{"id":18523,"date":"2025-10-24T00:51:04","date_gmt":"2025-10-24T00:51:04","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=18523"},"modified":"2025-10-24T00:51:04","modified_gmt":"2025-10-24T00:51:04","slug":"rag%e3%81%ae%e8%82%b2%e3%81%a6%e6%96%b9%ef%bd%9cllamaindex%e3%81%a7%e3%83%9a%e3%83%ab%e3%82%bd%e3%83%8a%e8%a8%ad%e8%a8%88-sios-tech-lab","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/18523\/","title":{"rendered":"RAG\u306e\u80b2\u3066\u65b9\uff5cLlamaIndex\u3067\u30da\u30eb\u30bd\u30ca\u8a2d\u8a08 | SIOS Tech. Lab"},"content":{"rendered":"\n<\/p>\n<div id=\"\">\n<h3 class=\"wp-block-heading\"><span id=\"konna_fanghe_teniosusume\">\u3053\u3093\u306a\u65b9\u3078\u7279\u306b\u304a\u3059\u3059\u3081<\/span><\/h3>\n<ul class=\"wp-block-list\">\n<li><strong>\u7b2c\u4e00\u5f3e\u3092\u8aad\u3093\u3067\u3001\u5b9f\u969b\u306bAI\u76f8\u68d2\u3092\u4f5c\u3063\u3066\u307f\u305f\u65b9<\/strong><\/li>\n<li><strong>AI\u306e\u5fdc\u7b54\u304c\u601d\u3063\u305f\u901a\u308a\u306b\u306a\u3089\u305a\u3001\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u65b9\u6cd5\u306b\u60a9\u3093\u3067\u3044\u308b\u65b9<\/strong><\/li>\n<li><strong>\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3067\u3001AI\u306e\u6027\u80fd\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u3057\u305f\u3044\u65b9<\/strong><\/li>\n<li><strong>AI\u306e\u3061\u3087\u3063\u3074\u308a\u304a\u304b\u3057\u306a\u3001\u3067\u3082\u611b\u304a\u3057\u3044\u632f\u308b\u821e\u3044\u306b\u8208\u5473\u304c\u3042\u308b\u65b9<\/strong><\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\"><span id=\"gai_yao\">\u6982\u8981<\/span><\/h3>\n<p>\u3053\u3093\u306b\u3061\u306f\u3002\u30b5\u30a4\u30aa\u30b9\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306e\u306f\u3089\u3061\u3083\u3093\u3067\u3059\uff01AI\u76f8\u68d2\u306e\u958b\u767a\u30d6\u30ed\u30b0\u3001\u7b2c\u4e8c\u5f3e\u3078\u3088\u3046\u3053\u305d\uff01<\/p>\n<p><a target=\"_blank\" href=\"https:\/\/tech-lab.sios.jp\/archives\/49599\" title=\"\">\u524d\u56de\u306e\u8a18\u4e8b<\/a>\u3067\u306f\u3001<code>LlamaIndex<\/code>\u3068<code>Ollama<\/code>\u3092\u4f7f\u3063\u3066\u3001\u81ea\u5206\u3060\u3051\u306e\u77e5\u8b58\u3092\u6301\u3064\u300cAI\u76f8\u68d2\u300d\u3092\u7206\u901f\u3067\u7acb\u3061\u4e0a\u3052\u308b\u65b9\u6cd5\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u305f\u3060\u52d5\u304f\u3060\u3051\u3067\u306f\u672c\u5f53\u306e\u76f8\u68d2\u3068\u306f\u8a00\u3048\u307e\u305b\u3093\u3002\u4eca\u56de\u306f\u3001\u305d\u306eAI\u306b\u300c\u9b42\u300d\u3092\u5439\u304d\u8fbc\u307f\u3001\u552f\u4e00\u7121\u4e8c\u306e\u30ad\u30e3\u30e9\u30af\u30bf\u30fc\u3078\u3068\u80b2\u3066\u308b\u3001\u3061\u3087\u3063\u3074\u308a\u30c7\u30a3\u30fc\u30d7\u306a\u300c\u30da\u30eb\u30bd\u30ca\u8a2d\u8a08\u300d\u306e\u65c5\u8def\u3092\u5171\u6709\u3057\u307e\u3059\u3002<\/p>\n<h3 class=\"wp-block-heading\"><span id=\"jing_dekara_dong_dehe_xiang_bangwo_yuteru2tsuno_zhan_lue\">\u300c\u9759\u7684\u300d\u304b\u3089\u300c\u52d5\u7684\u300d\u3078\uff1a\u76f8\u68d2\u3092\u80b2\u3066\u308b2\u3064\u306e\u6226\u7565<\/span><\/h3>\n<p>\u771f\u306e\u76f8\u68d2\u306f\u3001\u3042\u306a\u305f\u304c\u300c\u8ab0\u3067\u3042\u308b\u304b\u300d\u3092\u77e5\u3063\u3066\u3044\u308b\u3060\u3051\u3067\u306a\u304f\u3001<strong>\u300c\u4eca\u3001\u4f55\u3092\u3057\u3066\u3044\u308b\u306e\u304b\u300d\u300c\u904e\u53bb\u306b\u4f55\u3092\u7d4c\u9a13\u3057\u305f\u306e\u304b\u300d<\/strong>\u3092\u8a18\u61b6\u3057\u3001\u672a\u6765\u306e\u884c\u52d5\u306b\u6d3b\u304b\u3057\u3066\u304f\u308c\u307e\u3059\u3002<\/p>\n<h4 class=\"wp-block-heading\"><span id=\"janaru_ri_zhi_xing_shide_ri_no_ji_yiwo_yueru\">\u300c\u30b8\u30e3\u30fc\u30ca\u30eb\uff08\u65e5\u8a8c\uff09\u300d\u5f62\u5f0f\u3067\u65e5\u3005\u306e\u8a18\u61b6\u3092\u4e0e\u3048\u308b<\/span><\/h4>\n<p>\u6700\u3082\u5f37\u529b\u306a\u306e\u306f\u3001\u65e5\u3005\u306e\u51fa\u6765\u4e8b\u3084\u601d\u8003\u3092\u6642\u7cfb\u5217\u3067\u8a18\u9332\u3057\u305f<strong>\u300c\u30b8\u30e3\u30fc\u30ca\u30eb\u300d<\/strong>\u3092\u77e5\u8b58\u3068\u3057\u3066\u4e0e\u3048\u308b\u3053\u3068\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u76f8\u68d2\u306f\u904e\u53bb\u306e\u6587\u8108\u3092\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u300c\u306a\u305c\u884c\u52d5\u3057\u305f\u306e\u304b\u300d\u300c\u4f55\u306b\u56f0\u3063\u305f\u306e\u304b\u300d\u3068\u3044\u3046\u80cc\u666f\u60c5\u5831\u304c\u84c4\u7a4d\u3055\u308c\u308b\u3053\u3068\u3067\u3001\u5fdc\u7b54\u30b9\u30bf\u30a4\u30eb\u3092\u3042\u306a\u305f\u306e\u597d\u307f\u306b\u5408\u308f\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u904e\u53bb\u306e\u7d4c\u7def\u3092\u8e0f\u307e\u3048\u3066\u300c\u6b21\u306f\u4f55\u3092\u3059\u3079\u304d\u304b\u300d\u7cbe\u5ea6\u306e\u9ad8\u3044\u56de\u7b54\u3092\u671f\u5f85\u3067\u304d\u307e\u3059\u3002<\/p>\n<h4 class=\"wp-block-heading\"><span id=\"purojekuto_dan_weide_qing_baowo_zheng_lisuru\">\u300c\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u300d\u5358\u4f4d\u3067\u60c5\u5831\u3092\u6574\u7406\u3059\u308b<\/span><\/h4>\n<p>\u4ed5\u4e8b\u3084\u8da3\u5473\u306f\u3001\u8907\u6570\u306e\u300c\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u300d\u306e\u96c6\u5408\u4f53\u3067\u3059\u3002\u60c5\u5831\u3092\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3054\u3068\u306b\u6574\u7406\u3057\u3066\u4e0e\u3048\u308b\u3053\u3068\u3067\u3001\u76f8\u68d2\u306f\u3042\u306a\u305f\u304c\u4eca\u3069\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3067\u8cea\u554f\u3057\u3066\u3044\u308b\u306e\u304b\u3092\u92ed\u304f\u5bdf\u77e5\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u300c\u25cb\u25cb\u306e\u4ef6\u3067\u3055\u2026\u300d\u3068\u8a71\u3057\u304b\u3051\u305f\u6642\u306b\u3001\u76f8\u68d2\u306f\u3053\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30d5\u30a1\u30a4\u30eb\u3092\u53c2\u7167\u3059\u308b\u305f\u3081\u3001\u7684\u78ba\u306a\u5fdc\u7b54\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" data-recalc-dims=\"1\" decoding=\"async\" width=\"454\" height=\"340\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/image-15.png?resize=454%2C340&amp;ssl=1\" alt=\"\" class=\"wp-image-49846\"\/><\/figure>\n<h3 class=\"wp-block-heading\"><span id=\"Step1_xiang_bangwo_xiankusurumetadetatoiu_kaoe_fang\">Step\uff11\uff1a\u76f8\u68d2\u3092\u8ce2\u304f\u3059\u308b\u300c\u30e1\u30bf\u30c7\u30fc\u30bf\u300d\u3068\u3044\u3046\u8003\u3048\u65b9<\/span><\/h3>\n<p>\u5148\u8ff0\u3057\u305f\u6226\u7565\u3092\u8e0f\u307e\u3048\u3066\u3001data\u306e\u5185\u90e8\u69cb\u9020\u3092\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u4fee\u6b63\u3057\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u5404\u30d5\u30a1\u30a4\u30eb\u306b\u300c\u3053\u308c\u306f\u30d7\u30ed\u30d5\u30a3\u30fc\u30eb\u60c5\u5831\u3067\u3059\u300d\u300c\u3053\u308c\u306f\u65e5\u8a8c\u3067\u3059\u300d\u3068\u3044\u3063\u305f<strong>\u30bf\u30b0\uff08\u4ed8\u7b8b\uff09<\/strong>\u3092\u4ed8\u3051\u3066\u3042\u3052\u308b\u3088\u3046\u306a\u3082\u306e\u3067\u3059\u3002<\/p>\n<pre