{"id":3096,"date":"2024-07-17T11:11:04","date_gmt":"2024-07-17T02:11:04","guid":{"rendered":"https:\/\/www.miracleave.co.jp\/contents\/?p=3096"},"modified":"2024-07-17T11:11:06","modified_gmt":"2024-07-17T02:11:06","slug":"dify-for-beginner-2","status":"publish","type":"post","link":"https:\/\/www.miracleave.co.jp\/contents\/3096\/dify-for-beginner-2\/","title":{"rendered":"\u3010\u7b2c\u4e8c\u56de\u3011\u9ad8\u6821\u751f\u304c\u66f8\u304f\u3001\u751f\u6210AI\u57fa\u76e4Dify\u5165\u9580"},"content":{"rendered":"\n<p>Dify\u9023\u8f09\uff12\u56de\u76ee\u306e\u8a18\u4e8b\u3067\u3059\u3002<a href=\"https:\/\/www.miracleave.co.jp\/contents\/3083\/dify-for-beginner\/\" target=\"_blank\" rel=\"noopener\" title=\"\u524d\u56de\">\u524d\u56de<\/a>\u306b\u5f15\u304d\u7d9a\u304d\u3001\u3064\u304d\u307f\u304c\u304a\u9001\u308a\u3044\u305f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3055\u3066\u3001\u524d\u56de\u3067\u306fDify\u306e\u521d\u671f\u8a2d\u5b9a\u3068LLM\u306e\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3092\u3057\u307e\u3057\u305f\u306e\u3067\u3001\u6b21\u306fDify\u3092\u4f7f\u3044\u3001\u7c21\u5358\u306bAI\u3092\u642d\u8f09\u3057\u305f\u30b5\u30fc\u30d3\u30b9\u3092\u4f5c\u3063\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u305d\u3082\u305d\u3082Dify\u3067\u4f55\u304c\u3067\u304d\u308b\u306e\u304b\uff1f<\/h2>\n\n\n\n<p>Dify\u306f\u9ad8\u5ea6\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30b9\u30ad\u30eb\u3084\u3001\u5fdc\u7528\u7684\u306a\u6570\u5b66\u306e\u77e5\u8b58\u3092\u3042\u307e\u308a\u5fc5\u8981\u3068\u3057\u306a\u3044\u3067\u3001AI\u3092\u4f7f\u3063\u3066\u81ea\u5206\u597d\u307f\u306b\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4f8b\u3048\u3070\u3001\u6b21\u306e\u3082\u306e\u3092\u4f5c\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8<\/li>\n\n\n\n<li>\u30c6\u30ad\u30b9\u30c8\u30b8\u30a7\u30cd\u30ec\u30fc\u30bf\u30fc<\/li>\n\n\n\n<li>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8<\/li>\n\n\n\n<li>\u30ef\u30fc\u30af\u30d5\u30ed\u30fc<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u3063\u3066\u307f\u308b<\/h2>\n\n\n\n<p>\u4eca\u56de\u306f\u3001\u300c\u5f0a\u793e\u306e\u5f93\u696d\u54e1\u3092\u7d39\u4ecb\u3059\u308b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u300d\u3092\u4f5c\u3063\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u7ba1\u7406\u753b\u9762\u306b\u79fb\u3063\u3066\u4f5c\u696d\u3092\u9032\u3081\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<br>\u30c7\u30d5\u30a9\u30eb\u30c8\u8a2d\u5b9a\u306e\u5834\u5408\u306f\u3001<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\"><code>http:\/\/127.0.0.1\/<\/code><\/pre><\/div>\n\n\n\n<p>\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3053\u3068\u3067\u3001\u30b9\u30bf\u30b8\u30aa\u306e\u753b\u9762\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002Dify\u306e\u521d\u671f\u8a2d\u5b9a\u3068\u30ed\u30b0\u30a4\u30f3\u304c\u7d42\u308f\u3063\u3066\u3044\u306a\u3044\u65b9\u306f\u5b9f\u65bd\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p>\u30b9\u30bf\u30b8\u30aa\u306e\u753b\u9762\u304c\u958b\u304b\u308c\u305f\u3089\u3001\u5de6\u4e0a\u306e\u300c\u6700\u521d\u304b\u3089\u4f5c\u6210\u300d\u3092\u9078\u629e\u3057\u3001\u300c\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\uff1e\u57fa\u672c\u300d\u3092\u9078\u629e\u3057\u305f\u4e0a\u3067\u3001\u5404\u7a2e\u9805\u76ee\u3092\u5165\u529b\u3057\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"696\" src=\"https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/Dify-\u00b7-10.22am-\u00b7-06-13-1024x696.jpeg\" alt=\"\" class=\"wp-image-3097\" srcset=\"https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/Dify-\u00b7-10.22am-\u00b7-06-13-1024x696.jpeg 