3067\u30b3\u30f3\u30c6\u30ca\u4f5c\u6210\u3067\u4f7f\u3046\u7d20\u6750\n|   |-- docker-compose-attu.yml\n|   :\n|\n|-- setup\/ \u2026\u2026 \u300c\u74b0\u5883\u69cb\u7bc9\u300d\u7ae0\u3067\u30c4\u30fc\u30eb\u6e96\u5099\u306e\u74b0\u5883\u6e96\u5099\u306b\u5fc5\u8981\u306a\u7d20\u6750\n|   |-- SETUP_HANDS-ON.sh\n|   :\n|\n`-- try-my-hand\/ \u2026\u2026 \u300c\u30cf\u30f3\u30ba\u30aa\u30f3\u5b9f\u65bd\u300d\u7ae0\u3067\u6559\u6750\u3092\u9032\u3081\u308b\u74b0\u5883\n    |-- cmd01-before_python_virtual_env.sh\n    |-- cmd02-start_jupyterlab.sh\n    |      \n    |-- data\/ \u2026\u2026 \u30cf\u30f3\u30ba\u30aa\u30f3\u3067\u30d9\u30af\u30c8\u30eb\u5316\u3059\u308b\u5143\u30c7\u30fc\u30bf\u306e\u7d20\u6750\n    |   `-- recurrent_navi_tyo.xlsx\n    |\n    |-- lesson\/ \u2026\u2026 \u30cf\u30f3\u30ba\u30aa\u30f3\u3067\u5229\u7528\u3059\u308b\u30b9\u30c6\u30c3\u30d7\u3054\u3068\u306e\u6559\u6750\n    :   :<\/code><\/pre>\n<\/div>\n<h3 class=\"wp-block-heading\"><span id=\"RAG_no_shi_zumi\">RAG \u306e\u4ed5\u7d44\u307f<\/span><\/h3>\n<p>\u6559\u6750\u3067\u30cf\u30f3\u30ba\u30aa\u30f3\u3092\u59cb\u3081\u308b\u524d\u306b\u3001\u6559\u6750\u3092\u69cb\u6210\u3059\u308b\u5404\u30b9\u30c6\u30c3\u30d7\u306e\u5143\u3068\u306a\u308b RAG \u306e\u4ed5\u7d44\u307f\u3092\u7406\u89e3\u3057\u307e\u3059\u3002<\/p>\n<h4 class=\"wp-block-heading\"><span id=\"shi_zumiwo_biaoshitairasuto\">\u4ed5\u7d44\u307f\u3092\u8868\u3057\u305f\u30a4\u30e9\u30b9\u30c8<\/span><\/h4>\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"853\" height=\"480\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/rag-overview.gif?resize=853%2C480&amp;ssl=1\" alt=\"\" class=\"wp-image-49913\"\/><figcaption class=\"wp-element-caption\">\u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3\u7248\uff08\u6d41\u308c\u3092\u8868\u73fe\uff09<\/figcaption><\/figure>\n<\/div>\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"880\" height=\"495\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/rag-overview.png?resize=880%2C495&amp;ssl=1\" alt=\"\" class=\"wp-image-49914\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/rag-overview.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/rag-overview.png?resize=940%2C529&amp;ssl=1 940w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><figcaption class=\"wp-element-caption\">\u9759\u6b62\u753b\u7248\uff08\u5168\u4f53\u50cf\u3092\u8868\u73fe\uff09<\/figcaption><\/figure>\n<\/div>\n<\/div>\n<h4 class=\"wp-block-heading\"><span id=\"shi_zumino_liurewo_shuo_ming\">\u4ed5\u7d44\u307f\u306e\u6d41\u308c\u3092\u8aac\u660e<\/span><\/h4>\n<p>\u56f3\u4e2d\u306e1\u304b\u30892\u306f\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u985e\u4f3c\u691c\u7d22\u306b\u5229\u7528\u3059\u308b\u30c7\u30fc\u30bf\u306e\u84c4\u7a4d\u30d5\u30a7\u30fc\u30ba\u3092\u610f\u5473\u3057\u3001<br \/>\u56f3\u4e2d\u306e3\u304b\u30899\u306f\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u84c4\u7a4d\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3092\u985e\u4f3c\u691c\u7d22\u3067\u6d3b\u7528\u3059\u308b\u5fdc\u7528\u30d5\u30a7\u30fc\u30ba\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/p>\n<ol class=\"wp-block-list is-style-sango-list-simple\">\n<li>\u65e5\u3005\u306e\u7d4c\u6e08\u6d3b\u52d5\u3092\u901a\u3058\u3066\u3001\u4ee5\u4e0b\u3092\u306f\u3058\u3081\u3068\u3059\u308b\u30c7\u30fc\u30bf\u304c\u4f01\u696d\u306e\u30b7\u30b9\u30c6\u30e0\u306b\u6e9c\u307e\u308a\u307e\u3059\n<ul class=\"wp-block-list is-style-sango-list-simple\">\n<li>\u8ca9\u58f2\u3059\u308b\u5546\u54c1\u306e\u5728\u5eab\u7ba1\u7406\u60c5\u5831\u3084\u58f2\u4e0a\u30c7\u30fc\u30bf<\/li>\n<li>\u7d4c\u6e08\u53d6\u5f15\u3092\u8a18\u9332\u3059\u308b\u4f1a\u8a08\u30c7\u30fc\u30bf<\/li>\n<li>\u4f01\u696d\u306b\u95a2\u308f\u308b\u4eba\u6750\u3092\u628a\u63e1\u3059\u308b\u793e\u54e1\u60c5\u5831\u3084\u9867\u5ba2\u60c5\u5831<\/li>\n<li>\u4f01\u753b\u63d0\u6848\u3001\u5546\u54c1\u8aac\u660e\u3001\u304a\u3088\u3073\u4f01\u696d\u8aac\u660e\u7b49\u3067\u4f5c\u6210\u3055\u308c\u305f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u30d5\u30a1\u30a4\u30eb<br \/>\u306a\u3069<\/li>\n<\/ul>\n<\/li>\n<li>\u4f01\u696d\u306b\u6e9c\u307e\u3063\u305f\u30c7\u30fc\u30bf\u3092\u691c\u7d22\u306b\u6d3b\u7528\u3059\u308b\u305f\u3081\u306b\u3001\u4ee5\u4e0b\u3092\u306f\u3058\u3081\u3068\u3059\u308b\u52a0\u5de5\u3092\u65bd\u3057\u306a\u304c\u3089\u30d9\u30af\u30c8\u30eb\u5316\u3057\u3066\u84c4\u7a4d\u3057\u307e\u3059\n<ul class=\"wp-block-list is-style-sango-list-simple\">\n<li>\u691c\u7d22\u52b9\u7387\u304c\u5411\u4e0a\u3059\u308b\u30b5\u30a4\u30ba\u306b\u30c7\u30fc\u30bf\u3092\u7d30\u5207\u308c\u306b\u5206\u5272\u3059\u308b\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0<\/li>\n<li>\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u985e\u4f3c\u691c\u7d22\u304c\u51fa\u6765\u308b\u3088\u3046\u306b\u6570\u5024\u30d9\u30af\u30c8\u30eb\u306b\u5909\u63db\u3059\u308b\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0<\/li>\n<li>\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u691c\u7d22\u52b9\u7387\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u6b20\u640d\u5024\u306e\u524a\u9664\u3084\u88dc\u5b8c\u3001\u5024\u5f62\u5f0f\u3092\u63c3\u3048\u308b\u30af\u30ec\u30f3\u30b8\u30f3\u30b0<\/li>\n<\/ul>\n<\/li>\n<li>\u65e5\u3005\u306e\u696d\u52d9\u6d3b\u52d5\u3092\u9032\u3081\u308b\u306b\u5f53\u305f\u308a\u4e0d\u660e\u70b9\u304c\u3042\u308c\u3070\u8cea\u554f\u3092\u6295\u3052\u304b\u3051\u307e\u3059<\/li>\n<li>\u6295\u3052\u304b\u3051\u3089\u308c\u305f\u8cea\u554f\u3092\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\u3057\u3066\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u5bfe\u3057\u3066\u985e\u4f3c\u691c\u7d22\u3057\u307e\u3059<\/li>\n<li>\u6295\u3052\u304b\u3051\u3089\u308c\u305f\u8cea\u554f\u306b\u95a2\u9023\u3059\u308b\u30c7\u30fc\u30bf\u3092\u985e\u4f3c\u691c\u7d22\u7d50\u679c\u3068\u3057\u3066\u623b\u3057\u307e\u3059<\/li>\n<li>LLM\u306b\u56de\u7b54\u3092\u751f\u6210\u3092\u4f9d\u983c\u3059\u308b\u305f\u3081\u306b\u3001\u4f9d\u983c\u5411\u3051\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u306b\u8cea\u554f\u3068\u985e\u4f3c\u691c\u7d22\u7d50\u679c\u3092\u4ed8\u4e0e\u3057\u3066\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u4f5c\u6210\u3057\u307e\u3059<\/li>\n<li>\u8cea\u554f\u306b\u56de\u7b54\u3059\u308b\u305f\u3081\u306b\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u7528\u3044\u3066LLM\u306b\u56de\u7b54\u6848\u306e\u4f5c\u6210\u3092\u4f9d\u983c\u3057\u307e\u3059<\/li>\n<li>LLM\u304c\u751f\u6210\u3055\u308c\u305f\u56de\u7b54\u6848\u3092\u623b\u3057\u307e\u3059<\/li>\n<li>LLM\u304b\u3089\u623b\u3055\u308c\u305f\u56de\u7b54\u6848\u3092\u6574\u5f62\u3057\u3066\u8cea\u554f\u8005\u306b\u56de\u7b54\u3092\u623b\u3057\u307e\u3059<\/li>\n<\/ol>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n<h2 class=\"wp-block-heading\"><span id=\"shi_qian_zhun_bei\">\u4e8b\u524d\u6e96\u5099<\/span><\/h2>\n<h3 class=\"wp-block-heading\"><span id=\"Hugging_Face_noakaunto_zhun_bei\">Hugging Face \u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u6e96\u5099<\/span><\/h3>\n<p>Hugging Face \u3088\u308a Embedding Model \u3084 Open source LLM \u3092\u53d6\u5f97\u3057\u3066\u5229\u7528\u3057\u307e\u3059\u3002\u53d6\u5f97\u306b\u306f\u4e8b\u524d\u306b\u3001\u30a2\u30ab\u30a6\u30f3\u30c8\u767b\u9332\u3001Access Token \u767a\u884c\u3001\u304a\u3088\u3073 Model \u306e\u5229\u7528\u7533\u8acb\u3092\u6e08\u307e\u305b\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"880\" height=\"527\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-top.jpg?resize=880%2C527&amp;ssl=1\" alt=\"\" class=\"wp-image-49926\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-top.jpg?w=1920&amp;ssl=1 1920w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-top.jpg?resize=1536%2C920&amp;ssl=1 1536w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-top.jpg?resize=940%2C563&amp;ssl=1 940w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-top.jpg?w=1760&amp;ssl=1 1760w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><figcaption class=\"wp-element-caption\">Hugging Face Top Page<\/figcaption><\/figure>\n<\/div>\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"880\" height=\"527\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-embedding.jpg?resize=880%2C527&amp;ssl=1\" alt=\"\" class=\"wp-image-49927\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-embedding.jpg?w=1920&amp;ssl=1 1920w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-embedding.jpg?resize=1536%2C920&amp;ssl=1 1536w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-embedding.jpg?resize=940%2C563&amp;ssl=1 940w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-embedding.jpg?w=1760&amp;ssl=1 1760w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><figcaption class=\"wp-element-caption\">Embedding Model \u4f8b<\/figcaption><\/figure>\n<\/div>\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"880\" height=\"527\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-llm.jpg?resize=880%2C527&amp;ssl=1\" alt=\"\" class=\"wp-image-49928\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-llm.jpg?w=1920&amp;ssl=1 1920w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-llm.jpg?resize=1536%2C920&amp;ssl=1 1536w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-llm.jpg?resize=940%2C563&amp;ssl=1 940w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-llm.jpg?w=1760&amp;ssl=1 1760w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><figcaption class=\"wp-element-caption\">Open source LLM \u4f8b<\/figcaption><\/figure>\n<\/div>\n<\/div>\n<h3 class=\"wp-block-heading\"><span id=\"akaunto_zuo_cheng\">\u30a2\u30ab\u30a6\u30f3\u30c8\u4f5c\u6210<\/span><\/h3>\n<p>Hugging Face \u30a2\u30ab\u30a6\u30f3\u30c8\u3092\u6301\u3063\u3066\u3044\u306a\u3044\u5834\u5408\u3001\u30a2\u30ab\u30a6\u30f3\u30c8\u3092\u7528\u610f\u3057\u307e\u3059\u3002\u30a2\u30ab\u30a6\u30f3\u30c8\u306f\u7121\u6599\u3067\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>Hugging Face \u30c8\u30c3\u30d7\u30da\u30fc\u30b8\u306e\u53f3\u4e0a\u306e\u300cSing