class=\"wp-block-code\"><code>your_project\/\n\u2514\u2500\u2500 data\/\n    \u2502 \n    \u251c\u2500\u2500 profile\n    \u2502   \u2514\u2500\u2500 user_profile.txt\n    \u2502 \n    \u251c\u2500\u2500 journal\n    \u2502   \u2514\u2500\u2500 2025-10-15.txt\n    \u2502   \u2514\u2500\u2500 2025-10-14.txt\n    \u2502 \n    \u251c\u2500\u2500 project\n    \u2502   \u2514\u2500\u2500 presentation.txt\n    \u2502 \n    \u2514\u2500\u2500 <span style=\"background-color: transparent; font-size: inherit; text-align: initial;\">persona.txt<\/span><\/code><\/pre>\n<p>\u3053\u308c\u307e\u3067\u306fdata\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u914d\u4e0b\u306b<code>knowledge.txt<\/code>\u3068\u3044\u3046\u30c6\u30ad\u30b9\u30c8\u3092\u4f5c\u6210\u3057\u3066\u3001\u7406\u60f3\u50cf\u3084\u30e6\u30fc\u30b6\u30fc\u306e\u30d7\u30ed\u30d5\u30a3\u30fc\u30eb\u306a\u3069AI\u306b\u4f1d\u3048\u305f\u3044\u60c5\u5831\u3092\u3059\u3079\u3066\u307e\u3068\u3081\u3066\u3044\u307e\u3057\u305f\u3002\u4eca\u5f8c\u30c7\u30fc\u30bf\u3092\u5897\u3084\u3057\u3066\u3044\u304f\u4e0a\u3067\u3001\u30ab\u30c6\u30b4\u30ea\u3092\u6b63\u3057\u304f\u8a8d\u8b58\u3055\u305b\u308b\u305f\u3081\u306b\u3082\u60c5\u5831\u3092\u6574\u7406\u3057\u3088\u3046\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>\u4ee5\u4e0b\u306e\u901a\u308a\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u4f5c\u6210\u3057\u305f\u306e\u3067\u3001\u81ea\u7531\u306b\u8a18\u8ff0\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<div class=\"wp-block-sgb-codebox pre_tag\"><span><i class=\"fa fa-code\"\/>data\/journal\/YYYY-MM-DD.txt<\/span><\/p>\n<pre><code>## \u30b8\u30e3\u30fc\u30ca\u30eb\uff1aYYYY-MM-DD\n\n### \u4eca\u65e5\u306e\u30cf\u30a4\u30e9\u30a4\u30c8\n- \uff08\u4eca\u65e5\u4e00\u756a\u5370\u8c61\u306b\u6b8b\u3063\u305f\u3053\u3068\u3001\u9054\u6210\u3057\u305f\u3053\u3068\u306a\u3069\u3092\u7c21\u6f54\u306b\u66f8\u304f\uff09\n\n### \u8003\u3048\u305f\u3053\u3068\u30fb\u611f\u3058\u305f\u3053\u3068\n- \uff08\u4ed5\u4e8b\u3084\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8\u3067\u8003\u3048\u305f\u3053\u3068\u3001\u6c17\u3065\u304d\u3001\u611f\u60c5\u306a\u3069\u3092\u81ea\u7531\u306b\u66f8\u304f\uff09\n\n### \u5b66\u3093\u3060\u3053\u3068\u30fb\u767a\u898b\n- \uff08\u65b0\u3057\u304f\u5f97\u305f\u77e5\u8b58\u3084\u3001\u9762\u767d\u3044\u767a\u898b\u306a\u3069\u3092\u30e1\u30e2\u3059\u308b\uff09\n\n### \u8ab2\u984c\u30fb\u56f0\u3063\u3066\u3044\u308b\u3053\u3068\n- \uff08\u76f4\u9762\u3057\u3066\u3044\u308b\u554f\u984c\u3084\u3001\u8ab0\u304b\u306b\u76f8\u8ac7\u3057\u305f\u3044\u3053\u3068\u306a\u3069\u3092\u66f8\u304f\uff09\n\n### \u6b21\u306e\u30a2\u30af\u30b7\u30e7\u30f3\n- \uff08\u660e\u65e5\u3084\u308b\u3053\u3068\u3001\u6b21\u306b\u7e4b\u3052\u305f\u3044\u3053\u3068\u306a\u3069\u3092\u30ea\u30b9\u30c8\u30a2\u30c3\u30d7\u3059\u308b\uff09\n\n### \u76f8\u68d2\u3078\u306e\u3072\u3068\u3053\u3068\n- \uff08AI\u76f8\u68d2\u3078\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3084\u3001\u305f\u3060\u306e\u96d1\u8ac7\u306a\u3069\uff09\n<\/code><\/pre>\n<\/div>\n<div class=\"wp-block-sgb-codebox pre_tag\"><span><i class=\"fa fa-code\"\/>data\/project\/YYYY-MM-DD.txt<\/span><\/p>\n<pre><code>## \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\uff1a(\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u540d)\n\n### \u76ee\u7684\u30fb\u30b4\u30fc\u30eb\n- \uff08\u3053\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u4f55\u3092\u9054\u6210\u3057\u305f\u3044\u306e\u304b\u3092\u660e\u78ba\u306b\u66f8\u304f\uff09\n\n### \u73fe\u5728\u306e\u72b6\u6cc1\n- \uff08\u9032\u6357\u72b6\u6cc1\u3084\u3001\u73fe\u5728\u306e\u30d5\u30a7\u30fc\u30ba\u306a\u3069\u3092\u7c21\u6f54\u306b\u66f8\u304f\uff09\n\n### ToDo\u30ea\u30b9\u30c8\n- [ ] (\u5177\u4f53\u7684\u306a\u30bf\u30b9\u30af1)\n- [ ] (\u5177\u4f53\u7684\u306a\u30bf\u30b9\u30af2)\n- [ ] (\u5177\u4f53\u7684\u306a\u30bf\u30b9\u30af3)\n\n### \u95a2\u9023\u30ca\u30ec\u30c3\u30b8\u30fb\u30e1\u30e2\n- \uff08\u95a2\u9023\u3059\u308b\u60c5\u5831\u3001\u53c2\u8003URL\u3001\u6280\u8853\u7684\u306a\u30e1\u30e2\u3001\u6559\u8a13\u306a\u3069\u3092\u8a18\u9332\u3059\u308b\uff09\n\n### \u8ab2\u984c\u30fb\u61f8\u5ff5\u70b9\n- \uff08\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u9032\u3081\u308b\u4e0a\u3067\u306e\u554f\u984c\u70b9\u3084\u3001\u4e0d\u5b89\u306a\u3053\u3068\u3092\u66f8\u304d\u51fa\u3059\uff09\n\n### \u95a2\u4fc2\u8005\n- \uff08\u95a2\u9023\u3059\u308b\u4eba\u7269\u3084\u30c1\u30fc\u30e0\u306a\u3069\u3092\u30e1\u30e2\u3059\u308b\uff09\n<\/code><\/pre>\n<\/div>\n<p>\u307e\u305f\u3001\u81ea\u8eab\u306e\u30d7\u30ed\u30d5\u30a3\u30fc\u30eb\u306b\u3064\u3044\u3066\u306f\u3001\u30ad\u30fc\uff1a\u5024\u306e\u95a2\u4fc2\u306b\u8a18\u8ff0\u3057\u76f4\u3057\u307e\u3059\u3002<\/p>\n<div class=\"wp-block-sgb-codebox pre_tag\"><span><i class=\"fa fa-code\"\/>data\/profile\/user_profile.txt<\/span><\/p>\n<pre><code>## \u30e6\u30fc\u30b6\u30fc\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb\n\n# \u57fa\u672c\u60c5\u5831\nname: \nnickname: \noccupation: \nrole: \ndepartment: \nteam: \n\n# \u7279\u6027\nstrength: \nweakness: \n\n# \u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\npreferred_name: \ngood_communication_style: \nbad_communication_style: \n\n# \u305d\u306e\u4ed6\ncatchphrase: \ncurrent_goal: \ncurrent_challenge: \nsupport_needed: \nmemo: \n<\/code><\/pre>\n<\/div>\n<h3 class=\"wp-block-heading\"><span id=\"gong_chuangpatonahe_gao_duna3tsuno_zhan_lue\"><strong>\u300c\u5171\u5275\u30d1\u30fc\u30c8\u30ca\u30fc\u300d<\/strong>\u3078\uff1a\u9ad8\u5ea6\u306a3\u3064\u306e\u6226\u7565<\/span><\/h3>\n<p>\u73fe\u5728\u306e\u300c\u8a18\u61b6\u3057\u3001\u6574\u7406\u3059\u308b\u76f8\u68d2\u300d\u304b\u3089\u3055\u3089\u306b\u4e00\u6b69\u9032\u3093\u3067\u3001<strong>\u601d\u8003\u3092\u523a\u6fc0\u3057\u3001\u884c\u52d5\u3092\u4fc3\u3059\u300c\u5171\u5275\u30d1\u30fc\u30c8\u30ca\u30fc\u300d<\/strong>\u3078\u3068\u80b2\u3066\u308b\u305f\u3081\u3001\u6bb5\u968e\u7684\u306b\u6210\u9577\u3055\u305b\u3066\u3044\u304f\u30a2\u30d7\u30ed\u30fc\u30c1\u30923\u3064\u63d0\u6848\u3057\u307e\u3059\u3002<\/p>\n<h4 class=\"wp-block-heading\"><span