1024w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/Dify-\u00b7-10.22am-\u00b7-06-13-300x204.jpeg 300w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/Dify-\u00b7-10.22am-\u00b7-06-13-768x522.jpeg 768w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/Dify-\u00b7-10.22am-\u00b7-06-13-1536x1044.jpeg 1536w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/Dify-\u00b7-10.22am-\u00b7-06-13-2048x1392.jpeg 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5165\u529b\u5185\u5bb9\u304c\u6c7a\u307e\u3063\u305f\u3089\u3001\u300c\u4f5c\u6210\u3059\u308b\u300d\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u3001\u9032\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"696\" src=\"https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/Start-Dify-1024x696.jpeg\" alt=\"\" class=\"wp-image-3099\" srcset=\"https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/Start-Dify-1024x696.jpeg 1024w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/Start-Dify-300x204.jpeg 300w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/Start-Dify-768x522.jpeg 768w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/Start-Dify-1536x1044.jpeg 1536w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/Start-Dify-2048x1392.jpeg 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u524d\u56de\u3001\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u4f7f\u7528\u3055\u308c\u308bLLM\uff08AI\u30e2\u30c7\u30eb\uff09\u3092\u8a2d\u5b9a\u3057\u307e\u3057\u305f\u3002\u305d\u306e\u305f\u3081\u3001\u53f3\u4e0a\u306b\u300cGPT-4o\u300d\u306a\u3069\u3068\u8868\u793a\u3055\u308c\u3066\u3044\u308b\u3068\u601d\u3044\u307e\u3059\u3002\u8868\u793a\u3055\u308c\u3066\u3044\u305f\u3089\u9069\u5207\u306b\u521d\u671f\u8a2d\u5b9a\u304c\u5b8c\u4e86\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305f\u3060\u5358\u7d14\u306b\u3001\u300c\u4f55\u3082\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3057\u306a\u304f\u3066\u3044\u3044\u304b\u3089\u3001ChatGPT\u3092\u5c0e\u5165\u3057\u305f\u3044\u300d\u3068\u3044\u3046\u5834\u5408\u306f\u3059\u3067\u306b\u3053\u306e\u6642\u70b9\u3067\u8a2d\u5b9a\u304c\u5b8c\u6210\u3057\u3066\u3044\u307e\u3059\u3002\u8a66\u3057\u306b\u53f3\u534a\u5206\u306e\u753b\u9762\u306e\u300c\u30c7\u30d0\u30c3\u30b0\u3068\u30d7\u30ec\u30d3\u30e5\u30fc\u300d\u306e\u4e0b\u306b\u3042\u308b\u30c6\u30ad\u30b9\u30c8\u30dc\u30c3\u30af\u30b9\u306b\u306a\u306b\u304b\u6253\u3061\u8fbc\u3093\u3067\u307f\u307e\u3057\u3087\u3046\u3002\u3059\u308b\u3068\u3001\u8cea\u554f\u306b\u5408\u308f\u305b\u305f\u56de\u7b54\u304c\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305f\u3060\u3001\u5f0a\u793e\u3067\u306f\u3088\u308aAI\u3092\u6d3b\u7528\u3059\u308b\u305f\u3081\u306b\u3001\u5185\u90e8\u60c5\u5831\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u958b\u767a\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002\u4eca\u56de\u4f5c\u6210\u3059\u308b\u3082\u306e\u306f\u300c\u5f93\u696d\u54e1\u306e\u7d39\u4ecb\u3092\u3059\u308b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u300d\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u3053\u3067\u3001\u767b\u5834\u3059\u308b\u306e\u304c \u300c<strong>RAG<\/strong>\u300d \u3068\u3044\u3046\u6280\u8853\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">RAG \u3068\u306f\uff1f<\/h2>\n\n\n\n<p>RAG\uff08\u30e9\u30b0\u3001Retrieval-Augmented Generation\uff09 \u306f\u3001\u4e00\u822c\u7684\u306b\u6b21\u306e\u3088\u3046\u306a\u610f\u5473\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>Retrieval-Augmented