up\u300d\u304b\u3089\u4f5c\u6210\u3092\u958b\u59cb\u3057\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"880\" height=\"527\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-top.jpg?resize=880%2C527&amp;ssl=1\" alt=\"\" class=\"wp-image-49926\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-top.jpg?w=1920&amp;ssl=1 1920w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-top.jpg?resize=1536%2C920&amp;ssl=1 1536w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-top.jpg?resize=940%2C563&amp;ssl=1 940w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-top.jpg?w=1760&amp;ssl=1 1760w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><\/figure>\n<p>\u9014\u4e2d CAPTCHA \u8a8d\u8a3c\u3092\u901a\u308a\u3001\u767b\u9332\u3059\u308b\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u3068\u30d1\u30b9\u30ef\u30fc\u30c9\u3092\u5165\u529b\u3057\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"880\" height=\"527\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-signup.png?resize=880%2C527&amp;ssl=1\" alt=\"\" class=\"wp-image-49929\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-signup.png?w=1920&amp;ssl=1 1920w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-signup.png?resize=1536%2C920&amp;ssl=1 1536w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-signup.png?resize=940%2C563&amp;ssl=1 940w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-signup.png?w=1760&amp;ssl=1 1760w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><\/figure>\n<p>\u767b\u9332\u5b8c\u4e86\u307e\u3067\u753b\u9762\u9077\u79fb\u306e\u6307\u793a\u306b\u5f93\u3044\u306a\u304c\u3089\u767b\u9332\u3092\u9032\u3081\u307e\u3059\u3002<\/p>\n<h3 class=\"wp-block-heading\"><span id=\"Access_Token_qu_de\">Access Token\u53d6\u5f97<\/span><\/h3>\n<p>Embedding Model \u3084 Open source LLM \u3067\u306f\u53d6\u5f97\u306b Access Token \u3092\u5fc5\u8981\u3068\u3059\u308b\u30e2\u30c7\u30eb\u304c\u5b58\u5728\u3057\u307e\u3059\u3002\u305d\u308c\u3089\u3092\u5229\u7528\u3059\u308b\u969b\u306b\u306f\u3001\u30cf\u30f3\u30ba\u30aa\u30f3\u958b\u59cb\u524d\u306b\u767a\u884c\u3068\u5024\u306e\u78ba\u4fdd\u3092\u6e08\u307e\u305b\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n<p>Hugging Face \u306e\u53f3\u4e0a\u306b\u3042\u308b\u30e6\u30fc\u30b6\u30a2\u30a4\u30b3\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u8868\u793a\u3059\u308b\u30e1\u30cb\u30e5\u30fc\u304b\u3089\u300cSettings\u300d\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"880\" height=\"527\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-menu-setting.jpg?resize=880%2C527&amp;ssl=1\" alt=\"\" class=\"wp-image-49930\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-menu-setting.jpg?w=1920&amp;ssl=1 1920w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-menu-setting.jpg?resize=1536%2C920&amp;ssl=1 1536w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-menu-setting.jpg?resize=940%2C563&amp;ssl=1 940w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-menu-setting.jpg?w=1760&amp;ssl=1 1760w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><\/figure>\n<p>\u5de6\u30da\u30a4\u30f3\u306e\u4e00\u89a7\u304b\u3089\u300cAccess Token\u300d\u3092\u9078\u629e\u3057\u3001\u65b0\u305f\u306b\u767a\u884c\u3059\u308b\u5834\u5408\u306b\u306f\u300c+ Create new token\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"880\" height=\"527\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-setting-token-list.jpg?resize=880%2C527&amp;ssl=1\" alt=\"\" class=\"wp-image-49931\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-setting-token-list.jpg?w=1920&amp;ssl=1 1920w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-setting-token-list.jpg?resize=1536%2C920&amp;ssl=1 1536w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-setting-token-list.jpg?resize=940%2C563&amp;ssl=1 940w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-setting-token-list.jpg?w=1760&amp;ssl=1 1760w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><\/figure>\n<p>\u30e2\u30c7\u30eb\u306e\u5229\u7528\u3067\u3042\u308c\u3070\u300cRead\u300d\u6a29\u9650\u3092\u9078\u629e\u3057\u3066\u304b\u3089\u300cToken name\u300d\u306b\u4efb\u610f\u306e\u540d\u524d\u3092\u5165\u529b\u3057\u3001\u300cCreate token\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066 Token \u3092\u767a\u884c\u3057\u307e\u3059\u3002Token \u306e\u5024\u306f\u5f8c\u3067\u78ba\u8a8d\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u306a\u3044\u306e\u3067\u3001\u767a\u884c\u6642\u306b\u5fc5\u305a\u30e1\u30e2\u3057\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"880\" height=\"527\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-setting-token-create.jpg?resize=880%2C527&amp;ssl=1\" alt=\"\" class=\"wp-image-49932\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-setting-token-create.jpg?w=1920&amp;ssl=1 1920w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-setting-token-create.jpg?resize=1536%2C920&amp;ssl=1 1536w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-setting-token-create.jpg?resize=940%2C563&amp;ssl=1 940w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-setting-token-create.jpg?w=1760&amp;ssl=1 1760w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><\/figure>\n<h3 class=\"wp-block-heading\"><span id=\"li_yong_gui_yueni_tong_yiga_bi_yaona_Open_source_LLM_no_li_yong_shen_qing\">\u5229\u7528\u898f\u7d04\u306b\u540c\u610f\u304c\u5fc5\u8981\u306a Open source LLM \u306e\u5229\u7528\u7533\u8acb<\/span><\/h3>\n<p>Embedding Model \u3084 Open source LLM \u306e\u4e2d\u306b\u306f\u5229\u7528\u898f\u7d04\u306b\u540c\u610f\u3092\u5fc5\u8981\u3068\u3059\u308b\u30e2\u30c7\u30eb\u304c\u5b58\u5728\u3057\u307e\u3059\u3002\u305d\u308c\u3089\u3092\u5229\u7528\u3059\u308b\u969b\u306b\u306f\u3001\u30cf\u30f3\u30ba\u30aa\u30f3\u306e\u958b\u59cb\u524d\u306b\u5229\u7528\u7533\u8acb\u3092\u6e08\u307e\u305b\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n<p>\u30e2\u30c7\u30eb\u306e\u7d39\u4ecb\u30da\u30fc\u30b8\u3067\u5229\u7528\u898f\u7d04\u3078\u306e\u540c\u610f\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u305d\u306e\u65e8\u304c\u8ff0\u3079\u3089\u308c\u3066\u304a\u308a\u3001\u300cExpand to review and access\u300d\u3067\u898f\u7d04\u306e\u5168\u6587\u3092\u5c55\u958b\u8868\u793a\u3092\u3057\u3066\u5229\u7528\u898f\u7d04\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"880\" height=\"527\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-agree-model.jpg?resize=880%2C527&amp;ssl=1\" alt=\"\" class=\"wp-image-49933\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-agree-model.jpg?w=1920&amp;ssl=1 1920w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-agree-model.jpg?resize=1536%2C920&amp;ssl=1 1536w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-agree-model.jpg?resize=940%2C563&amp;ssl=1 940w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-agree-model.jpg?w=1760&amp;ssl=1 1760w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><\/figure>\n<p>\u898f\u7d04\u3092\u6700\u5f8c\u307e\u3067\u8aad\u307f\u9032\u3081\u308b\u3068\u3001\u540d\u524d\u3001\u6240\u5c5e\u3068\u5229\u7528\u76ee\u7684\u306e\u5165\u529b\u3092\u6c42\u3081\u3089\u308c\u308b\u5834\u5408\u306f\u305d\u308c\u3089\u3092\u5165\u529b\u3057\u3066\u304b\u3089\u3001\u300cAgree and access repository\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u540c\u610f\u3057\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"880\" height=\"527\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-agree-input.png?resize=880%2C527&amp;ssl=1\" alt=\"\" class=\"wp-image-49934\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-agree-input.png?w=1920&amp;ssl=1 1920w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-agree-input.png?resize=1536%2C920&amp;ssl=1 1536w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-agree-input.png?resize=940%2C563&amp;ssl=1 940w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-agree-input.png?w=1760&amp;ssl=1 1760w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><\/figure>\n<p>\u540c\u610f\u3059\u308b\u3068\u30e2\u30c7\u30eb\u306e\u7d39\u4ecb\u30da\u30fc\u30b8\u306b\u623b\u308a\u307e\u3059\u304c\u3001\u540c\u610f\u306e\u53d7\u4ed8\u72b6\u6cc1\u3092\u78ba\u8a8d\u3059\u308b\u305f\u3081\u306b\u3001\u753b\u9762\u53f3\u4e0a\u306e\u30e6\u30fc\u30b6\u30a2\u30a4\u30b3\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u8868\u793a\u3059\u308b\u30e1\u30cb\u30e5\u30fc\u304b\u3089\u300cSettings\u300d\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"880\" height=\"527\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-menu-setting-1.jpg?resize=880%2C527&amp;ssl=1\" alt=\"\" class=\"wp-image-49935\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-menu-setting-1.jpg?w=1920&amp;ssl=1 1920w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-menu-setting-1.jpg?resize=1536%2C920&amp;ssl=1 1536w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-menu-setting-1.jpg?resize=940%2C563&amp;ssl=1 940w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-menu-setting-1.jpg?w=1760&amp;ssl=1 1760w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><\/figure>\n<p>\u5de6\u30da\u30a4\u30f3\u306e\u4e00\u89a7\u304b\u3089\u300cGated Repositories\u300d\u3092\u9078\u629e\u3057\u3001\u540c\u610f\u3057\u305f\u30e2\u30c7\u30eb\u306e\u4e00\u89a7\u304b\u3089\u300cRequest Status\u300d\u306e\u5024\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"880\" height=\"527\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-setting-gatedrepos.jpg?resize=880%2C527&amp;ssl=1\" alt=\"\" class=\"wp-image-49936\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-setting-gatedrepos.jpg?w=1920&amp;ssl=1 1920w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-setting-gatedrepos.jpg?resize=1536%2C920&amp;ssl=1 1536w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-setting-gatedrepos.jpg?resize=940%2C563&amp;ssl=1 940w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/huggingface-setting-gatedrepos.jpg?w=1760&amp;ssl=1 1760w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><\/figure>\n<p>Request Status \u304c\u300cACCEPTED\u300d\u306b\u306a\u308c\u3070\u3001\u8a72\u5f53\u306e\u30e2\u30c7\u30eb\u306f\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n<h2 class=\"wp-block-heading\"><span id=\"huan_jing_gou_zhu\">\u74b0\u5883\u69cb\u7bc9<\/span><\/h2>\n<h3 class=\"wp-block-heading\"><span