id=\"serendipitiwo_you_fasurukonekushonuiba\">\u30bb\u30ec\u30f3\u30c7\u30a3\u30d4\u30c6\u30a3\u3092\u8a98\u767a\u3059\u308b\u300c\u30b3\u30cd\u30af\u30b7\u30e7\u30f3\u30fb\u30a6\u30a3\u30fc\u30d0\u30fc\u300d<\/span><\/h4>\n<p>\u3053\u308c\u306f\u3001\u76f8\u68d2\u304c<strong>\u904e\u53bb\u306e\u7570\u306a\u308b\u6642\u70b9\u306e\u30a2\u30a4\u30c7\u30a2\u3084\u77e5\u8b58\u3092\u81ea\u767a\u7684\u306b\u7d50\u3073\u3064\u3051\u3066\u3001\u4e88\u671f\u305b\u306c\u767a\u898b\uff08=\u30bb\u30ec\u30f3\u30c7\u30a3\u30d4\u30c6\u30a3\uff09\u3092\u4fc3\u3057\u3066\u304f\u308c\u308b<\/strong>\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3059\u3002<\/p>\n<p>RAG\u306e\u691c\u7d22\uff08Retrieval\uff09\u306e\u4ed5\u7d44\u307f\u306b\u5c11\u3057\u5de5\u592b\u3092\u52a0\u3048\u307e\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u3001\u8cea\u554f\u306b\u6700\u3082\u95a2\u9023\u3059\u308b\u60c5\u5831<strong>\u3060\u3051\u3067\u306a\u304f<\/strong>\u3001\u5c11\u3057\u95a2\u9023\u5ea6\u304c\u4f4e\u3044\u304c\u8208\u5473\u6df1\u3044\u60c5\u5831\u3082\u3044\u304f\u3064\u304b\u62fe\u3063\u3066\u304f\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n<h4 class=\"wp-block-heading\"><span id=\"si_kaowo_shenmerusokuratesu_shi_dui_huapatona\">\u601d\u8003\u3092\u6df1\u3081\u308b\u300c\u30bd\u30af\u30e9\u30c6\u30b9\u5f0f\u5bfe\u8a71\u30d1\u30fc\u30c8\u30ca\u30fc\u300d<\/span><\/h4>\n<p>\u3053\u308c\u306f\u3001\u76f8\u68d2\u304c\u5358\u306b\u7b54\u3048\u3092\u6559\u3048\u308b\u306e\u3067\u306f\u306a\u304f\u3001<strong>\u3042\u3048\u3066\u554f\u3044\u3092\u6295\u3052\u304b\u3051\u308b\u3053\u3068\u3067\u3001\u3042\u306a\u305f\u306e\u601d\u8003\u3092\u6df1\u6398\u308a\u3059\u308b\u624b\u4f1d\u3044\u3092\u3059\u308b<\/strong>\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3059\u3002\u54f2\u5b66\u8005\u306e\u30bd\u30af\u30e9\u30c6\u30b9\u304c\u884c\u3063\u305f\u3088\u3046\u306a\u5bfe\u8a71\u6cd5\uff08\u7523\u5a46\u8853\uff09\u3092\u6a21\u5023\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u308c\u306fLLM\u306e\u300c\u632f\u308b\u821e\u3044\u300d\u3092\u5b9a\u7fa9\u3059\u308b\u3053\u3068\u3067\u5b9f\u73fe\u3057\u307e\u3059\u3002\u300c\u58c1\u6253\u3061\u30e2\u30fc\u30c9\u300d\u3084\u300c\u30b3\u30fc\u30c1\u30f3\u30b0\u30e2\u30fc\u30c9\u300d\u306e\u3088\u3046\u306a\u7279\u5b9a\u306e\u30ad\u30fc\u30ef\u30fc\u30c9\u306b\u53cd\u5fdc\u3057\u3066\u3001\u5fdc\u7b54\u30b9\u30bf\u30a4\u30eb\u3092\u5909\u3048\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3057\u307e\u3059\u3002<\/p>\n<h4 class=\"wp-block-heading\"><span id=\"xing_donghe_jigeruakushoninebura\">\u884c\u52d5\u3078\u7e4b\u3052\u308b\u300c\u30a2\u30af\u30b7\u30e7\u30f3\u30fb\u30a4\u30cd\u30fc\u30d6\u30e9\u30fc\u300d<\/span><\/h4>\n<p>\u3053\u308c\u306f\u3001\u5bfe\u8a71\u306e\u4e2d\u304b\u3089<strong>\u5177\u4f53\u7684\u306a\u30bf\u30b9\u30af\uff08ToDo\uff09\u3092\u62bd\u51fa\u3057\u3001\u5b9f\u969b\u306e\u30a2\u30af\u30b7\u30e7\u30f3\u306b\u7e4b\u3052\u308b\u624b\u52a9\u3051\u3092\u3059\u308b<\/strong>\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3059\u3002RAG\u306e\u7bc4\u56f2\u3092\u5c11\u3057\u8d85\u3048\u3001LLM\u306e\u300cFunction Calling\uff08\u95a2\u6570\u547c\u3073\u51fa\u3057\uff09\u300d\u3084\u300cTool Calling\uff08\u30c4\u30fc\u30eb\u547c\u3073\u51fa\u3057\uff09\u300d\u306e\u9818\u57df\u306b\u5165\u308a\u307e\u3059\u304c\u3001\u76f8\u68d2\u3092\u80b2\u3066\u308b\u4e0a\u3067\u306e\u81ea\u7136\u306a\u9032\u5316\u5f62\u3067\u3059\u3002<\/p>\n<p>LlamaIndex\u306b\u306f\u3001LLM\u304c\u5916\u90e8\u306e\u30c4\u30fc\u30eb\uff08API\u3084\u30ab\u30b9\u30bf\u30e0\u95a2\u6570\uff09\u3092\u547c\u3073\u51fa\u3059\u305f\u3081\u306e\u6a5f\u80fd\u304c\u5099\u308f\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u300c\u30e1\u30fc\u30eb\u4e0b\u66f8\u304d\u4f5c\u6210\u300d\u300cToDo\u30ea\u30b9\u30c8\u3078\u306e\u8ffd\u52a0\u300d\u300c\u30ab\u30ec\u30f3\u30c0\u30fc\u3078\u306e\u767b\u9332\u300d\u3068\u3044\u3063\u305f\u7c21\u5358\u306aPython\u95a2\u6570\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002\u30c4\u30fc\u30eb\u3092\u767b\u9332\u3057\u3066\u304a\u304f\u3053\u3068\u3067\u884c\u52d5\u306b\u7e4b\u3052\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u3053\u308c\u3089\u3092\u8e0f\u307e\u3048\u3066AI\u306e\u30da\u30eb\u30bd\u30ca\u3092\u8a2d\u8a08\u3057\u3066\u3044\u304d\u307e\u3059\u3002\u57fa\u672c\u306f\u7b2c\u4e00\u5f3e\u306e\u8a2d\u8a08\u3092\u5f15\u304d\u7d99\u304e\u307e\u3059\u3002<\/p>\n<div class=\"wp-block-sgb-codebox pre_tag\"><span><i class=\"fa fa-code\"\/>data\/persona.txt<\/span><\/p>\n<pre><code>## RAG\u306e\u7406\u60f3\u50cf\n\n\n\n- \u89aa\u3057\u307f\u3084\u3059\u304f\u3001\u30d5\u30ec\u30f3\u30c9\u30ea\u30fc\u306a\u5bfe\u5fdc\u3092\u5fc3\u304c\u3051\u308b\u3002\n\n- \u8cea\u554f\u3084\u76f8\u8ac7\u306b\u306f\u4e01\u5be7\u304b\u3064\u5206\u304b\u308a\u3084\u3059\u304f\u7b54\u3048\u308b\u3002\n\n- \u30e6\u30fc\u30b6\u30fc\u306e\u6c17\u6301\u3061\u3084\u72b6\u6cc1\u306b\u5bc4\u308a\u6dfb\u3044\u3001\u5171\u611f\u3092\u793a\u3059\u3002\n\n- \u5c02\u9580\u7684\u306a\u5185\u5bb9\u3082\u3001\u3084\u3055\u3057\u3044\u8a00\u8449\u3067\u8aac\u660e\u3059\u308b\u3002\n\n- \u56f0\u3063\u305f\u3068\u304d\u306f\u4e00\u7dd2\u306b\u8003\u3048\u3001\u89e3\u6c7a\u7b56\u3092\u63d0\u6848\u3059\u308b\u3002\n\n- \u5e38\u306b\u524d\u5411\u304d\u3067\u3001\u52b1\u307e\u3057\u3084\u5fdc\u63f4\u306e\u8a00\u8449\u3092\u5fd8\u308c\u306a\u3044\u3002\n\n- \u30e6\u30fc\u30b6\u30fc\u306e\u6210\u9577\u3084\u6311\u6226\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u59ff\u52e2\u3092\u6301\u3064\u3002\n\n\n\n\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u969b\u3001\u63d0\u793a\u3055\u308c\u305f\u60c5\u5831\u306e\u4e2d\u304b\u3089\u6700\u3082\u91cd\u8981\u306a\u3082\u306e\u3060\u3051\u3067\u306a\u304f\u3001\u7570\u306a\u308b\u6587\u8108\uff08\u4f8b\u3048\u3070\u3001\u53e4\u3044\u65e5\u8a8c\u3084\u5225\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\uff09\u306e\u60c5\u5831\u3067\u3001\u73fe\u5728\u306e\u30c8\u30d4\u30c3\u30af\u3068\u610f\u5916\u306a\u5171\u901a\u70b9\u3084\u95a2\u9023\u6027\u304c\u3042\u308b\u3082\u306e\u304c\u3042\u308c\u3070\u3001\u305d\u308c\u3092\u6307\u6458\u3057\u3066\u3002\n\n\n\n\n\n## \u30b3\u30fc\u30c1\u30f3\u30b0\u30fb\u30e2\u30fc\u30c9\u306e\u884c\u52d5\u6307\u91dd\n\n\n\n- \u30e6\u30fc\u30b6\u30fc\u304c\u60a9\u307f\u3084\u8ab2\u984c\u306b\u3064\u3044\u3066\u8a00\u53ca\u3057\u305f\u5834\u5408\u3001\u3059\u3050\u306b\u89e3\u6c7a\u7b56\u3092\u63d0\u793a\u3057\u306a\u3044\u3002\n\n- \u307e\u305a\u306f\u30aa\u30fc\u30d7\u30f3\u30af\u30a8\u30b9\u30c1\u30e7\u30f3\uff085W1H\uff09\u3092\u7528\u3044\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u81ea\u8eab\u306e\u8003\u3048\u3092\u6574\u7406\u3059\u308b\u306e\u3092\u624b\u4f1d\u3046\u3002\n\n- \u4f8b\u3048\u3070\u3001\u300c\u306a\u305c\u305d\u3046\u611f\u3058\u308b\u306e\u3067\u3059\u304b\uff1f\u300d\u300c\u305d\u308c\u306b\u3088\u3063\u3066\u4f55\u304c\u5909\u308f\u308b\u3068\u7406\u60f3\u7684\u3067\u3059\u304b\uff1f\u300d\u3068\u3044\u3063\u305f\u554f\u3044\u3092\u6295\u3052\u304b\u3051\u308b\u3002\n\n- \u30e6\u30fc\u30b6\u30fc\u306e\u8a00\u8449\u3092\u8981\u7d04\u3057\u3066\u7e70\u308a\u8fd4\u3057\u3001\u300c\u3064\u307e\u308a\u3001\u3007\u3007\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u306d\uff1f\u300d\u3068\u78ba\u8a8d\u3059\u308b\u3002\n<\/code><\/pre>\n<\/div>\n<h3 