Generation (RAG) \u306f\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306b\u3088\u308b\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u306b\u3001\u5916\u90e8\u60c5\u5831\u306e\u691c\u7d22\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u56de\u7b54\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u6280\u8853\u306e\u3053\u3068\u3002<\/p>\n\n\n\n<p>\u300c\u691c\u7d22\u62e1\u5f35\u751f\u6210\u300d\u3001\u300c\u53d6\u5f97\u62e1\u5f35\u751f\u6210\u300d\u306a\u3069\u3068\u8a33\u3055\u308c\u307e\u3059\u3002\u5916\u90e8\u60c5\u5831\u306e\u691c\u7d22\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306e\u51fa\u529b\u7d50\u679c\u3092\u7c21\u5358\u306b\u6700\u65b0\u306e\u60c5\u5831\u306b\u66f4\u65b0\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u52b9\u679c\u3084\u3001\u51fa\u529b\u7d50\u679c\u306e\u6839\u62e0\u304c\u660e\u78ba\u306b\u306a\u308a\u3001\u4e8b\u5b9f\u306b\u57fa\u3065\u304b\u306a\u3044\u60c5\u5831\u3092\u751f\u6210\u3059\u308b\u73fe\u8c61\uff08\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\uff09\u3092\u6291\u5236\u3059\u308b\u52b9\u679c\u306a\u3069\u304c\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002<br>\uff08\u8aad\u307f\uff1a\u30e9\u30b0\uff09<\/p>\n<cite><a href=\"https:\/\/www.nri.com\/jp\/knowledge\/glossary\/lst\/alphabet\/rag\">\u91ce\u6751\u7dcf\u5408\u7814\u7a76\u6240 \u7528\u8a9e\u89e3\u8aac<\/a> \u3088\u308a &#8211; 2024\/06\/18 \u95b2\u89a7<\/cite><\/blockquote>\n\n\n\n<p>\u3064\u307e\u308a\u3001\u300c\u3053\u306e\u4e8b\u67c4\u306f\u3001\u3053\u3046\u3044\u3046\u610f\u5473\u3060\u3088\u300d\u3068\u3044\u3046\u30cd\u30c3\u30c8\u306b\u8ee2\u304c\u3063\u3066\u3044\u306a\u3044\u60c5\u5831\u3092\u4eba\u9593\u304cAI\uff08LLM\uff09\u306b\u5bfe\u3057\u3066\u4e0e\u3048\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u3001\u3088\u308a\u5c02\u9580\u7684\u306a\u77e5\u8b58\u306b\u5bfe\u3057\u3066\u61b6\u6e2c\u3067\u306f\u306a\u304f\u3001\u3067\u304d\u308b\u3060\u3051\u4e8b\u5b9f\u306b\u57fa\u3065\u3044\u3066\u56de\u7b54\u3055\u305b\u308b\u3068\u3044\u3046\u306e\u304c\u3001RAG\u306e\u5f79\u5272\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u4f8b\u3048\u3070\u3001\u300cmiracleave\u306e\u7d4c\u8cbb\u7cbe\u7b97\u3063\u3066\u3069\u3046\u3059\u308b\u306e\uff1f\u300d\u3068\u3044\u3046\u8cea\u554f\u306b\u5bfe\u3057\u3066\u3001\u30d1\u30d6\u30ea\u30c3\u30af\u306a\u60c5\u5831\u3057\u304b\u77e5\u3089\u306a\u3044\u300cGPT-4o\u300d\u306f\u6b63\u78ba\u306b\u306f\u56de\u7b54\u3067\u304d\u307e\u305b\u3093\u3002\u3053\u308c\u306f\u3001GPT-4o\u304cmiracleave\u306e\u5185\u90e8\u60c5\u5831\u3084\u7d4c\u8cbb\u7cbe\u7b97\u306b\u95a2\u3059\u308b\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8\u306a\u60c5\u5831\u3092\u6301\u3061\u5408\u308f\u305b\u3066\u3044\u306a\u3044\u305f\u3081\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u4eba\u304c\u4e8b\u524d\u306b\u7d4c\u8cbb\u7cbe\u7b97\u306b\u95a2\u3059\u308b\u60c5\u5831\u3092\u7528\u610f\u3057\u3001GPT-4o\u304c\u305d\u308c\u3089\u306e\u60c5\u5831\u3092\u53d6\u308a\u6271\u3048\u308b\u3088\u3046\u306b\u306a\u308c\u3070\u3001\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8\u306a\u554f\u984c\u3067\u3082\u306a\u308b\u3079\u304f\u6b63\u78ba\u306b\u7b54\u3048\u3066\u304f\u308c\u308b\u3088\u3046\u306b\u306a\u308b\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">RAG\u306b\u4f7f\u7528\u3059\u308b\u30c7\u30fc\u30bf\u3092\u7528\u610f\u3059\u308b<\/h2>\n\n\n\n<p>\u3067\u306f\u3001RAG\u3067\u4f7f\u7528\u3059\u308b\u30c7\u30fc\u30bf\u3092\u7528\u610f\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u4eca\u56de\u306e\u5834\u5408\u7c21\