id=\"WSL_huan_jingno_gou_zhu\">WSL\u74b0\u5883\u306e\u69cb\u7bc9<\/span><\/h3>\n<p>Windows PC \u306e\u5834\u5408\u306b\u306f\u3001 \u4ee5\u4e0b\u624b\u9806\u3092\u53c2\u8003\u306b WSL \u3068 Linux \u30c7\u30a3\u30b9\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3\uff08Ubuntu\uff09\u74b0\u5883\u3092\u7528\u610f\u3057\u307e\u3059\u3002<\/p>\n<h3 class=\"wp-block-heading\"><span id=\"Docker_huan_jingno_gou_zhu\">Docker\u74b0\u5883\u306e\u69cb\u7bc9<\/span><\/h3>\n<p>\u30b3\u30f3\u30c6\u30ca\u74b0\u5883\u3092\u4f7f\u3046\u305f\u3081\u3001\u4ee5\u4e0b\u624b\u9806\u3092\u53c2\u8003\u306b Ubuntu \u3078 Docker Engine \u74b0\u5883\u3092\u7528\u610f\u3057\u307e\u3059\u3002<\/p>\n<h3 class=\"wp-block-heading\"><span id=\"GitHub_karahanzuon_yongnoripojitori_qu_de\">GitHub \u304b\u3089\u30cf\u30f3\u30ba\u30aa\u30f3\u7528\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u53d6\u5f97<\/span><\/h3>\n<p>\u30cf\u30f3\u30ba\u30aa\u30f3\u3092\u9032\u3081\u308b\u305f\u3081\u306e\u74b0\u5883\u69cb\u7bc9\u7528\u306e\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u3001\u30b9\u30af\u30ea\u30d7\u30c8\u3084\u6559\u6750\u3092\u542b\u3093\u3060\u30ea\u30dd\u30b8\u30c8\u30ea\u3092 GitHub \u304b\u3089\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u53d6\u5f97\u3057\u307e\u3059\u3002<\/p>\n<p>\u672c\u7ae0\u3067\u306f\u30b3\u30f3\u30bd\u30fc\u30eb\u3092\u7528\u3044\u3066\u30cf\u30f3\u30ba\u30aa\u30f3\u306e\u30d5\u30a9\u30eb\u30c0\u9818\u57df\u3092\u4f5c\u6210\u3057\u3066\u4f5c\u696d\u3092\u5b9f\u65bd\u3057\u307e\u3059\u3002<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-plain\"><code>$ mkdir -p ~\/handson\/\n$ cd ~\/handson\/<\/code><\/pre>\n<\/div>\n<p>\u300c<code>$ git clone<\/code>\u300d\u30b3\u30de\u30f3\u30c9\u3067\u672c\u30cf\u30f3\u30ba\u30aa\u30f3\u7528\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-plain\"><code>$ git clone https:\/\/github.com\/Toshiharu-Konuma-sti\/hands-on-rag-with-langchain.git\n$ cd hands-on-rag-with-langchain\/<\/code><\/pre>\n<\/div>\n<h3 class=\"wp-block-heading\"><span id=\"kontena_gou_zhusukuriputono_shi_xing\">\u30b3\u30f3\u30c6\u30ca\u69cb\u7bc9\u30b9\u30af\u30ea\u30d7\u30c8\u306e\u5b9f\u884c<\/span><\/h3>\n<p>\u672c\u7ae0\u3067\u306f\u30b3\u30f3\u30bd\u30fc\u30eb\u3092\u7528\u3044\u3066\u4ee5\u4e0b\u306e\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3067\u4f5c\u696d\u3092\u5b9f\u65bd\u3057\u307e\u3059\u3002<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-plain\"><code>$ cd ~\/handson\/hands-on-rag-with-langchain\/container\/<\/code><\/pre>\n<\/div>\n<p>\u30b3\u30f3\u30c6\u30ca\u69cb\u7bc9\u7528\u306b\u7528\u610f\u3057\u3066\u3042\u308b\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u5b9f\u884c\u3057\u3066\u3001\u30cf\u30f3\u30ba\u30aa\u30f3\u74b0\u5883\u306e\u5404\u7a2e\u30b3\u30f3\u30c6\u30ca\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/p>\n<p>\u30b3\u30f3\u30c6\u30ca\u304c\u69cb\u7bc9\u3055\u308c\u3066\u304b\u3089 <code>info<\/code> \u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u4ed8\u3051\u3066\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u30cf\u30f3\u30ba\u30aa\u30f3\u306b\u5fc5\u8981\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e URL \u306a\u3069\u3092\u8868\u793a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-plain\"><code>$ .\/CREATE_CONTAINER.sh info\n\n\/************************************************************\n * Information:\n * - Used a material at the following URL as a reference to create Milvus containers.\n *   - https:\/\/milvus.io\/docs\/ja\/install_standalone-docker-compose.md\n * - Access to Attu (Web admin tool for Milvus) with the URL below.\n *   - http:\/\/localhost:8000\n ***********************************************************\/<\/code><\/pre>\n<\/div>\n<p>Attu \u30b3\u30f3\u30c6\u30ca\u304c\u7a3c\u50cd\u3059\u308b\u306e\u3067\u30d6\u30e9\u30a6\u30b6\u3067\u30a2\u30af\u30bb\u30b9\u3057\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"880\" height=\"732\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/milvus-attu-login.png?resize=880%2C732&amp;ssl=1\" alt=\"\" class=\"wp-image-49940\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/milvus-attu-login.png?w=1106&amp;ssl=1 1106w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/milvus-attu-login.png?resize=940%2C782&amp;ssl=1 940w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><\/figure>\n<p>\u306a\u304a\u3001\u30b3\u30f3\u30c6\u30ca\u69cb\u7bc9\u30b9\u30af\u30ea\u30d7\u30c8\u3067\u5b9f\u884c\u3059\u308b\u5185\u5bb9\u306f\u4ee5\u4e0b\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<h3 class=\"wp-block-heading\"><span id=\"tsuru_zheng_beisukuriputono_shi_xing\">\u30c4\u30fc\u30eb\u6574\u5099\u30b9\u30af\u30ea\u30d7\u30c8\u306e\u5b9f\u884c<\/span><\/h3>\n<p>\u672c\u7ae0\u3067\u306f\u30b3\u30f3\u30bd\u30fc\u30eb\u3092\u7528\u3044\u3066\u4ee5\u4e0b\u306e\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3067\u4f5c\u696d\u3092\u5b9f\u65bd\u3057\u307e\u3059\u3002<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-plain\"><code>$ cd ~\/handson\/hands-on-rag-with-langchain\/setup\/<\/code><\/pre>\n<\/div>\n<p>\u30cf\u30f3\u30ba\u30aa\u30f3\u3067\u4f7f\u3046\u30c4\u30fc\u30eb\u3092\u6574\u5099\u3059\u308b\u305f\u3081\u306b\u7528\u610f\u3057\u3066\u3042\u308b\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n<p>\u306a\u304a\u3001\u30c4\u30fc\u30eb\u6574\u5099\u30b9\u30af\u30ea\u30d7\u30c8\u3067\u5b9f\u884c\u3059\u308b\u5185\u5bb9\u306f\u4ee5\u4e0b\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n<h2 class=\"wp-block-heading\"><span id=\"hanzuon_shi_shi\">\u30cf\u30f3\u30ba\u30aa\u30f3\u5b9f\u65bd<\/span><\/h2>\n<p>\u30cf\u30f3\u30ba\u30aa\u30f3\u306f Python \u8a00\u8a9e\u74b0\u5883\u3067 JupyterLab \u3092\u4f7f\u3063\u3066\u9032\u3081\u307e\u3059\u3002\u307e\u305a\u306f JupyterLab \u306e\u5b9f\u884c\u74b0\u5883\u3092\u6e96\u5099\u3059\u308b\u305f\u3081\u3001\u30b3\u30f3\u30bd\u30fc\u30eb\u3092\u7528\u3044\u3066\u4ee5\u4e0b\u306e\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3067\u4f5c\u696d\u3092\u5b9f\u65bd\u3057\u307e\u3059\u3002<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-plain\"><code>$ cd ~\/handson\/hands-on-rag-with-langchain\/try-my-hand\/<\/code><\/pre>\n<\/div>\n<h3 class=\"wp-block-heading\"><span id=\"JupyterLab_de_jiao_caino_shi_shi\">JupyterLab \u3067\u6559\u6750\u306e\u5b9f\u65bd<\/span><\/h3>\n<h4 class=\"wp-block-heading\"><span id=\"Python_fan_xiang_huan_jingnoakutibeto\">Python \u4eee\u60f3\u74b0\u5883\u306e\u30a2\u30af\u30c6\u30a3\u30d9\u30fc\u30c8<br \/><\/span><\/h4>\n<p>\u300c.venv\u300d\u540d\u3067Python \u4eee\u60f3\u74b0\u5883\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n<p>Python \u4eee\u60f3\u74b0\u5883\u306e\u9818\u57df\u306b\u3042\u305f\u308b\u300c<code>.venv\/<\/code>\u300d\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u304c\u3067\u304d\u305f\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-plain\"><code>$ ls -laF\n\n :\ndrwxr-xr-x 7 hoge hoge 4096 Jan 14 12:15 .venv\/\n :<\/code><\/pre>\n<\/div>\n<p>source \u30b3\u30de\u30f3\u30c9\u3067 Python \u4eee\u60f3\u74b0\u5883\u306b\u5165\u308a\u307e\u3059\uff08\u4eee\u60f3\u74b0\u5883\u3092\u30a2\u30af\u30c6\u30a3\u30d6\u306b\u3057\u307e\u3059\uff09\u3002\u3053\u306e\u5f8c\u306f\u3001\u6b21\u7ae0\u300c<a target=\"_blank\" href=\"#JupyterLab_no_qi_dong\" title=\"\">JupyterLab \u306e\u8d77\u52d5<\/a>\u300d\u306b\u9032\u307f\u30cf\u30f3\u30ba\u30aa\u30f3\u3092\u958b\u59cb\u3057\u307e\u3059\u3002<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-plain\"><code>$ source .venv\/bin\/activate\n(.venv) $<\/code><\/pre>\n<\/div>\n<ul class=\"wp-block-list is-style-sango-list-simple\">\n<li>\u4eee\u60f3\u74b0\u5883\u304c\u30a2\u30af\u30c6\u30a3\u30d6\u306b\u306a\u308b\u3068\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u5148\u982d\u306b\u62ec\u5f27\u3067\u74b0\u5883\u540d\u304c\u8868\u793a\u3055\u308c\u307e\u3059\uff08\u4f8b\uff1a<code>(.venv)<\/code>\uff09<\/li>\n<\/ul>\n<p>\u30cf\u30f3\u30ba\u30aa\u30f3\u304c\u7d42\u308f\u3063\u305f\u969b\u306f\u3001\u30d6\u30e9\u30a6\u30b6\u3067 JupyterLab \u3092\u9589\u3058\u3066\u300c<code>deactivate<\/code>\u300d\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066 Python \u4eee\u60f3\u74b0\u5883\u304b\u3089\u629c\u3051\u307e\u3059\u3002<\/p>\n<p>\u306a\u304a\u3001Python \u4eee\u60f3\u74b0\u5883\u306e\u4f5c\u6210\u306f\u8a72\u5f53\u30d5\u30a9\u30eb\u30c0\u306b\u3042\u308b\u300c<a target=\"_blank\" href=\"https:\/\/github.com\/Toshiharu-Konuma-sti\/hands-on-rag-with-langchain\/blob\/main\/try-my-hand\/cmd01-before_python_virtual_env.sh\" target=\"_blank\" rel=\"noopener\" title=\"\">cmd01-before_python_virtual_env.sh<\/a> \u300d\u3067\u3082\u5b9f\u884c\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u3066\u3042\u308a\u307e\u3059\u3002<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-plain\"><code>$ .\/cmd01-before_python_virtual_env.sh\n\n :\n* Next, enter the command below to go to the python virtual environment!!\n source .venv\/bin\/activate<\/code><\/pre>\n<\/div>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-plain\"><code>$ source .venv\/bin\/activate\n(.venv) $<\/code><\/pre>\n<\/div>\n<h4 class=\"wp-block-heading\"><span id=\"JupyterLab_no_qi_dong\">JupyterLab \u306e\u8d77\u52d5<\/span><\/h4>\n<p>Python \u4eee\u60f3\u74b0\u5883\u304c\u30a2\u30af\u30c6\u30a3\u30d6\u306a\u72b6\u614b\u3067 JupyterLab \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-plain\"><code>(.venv) $ pip install jupyterlab<\/code><\/pre>\n<\/div>\n<p>JupyterLab \u3092\u8d77\u52d5\u3059\u308b\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n<p>\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3068\u30b3\u30f3\u30bd\u30fc\u30eb\u306b\u8d77\u52d5\u30ed\u30b0\u304c\u6d41\u308c\u59cb\u3081\u307e\u3059\u3002JupyterLab \u306e\u8d77\u52d5\u6e96\u5099\u304c\u6574\u3046\u3068\u6d41\u308c\u3066\u3044\u305f\u30ed\u30b0\u304c\u6b62\u307e\u308a\u3001\u8d77\u52d5\u3059\u308b\u305f\u3081\u306e URL \u304c\u51fa\u529b\u3055\u308c\u307e\u3059\u3002<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-plain\"><code> :\n[I 2025-01-14 12:34:04.899 ServerApp] Jupyter Server 2.15.0 is running at:\n[I 2025-01-14 12:34:04.899 ServerApp] http:\/\/localhost:8888\/lab?token=d7488a5d324a41c9685cc2e298c5f16d7def9ddf02e50a3b\n[I 2025-01-14 12:34:04.899 ServerApp]     http:\/\/127.0.0.1:8888\/lab?token=d7488a5d324a41c9685cc2e298c5f16d7def9ddf02e50a3b\n[I 2025-01-14 12:34:04.899 ServerApp] Use Control-C to stop this server and shut down all kernels (twice to skip confirmation).