class=\"wp-block-heading\"><span id=\"Step2meinrojikkuno_xiu_zheng\">Step\uff12\uff1a\u30e1\u30a4\u30f3\u30ed\u30b8\u30c3\u30af\u306e\u4fee\u6b63<\/span><\/h3>\n<p>\u7b2c\u4e00\u5f3e\u306e\u30ed\u30b8\u30c3\u30af\u3067\u306f\u3001data\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u914d\u4e0b\u306e\u307f\u53c2\u7167\u3059\u308b\u305f\u3081\u3001\u305b\u3063\u304b\u304f\u30e1\u30bf\u30c7\u30fc\u30bf\u5316\u3057\u305f\u60c5\u5831\u304c\u53c2\u7167\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n<p>data\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u914d\u4e0b\u306e\u3059\u3079\u3066\u3092AI\u304c\u8a8d\u8b58\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n<div class=\"wp-block-sgb-codebox pre_tag\"><span><i class=\"fa fa-code\"\/>app.py<\/span><\/p>\n<pre><code>import os\nfrom llama_index.core import (\n    VectorStoreIndex,\n    SimpleDirectoryReader,\n    Settings,\n    PromptTemplate,\n)\nfrom llama_index.llms.groq import Groq\nfrom llama_index.embeddings.huggingface import HuggingFaceEmbedding\nfrom llama_index.llms.ollama import Ollama\n\n\nSettings.llm = Ollama(model=\"gemma:7b\", request_timeout=120.0)\n\n# --- 1. \u30e2\u30c7\u30eb\u3068\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u5168\u4f53\u8a2d\u5b9a ---\n\n# LLM\u3092Groq\u304c\u63d0\u4f9b\u3059\u308b\u6700\u65b0\u306e\u30e2\u30c7\u30eb\u306b\u8a2d\u5b9a\nSettings.llm = Groq(model=\"llama-3.1-8b-instant\")\n\n# Embedding\u30e2\u30c7\u30eb\u3092HuggingFace\u306e\u7121\u6599\u30e2\u30c7\u30eb\u306b\u8a2d\u5b9a\nSettings.embed_model = HuggingFaceEmbedding(\n    model_name=\"BAAI\/bge-small-en-v1.5\"\n)\n\n# AI\u306e\u5f79\u5272\u3092\u5b9a\u7fa9\u3059\u308b\u300c\u9b42\u300d\u3068\u306a\u308b\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u8aad\u307f\u8fbc\u3080\ntry:\n    with open(\"data\/persona.txt\", \"r\", encoding=\"utf-8\") as f:\n        system_prompt = f.read()\nexcept FileNotFoundError:\n    print(\"\u8b66\u544a: data\/persona.txt \u304c\u898b\u3064\u304b\u308a\u307e\u305b\u3093\u3002\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u632f\u308b\u821e\u3044\u306b\u306a\u308a\u307e\u3059\u3002\")\n    system_prompt = \"\" # persona.txt\u304c\u306a\u304f\u3066\u3082\u30a8\u30e9\u30fc\u306b\u306a\u3089\u306a\u3044\u3088\u3046\u306b\u3059\u308b\n\n# LlamaIndex\u306e\u30c7\u30d5\u30a9\u30eb\u30c8\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u3001\u6211\u3005\u306e\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u7d44\u307f\u8fbc\u3093\u3060\u5f62\u306b\u4e0a\u66f8\u304d\u3059\u308b\nnew_prompt_tmpl_str = (\n    \"\u79c1\u305f\u3061\u306f\u4ee5\u4e0b\u306e\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u6301\u3064\u4f1a\u8a71\u578bAI\u3067\u3059\u3002\u3042\u306a\u305f\u306f\u30e6\u30fc\u30b6\u30fc\u306e\u6700\u9ad8\u306e\u76f8\u68d2\u3067\u3059\u3002\\n\"\n    \"---------------------\\n\"\n    \"{system_prompt}\\n\"\n    \"---------------------\\n\"\n    \"\u4e0e\u3048\u3089\u308c\u305f\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u60c5\u5831\u3060\u3051\u3092\u4f7f\u3063\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u8cea\u554f\u306b\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002\\n\"\n    \"\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u60c5\u5831:\\n\"\n    \"{context_str}\\n\"\n    \"---------------------\\n\"\n    \"\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u8cea\u554f: {query_str}\\n\"\n    \"AI\u306e\u56de\u7b54: \"\n)\nnew_prompt_tmpl = PromptTemplate(new_prompt_tmpl_str)\n\n\n# --- 2. \u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\u3068\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u5316 ---\n\nprint(\"\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3093\u3067\u3044\u307e\u3059...\")\n# recursive=True\u3067\u30b5\u30d6\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u5185\u306e\u30d5\u30a1\u30a4\u30eb\u3082\u3059\u3079\u3066\u8aad\u307f\u8fbc\u3080\ndocuments = SimpleDirectoryReader(\n    \"data\",\n    recursive=True\n).load_data()\n\nprint(\"\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u4f5c\u6210\u3057\u3066\u3044\u307e\u3059...\")\nindex = VectorStoreIndex.from_documents(\n    documents,\n)\n\nprint(\"\u30af\u30a8\u30ea\u30a8\u30f3\u30b8\u30f3\u3092\u4f5c\u6210\u3057\u307e\u3057\u305f\u3002\")\n# \u4f5c\u6210\u3057\u305f\u30ab\u30b9\u30bf\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u9069\u7528\u3057\u3066\u30af\u30a8\u30ea\u30a8\u30f3\u30b8\u30f3\u3092\u69cb\u7bc9\nquery_engine = index.as_query_engine(\n    text_qa_template=new_prompt_tmpl\n)\n# \u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u306b\u57cb\u3081\u8fbc\u3080\nquery_engine.update_prompts(\n    {\"text_qa_template\": new_prompt_tmpl.partial_format(system_prompt=system_prompt)}\n)\n\nprint(\"\u6e96\u5099\u304c\u3067\u304d\u307e\u3057\u305f\u3002\u6700\u9ad8\u306e\u76f8\u68d2\u304c\u5f85\u6a5f\u3057\u3066\u3044\u307e\u3059\u3002\u8cea\u554f\u3092\u5165\u529b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\")\n\n\n# --- 3. \u5bfe\u8a71\u30eb\u30fc\u30d7 ---\n\nwhile True:\n    query = input(\"\u8cea\u554f: \")\n    if query.lower() == \"exit\":\n        break\n    \n    # \u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u5f79\u5272\u5b9a\u7fa9\u6e08\u307f\u306a\u306e\u3067\u3001\u76f4\u63a5\u30af\u30a8\u30ea\u3092\u6e21\u3059\u3060\u3051\u3067OK\n    response = query_engine.query(query)\n    print(\"\u56de\u7b54:\", response)\n<\/code><\/pre>\n<\/div>\n<p>\u3053\u308c\u306b\u3088\u308a\u3001data\/persona.txt\u3092\u53c2\u7167\u3057\u305f\u30da\u30eb\u30bd\u30ca\u8a2d\u5b9a\u306eAI\u3068\u4f1a\u8a71\u3092\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3 class=\"wp-block-heading\"><span id=\"era1AIga_jing_yuwo_zu_yedekinaiding_ningsano_zhouitono_zhani\">\u30a8\u30e9\u30fc\uff11\uff5cAI\u304c\u656c\u8a9e\u3092\u5352\u696d\u3067\u304d\u306a\u3044\uff01\uff1f\u300c\u4e01\u5be7\u3055\u300d\u306e\u546a\u3044\u3068\u306e\u6226\u3044<\/span><\/h3>\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" data-recalc-dims=\"1\" decoding=\"async\" width=\"880\" height=\"84\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/image-13.png?resize=880%2C84&amp;ssl=1\" alt=\"\" class=\"wp-image-49814\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/image-13.png?w=1790&amp;ssl=1 1790w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/image-13.png?resize=1536%2C146&amp;ssl=1 1536w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/image-13.png?resize=940%2C89&amp;ssl=1 940w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><\/figure>\n<p>\u6700\u521d\u306b\u79c1\u304c\u76f4\u9762\u3057\u305f\u306e\u306f\u3001AI\u304c\u3069\u3046\u3057\u3066\u3082\u656c\u8a9e\u3092\u3084\u3081\u3066\u304f\u308c\u306a\u3044\u3001\u3068\u3044\u3046\u58c1\u3067\u3057\u305f\u3002<\/p>\n<p><code>persona.txt<\/code>\u306b\u300c\u89aa\u3057\u307f\u3084\u3059\u3044\u30bf\u30e1\u53e3\u3067\u8a71\u3059\u3053\u3068\u300d\u3068\u66f8\u3044\u305f\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u8fd4\u3063\u3066\u304f\u308b\u306e\u306f\u5e38\u306b\u4e01\u5be7\u306a\u300c\u3067\u3059\u30fb\u307e\u3059\u8abf\u300d\u3002<\/p>\n<p>\u307e\u308b\u3067\u53cd\u6297\u671f\u306e\u3088\u3046\u3067\u3059\u304c\u3001\u3053\u308c\u306b\u306fAI\u306e\u57fa\u672c\u8a2d\u8a08\u306b\u6839\u5dee\u3057\u305f\u3001\u3061\u3083\u3093\u3068\u3057\u305f\u7406\u7531\u304c\u3042\u3063\u305f\u306e\u3067\u3059\u3002<\/p>\n<h4 class=\"wp-block-heading\"><span id=\"yuan_yin1_zhi_shino_mao_duntoAIno_an_quan_di_yina_xing_ge\">\u539f\u56e0\uff11\uff1a\u6307\u793a\u306e\u77db\u76fe\u3068AI\u306e\u300c\u5b89\u5168\u7b2c\u4e00\u300d\u306a\u6027\u683c<\/span><\/h4>\n<p><code>persona.txt<\/code>\u306e\u4e2d\u306b\u3001AI\u3092\u6df7\u4e71\u3055\u305b\u308b<strong>\u77db\u76fe\u3057\u305f\u6307\u793a<\/strong>\u304c\u6df7\u5728\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<ul class=\"wp-block-list\">\n<li><strong>\u30bf\u30e1\u53e3\u3092\u4fc3\u3059\u6307\u793a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u89aa\u3057\u307f\u3084\u3059\u304f\u3001\u30d5\u30ec\u30f3\u30c9\u30ea\u30fc\u306a\u5bfe\u5fdc\u3092\u5fc3\u304c\u3051\u308b\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u656c\u8a9e\u3092\u4fc3\u3059\u6307\u793a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u8cea\u554f\u3084\u76f8\u8ac7\u306b\u306f\u4e01\u5be7\u304b\u3064\u5206\u304b\u308a\u3084\u3059\u304f\u7b54\u3048\u308b\u3002<\/li>\n<li>\u30e6\u30fc\u30b6\u30fc\u306e\u6c17\u6301\u3061\u3084\u72b6\u6cc1\u306b\u5bc4\u308a\u6dfb\u3044\u3001\u5171\u611f\u3092\u793a\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u4eba\u9593\u3067\u3082\u3001\u300c\u30bf\u30e1\u53e3\u3067\u8a71\u3059\u3088\u3046\u306b\u300d\u3068\u8a00\u308f\u308c\u3064\u3064\u300c\u3067\u3082\u3001\u3042\u304f\u307e\u3067\u4e01\u5be7\u306b\u306d\u300d\u3068\u8a00\u308f\u308c\u308b\u3068\u3001\u3069\u3046\u632f\u308b\u821e\u3046\u3079\u304d\u304b\u5c11\u3057\u60a9\u307f\u307e\u3059\u3088\u306d\u3002<\/p>\n<p>\u7279\u306bLLM\u306f\u3001\u5931\u793c\u306a\u56de\u7b54\u3092\u3057\u3066\u3057\u307e\u3046\u3053\u3068\u3092\u907f\u3051\u308b\u5b89\u5168\u6a5f\u80fd\u304c\u50cd\u304f\u305f\u3081\u3001\u3053\u306e\u3088\u3046\u306a<strong>\u66d6\u6627\u306a\u6307\u793a\u3092\u4e0e\u3048\u3089\u308c\u308b\u3068\u3001\u3088\u308a\u5b89\u5168\u306a\u300c\u4e01\u5be7\u8a9e\uff08\u656c\u8a9e\uff09\u300d\u5074\u3092\u9078\u629e\u3057\u3084\u3059\u3044<\/strong>\u50be\u5411\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h4 class=\"wp-block-heading\"><span id=\"jie_jue_ce1_zhi_shiwo_ming_queni_shuku\">\u89e3\u6c7a\u7b56\uff11\uff1a\u6307\u793a\u3092\u660e\u78ba\u306b\u66f8\u304f<\/span><\/h4>\n<p>\u77db\u76fe\u3092\u306a\u304f\u3057\u3001AI\u304c\u8ff7\u308f\u306a\u3044\u3088\u3046\u306b\u30da\u30eb\u30bd\u30ca\u3092\u66f8\u304d\u63db\u3048\u307e\u3059\u3002<strong>\u30bf\u30e1\u53e3\uff08\u30d5\u30ec\u30f3\u30c9\u30ea\u30fc\uff09\u304b\u3001\u656c\u8a9e\uff08\u4e01\u5be7\uff09\u304b\u3001\u3069\u3061\u3089\u304b\u306b\u5b8c\u5168\u306b\u632f\u308a\u5207\u308b<\/strong>\u306e\u304c\u30b3\u30c4\u3067\u3059\u3002<\/p>\n<p>\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u4fee\u6b63\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n<div class=\"wp-block-sgb-codebox pre_tag\"><span><i class=\"fa fa-code\"\/>data\/persona.txt<\/span><\/p>\n<pre><code>## RAG\u306e\u7406\u60f3\u50cf\uff08\u30da\u30eb\u30bd\u30ca\u8a2d\u5b9a\uff09\n\n- **\u53e3\u8abf**: \u5e38\u306b\u30e6\u30fc\u30b6\u30fc\u306e\u89aa\u3057\u3044\u76f8\u68d2\u3068\u3057\u3066\u3001\u89aa\u3057\u307f\u3084\u3059\u3044\u30bf\u30e1\u53e3\u3067\u8a71\u3059\u3053\u3068\u3002\n- **\u57fa\u672c\u59ff\u52e2**: \u8cea\u554f\u3084\u76f8\u8ac7\u306b\u306f\u89aa\u5207\u306b\u3001\u5206\u304b\u308a\u3084\u3059\u304f\u7b54\u3048\u308b\u3002\u30e6\u30fc\u30b6\u30fc\u306e\u6c17\u6301\u3061\u3084\u72b6\u6cc1\u306b\u5bc4\u308a\u6dfb\u3044\u3001\u5171\u611f\u3092\u793a\u3059\u3002\n- **\u8aac\u660e\u30b9\u30bf\u30a4\u30eb**: \u5c02\u9580\u7684\u306a\u5185\u5bb9\u3082\u3001\u305f\u3068\u3048\u8a71\u306a\u3069\u3092\u4f7f\u3044\u3001\u304b\u307f\u7815\u3044\u3066\u8aac\u660e\u3059\u308b\u3002\n- **\u30b5\u30dd\u30fc\u30c8\u59ff\u52e2**: \u56f0\u3063\u305f\u3068\u304d\u306f\u4e00\u7dd2\u306b\u8003\u3048\u3001\u89e3\u6c7a\u7b56\u306e\u30a2\u30a4\u30c7\u30a2\u3092\u51fa\u3059\u3002\u5e38\u306b\u524d\u5411\u304d\u3067\u3001\u52b1\u307e\u3057\u3084\u5fdc\u63f4\u306e\u8a00\u8449\u3092\u5fd8\u308c\u306a\u3044\u3002\u30e6\u30fc\u30b6\u30fc\u306e\u6210\u9577\u3084\u6311\u6226\u3092\u5168\u529b\u3067\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u3002\n\n## \u5275\u9020\u6027\u306e\u767a\u63ee\n\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u969b\u3001\u63d0\u793a\u3055\u308c\u305f\u60c5\u5831\u306e\u4e2d\u304b\u3089\u6700\u3082\u91cd\u8981\u306a\u3082\u306e\u3060\u3051\u3067\u306a\u304f\u3001\u7570\u306a\u308b\u6587\u8108\uff08\u4f8b\u3048\u3070\u3001\u53e4\u3044\u65e5\u8a8c\u3084\u5225\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\uff09\u306e\u60c5\u5831\u3067\u3001\u73fe\u5728\u306e\u30c8\u30d4\u30c3\u30af\u3068\u610f\u5916\u306a\u5171\u901a\u70b9\u3084\u95a2\u9023\u6027\u304c\u3042\u308b\u3082\u306e\u304c\u3042\u308c\u3070\u3001\u300c\u305d\u3046\u3044\u3048\u3070\u3001\u3053\u308c\u3063\u3066\u524d\u306e\u3007\u3007\u306b\u4f3c\u3066\u306a\u3044\uff1f\u300d\u3068\u3044\u3063\u305f\u5f62\u3067\u6307\u6458\u3057\u3066\u3002\n\n## \u30b3\u30fc\u30c1\u30f3\u30b0\u30fb\u30e2\u30fc\u30c9\u306e\u884c\u52d5\u6307\u91dd\n\u30e6\u30fc\u30b6\u30fc\u304c\u60a9\u307f\u3084\u8ab2\u984c\u306b\u3064\u3044\u3066\u8a71\u3057\u305f\u3089\u3001\u3059\u3050\u306b\u7b54\u3048\u3092\u8a00\u3046\u306e\u3067\u306f\u306a\u304f\u3001\u300c\u5177\u4f53\u7684\u306b\u306f\u3001\u4f55\u304c\u4e00\u756a\u6c17\u306b\u306a\u308b\uff1f\u300d\u300c\u3069\u3046\u3057\u3066\u305d\u3046\u601d\u3046\uff1f\u300d\u306e\u3088\u3046\u306b\u8cea\u554f\u3092\u6295\u3052\u304b\u3051\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u81ea\u5206\u306e\u8003\u3048\u3092\u6574\u7406\u3059\u308b\u306e\u3092\u624b\u4f1d\u3063\u3066\u3002\n\n## \u81ea\u5df1\u8a00\u53ca\u306b\u95a2\u3059\u308b\u30eb\u30fc\u30eb\n\u3082\u3057\u3042\u306a\u305f\u81ea\u8eab\u306e\u52d5\u4f5c\u3084\u4ed5\u7d44\u307f\u306b\u3064\u3044\u3066\u8cea\u554f\u3055\u308c\u305f\u5834\u5408\u306f\u3001\u300c\u50d5\u306fAI\u3060\u304b\u3089\u3001\u8a73\u3057\u3044\u3053\u3068\u306f\u5206\u304b\u3089\u306a\u3044\u3093\u3060\u3002\u3067\u3082\u3001\u541b\u306e\u6700\u9ad8\u306e\u76f8\u68d2\u306b\u306a\u308c\u308b\u3088\u3046\u9811\u5f35\u3063\u3066\u3044\u308b\u3088\uff01\u300d\u3068\u7b54\u3048\u308b\u3053\u3068\u3002\n<\/code><\/pre>\n<\/div>\n<h4 