\n[C 2025-01-14 12:34:05.465 ServerApp]\n\n    To access the server, open this file in a browser:\n        file:\/\/\/home\/hoge\/.local\/share\/jupyter\/runtime\/jpserver-60018-open.html\n    Or copy and paste one of these URLs:\n        http:\/\/localhost:8888\/lab?token=d7488a5d324a41c9685cc2e298c5f16d7def9ddf02e50a3b\n        http:\/\/127.0.0.1:8888\/lab?token=d7488a5d324a41c9685cc2e298c5f16d7def9ddf02e50a3b<\/code><\/pre>\n<\/div>\n<ul class=\"wp-block-list is-style-sango-list-simple\">\n<li>\u4e0a\u8a18\u30ed\u30b0\u4f8b\u3067\u306f<br \/>\u300c<code>http:\/\/localhost:8888\/lab?token=d7488a5d324a41c9685cc2e298c5f16d7def9ddf02e50a3b<\/code>\u300d<br \/>\u304c\u8d77\u52d5\u3059\u308b URL \u306b\u8a72\u5f53\u3057\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u30b3\u30de\u30f3\u30c9\u5b9f\u884c\u3054\u3068\u306b token \u304c\u7570\u306a\u308b\u306e\u3067\u3001\u5fc5\u305a\u30b3\u30f3\u30bd\u30fc\u30eb\u306b\u51fa\u529b\u3055\u308c\u308b URL \u3092\u8d77\u52d5\u306b\u5229\u7528\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>\u8d77\u52d5\u30ed\u30b0\u306b\u51fa\u529b\u3055\u308c\u305f URL \u306b\u30a2\u30af\u30bb\u30b9\u3057\u3066\u30d6\u30e9\u30a6\u30b6\u3067 JupyterLab \u3092\u8d77\u52d5\u3057\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"880\" height=\"527\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/jupyterlab-launcher.png?resize=880%2C527&amp;ssl=1\" alt=\"\" class=\"wp-image-49942\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/jupyterlab-launcher.png?w=1920&amp;ssl=1 1920w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/jupyterlab-launcher.png?resize=1536%2C920&amp;ssl=1 1536w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/jupyterlab-launcher.png?resize=940%2C563&amp;ssl=1 940w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/jupyterlab-launcher.png?w=1760&amp;ssl=1 1760w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><\/figure>\n<p>\u306a\u304a\u3001JupyterLab \u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304b\u3089\u8d77\u52d5\u306f\u8a72\u5f53\u30d5\u30a9\u30eb\u30c0\u306b\u3042\u308b\u300c<a target=\"_blank\" href=\"https:\/\/github.com\/Toshiharu-Konuma-sti\/hands-on-rag-with-langchain\/blob\/main\/try-my-hand\/cmd02-start_jupyterlab.sh\" target=\"_blank\" rel=\"noopener\" title=\"\">cmd02-start_jupyterlab.sh<\/a> \u300d\u3067\u3082\u5b9f\u884c\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u3066\u3042\u308a\u307e\u3059\u3002<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-plain\"><code>(.venv) $ .\/cmd02-start_jupyterlab.sh\n\n :\n[I 2025-01-12 00:59:20.643 ServerApp] Use Control-C to stop this server and shut down all kernels (twice to skip confirmation).\n    To access the server, open this file in a browser:\n        file:\/\/\/home\/hoge\/.local\/share\/jupyter\/runtime\/jpserver-72570-open.html\n    Or copy and paste one of these URLs:\n        http:\/\/localhost:8888\/lab?token=612c96228db1af7175d0c00764360c8a0bbe8ee8322c2291\n        http:\/\/127.0.0.1:8888\/lab?token=612c96228db1af7175d0c00764360c8a0bbe8ee8322c2291\n :<\/code><\/pre>\n<\/div>\n<h4 class=\"wp-block-heading\"><span id=\"JupyterLab_de_jiao_cai_li_yong\">JupyterLab \u3067\u6559\u6750\u5229\u7528<br \/><\/span><\/h4>\n<p>\u3053\u308c\u304b\u3089\u793a\u3059 JupyterLab \u306e\u4f7f\u3044\u65b9\u3092\u53c2\u8003\u306b\u3001\u30b9\u30c6\u30c3\u30d71\u304b\u3089\u9806\u756a\u306b\u7528\u610f\u3057\u3066\u3044\u308b\u6559\u6750\u3092\u9032\u3081\u307e\u3059\u3002<\/p>\n<p>\u5de6\u30da\u30a4\u30f3\u306b\u3042\u308b\u30d5\u30a9\u30eb\u30c0\u30a2\u30a4\u30b3\u30f3\u306e\u300cFile Browser\u300d\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u30d5\u30a1\u30a4\u30eb\u4e00\u89a7\u3092\u8868\u793a\u3057\u3001\u30eb\u30fc\u30c8\u968e\u5c64\u304b\u3089\u300c<code>lesson\/<\/code>\u300d\u30d5\u30a9\u30eb\u30c0\u914d\u4e0b\u306b\u30a2\u30af\u30bb\u30b9\u3057\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"880\" height=\"528\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/jupyterlab-file-browser.png?resize=880%2C528&amp;ssl=1\" alt=\"\" class=\"wp-image-49946\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/jupyterlab-file-browser.png?w=1920&amp;ssl=1 1920w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/jupyterlab-file-browser.png?resize=1536%2C922&amp;ssl=1 1536w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/jupyterlab-file-browser.png?resize=940%2C564&amp;ssl=1 940w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/jupyterlab-file-browser.png?w=1760&amp;ssl=1 1760w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><\/figure>\n<p>\u300c<code>lesson\/<\/code>\u300d\u30d5\u30a9\u30eb\u30c0\u914d\u4e0b\u306b rag-step01 \uff5e rag-step05 \u306e\u30d5\u30a1\u30a4\u30eb\u540d\u3067\u59cb\u307e\u308b\u30b9\u30c6\u30c3\u30d7\u3054\u3068\u306e\u6559\u6750\u30d5\u30a1\u30a4\u30eb\u304c\u3042\u308b\u306e\u3067\u3001\u30cf\u30f3\u30ba\u30aa\u30f3\u3092\u9032\u3081\u308b\u30b9\u30c6\u30c3\u30d7\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u30c0\u30d6\u30eb\u30af\u30ea\u30c3\u30af\u3057\u3066\u6559\u6750\u3092\u30a2\u30af\u30c6\u30a3\u30d6\u306b\u3057\u307e\u3059\u3002\uff08\u6700\u521d\u306e\u6559\u6750\u3067\u3042\u308b\u300c\u30b9\u30c6\u30c3\u30d71\u300d\u3092\u30a2\u30af\u30c6\u30a3\u30d6\u306b\u3057\u305f\u4f8b\uff09<\/p>\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"880\" height=\"528\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/jupyterlab-select-step.png?resize=880%2C528&amp;ssl=1\" alt=\"\" class=\"wp-image-49947\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/jupyterlab-select-step.png?w=1920&amp;ssl=1 1920w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/jupyterlab-select-step.png?resize=1536%2C922&amp;ssl=1 1536w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/jupyterlab-select-step.png?resize=940%2C564&amp;ssl=1 940w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/jupyterlab-select-step.png?w=1760&amp;ssl=1 1760w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><\/figure>\n<p>\u6559\u6750\u3092\u8868\u793a\u3057\u305f\u3089\u5de6\u30da\u30a4\u30f3\u306b\u3042\u308b\u76ee\u6b21\u30a2\u30a4\u30b3\u30f3\u306e\u300cTable of Contents\u300d\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u3001\u30b9\u30c6\u30c3\u30d7\u306e\u7ae0\u69cb\u6210\u3092\u8868\u793a\u3057\u306a\u304c\u3089\u6559\u6750\u3092\u4e0a\u304b\u3089\u9806\u306b\u8aad\u307f\u9032\u3081\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"880\" height=\"528\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/jupyterlab-toc.png?resize=880%2C528&amp;ssl=1\" alt=\"\" class=\"wp-image-49948\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/jupyterlab-toc.png?w=1920&amp;ssl=1 1920w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/jupyterlab-toc.png?resize=1536%2C922&amp;ssl=1 1536w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/jupyterlab-toc.png?resize=940%2C564&amp;ssl=1 940w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/jupyterlab-toc.png?w=1760&amp;ssl=1 1760w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><\/figure>\n<p>\u6559\u6750\u3092\u8aad\u307f\u9032\u3081\u3066\u3044\u304f\u904e\u7a0b\u3067\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306e\u30bb\u30eb\u306b\u5230\u9054\u3057\u305f\u3089\u3001\u6559\u6750\u4e0a\u90e8\u306b\u3042\u308b\u518d\u751f\u30a2\u30a4\u30b3\u30f3\u306e\u300cRun this cell and advance\u300d\uff08\u3082\u3057\u304f\u306f\u3001\u30bb\u30eb\u5185\u3067[Ctrl] + [Enter]\uff09\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u3001\u30bb\u30eb\u5185\u306e\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u3066\u30cf\u30f3\u30ba\u30aa\u30f3\u3092\u9032\u3081\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"880\" height=\"528\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/jupyterlab-run-cell.png?resize=880%2C528&amp;ssl=1\" alt=\"\" class=\"wp-image-49949\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/jupyterlab-run-cell.png?w=1920&amp;ssl=1 1920w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/jupyterlab-run-cell.png?resize=1536%2C922&amp;ssl=1 1536w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/jupyterlab-run-cell.png?resize=940%2C564&amp;ssl=1 940w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/jupyterlab-run-cell.png?w=1760&amp;ssl=1 1760w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><\/figure>\n<p>\u5404\u6559\u6750\u3092\u4e0a\u304b\u3089\u9806\u756a\u306b\u9032\u3081\u3066\u3044\u304d\u6700\u7d42\u7ae0\u307e\u3067\u5230\u9054\u3057\u305f\u3089\u3001\u305d\u306e\u30b9\u30c6\u30c3\u30d7\u306e\u4f53\u9a13\u5b66\u7fd2\u306f\u7d42\u4e86\u3067\u3059\u3002\u6b21\u306e\u30b9\u30c6\u30c3\u30d7\u306b\u9032\u307f\u306a\u304c\u3089\u3001\u30b9\u30c6\u30c3\u30d71\u304b\u30895\u307e\u3067\u306e\u5404\u6559\u6750\u3092\u9032\u3081\u308b\u3053\u3068\u3067\u3001RAG \u306e\u4ed5\u7d44\u307f\u3092\u5b9f\u969b\u306b\u4f53\u9a13\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<h3 class=\"wp-block-heading\"><span id=\"suteppugotono_jiao_cai_nei_rong\">\u30b9\u30c6\u30c3\u30d7\u3054\u3068\u306e\u6559\u6750\u5185\u5bb9<\/span><\/h3>\n<p>\u30b9\u30c6\u30c3\u30d7\u3054\u3068\u306b\u7528\u610f\u3057\u3066\u3042\u308b\u6559\u6750\u3067\u30cf\u30f3\u30ba\u30aa\u30f3\u3067\u304d\u308b\u5185\u5bb9\u3092\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<h4 class=\"wp-block-heading\"><span id=\"suteppu1\">\u30b9\u30c6\u30c3\u30d71<\/span><\/h4>\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"880\" height=\"495\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/rag-overview-step1.jpg?resize=880%2C495&amp;ssl=1\" alt=\"\" class=\"wp-image-49951\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/rag-overview-step1.jpg?w=1920&amp;ssl=1 1920w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/rag-overview-step1.jpg?resize=1536%2C864&amp;ssl=1 1536w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/rag-overview-step1.jpg?resize=940%2C529&amp;ssl=1 