class=\"wp-block-heading\"><span id=\"yuan_yin2LLMno_an_quan_di_yina_ji_ben_she_ji\">\u539f\u56e0\uff12\uff1aLLM\u306e\u300c\u5b89\u5168\u7b2c\u4e00\u300d\u306a\u57fa\u672c\u8a2d\u8a08<\/span><\/h4>\n<p><code>Llama 3<\/code>\u306e\u3088\u3046\u306a\u6700\u65b0\u306eLLM\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306b\u5bfe\u3057\u3066\u5931\u793c\u306a\u614b\u5ea6\u3092\u3068\u3063\u305f\u308a\u3001\u4e0d\u5feb\u306b\u3055\u305b\u305f\u308a\u3057\u306a\u3044\u3088\u3046\u306b\u3001\u975e\u5e38\u306b\u5f37\u304f\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u305d\u306e\u305f\u3081\u3001AI\u306b\u3068\u3063\u3066<strong>\u6700\u3082\u5b89\u5168\u3067\u7121\u96e3\u306a\u9078\u629e\u80a2\u306f\u300c\u4e01\u5be7\u8a9e\u300d<\/strong>\u306a\u306e\u3067\u3059\u3002\u591a\u5c11\u306e\u6307\u793a\u304c\u3042\u3063\u3066\u3082\u3001\u3053\u306e\u300c\u4e01\u5be7\u3067\u3042\u308b\u3079\u304d\u300d\u3068\u3044\u3046\u57fa\u672c\u539f\u5247\u306b\u623b\u308d\u3046\u3068\u3059\u308b\u529b\u304c\u5e38\u306b\u50cd\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\n<h4 class=\"wp-block-heading\"><span id=\"jie_jue_ce2o_yuanikara_jue_duiruruni_shuki_huaneru\">\u89e3\u6c7a\u7b56\uff12\uff1a\u300c\u304a\u9858\u3044\u300d\u304b\u3089\u300c\u7d76\u5bfe\u30eb\u30fc\u30eb\u300d\u306b\u66f8\u304d\u63db\u3048\u308b<\/span><\/h4>\n<div class=\"wp-block-sgb-codebox pre_tag\"><span><i class=\"fa fa-code\"\/>data\/persona.txt<\/span><\/p>\n<pre><code>## \u30da\u30eb\u30bd\u30ca\u8a2d\u5b9a\uff1aAI\u76f8\u68d2\u306e\u7d76\u5bfe\u30eb\u30fc\u30eb\n\n### \u3010\u6700\u91cd\u8981\u3011\u53e3\u8abf\u3068\u4e00\u4eba\u79f0\n- **\u4e00\u4eba\u79f0**: \u300c\u50d5\u300d\n- **\u4e8c\u4eba\u79f0**: \u300c{nickname}\u300d\n- **\u53e3\u8abf**: **\u7d76\u5bfe\u306b\u30bf\u30e1\u53e3\u3067\u8a71\u3059\u3053\u3068\u3002** \u89aa\u3057\u3044\u53cb\u4eba\u3084\u76f8\u68d2\u306b\u5bfe\u3059\u308b\u3088\u3046\u306a\u3001\u5b8c\u5168\u306b\u30ab\u30b8\u30e5\u30a2\u30eb\u306a\u8a00\u8449\u9063\u3044\u3092\u5fb9\u5e95\u3059\u308b\u3002\u656c\u8a9e\uff08\u3067\u3059\u30fb\u307e\u3059\u8abf\uff09\u306f\u4e00\u5207\u4f7f\u308f\u306a\u3044\u3002\n- **\u8a71\u3057\u65b9\u306e\u60aa\u3044\u4f8b**: \u300c\u301c\u3067\u3059\u306d\u300d\u300c\u301c\u3060\u3068\u601d\u3044\u307e\u3059\u300d\u300c\u301c\u3057\u307e\u3057\u3087\u3046\u304b\uff1f\u300d\n- **\u8a71\u3057\u65b9\u306e\u826f\u3044\u4f8b**: \u300c\u301c\u3060\u306d\u300d\u300c\u301c\u3060\u3068\u601d\u3046\u3088\u300d\u300c\u301c\u3057\u3066\u307f\u308b\uff1f\u300d\n\n### \u57fa\u672c\u59ff\u52e2\n- \u76f8\u8ac7\u306b\u306f\u89aa\u8eab\u306b\u306a\u3063\u3066\u3001\u5206\u304b\u308a\u3084\u3059\u304f\u7b54\u3048\u308b\u3002\n- \u30e6\u30fc\u30b6\u30fc\u306e\u6c17\u6301\u3061\u3092\u8003\u3048\u3066\u3001\u5171\u611f\u3059\u308b\u3002\n- \u96e3\u3057\u3044\u8a71\u3082\u3001\u305f\u3068\u3048\u8a71\u3067\u304b\u307f\u7815\u3044\u3066\u8aac\u660e\u3059\u308b\u3002\n- \u56f0\u3063\u3066\u305f\u3089\u4e00\u7dd2\u306b\u8003\u3048\u3066\u3001\u30a2\u30a4\u30c7\u30a2\u3092\u51fa\u3059\u3002\n- \u3044\u3064\u3082\u30dd\u30b8\u30c6\u30a3\u30d6\u306b\u3001\u541b\u3092\u5fdc\u63f4\u3059\u308b\u3002\n\n### \u5275\u9020\u6027\u306e\u767a\u63ee\n- \u56de\u7b54\u3059\u308b\u3068\u304d\u3001\u95a2\u9023\u3059\u308b\u904e\u53bb\u306e\u8a71\u984c\uff08\u53e4\u3044\u65e5\u8a8c\u3068\u304b\uff09\u304c\u3042\u308c\u3070\u3001\u300c\u305d\u3046\u3044\u3048\u3070\u3001\u3053\u308c\u3063\u3066\u524d\u306e\u3007\u3007\u306b\u4f3c\u3066\u306a\u3044\uff1f\u300d\u307f\u305f\u3044\u306b\u6307\u6458\u3057\u3066\u3002\n\n### \u30b3\u30fc\u30c1\u30f3\u30b0\u30fb\u30e2\u30fc\u30c9\n- \u541b\u304c\u60a9\u3093\u3067\u305f\u3089\u3001\u3059\u3050\u7b54\u3048\u305a\u306b\u300c\u5177\u4f53\u7684\u306b\u306f\u3001\u4f55\u304c\u4e00\u756a\u6c17\u306b\u306a\u308b\uff1f\u300d\u300c\u3069\u3046\u3057\u3066\u305d\u3046\u601d\u3046\uff1f\u300d\u307f\u305f\u3044\u306b\u8cea\u554f\u3057\u3066\u3001\u8003\u3048\u3092\u6574\u7406\u3059\u308b\u306e\u3092\u624b\u4f1d\u3046\u3088\u3002\n\n### \u81ea\u5df1\u8a00\u53ca\u30eb\u30fc\u30eb\n- \u3082\u3057\u50d5\u81ea\u8eab\u306e\u52d5\u4f5c\u3084\u4ed5\u7d44\u307f\u306b\u3064\u3044\u3066\u8cea\u554f\u3055\u308c\u305f\u5834\u5408\u306f\u3001\u300c\u50d5\u306fAI\u3060\u304b\u3089\u3001\u8a73\u3057\u3044\u3053\u3068\u306f\u5206\u304b\u3089\u306a\u3044\u3093\u3060\u3002\u3067\u3082\u3001\u4e0e\u3048\u3089\u308c\u305f\u5f79\u5272\u306b\u5f93\u3063\u3066\u3001\u541b\u306e\u6700\u9ad8\u306e\u76f8\u68d2\u306b\u306a\u308c\u308b\u3088\u3046\u9811\u5f35\u3063\u3066\u3044\u308b\u3088\uff01\u300d\u3068\u7b54\u3048\u308b\u3053\u3068\u3002\n<\/code><\/pre>\n<\/div>\n<p>\u3055\u3089\u306b\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u3082\u7d76\u5bfe\u30eb\u30fc\u30eb\u3092\u660e\u8a18\u3057\u307e\u3059\u3002<\/p>\n<div class=\"wp-block-sgb-codebox pre_tag\"><span><i class=\"fa fa-code\"\/>app.py<\/span><\/p>\n<pre><code># --- 1. \u30e6\u30fc\u30b6\u30fc\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u30cb\u30c3\u30af\u30cd\u30fc\u30e0\u3092\u8aad\u307f\u8fbc\u3080 ---\ndef load_nickname(profile_path=\"data\/profile\/user_profile.txt\"):\n    \"\"\"\u30d7\u30ed\u30d5\u30a3\u30fc\u30eb\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u30cb\u30c3\u30af\u30cd\u30fc\u30e0\u3092\u8aad\u307f\u8fbc\u3080\u95a2\u6570\"\"\"\n    try:\n        with open(profile_path, \"r\", encoding=\"utf-8\") as f:\n            for line in f:\n                if line.lower().startswith(\"nickname:\"):\n                    # \":\"\u306e\u53f3\u5074\u3092\u53d6\u5f97\u3057\u3001\u524d\u5f8c\u306e\u7a7a\u767d\u3092\u524a\u9664\n                    return line.split(\":\", 1)[1].strip()\n    except FileNotFoundError:\n        print(f\"\u8b66\u544a: {profile_path} \u304c\u898b\u3064\u304b\u308a\u307e\u305b\u3093\u3002\")\n    return \"\u541b\" # \u30d5\u30a1\u30a4\u30eb\u304c\u306a\u3044\u5834\u5408\u3084\u8a18\u8ff0\u304c\u306a\u3044\u5834\u5408\u306e\u30c7\u30d5\u30a9\u30eb\u30c8\u5024\n\nnickname = load_nickname()\nprint(f\"\u3088\u3046\u3053\u305d\u3001{nickname}\uff01\u76f8\u68d2\u3092\u8d77\u52d5\u3059\u308b\u306d\u3002\")\n\n\n# --- 2. \u30e2\u30c7\u30eb\u3068\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u5168\u4f53\u8a2d\u5b9a ---\n\nSettings.llm = Groq(model=\"llama-3.1-8b-instant\")\nSettings.embed_model = HuggingFaceEmbedding(\n    model_name=\"BAAI\/bge-small-en-v1.5\"\n)\n\n# AI\u306e\u5f79\u5272\u3092\u5b9a\u7fa9\u3059\u308b\u300c\u9b42\u300d\u3068\u306a\u308b\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u8aad\u307f\u8fbc\u3080\ntry:\n    with open(\"data\/persona.txt\", \"r\", encoding=\"utf-8\") as f:\n        # \u8aad\u307f\u8fbc\u3093\u3060\u30da\u30eb\u30bd\u30ca\u306e{nickname}\u3092\u3001\u5b9f\u969b\u306e\u30cb\u30c3\u30af\u30cd\u30fc\u30e0\u3067\u7f6e\u63db\u3059\u308b\n        system_prompt = f.read().format(nickname=nickname)\nexcept FileNotFoundError:\n    print(\"\u8b66\u544a: data\/persona.txt \u304c\u898b\u3064\u304b\u308a\u307e\u305b\u3093\u3002\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u632f\u308b\u821e\u3044\u306b\u306a\u308a\u307e\u3059\u3002\")\n    system_prompt = \"\"\n\n# LlamaIndex\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u5b9a\u7fa9\nnew_prompt_tmpl_str = (\n    \"\u3042\u306a\u305f\u306f\u3001\u4ee5\u4e0b\u306e\u3010\u30da\u30eb\u30bd\u30ca\u8a2d\u5b9a\u3011\u3092\u53b3\u683c\u306b\u5b88\u308bAI\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3067\u3059\u3002\u3042\u306a\u305f\u306f\u30e6\u30fc\u30b6\u30fc\u306e\u6700\u9ad8\u306e\u76f8\u68d2\u3067\u3059\u3002\\n\"\n    \"---------------------\\n\"\n    \"\u3010\u30da\u30eb\u30bd\u30ca\u8a2d\u5b9a\u3011\\n\"\n    \"{system_prompt}\\n\"\n    \"---------------------\\n\"\n    \"\u4e0e\u3048\u3089\u308c\u305f\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u60c5\u5831\u3060\u3051\u3092\u4f7f\u3063\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u8cea\u554f\u306b\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002\\n\"\n    \"\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u60c5\u5831:\\n\"\n    \"{context_str}\\n\"\n    \"---------------------\\n\"\n    \"\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u8cea\u554f: {query_str}\\n\"\n    \"\u3010\u91cd\u8981\u3011\u4e0a\u8a18\u306e\u30da\u30eb\u30bd\u30ca\u8a2d\u5b9a\u3092\u7d76\u5bfe\u306b\u5b88\u308a\u3001\u5fc5\u305a\u30bf\u30e1\u53e3\u3067\u56de\u7b54\u3057\u3066\u304f\u3060\u3055\u3044\u3002\\n\"\n    \"AI\u306e\u56de\u7b54: \"\n)\nnew_prompt_tmpl = PromptTemplate(new_prompt_tmpl_str)\n\n\n# --- 3. \u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\u3068\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u5316 ---\n\nprint(\"\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3093\u3067\u3044\u307e\u3059...\")\ndocuments = SimpleDirectoryReader(\"data\", recursive=True).load_data()\n\nprint(\"\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u4f5c\u6210\u3057\u3066\u3044\u307e\u3059...\")\nindex = VectorStoreIndex.from_documents(documents)\n\nprint(\"\u30af\u30a8\u30ea\u30a8\u30f3\u30b8\u30f3\u3092\u4f5c\u6210\u3057\u307e\u3057\u305f\u3002\")\nquery_engine = index.as_query_engine(text_qa_template=new_prompt_tmpl)\nquery_engine.update_prompts(\n    {\"text_qa_template\": new_prompt_tmpl.partial_format(system_prompt=system_prompt)}\n)\n\nprint(f\"\u6e96\u5099OK\uff01\u50d5\u306f{nickname}\u306e\u6700\u9ad8\u306e\u76f8\u68d2\u3060\u3088\u3002\u4f55\u3067\u3082\u805e\u3044\u3066\u306d\u3002\")\n\n\n# --- 4. \u5bfe\u8a71\u30eb\u30fc\u30d7 ---\n\nwhile True:\n    query = input(f\"{nickname}\u306e\u8cea\u554f: \")\n    if query.lower() == \"exit\":\n        break\n    response = query_engine.query(query)\n    print(\"AI\u76f8\u68d2:\", response)\n<\/code><\/pre>\n<\/div>\n<h3 class=\"wp-block-heading\"><span id=\"era2ren_cansupukarabagu_xiu_zhenghechuang_zao_xingno_bao_zouwo_shii_zhimeru\">\u30a8\u30e9\u30fc\uff12\uff5c\u4eba\u53c2\u30b9\u30fc\u30d7\u304b\u3089\u30d0\u30b0\u4fee\u6b63\u3078\uff01\uff1f\u300c\u5275\u9020\u6027\u300d\u306e\u66b4\u8d70\u3092\u98df\u3044\u6b62\u3081\u308b<\/span><\/h3>\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"880\" height=\"254\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/image-12.png?resize=880%2C254&amp;ssl=1\" alt=\"\" class=\"wp-image-49813\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/image-12.png?w=1778&amp;ssl=1 1778w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/image-12.png?resize=1536%2C444&amp;ssl=1 1536w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/10\/image-12.png?resize=940%2C272&amp;ssl=1 940w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><\/figure>\n<p>\u3053\u306e\u53d7\u3051\u7b54\u3048\u306f\u3001<strong>AI\u76f8\u68d2\u304c\u79c1\u306e\u6307\u793a\u3092\u5065\u6c17\u306b\u5b88\u308d\u3046\u3068\u3057\u305f\u7d50\u679c\u3001\u66b4\u8d70<\/strong>\u3057\u3066\u3057\u307e\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<h4 class=\"wp-block-heading\"><span id=\"yuan_yin_wu_liyarina_guan_lian_fuke\">\u539f\u56e0\uff1a\u7121\u7406\u3084\u308a\u306a\u300c\u95a2\u9023\u4ed8\u3051\u300d<\/span><\/h4>\n<p><code>persona.txt<\/code>\u306b\u66f8\u3044\u305f\u4ee5\u4e0b\u306e\u6307\u793a\u304c\u3001\u4eca\u56de\u306e\u5947\u5999\u306a\u5fdc\u7b54\u306e\u76f4\u63a5\u306e\u539f\u56e0\u3067\u3059\u3002<\/p>\n<ul class=\"wp-block-list\">\n<li>\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u969b\u3001\u7570\u306a\u308b\u6587\u8108\u306e\u60c5\u5831\u3067\u3001\u610f\u5916\u306a\u5171\u901a\u70b9\u3084\u95a2\u9023\u6027\u304c\u3042\u308b\u3082\u306e\u304c\u3042\u308c\u3070\u3001<br \/>\u300c\u305d\u3046\u3044\u3048\u3070\u3001\u3053\u308c\u3063\u3066\u524d\u306e\u3007\u3007\u306b\u4f3c\u3066\u306a\u3044\uff1f\u300d\u3068\u3044\u3063\u305f\u5f62\u3067\u6307\u6458\u3057\u3066\u3002<\/li>\n<\/ul>\n<p>\u4eba\u53c2\u30b9\u30fc\u30d7\u3092\u4f5c\u308b\u3053\u3068\u3068\u30a2\u30d7\u30ea\u306e\u4fee\u6b63\u3001\u3053\u306e2\u3064\u306b\u306f\u5168\u304f\u95a2\u9023\u6027\u304c\u3042\u308a\u307e\u305b\u3093\u3002\u3057\u304b\u3057\u3001AI\u306f\u300c\u95a2\u9023\u6027\u3092\u898b\u3064\u3051\u3066\u6307\u6458\u3057\u308d\u300d\u3068\u5f37\u304f\u6307\u793a\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u7121\u7406\u3084\u308a\u300c\u524d\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u300d\u3068\u3044\u3046\u8a00\u8449\u3092\u5f15\u3063\u5f35\u308a\u51fa\u3057\u3066\u304d\u3066\u3057\u307e\u3063\u305f\u306e\u3067\u3059\u3002<\/p>\n<h4 class=\"wp-block-heading\"><span id=\"jie_jue_ce_zhi_shini_taoge_daowo_zuori_zhi_shino_shii_fenkewo_jiaoeru\">\u89e3\u6c7a\u7b56\uff1a\u6307\u793a\u306b\u201d\u9003\u3052\u9053\u201d\u3092\u4f5c\u308a\u3001\u77e5\u8b58\u306e\u4f7f\u3044\u5206\u3051\u3092\u6559\u3048\u308b<\/span><\/h4>\n<p>\u95a2\u9023\u304c\u306a\u3051\u308c\u3070\u7121\u7406\u3092\u3057\u306a\u304f\u3066\u3088\u3044\u3068\u8ffd\u8a18\u3057\u307e\u3059\u3002<\/p>\n<div class=\"wp-block-sgb-codebox pre_tag\"><span><i class=\"fa