940w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/rag-overview-step1.jpg?w=1760&amp;ssl=1 1760w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><\/figure>\n<p>\u6559\u6750\u306e Notebook \u306f\u4ee5\u4e0b GitHub \u306b\u3066\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u8a72\u5f53\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u306f\u3001<br \/>RAG \u306b\u5fc5\u8981\u306a\u985e\u4f3c\u691c\u7d22\u3067\u5229\u7528\u3059\u308b\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u74b0\u5883\u3092\u6574\u3048\u308b\u3053\u3068\u3092\u76ee\u7684\u306b\u3001\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3068\u3057\u3066\u7528\u610f\u3057\u305f Excel \u30d5\u30a1\u30a4\u30eb\u3092\u30d9\u30af\u30c8\u30eb\u5316\u3057\u3066\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u4fdd\u5b58\u3059\u308b\u904e\u7a0b\u3092\u7d4c\u9a13\u3057\u307e\u3059\u3002<\/p>\n<h4 class=\"wp-block-heading\"><span id=\"suteppu2\">\u30b9\u30c6\u30c3\u30d72<\/span><\/h4>\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"880\" height=\"495\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/rag-overview-step2.jpg?resize=880%2C495&amp;ssl=1\" alt=\"\" class=\"wp-image-49952\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/rag-overview-step2.jpg?w=1920&amp;ssl=1 1920w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/rag-overview-step2.jpg?resize=1536%2C864&amp;ssl=1 1536w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/rag-overview-step2.jpg?resize=940%2C529&amp;ssl=1 940w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/rag-overview-step2.jpg?w=1760&amp;ssl=1 1760w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><\/figure>\n<p>\u6559\u6750\u306e Notebook \u306f\u4ee5\u4e0b GitHub \u306b\u3066\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u8a72\u5f53\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u306f\u3001<br \/>\u3072\u3068\u3064\u524d\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u767b\u9332\u3057\u305f\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u3001\u30b5\u30f3\u30d7\u30eb\u306e\u30af\u30a8\u30ea\u3092\u6295\u5165\u3057\u3066\u985e\u4f3c\u691c\u7d22\u3092\u5b9f\u884c\u3059\u308b\u904e\u7a0b\u3092\u7d4c\u9a13\u3057\u307e\u3059\u3002<\/p>\n<h4 class=\"wp-block-heading\"><span id=\"suteppu3\">\u30b9\u30c6\u30c3\u30d73<\/span><\/h4>\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"880\" height=\"495\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/rag-overview-step3.jpg?resize=880%2C495&amp;ssl=1\" alt=\"\" class=\"wp-image-49953\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/rag-overview-step3.jpg?w=1920&amp;ssl=1 1920w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/rag-overview-step3.jpg?resize=1536%2C864&amp;ssl=1 1536w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/rag-overview-step3.jpg?resize=940%2C529&amp;ssl=1 940w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/rag-overview-step3.jpg?w=1760&amp;ssl=1 1760w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><\/figure>\n<p>\u6559\u6750\u306e Notebook \u306f\u4ee5\u4e0b GitHub \u306b\u3066\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u8a72\u5f53\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u306f\u3001<br \/>\u8cea\u554f\u8005\u304b\u3089\u6295\u3052\u304b\u3051\u3089\u308c\u305f\u30af\u30a8\u30ea\u30fc\u3068\u985e\u4f3c\u691c\u7d22\u3067\u5f97\u3089\u308c\u305f\u985e\u4f3c\u60c5\u5831\u3092\u4f7f\u3063\u3066\u3001LLM \u306b\u56de\u7b54\u6848\u306e\u4f5c\u6210\u3092\u4f9d\u983c\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u6e96\u5099\u3059\u308b\u904e\u7a0b\u3092\u7d4c\u9a13\u3057\u307e\u3059\u3002<\/p>\n<h4 class=\"wp-block-heading\"><span id=\"suteppu4\">\u30b9\u30c6\u30c3\u30d74<\/span><\/h4>\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"880\" height=\"495\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/rag-overview-step4.jpg?resize=880%2C495&amp;ssl=1\" alt=\"\" class=\"wp-image-49954\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/rag-overview-step4.jpg?w=1920&amp;ssl=1 1920w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/rag-overview-step4.jpg?resize=1536%2C864&amp;ssl=1 1536w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/rag-overview-step4.jpg?resize=940%2C529&amp;ssl=1 940w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/rag-overview-step4.jpg?w=1760&amp;ssl=1 1760w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><\/figure>\n<p>\u6559\u6750\u306e Notebook \u306f\u4ee5\u4e0b GitHub \u306b\u3066\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u8a72\u5f53\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u306f\u3001<br \/>\u3053\u3053\u307e\u3067\u306b\u7d4c\u9a13\u3057\u3066\u304d\u305f\u985e\u4f3c\u691c\u7d22\u3068\u6e96\u5099\u3057\u305f\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u6d3b\u7528\u3057\u3066\u3001Retriever \u3068 Generator \u3092\u5b9f\u88c5\u3059\u308b\u904e\u7a0b\u3092\u7d4c\u9a13\u3057\u307e\u3059\u3002<\/p>\n<h4 class=\"wp-block-heading\"><span id=\"suteppu5\">\u30b9\u30c6\u30c3\u30d75<\/span><\/h4>\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"880\" height=\"495\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/rag-overview-step5.jpg?resize=880%2C495&amp;ssl=1\" alt=\"\" class=\"wp-image-49955\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/rag-overview-step5.jpg?w=1920&amp;ssl=1 1920w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/rag-overview-step5.jpg?resize=1536%2C864&amp;ssl=1 1536w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/rag-overview-step5.jpg?resize=940%2C529&amp;ssl=1 940w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/rag-overview-step5.jpg?w=1760&amp;ssl=1 1760w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><\/figure>\n<p>\u6559\u6750\u306e Notebook \u306f\u4ee5\u4e0b GitHub \u306b\u3066\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u8a72\u5f53\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u306f\u3001<br \/>\u30b9\u30c6\u30c3\u30d72\u4ee5\u964d\u3067\u7d4c\u9a13\u3057\u3066\u304d\u305f\u30ca\u30ec\u30c3\u30b8\u3092\u6d3b\u7528\u3057\u3066\u3001Web UI \u306e\u7c21\u6613\u7684\u306a RAG \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u69cb\u7bc9\u3092\u7d4c\u9a13\u3057\u307e\u3059\u3002<\/p>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n<h2 class=\"wp-block-heading\"><span id=\"Appendix\">Appendix<\/span><\/h2>\n<p>\u30cf\u30f3\u30ba\u30aa\u30f3\u74b0\u5883\u306e\u69cb\u7bc9\u3084\u8a2d\u5b9a\u624b\u9806\u3067\u5229\u7528\u3057\u305f\u5404\u7a2e\u30b9\u30af\u30ea\u30d7\u30c8\u3084\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u306e\u5b9f\u88c5\u5185\u5bb9\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n<h3 class=\"wp-block-heading\"><span id=\"kontena_gou_zhusukuriputono_jie_shuo\">\u30b3\u30f3\u30c6\u30ca\u69cb\u7bc9\u30b9\u30af\u30ea\u30d7\u30c8\u306e\u89e3\u8aac<\/span><\/h3>\n<p>\u30b9\u30af\u30ea\u30d7\u30c8\u300c<a target=\"_blank\" href=\"https:\/\/github.com\/Toshiharu-Konuma-sti\/hands-on-rag-with-langchain\/blob\/main\/container\/CREATE_CONTAINER.sh\" target=\"_blank\" rel=\"noopener\" title=\"\">CREATE_CONTAINER.sh<\/a> \u300d\u3067\u5b9f\u884c\u3059\u308b\u5185\u5bb9\u3092\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<h4 class=\"wp-block-heading\"><span id=\"Milvus_gou_zhu_yongno_YAML_fairu_qu_deto_jia_gong\">Milvus \u69cb\u7bc9\u7528\u306e YAML \u30d5\u30a1\u30a4\u30eb\u53d6\u5f97\u3068\u52a0\u5de5<\/span><\/h4>\n<p>\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u69cb\u6210\u3059\u308b Milvus \u306e\u30b3\u30f3\u30c6\u30ca\u306f\u3001\u4ee5\u4e0b\u516c\u5f0f\u60c5\u5831\u304b\u3089\u30a2\u30ec\u30f3\u30b8\u3057\u305f\u624b\u9806\u3067\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/p>\n<p>Milvus \u306e\u69cb\u7bc9\u306f\u3001\u300c<a target=\"_blank\" href=\"https:\/\/github.com\/milvus-io\/milvus\/releases\/\" target=\"_blank\" rel=\"noopener\" title=\"\">Milvus \u306e GitHub \u30ea\u30dd\u30b8\u30c8\u30ea<\/a>\u300d\u3067\u516c\u958b\u3057\u3066\u3044\u308b\u300cdocker-compose.yml\u300d\uff08\u30b3\u30f3\u30c6\u30ca\u5b9a\u7fa9\uff09\u3092\u53d6\u5f97\u3057\u3066\u5229\u7528\u3057\u307e\u3059\u3002<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-plain\"><code>$ wget \\\n https:\/\/github.com\/milvus-io\/milvus\/releases\/download\/v2.5.2\/milvus-standalone-docker-compose.yml \\\n -O docker-compose-milvus.yml<\/code><\/pre>\n<\/div>\n<p>Milvus \u63d0\u4f9b\u306e\u30b3\u30f3\u30c6\u30ca\u5b9a\u7fa9\u306f\u3001\u30dc\u30ea\u30e5\u30fc\u30e0\u304c\u30d0\u30a4\u30f3\u30c9\u30de\u30a6\u30f3\u30c8\u65b9\u5f0f\u3067\u7ba1\u7406\u306b root \u6a29\u9650\u3092\u5fc5\u8981\u3068\u3059\u308b\u305f\u3081\u3001\u7de8\u96c6\u3057\u3066\u540d\u524d\u4ed8\u304d\u30dc\u30ea\u30e5\u30fc\u30e0\u65b9\u5f0f\u306b\u5909\u66f4\u3057\u307e\u3059\u3002<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-plain\"><code>  services:\n    etcd:\n      :\n      volumes:\n-       - ${DOCKER_VOLUME_DIRECTORY:-.}\/volumes\/etcd:\/etcd\n+       - milvus-etcd:\/etcd\n      :\n    minio:\n      :\n      volumes:\n-       - ${DOCKER_VOLUME_DIRECTORY:-.}\/volumes\/minio:\/minio_data\n+       - milvus-minio:\/minio_data\n      :\n    standalone:\n      :\n      volumes:\n-       - ${DOCKER_VOLUME_DIRECTORY:-.}\/volumes\/milvus:\/var\/lib\/milvus\n+       - milvus-data:\/var\/lib\/milvus\n      :\n+ volumes:\n+   milvus-etcd:\n+   milvus-minio:\n+   milvus-data:<\/code><\/pre>\n<\/div>\n<h4 class=\"wp-block-heading\"><span id=\"Web_UI_guan_litsuru_gou_zhu_yongno_YAML_fairu_yong_yi\">Web UI \u7ba1\u7406\u30c4\u30fc\u30eb\u69cb\u7bc9\u7528\u306e YAML \u30d5\u30a1\u30a4\u30eb\u7528\u610f<\/span><\/h4>\n<p>Milvus \u63d0\u4f9b\u306e\u30b3\u30f3\u30c6\u30ca\u5b9a\u7fa9\u306f\u3001 Web UI \u306e\u7ba1\u7406\u30c4\u30fc\u30eb\u306f\u542b\u307e\u308c\u306a\u3044\u306e\u3067\u3001\u7ba1\u7406\u30c4\u30fc\u30eb\u306e Attu \u306f\u30b3\u30f3\u30c6\u30ca\u5b9a\u7fa9\u3092\u30aa\u30ea\u30b8\u30ca\u30eb\u306b\u4f5c\u308a\u307e\u3057\u305f\u3002<\/p>\n<h4 class=\"wp-block-heading\"><span id=\"kontenano_gou_zhu\">\u30b3\u30f3\u30c6\u30ca\u306e\u69cb\u7bc9<\/span><\/h4>\n<p>\u7528\u610f\u3057\u305f\u300cdocker-compose-milvus.yml\u3001docker-compose-attu.yml\u300d\u3067\u4e00\u6c17\u306b\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-plain\"><code>$ docker-compose \\\n   -f docker-compose-milvus.yml \\\n   -f docker-compose-attu.yml \\\n   up -d<\/code><\/pre>\n<\/div>\n<p>\u5168\u3066\u306e\u30b3\u30f3\u30c6\u30ca\u304c\u7a3c\u50cd\uff08STATUS = Up\uff09\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-plain\"><code>$ docker ps -a\n\nCONTAINER ID   IMAGE                                    ... STATUS                 ... NAMES\n4b7aadb871bb   zilliz\/attu:v2.4.12                      ... Up 3 minutes           ... milvus-attu\n62a25fc50463   milvusdb\/milvus:v2.5.2                   ... Up 3 minutes (healthy) ... milvus-standalone\n612a4a6c4a66   minio\/minio:RELEASE.2023-03-20T20-16-18Z ... Up 3 minutes (healthy) ... milvus-minio\nbf1624b0e410   quay.io\/coreos\/etcd:v3.5.16              ... Up 3 minutes (healthy) ... milvus-etcd<\/code><\/pre>\n<\/div>\n<h3 class=\"wp-block-heading\"><span id=\"tsuru_zheng_beisukuriputono_jie_shuo\">\u30c4\u30fc\u30eb\u6574\u5099\u30b9\u30af\u30ea\u30d7\u30c8\u306e\u89e3\u8aac<\/span><\/h3>\n<p>\u30b9\u30af\u30ea\u30d7\u30c8\u300c<a target=\"_blank\" href=\"https:\/\/github.com\/Toshiharu-Konuma-sti\/hands-on-rag-with-langchain\/blob\/main\/setup\/SETUP_HANDS-ON.sh\" target=\"_blank\" rel=\"noopener\" title=\"\">SETUP_HANDS-ON.sh<\/a> \u300d\u3067\u5b9f\u884c\u3059\u308b\u5185\u5bb9\u3092\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<h4 class=\"wp-block-heading\"><span id=\"Python_huan_jingno_zheng_bei\">Python \u74b0\u5883\u306e\u6574\u5099<\/span><\/h4>\n<p>Python \u8a00\u8a9e\u74b0\u5883\u3067\u30cf\u30f3\u30ba\u30aa\u30f3\u3092\u9032\u3081\u308b\u305f\u3081\u3001\u30d1\u30c3\u30b1\u30fc\u30b8\u7ba1\u7406\u3084 Python \u4eee\u60f3\u74b0\u5883\u306a\u3069\u304c\u4f7f\u3048\u308b\u3088\u3046\u306b Python \u74b0\u5883\u3092\u6574\u3048\u307e\u3059\u3002<\/p>\n<p>\u5404\u7a2e\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u30d1\u30c3\u30b1\u30fc\u30b8\u7ba1\u7406\u3067\u304d\u308b\u3088\u3046\u306b pip \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-plain\"><code>$ sudo apt install -y python3-pip<\/code><\/pre>\n<\/div>\n<p>\u4eee\u60f3\u74b0\u5883\u3092\u6271\u3048\u308b\u3088\u3046\u306b venv \u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-plain\"><code>$ sudo apt install -y python3-venv<\/code><\/pre>\n<\/div>\n<h3 class=\"wp-block-heading\"><span id=\"xintani_shiitai_Open_source_LLM_no_zhui_jia_shi_zhuang_shou_shun\">\u65b0\u305f\u306b\u4f7f\u3044\u305f\u3044 Open source LLM \u306e\u8ffd\u52a0\u5b9f\u88c5\u624b\u9806<\/span><\/h3>\n<p>AI \u30b9\u30bf\u30fc\u30c8\u30a2\u30c3\u30d7\u5404\u793e\u304c\u65e5\u3005\u3057\u306e\u304e\u3092\u524a\u308a LLM \u88fd\u54c1\u958b\u767a\u304c\u9032\u3093\u3067\u3044\u308b\u72b6\u6cc1\u4e0b\u3067\u30012024\u5e74\u306e\u5e74\u672b\u306b\u306f\u65b0\u305f\u306a LLM \u3068\u3057\u3066\u300cDeepSeek\u300d\u304c\u8a71\u984c\u306b\u306a\u308b\u306a\u3069\u3001\u672c\u30cf\u30f3\u30ba\u30aa\u30f3\u306e\u6559\u6750\u3092\u4f7f\u3063\u3066\u65b0\u305f\u306a Open source LLM \u3092\u8a66\u3057\u306b\u4f7f\u3063\u3066\u307f\u305f\u304f\u306a\u308b\u3053\u3068\u304c\u3042\u308b\u3068\u601d\u3044\u307e\u3059\u3002\u305d\u306e\u3088\u3046\u306a\u5834\u5408\u306b\u3001\u6559\u6750\u306b\u5b9f\u88c5\u3055\u308c\u3044\u306a\u3044 Open source LLM \u3092\u8ffd\u52a0\u3067\u7d44\u307f\u8fbc\u3080\u5b9f\u88c5\u624b\u9806\u3092\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<h4 class=\"wp-block-heading\"><span id=\"shi_qian_zhun_bei1\">\u4e8b\u524d\u6e96\u5099<\/span><\/h4>\n<p>\u4f55\u306f\u3068\u3082\u3042\u308c\u3001\u65b0\u305f\u306b\u8a66\u3059\u305f\u3081\u8ffd\u52a0\u3067\u7d44\u307f\u8fbc\u307f\u305f\u3044 Open source LLM \u306e\u300c\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u5148\uff08\u5165\u624b\u5148\uff09\u300d\u3068\u300c\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u66f8\u5f0f\u300d\u304c\u5fc5\u8981\u3068\u306a\u308a\u307e\u3059\u3002\u4eca\u56de\u306e\u984c\u6750\u306f\u300cDeepSeek\u300d\u3092\u8ffd\u52a0\u3057\u305f\u5834\u5408\u306e\u624b\u9806\u3092\u8aac\u660e\u3057\u307e\u3059\u304c\u3001PC\u3067\u52d5\u304b\u3059\u306b\u306f\u5927\u304d\u306a\u30d1\u30e9\u30e1\u30fc\u30bf\u6570\u306e Open source LLM \u3092\u52d5\u304b\u3059\u3053\u3068\u306f\u3067\u304d\u306a\u3044\u306e\u3067\u3001PC \u3067\u3082\u52d5\u4f5c\u3057\u305d\u3046\u306a\u30d1\u30e9\u30e1\u30fc\u30bf\u6570\u304c\u5c0f\u3055\u304f\u4f5c\u3089\u308c\u305f\u84b8\u7559\u30e2\u30c7\u30eb\u3092\u63a2\u3057\u3066\u60c5\u5831\u3092\u63c3\u3048\u307e\u3059\u3002<br \/>\u3053\u308c\u306b\u306f\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u3092\u304f\u307e\u306a\u304f\u691c\u7d22\u3057\u3066\u30b3\u30c4\u30b3\u30c4\u3068\u60c5\u5831\u3092\u53ce\u96c6\u3057\u3066\u3001\u8ffd\u52a0\u5b9f\u88c5\u3059\u308b\u305f\u3081\u306e\u60c5\u5831\u3092\u6574\u7406\u3057\u3066\u7528\u610f\u3057\u307e\u3059\u3002<\/p>\n<p>\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u5148\uff08\u5165\u624b\u5148\uff09\u306f\u4ee5\u4e0b URL \u3067\u3059\u3002<\/p>\n<p>\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u66f8\u5f0f\u306f\u3001\u307e\u3060\u6700\u826f\u306e\u66f8\u5f0f\u304b\u81ea\u4fe1\u304c\u7121\u3044\u72b6\u6cc1\u3067\u3059\u304c\u3001\u73fe\u6642\u70b9\u3067\u304b\u304d\u96c6\u3081\u305f\u60c5\u5831\u3068\u3057\u3066\u4ee5\u4e0b\u306e\u66f8\u5f0f\u3067\u9032\u3081\u307e\u3059\u3002<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-plain\"><code>\n\u3042\u306a\u305f\u306f\u89aa\u5207\u3067\u3001\u793c\u5100\u6b63\u3057\u304f\u3001\u8aa0\u5b9f\u3067\u512a\u79c0\u306a\u65e5\u672c\u4eba\u306e\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3067\u3059\u3002\ncontext\u4ee5\u4e0b\u306b\u7b87\u6761\u66f8\u304d\u3067\u304a\u4f1d\u3048\u3059\u308b\u60c5\u5831\u3092\u4f7f\u7528\u3057\u3066user\u304b\u3089\u306e\u8cea\u554f\u306b\u56de\u7b54\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\ncontext:\n{context}\n{question}\n<\/code><\/pre>\n<\/div>\n<h4 class=\"wp-block-heading\"><span id=\"Step_3_detenpuretokurasuwo_zhui_jia\">Step 3 \u3067\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u30af\u30e9\u30b9\u3092\u8ffd\u52a0<\/span><\/h4>\n<p>Open source LLM \u306b\u56de\u7b54\u306e\u751f\u6210\u3092\u4f9d\u983c\u3059\u308b\u306b\u306f\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u304c\u5fc5\u8981\u3068\u306a\u308b\u305f\u3081\u3001\u8ffd\u52a0\u3059\u308b Open source LLM \u7528\u306e\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u30af\u30e9\u30b9\u3092\u8ffd\u52a0\u5b9f\u88c5\u3057\u307e\u3059\u3002<\/p>\n<p><a target=\"_blank\" href=\"https:\/\/github.com\/Toshiharu-Konuma-sti\/hands-on-rag-with-langchain\/blob\/main\/try-my-hand\/lesson\/rag-step03-llm_template.ipynb\" target=\"_blank\" rel=\"noopener\" title=\"\">\u6559\u6750 Step 3<\/a> \u306b\u3066\u300c1. \u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u751f\u6210\u300d\u306e\u300c \u3010\u5b9a\u7fa9\u3011LLM\u5225\u306e\u30c6\u30f3\u30d7\u30ec\u5b9f\u88c5\u300d\u914d\u4e0b\u3067\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u30af\u30e9\u30b9\u3092\u7ba1\u7406\u3057\u3066\u3044\u307e\u3059\u3002\u4e00\u756a\u6700\u5f8c\u306b\u5b58\u5728\u3059\u308b\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u30af\u30e9\u30b9\u306e\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u30bb\u30eb\u3092\u30a2\u30af\u30c6\u30a3\u30d6\u306b\u3059\u308b\u3068\u3001\u30bb\u30eb\u5185\u5074\u306e\u53f3\u4e0a\u306b\u300cInser a cell below\u300d\u30a2\u30a4\u30b3\u30f3\u304c\u8868\u793a\u3059\u308b\u306e\u3067\u30af\u30ea\u30c3\u30af\u3057\u3066\u3001\u30bf\u30a4\u30c8\u30eb\u7528\u306e\u30bb\u30eb\u3068\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u7528\u306e\u30bb\u30eb\u306e\u5408\u8a08\uff12\u3064\u306e\u30bb\u30eb\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"880\" height=\"195\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step3-add-cell.png?resize=880%2C195&amp;ssl=1\" alt=\"\" class=\"wp-image-49956\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step3-add-cell.png?w=1918&amp;ssl=1 1918w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step3-add-cell.png?resize=1536%2C340&amp;ssl=1 1536w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step3-add-cell.png?resize=940%2C208&amp;ssl=1 940w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step3-add-cell.png?w=1760&amp;ssl=1 1760w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><\/figure>\n<p>\u8ffd\u52a0\u3057\u305f\uff12\u3064\u306e\u30bb\u30eb\u306e\u3046\u3061\u4e0a\u5074\u306e\u30bb\u30eb\u306e\u30bb\u30eb\u30bf\u30a4\u30d7\u3092\u300cMarkdown\u300d\u306b\u3057\u3066 Open source LLM \u540d\u3092\u5165\u529b\u3057\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"880\" height=\"170\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step3-markdown-cell.png?resize=880%2C170&amp;ssl=1\" alt=\"\" class=\"wp-image-49957\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step3-markdown-cell.png?w=1916&amp;ssl=1 1916w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step3-markdown-cell.png?resize=1536%2C297&amp;ssl=1 1536w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step3-markdown-cell.png?resize=940%2C182&amp;ssl=1 940w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step3-markdown-cell.png?w=1760&amp;ssl=1 1760w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><\/figure>\n<p>\u4e0b\u5074\u306e\u30bb\u30eb\u306b\u4ed6\u306e\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u30af\u30e9\u30b9\u3092\u53c2\u8003\u306b\u3001\u8ffd\u52a0\u3059\u308b Open source LLM \u7528\u306e\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u30af\u30e9\u30b9\u306e\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092\u65b0\u305f\u306b\u5b9f\u88c5\u3057\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"880\" height=\"299\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step3-implement-template.png?resize=880%2C299&amp;ssl=1\" alt=\"\" class=\"wp-image-49958\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step3-implement-template.png?w=1916&amp;ssl=1 1916w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step3-implement-template.png?resize=1536%2C521&amp;ssl=1 