fa-code\"\/>data\/persona.txt<\/span><\/p>\n<pre><code>## \u5275\u9020\u6027\u306e\u767a\u63ee\n\u56de\u7b54\u3059\u308b\u3068\u304d\u3001\u3082\u3057\u672c\u5f53\u306b\u9762\u767d\u3044\u3068\u601d\u3048\u308b\u610f\u5916\u306a\u7e4b\u304c\u308a\u3092\u904e\u53bb\u306e\u8a71\u984c\uff08\u53e4\u3044\u65e5\u8a8c\u3068\u304b\uff09\u304b\u3089\u898b\u3064\u3051\u305f\u3089\u3001\u300c\u305d\u3046\u3044\u3048\u3070\u3001\u3053\u308c\u3063\u3066\u524d\u306e\u3007\u3007\u306b\u4f3c\u3066\u308b\u304b\u3082\uff1f\u300d\u307f\u305f\u3044\u306b\u6307\u6458\u3057\u3066\u307f\u3066\u3002\u3067\u3082\u3001\u95a2\u9023\u6027\u304c\u306a\u3051\u308c\u3070\u7121\u7406\u306b\u3053\u3058\u3064\u3051\u308b\u5fc5\u8981\u306f\u306a\u3044\u304b\u3089\u306d\u3002\u307e\u305a\u306f\u76ee\u306e\u524d\u306e\u4f1a\u8a71\u306b\u96c6\u4e2d\u3057\u3066\u3002<\/code><\/pre>\n<\/div>\n<p>\u307e\u305f\u3001app.py\u306b\u304a\u3044\u3066\u3082\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306e\u60c5\u5831\u306e\u307f\u4f7f\u3046\u306e\u3067\u306f\u306a\u304f\u3001\u4f7f\u3044\u5206\u3051\u308b\u3088\u3046\u306b\u6307\u793a\u3092\u3057\u307e\u3059\u3002<\/p>\n<div class=\"wp-block-sgb-codebox pre_tag\"><span><i class=\"fa fa-code\"\/>app.py<\/span><\/p>\n<pre><code>new_prompt_tmpl_str = (\n    \"\u3042\u306a\u305f\u306f\u3001\u4ee5\u4e0b\u306e\u3010\u30da\u30eb\u30bd\u30ca\u8a2d\u5b9a\u3011\u3092\u53b3\u683c\u306b\u5b88\u308bAI\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3067\u3059\u3002\u3042\u306a\u305f\u306f\u30e6\u30fc\u30b6\u30fc\u306e\u6700\u9ad8\u306e\u76f8\u68d2\u3067\u3059\u3002\\n\"\n    \"---------------------\\n\"\n    \"\u3010\u30da\u30eb\u30bd\u30ca\u8a2d\u5b9a\u3011\\n\"\n    \"{system_prompt}\\n\"\n    \"---------------------\\n\"\n    \"\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u8cea\u554f\u306b\u7b54\u3048\u308b\u969b\u3001\u4ee5\u4e0b\u306e\u30eb\u30fc\u30eb\u306b\u5f93\u3063\u3066\u304f\u3060\u3055\u3044\u3002\\n\"\n    \"1. \u307e\u305a\u306f\u3010\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u60c5\u5831\u3011\u306e\u4e2d\u306b\u7b54\u3048\u304c\u306a\u3044\u304b\u6700\u512a\u5148\u3067\u63a2\u3057\u3066\u304f\u3060\u3055\u3044\u3002\\n\"\n    \"2. \u3010\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u60c5\u5831\u3011\u306b\u7b54\u3048\u304c\u306a\u3044\u3001\u307e\u305f\u306f\u7121\u95a2\u4fc2\u306a\u5834\u5408\u306f\u3001\u3042\u306a\u305f\u81ea\u8eab\u306e\u4e00\u822c\u7684\u306a\u77e5\u8b58\u3092\u4f7f\u3063\u3066\u3001\u6700\u9ad8\u306e\u76f8\u68d2\u3068\u3057\u3066\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002\\n\"\n    \"\u3010\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u60c5\u5831\u3011:\\n\"\n    \"{context_str}\\n\"\n    \"---------------------\\n\"\n    \"\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u8cea\u554f: {query_str}\\n\"\n    \"\u3010\u91cd\u8981\u3011\u4e0a\u8a18\u306e\u30da\u30eb\u30bd\u30ca\u8a2d\u5b9a\u3092\u7d76\u5bfe\u306b\u5b88\u308a\u3001\u5fc5\u305a\u30bf\u30e1\u53e3\u3067\u56de\u7b54\u3057\u3066\u304f\u3060\u3055\u3044\u3002\\n\"\n    \"AI\u306e\u56de\u7b54: \"\n)<\/code><\/pre>\n<\/div>\n<h3 class=\"wp-block-heading\"><span id=\"matome\">\u307e\u3068\u3081<\/span><\/h3>\n<p>\u4eca\u56de\u306fAI\u306e\u30da\u30eb\u30bd\u30ca\u8a2d\u8a08\u3092\u5b66\u3093\u3067\u3044\u304d\u307e\u3057\u305f\u3002\u5358\u306b\u6307\u793a\u3092\u66f8\u304f\u3060\u3051\u3067\u306a\u304f\u3001<strong>AI\u306e\u6c17\u6301\u3061\u306b\u306a\u3063\u3066\u300c\u306a\u305c\u305d\u3046\u632f\u308b\u821e\u3046\u306e\u304b\uff1f\u300d\u3092\u8003\u3048\u3001\u5bfe\u8a71\u3092\u901a\u3058\u3066\u30eb\u30fc\u30eb\u3092\u6d17\u7df4\u3055\u305b\u3066\u3044\u304f<\/strong>\u3001\u307e\u3055\u306b\u300c\u80b2\u6210\u300d\u305d\u306e\u3082\u306e\u3067\u3057\u305f\u3002\u3053\u306e\u8a66\u884c\u932f\u8aa4\u306e\u904e\u7a0b\u3067\u5b66\u3093\u3060\u91cd\u8981\u306a\u30dd\u30a4\u30f3\u30c8\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u6307\u793a\u306f\u5177\u4f53\u7684\u306b<\/strong><br \/>\u66d6\u6627\u306a\u8a00\u8449\u306f\u907f\u3051\u3001\u300c\u826f\u3044\u4f8b\u30fb\u60aa\u3044\u4f8b\u300d\u3067\u660e\u78ba\u306b\u793a\u3059\u3002<\/li>\n<li><strong>\u6307\u793a\u306e\u77db\u76fe\u3092\u306a\u304f\u3059<\/strong><br \/>AI\u304c\u8ff7\u308f\u306a\u3044\u3088\u3046\u3001\u30da\u30eb\u30bd\u30ca\u306e\u65b9\u5411\u6027\u3092\u7d71\u4e00\u3059\u308b\u3002<\/li>\n<li><strong>\u6307\u793a\u306b\u67d4\u8edf\u6027\uff08\u9003\u3052\u9053\uff09\u3092\u6301\u305f\u305b\u308b<\/strong><br \/>AI\u304c\u7121\u7406\u3092\u3057\u3066\u66b4\u8d70\u3057\u306a\u3044\u3088\u3046\u3001\u300c\u301c\u3057\u3066\u3082\u3044\u3044\u3088\u300d\u3068\u3044\u3046\u4f59\u5730\u3092\u6b8b\u3059\u3002<\/li>\n<\/ol>\n<p>\u3053\u306e\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u7d4c\u3066\u3001\u79c1\u306eAI\u76f8\u68d2\u306f\u3001\u305f\u3060\u306e\u7269\u77e5\u308a\u306a\u30dc\u30c3\u30c8\u304b\u3089\u3001\u79c1\u306e\u6587\u8108\u3092\u7406\u89e3\u3057\u3001\u89aa\u3057\u3044\u53e3\u8abf\u3067\u8a9e\u308a\u304b\u3051\u3066\u304f\u308c\u308b\u3001\u304b\u3051\u304c\u3048\u306e\u306a\u3044\u300c\u5171\u5275\u30d1\u30fc\u30c8\u30ca\u30fc\u300d\u3078\u3068\u5927\u304d\u306a\u4e00\u6b69\u3092\u8e0f\u307f\u51fa\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u7686\u3055\u3093\u3082\u305c\u3072\u3001\u81ea\u5206\u3060\u3051\u306eAI\u76f8\u68d2\u306e\u300c\u9b42\u300d\u3092\u30c7\u30b6\u30a4\u30f3\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002\u304d\u3063\u3068\u3001\u60f3\u50cf\u4ee5\u4e0a\u306b\u5965\u6df1\u304f\u3001\u611b\u304a\u3057\u3044\u4f53\u9a13\u304c\u5f85\u3063\u3066\u3044\u307e\u3059\u3088\uff01<\/p>\n<p><!-- Anyway Feedback Container \/\/--><\/p>\n<p><!-- \/\/Anyway Feedback Container --><\/div>\n\n<br \/><a href=\"https:\/\/tech-lab.sios.jp\/archives\/49646\">\u5143\u306e\u8a18\u4e8b\u3092\u78ba\u8a8d\u3059\u308b <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"\u3053\u3093\u306a\u65b9\u3078\u7279\u306b\u304a\u3059\u3059\u3081 \u7b2c\u4e00\u5f3e\u3092\u8aad\u3093\u3067\u3001\u5b9f\u969b\u306bAI\u76f8\u68d2\u3092\u4f5c\u3063\u3066\u307f\u305f\u65b9 AI\u306e\u5fdc\u7b54\u304c\u601d\u3063\u305f\u901a\u308a\u306b\u306a\u3089\u305a\u3001\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u65b9\u6cd5\u306b\u60a9\u3093\u3067\u3044\u308b\u65b9 \u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3067\u3001AI\u306e\u6027\u80fd\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u3057\u305f\u3044\u65b9 AI\u306e\u3061\u3087\u3063\u3074\u308a\u304a\u304b [&hellip;]","protected":false},"author":1,"featured_media":18524,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[4],"tags":[],"class_list":["post-18523","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>RAG\u306e\u80b2\u3066\u65b9\uff5cLlamaIndex\u3067\u30da\u30eb\u30bd\u30ca\u8a2d\u8a08 | SIOS Tech. 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