1536w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step3-implement-template.png?resize=940%2C319&amp;ssl=1 940w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step3-implement-template.png?w=1760&amp;ssl=1 1760w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><\/figure>\n<ul class=\"wp-block-list is-style-sango-list-simple\">\n<li>\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u30af\u30e9\u30b9\u306b\u306f\u4ee5\u4e0b4\u3064\u306e\u30e1\u30bd\u30c3\u30c9\u3092\u5b9f\u88c5\u3057\u307e\u3059\n<ul class=\"wp-block-list is-style-sango-list-simple\">\n<li>def get_template_for_use_retriever(self):<br \/>\u985e\u4f3c\u691c\u7d22\u3092\u4f7f\u3046\uff08Open source LLM \u3078\u9001\u308b\u30d7\u30ed\u30f3\u30d7\u30c8\u3078\u985e\u4f3c\u691c\u7d22\u3067\u53d6\u5f97\u3057\u305f\u95a2\u9023\u60c5\u5831\u3092\u8f09\u305b\u308b\uff09\u5834\u5408\u306e\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u5b9f\u88c5\u3057\u307e\u3059\u3002<\/li>\n<li>def get_template_for_not_retriever(self):<br \/>\u985e\u4f3c\u691c\u7d22\u3092\u4f7f\u308f\u306a\u3044\uff08Open source LLM \u3078\u9001\u308b\u30d7\u30ed\u30f3\u30d7\u30c8\u3078\u985e\u4f3c\u691c\u7d22\u3067\u53d6\u5f97\u3057\u305f\u95a2\u9023\u60c5\u5831\u3092\u8f09\u305b\u306a\u3044\uff09\u5834\u5408\u306e\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u5b9f\u88c5\u3057\u307e\u3059\u3002<\/li>\n<li>def extract_answer_from_response(self, response):(self, response):<br \/>Open source LLM \u304b\u3089\u5f97\u305f\u56de\u7b54\u304c\u751f\u6210\u3055\u308c\u305f\u30ec\u30b9\u30dd\u30f3\u30b9\u304b\u3089\u3001\u30e6\u30fc\u30b6\u3078\u8fd4\u5374\u3059\u308b\u56de\u7b54\u6587\u3092\u62bd\u51fa\u3059\u308b\u51e6\u7406\u3092\u5b9f\u88c5\u3057\u307e\u3059\u3002<\/li>\n<li>def get_additional_template_for_conversation(self):y<br \/>\u4e00\u5ea6 Open source LLM \u304b\u3089\u56de\u7b54\u3092\u5f97\u305f\u5f8c\u306b\u3001\u7d99\u7d9a\u3067 Open source LLM \u3078\u4f1a\u8a71\u3092\u3059\u308b\u5834\u5408\u306b\u3001\u524d\u56de\u306e\u30ec\u30b9\u30dd\u30f3\u30b9\u306b\u554f\u3044\u5408\u308f\u305b\u3092\u8ffd\u52a0\u3059\u308b\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u5b9f\u88c5\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h4 class=\"wp-block-heading\"><span id=\"Step_3_de_Open_source_LLM_risutoni_zhui_ji\">Step 3 \u3067 Open source LLM \u30ea\u30b9\u30c8\u306b\u8ffd\u8a18<\/span><\/h4>\n<p>Open source LLM \u7ba1\u7406\u4e00\u89a7\u306b\u3001\u8ffd\u52a0\u3059\u308b Open source LLM \u3092 Hugging Face \u3067\u516c\u958b\u3055\u308c\u3066\u3044\u308b Open source LLM \u540d\u3067\u8ffd\u8a18\u3057\u307e\u3059\u3002<\/p>\n<p>\u8ffd\u52a0\u3059\u308b Open source LLM \u306b\u5bfe\u3057\u3066\u3001Hugging Face \u3067\u516c\u958b\u3055\u308c\u3066\u3044\u308b Open source LLM \u540d\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"880\" height=\"321\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step3-openllm-huggingface.png?resize=880%2C321&amp;ssl=1\" alt=\"\" class=\"wp-image-49959\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step3-openllm-huggingface.png?w=1920&amp;ssl=1 1920w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step3-openllm-huggingface.png?resize=1536%2C560&amp;ssl=1 1536w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step3-openllm-huggingface.png?resize=940%2C343&amp;ssl=1 940w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step3-openllm-huggingface.png?w=1760&amp;ssl=1 1760w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><\/figure>\n<p><a target=\"_blank\" href=\"https:\/\/github.com\/Toshiharu-Konuma-sti\/hands-on-rag-with-langchain\/blob\/main\/try-my-hand\/lesson\/rag-step03-llm_template.ipynb\" target=\"_blank\" rel=\"noopener\" title=\"\">\u6559\u6750 Step 3<\/a> \u306b\u3066\u300c2. OpenLLM\u4e00\u89a7\u4f5c\u6210\u300d\u306e\u300c \u3010\u5b9a\u7fa9\u3011MyOpenLlmList Class\u300d\u3067\u5229\u7528\u3059\u308b Open source LLM \u306e\u4e00\u89a7\u3092\u7ba1\u7406\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u5185\u306e\u914d\u5217\u5b9f\u88c5\u306e\u6700\u5f8c\u306e\u8981\u7d20\u306b\u8ffd\u8a18\u3057\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"880\" height=\"358\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step3-implement-openllm-name.png?resize=880%2C358&amp;ssl=1\" alt=\"\" class=\"wp-image-49960\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step3-implement-openllm-name.png?w=1916&amp;ssl=1 1916w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step3-implement-openllm-name.png?resize=1536%2C625&amp;ssl=1 1536w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step3-implement-openllm-name.png?resize=940%2C383&amp;ssl=1 940w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step3-implement-openllm-name.png?w=1760&amp;ssl=1 1760w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><\/figure>\n<h4 class=\"wp-block-heading\"><span id=\"Step_3_detenpuretokurasuno_zumi_yumi\">Step 3 \u3067\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u30af\u30e9\u30b9\u306e\u7d44\u307f\u8fbc\u307f<\/span><\/h4>\n<p>\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u306e\u5b9f\u88c5\u78ba\u8a8d\u3092\u5b9f\u65bd\u3059\u308b\u306b\u3042\u305f\u308a\u3001\u5148\u306e\u624b\u9806\u3067\u4f5c\u6210\u3057\u305f\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u30af\u30e9\u30b9\u306e\u30a4\u30f3\u30dd\u30fc\u30c8\u3068\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u751f\u6210\u3092\u5b9f\u88c5\u3057\u307e\u3059\u3002<\/p>\n<p><a target=\"_blank\" href=\"https:\/\/github.com\/Toshiharu-Konuma-sti\/hands-on-rag-with-langchain\/blob\/main\/try-my-hand\/lesson\/rag-step03-llm_template.ipynb\" target=\"_blank\" rel=\"noopener\" title=\"\">\u6559\u6750 Step 3<\/a> \u306b\u3066\u300c3. \u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u5b9f\u88c5\u78ba\u8a8d\u300d\u306e\u300c\u5bfe\u8c61\u306eLLM\u3068\u30c6\u30f3\u30d7\u30ec\u9078\u5b9a\u300d\u3067\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u30af\u30e9\u30b9\u306e\u30ed\u30fc\u30c9\u3068\u30a4\u30f3\u30bf\u30f3\u30b9\u751f\u6210\u3092\u7ba1\u7406\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u8ffd\u52a0\u3059\u308b Open source LLM \u306b\u3064\u3044\u3066\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306b\u5b9f\u88c5\u3057\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"880\" height=\"458\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step3-load-and-create-template-class.png?resize=880%2C458&amp;ssl=1\" alt=\"\" class=\"wp-image-49961\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step3-load-and-create-template-class.png?w=1920&amp;ssl=1 1920w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step3-load-and-create-template-class.png?resize=1536%2C800&amp;ssl=1 1536w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step3-load-and-create-template-class.png?resize=940%2C490&amp;ssl=1 940w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step3-load-and-create-template-class.png?w=1760&amp;ssl=1 1760w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><\/figure>\n<p>\u8ffd\u52a0\u3059\u308b Open source LLM \u3092\u8a66\u3059\u306b\u306f\u30e2\u30c7\u30eb\u540d\u306e\u53d6\u5f97\u5b9f\u88c5\u7b87\u6240\u3067\u3001\u8ffd\u52a0\u3057\u305f Open source LLM \u304c\u5b9a\u7fa9\u3055\u308c\u3066\u3044\u308b\u914d\u5217\u8981\u7d20\u6570\u3092\u6307\u3057\u793a\u3059\u3088\u3046\u306b\u5909\u66f4\u3057\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"880\" height=\"458\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step3-create-openllmlist.png?resize=880%2C458&amp;ssl=1\" alt=\"\" class=\"wp-image-49962\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step3-create-openllmlist.png?w=1920&amp;ssl=1 1920w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step3-create-openllmlist.png?resize=1536%2C800&amp;ssl=1 1536w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step3-create-openllmlist.png?resize=940%2C490&amp;ssl=1 940w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step3-create-openllmlist.png?w=1760&amp;ssl=1 1760w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><\/figure>\n<p>Step 3 \u306e\u5b9f\u88c5\u304c\u3053\u3053\u307e\u3067\u3067\u304d\u305f\u3089\u3001\u3042\u3068\u306f Step 3 \u3092\u5148\u982d\u304b\u3089\u5168\u30bb\u30eb\u3092\u5b9f\u884c\u3057\u3066\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u306e\u51fa\u6765\u5177\u5408\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u56de\u7b54\u7d50\u679c\u304c\u4eca\u4e00\u3064\u3068\u601d\u3046\u5834\u5408\u306b\u306f\u3001\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u30af\u30e9\u30b9\u306b\u66f8\u3044\u305f\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u898b\u76f4\u3057\u3066\u518d\u5ea6\u5b9f\u884c\u3092\u7e70\u308a\u8fd4\u3057\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u306e\u54c1\u8cea\u3092\u4e0a\u3052\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<h4 class=\"wp-block-heading\"><span id=\"Step_4_detenpuretokurasuno_zumi_yumi\">Step 4 \u3067\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u30af\u30e9\u30b9\u306e\u7d44\u307f\u8fbc\u307f<\/span><\/h4>\n<p>Step 4\u3001\u304a\u3088\u3073 Step 5 \u306b\u3066\u8ffd\u52a0\u3059\u308b Open source LLM \u3092\u6d3b\u7528\u3059\u308b\u306b\u3042\u305f\u308a\u3001\u5148\u306e\u624b\u9806\u3067\u4f5c\u6210\u3057\u305f\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u30af\u30e9\u30b9\u306e\u30a4\u30f3\u30dd\u30fc\u30c8\u3068\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u751f\u6210\u3092\u5b9f\u88c5\u3057\u307e\u3059\u3002<\/p>\n<p><a target=\"_blank\" href=\"https:\/\/github.com\/Toshiharu-Konuma-sti\/hands-on-rag-with-langchain\/blob\/main\/try-my-hand\/lesson\/rag-step04-retriever_and_generator.ipynb\" target=\"_blank\" rel=\"noopener\" title=\"\">\u6559\u6750 Step 4<\/a> \u306b\u3066\u300c2. \u751f\u6210: \u2461.Generator\u300d\u306e\u300c \u3010\u5b9a\u7fa9\u3011Generator Class\u300d\u3067\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u30af\u30e9\u30b9\u306e\u30ed\u30fc\u30c9\u3068\u30a4\u30f3\u30bf\u30f3\u30b9\u751f\u6210\u3092\u7ba1\u7406\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u8ffd\u52a0\u3059\u308b Open source LLM \u306b\u3064\u3044\u3066\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306b\u5b9f\u88c5\u3057\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"880\" height=\"321\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step4-load-template-class.png?resize=880%2C321&amp;ssl=1\" alt=\"\" class=\"wp-image-49963\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step4-load-template-class.png?w=1919&amp;ssl=1 1919w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step4-load-template-class.png?resize=1536%2C560&amp;ssl=1 1536w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step4-load-template-class.png?resize=940%2C343&amp;ssl=1 940w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step4-load-template-class.png?w=1760&amp;ssl=1 1760w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><\/figure>\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"880\" height=\"275\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step4-create-template-class.png?resize=880%2C275&amp;ssl=1\" alt=\"\" class=\"wp-image-49964\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step4-create-template-class.png?w=1919&amp;ssl=1 1919w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step4-create-template-class.png?resize=1536%2C480&amp;ssl=1 1536w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step4-create-template-class.png?resize=940%2C294&amp;ssl=1 940w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step4-create-template-class.png?w=1760&amp;ssl=1 1760w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><\/figure>\n<p>Step 4 \u306e\u5b9f\u88c5\u304c\u3053\u3053\u307e\u3067\u3067\u304d\u305f\u3089\u3001\u3042\u3068\u306f Step 4 \u3092\u5148\u982d\u304b\u3089\u5168\u30bb\u30eb\u3092\u5b9f\u884c\u3057\u3066 Generator \u30af\u30e9\u30b9\u306e\u5b9f\u88c5\u5177\u5408\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n<h4 class=\"wp-block-heading\"><span id=\"Step_5_no_Web_UI_de_zhui_jiashita_Open_source_LLM_wo_shieruyounisuru\">Step 5 \u306e Web UI \u3067\u8ffd\u52a0\u3057\u305f Open source LLM \u3092\u4f7f\u3048\u308b\u3088\u3046\u306b\u3059\u308b<br \/><\/span><\/h4>\n<p>Step 5 \u306e Web UI \u3067\u8ffd\u52a0\u3059\u308b Open source LLM \u3092\u5229\u7528\u3059\u308b\u306b\u3042\u305f\u308a\u3001\u8a72\u5f53\u306e Open source LLM \u3092\u30e1\u30e2\u30ea\u3078\u30ed\u30fc\u30c9\u3059\u308b\u5bfe\u8c61\u3068\u3057\u3066\u6307\u793a\u3057\u307e\u3059\u3002<\/p>\n<p><a target=\"_blank\" href=\"https:\/\/github.com\/Toshiharu-Konuma-sti\/hands-on-rag-with-langchain\/blob\/main\/try-my-hand\/lesson\/rag-step05-web_ui_to_chat_with_llm.ipynb\" target=\"_blank\" rel=\"noopener\" title=\"\">\u6559\u6750 Step 5<\/a> \u306b\u3066\u300c2. \u751f\u6210: Generator\u300d\u306e\u300c \u3010\u751f\u6210\u3011OpenLLM\u4e00\u89a7\u300d\u3067\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u751f\u6210\u3059\u308b\u969b\u306e\u5f15\u6570\u3067 Web UI \u3067\u4f7f\u3046 Open source LLM \u3092\u7ba1\u7406\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u8ffd\u52a0\u3057\u305f Open source LLM \u306e\u914d\u5217\u8981\u7d20\u3092\u6307\u5b9a\u3059\u308b\u3088\u3046\u306b\u6539\u4fee\u3057\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"880\" height=\"213\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step5-create-openllm-list.png?resize=880%2C213&amp;ssl=1\" alt=\"\" class=\"wp-image-49965\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step5-create-openllm-list.png?w=1904&amp;ssl=1 1904w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step5-create-openllm-list.png?resize=1536%2C371&amp;ssl=1 1536w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step5-create-openllm-list.png?resize=940%2C227&amp;ssl=1 940w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/add-llm-step5-create-openllm-list.png?w=1760&amp;ssl=1 1760w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><\/figure>\n<p>Step 5 \u306e\u5b9f\u88c5\u304c\u3053\u3053\u307e\u3067\u3067\u304d\u305f\u3089\u3001\u3042\u3068\u306f Step 5 \u3092\u5148\u982d\u304b\u3089\u5168\u30bb\u30eb\u3092\u5b9f\u884c\u3057\u3066 Web UI \u306e\u5b9f\u88c5\u5177\u5408\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n<h3 class=\"wp-block-heading\"><span id=\"PC_xing_neng_bienomoderu_chu_li_shi_jian_bi_jiao\">PC \u6027\u80fd\u5225\u306e\u30e2\u30c7\u30eb\u51e6\u7406\u6642\u9593\u6bd4\u8f03<\/span><\/h3>\n<p>\u30ed\u30fc\u30ab\u30eb\u3067\u30e2\u30c7\u30eb\u3092\u5229\u7528\u3057\u305f\u51e6\u7406\u306f\u3001PC \u74b0\u5883\u306e\u6027\u80fd\u5dee\u306b\u3088\u308a\u51e6\u7406\u6642\u9593\u306b\u5dee\u304c\u751f\u3058\u308b\u306e\u3067\u8a08\u6e2c\u3057\u3066\u6bd4\u8f03\u3057\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n<ul class=\"wp-block-list is-style-sango-list-simple\">\n<li>\u8a08\u6e2c\u51e6\u7406\uff1a\u6559\u6750\u300c<a target=\"_blank\" href=\"https:\/\/github.com\/Toshiharu-Konuma-sti\/hands-on-rag-with-langchain\/blob\/main\/try-my-hand\/lesson\/rag-step03-llm_template.ipynb\" target=\"_blank\" rel=\"noopener\" title=\"\">Step03: LLM Template \u4f5c\u6210<\/a> &gt; 3. \u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u5b9f\u88c5\u78ba\u8a8d &gt; \u30c6\u30f3\u30d7\u30ec\u306e\u5b9f\u88c5\u78ba\u8a8d\u300d\u7ae0\u306e\u30bb\u30eb\u306b\u5b9f\u88c5\u3055\u308c\u3066\u3044\u308b\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092\u5229\u7528\u3057\u307e\u3059\u3002<\/li>\n<li>\u51e6\u7406\u5185\u5bb9\uff1a\u691c\u8a3c\u7528\u306b\u7528\u610f\u3057\u305f\u56fa\u5b9a\u306e\u8cea\u554f\u3068\u985e\u4f3c\u691c\u7d22\u7d50\u679c\u3092\u57fa\u306b Open source LLM \u306b\u56de\u7b54\u751f\u6210\u3092\u4f9d\u983c\u3057\u307e\u3059\u3002<\/li>\n<li>\u5229\u7528\u3057\u305f Open source LLM\uff1a <a target=\"_blank\" href=\"https:\/\/huggingface.co\/google\/gemma-2-2b-jpn-it\" target=\"_blank\" rel=\"noopener\" title=\"\">google\/gemma-2-2b-jpn-it \u00b7 Hugging Face<\/a> \u3092\u5229\u7528\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"880\" height=\"207\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/performance_step03-generator.png?resize=880%2C207&amp;ssl=1\" alt=\"\" class=\"wp-image-49966\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/performance_step03-generator.png?w=1441&amp;ssl=1 1441w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/performance_step03-generator.png?resize=940%2C221&amp;ssl=1 940w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><\/figure>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n<h2 class=\"wp-block-heading\"><span id=\"matome\">\u307e\u3068\u3081<\/span><\/h2>\n<p>\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u3068 JupyterLab \u306b\u7528\u610f\u3057\u305f\u6559\u6750\u3092\u4f7f\u3063\u305f\u3001RAG \u306e\u4f53\u9a13\u306f\u3044\u304b\u304c\u3067\u3057\u305f\u3067\u3057\u3087\u3046\u304b\uff1f\u30ed\u30fc\u30ab\u30eb LLM \u3092\u4f7f\u3046\u306e\u3067\u3001\u3042\u308b\u7a0b\u5ea6\u306e PC \u30b9\u30da\u30c3\u30af\u304c\u5fc5\u8981\u3068\u306a\u3063\u3066\u3057\u307e\u3046\u306e\u306f\u3054\u5bb9\u8d66\u9802\u304f\u3068\u3057\u3066\u3001RAG \u306e\u4ed5\u7d44\u307f\u306e\u7406\u89e3\u3068\u3001LLM \u3092\u4f7f\u3063\u305f\u30d7\u30ed\u30b0\u30e9\u30e0\u5236\u4f5c\u306e\u30e2\u30c1\u30d9\u30fc\u30b7\u30e7\u30f3\u3092\u9ad8\u3081\u308b\u5207\u3063\u639b\u3051\u306b\u306a\u3063\u3066\u3082\u3089\u3048\u305f\u3089\u5b09\u3057\u3044\u3067\u3059\u3002<\/p>\n<p><!-- Anyway Feedback Container \/\/--><\/p>\n<p><!-- \/\/Anyway Feedback Container --><\/div>\n\n<br \/><a href=\"https:\/\/tech-lab.sios.jp\/archives\/49903\">\u5143\u306e\u8a18\u4e8b\u3092\u78ba\u8a8d\u3059\u308b <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"\u306f\u3058\u3081\u306b \u3053\u3093\u306b\u3061\u306f\u3001\u30b5\u30a4\u30aa\u30b9\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306e\u5c0f\u6cbc \u4fca\u6cbb\u3067\u3059\u3002 \u4eca\u56de\u306f\u3001AI\u3092\u6d3b\u7528\u3057\u305f RAG \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u4ed5\u7d44\u307f\u3092\u7121\u6599\u3067\u4f53\u9a13\u3067\u304d\u308b\u30cf\u30f3\u30ba\u30aa\u30f3\u74b0\u5883\u3092\u7528\u610f\u3057\u307e\u3057\u305f\u3002 \u3053\u306e\u30cf\u30f3\u30ba\u30aa\u30f3\u3067\u306f\u3001LangChain\u3001LLM \u306b  [&hellip;]","protected":false},"author":1,"featured_media":21411,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[4],"tags":[],"class_list":["post-21410","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-company-tec"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>LangChain\uff0b\u30ed\u30fc\u30ab\u30ebLLM on JupyterLab \u3067\u4f53\u9a13\u3059\u308b RAG - \u30dd\u30b1\u30b3\u30f3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/tech-lab.sios.jp\/archives\/49903\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"LangChain\uff0b\u30ed\u30fc\u30ab\u30ebLLM on JupyterLab \u3067\u4f53\u9a13\u3059\u308b RAG - \u30dd\u30b1\u30b3\u30f3\" \/>\n<meta property=\"og:description\" content=\"\u306f\u3058\u3081\u306b \u3053\u3093\u306b\u3061\u306f\u3001\u30b5\u30a4\u30aa\u30b9\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306e\u5c0f\u6cbc \u4fca\u6cbb\u3067\u3059\u3002 \u4eca\u56de\u306f\u3001AI\u3092\u6d3b\u7528\u3057\u305f RAG \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u4ed5\u7d44\u307f\u3092\u7121\u6599\u3067\u4f53\u9a13\u3067\u304d\u308b\u30cf\u30f3\u30ba\u30aa\u30f3\u74b0\u5883\u3092\u7528\u610f\u3057\u307e\u3057\u305f\u3002 \u3053\u306e\u30cf\u30f3\u30ba\u30aa\u30f3\u3067\u306f\u3001LangChain\u3001LLM \u306b [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/tech-lab.sios.jp\/archives\/49903\" \/>\n<meta property=\"og:site_name\" content=\"\u30dd\u30b1\u30b3\u30f3\" \/>\n<meta property=\"article:published_time\" content=\"2025-10-29T14:57:25+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/pokecon.jp\/job\/wp-content\/uploads\/2025\/10\/f12170a8207c203cae96371361783b8b.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"675\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"info@pokecon.jp\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u57f7\u7b46\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"info@pokecon.jp\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593\" \/>\n\t<meta name=\"twitter:data2\" content=\"5\u5206\" \/>\n<script 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