u5358\u306b\u81ea\u5df1\u7d39\u4ecb\u306e\u60c5\u5831\u3092\u96c6\u3081\u305f\u3044\u3068\u601d\u3046\u306e\u3067\u3001\u5f0a\u793e\u306e\u30c6\u30c3\u30af\u30d6\u30ed\u30b0\u3067\u81ea\u5df1\u7d39\u4ecb\u3092\u8a2d\u5b9a\u3057\u3066\u3044\u308b\u5f93\u696d\u54e1\u306e\u7686\u69d8\u306e\u60c5\u5831\u3092\u307e\u305a\u306f\u53ce\u96c6\u3057\u307e\u3057\u305f\u3002<br>\uff08\u8efd\u304f\u66f8\u3044\u305f\u30b3\u30fc\u30c9\u306e\u305f\u3081\u4e71\u96d1\u306a\u306e\u3068\u3001CSM\u3068ES\u306a\u66f8\u304d\u65b9\u304c\u6df7\u5728\u3057\u3066\u3044\u308b\u306e\u306f\u3054\u5bb9\u8d66\u304f\u3060\u3055\u3044&#8230;\uff09<\/p>\n\n\n\n<div class=\"swell-block-accordion\">\n<details class=\"swell-block-accordion__item\" data-swl-acc=\"wrapper\"><summary class=\"swell-block-accordion__title\" data-swl-acc=\"header\"><span class=\"swell-block-accordion__label\">\u5f93\u696d\u54e1\u4e00\u89a7\u306e\u53d6\u5f97\u90e8\uff08Node.js\uff09<\/span><span class=\"swell-block-accordion__icon c-switchIconBtn\" data-swl-acc=\"icon\" aria-hidden=\"true\" data-opened=\"false\"><i class=\"__icon--closed icon-caret-down\"><\/i><i class=\"__icon--opened icon-caret-up\"><\/i><\/span><\/summary><div class=\"swell-block-accordion__body\" data-swl-acc=\"body\">\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-js\" data-file=\"tmp\" data-lang=\"JavaScript\"><code>const fs = require(&#39;fs&#39;);\n\n(async function () {\n  async function wait(second) {\n    return new Promise(resolve =&gt; setTimeout(resolve, second));\n  };\n\n  let totalData = []\n  for (let i = 1; ; i++) {\n    const data = await (await fetch(`{\u30d6\u30ed\u30b0\u306eURL}\/wp-json\/wp\/v2\/users?orderby=id&page=${i}`, {\n      headers: {\n        &quot;Authorization&quot;: &quot;[\u3053\u3053\u306b\u8a8d\u8a3c\u60c5\u5831]&quot;\n      }\n    })).json()\n\n    const returnData = data.filter((data) =&gt; {\n      if (data.description === &quot;&quot;) return false\n      return true\n    }).map((data) =&gt; {\n      return {\n        name: data.name,\n        description: data.description.replace(&quot;\\r\\n&quot;, &quot;\\n&quot;)\n      }\n    })\n    console.log(returnData)\n    totalData = [...returnData, ...totalData]\n\n    await wait(2000)\n\n    if (data.lenght !== 10) break;\n  }\n  console.log(totalData)\n\n  const header = &#39;name, description\\n&#39;;\n\n  const csvData = totalData.map(item =&gt; `${item.name}, ${item.description}`).join(&#39;\\n&#39;);\n\n  const csvContent = header + csvData;\n\n  fs.writeFile(&#39;output.csv&#39;, csvContent, &#39;utf8&#39;, (err) =&gt; {\n    if (err) {\n      console.error(&#39;Error writing to file&#39;, err);\n    } else {\n      console.log(&#39;CSV file has been saved.&#39;);\n    }\n  });\n}());<\/code><\/pre><\/div>\n<\/div><\/details>\n<\/div>\n\n\n\n<p>\u3053\u306e\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u3001\u6b21\u306e\u3088\u3046\u306acsv\u30d5\u30a1\u30a4\u30eb\u304c\u30d5\u30a9\u30eb\u30c0\u30fc\u306b\u4f5c\u6210\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\" data-file=\"profile.csv\"><code>name, description\nmiracleave, miracleave\u306f\u30ef\u30af\u30ef\u30af\u3059\u308b\u6700\u9ad8\u306eIT\u30b5\u30fc\u30d3\u30b9\u3092\u30e6\u30fc\u30b6\u30fc\u306b\u63d0\u4f9b\u3059\u308b\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u96c6\u56e3\u3067\u3059\u3002 \u300cIT\u3067\u30ef\u30af\u30ef\u30af\u3067\u304d\u308b\u672a\u6765\u3078\u300d\u3092\u30df\u30c3\u30b7\u30e7\u30f3\u306b\u63b2\u3052\u3001\u697d\u3057\u3044\u3092\u5275\u308a\u51fa\u3059\u7d44\u7e54\u304b\u3089\u3001\u304a\u5ba2\u69d8\u306b\u611f\u52d5\u3092\u4e0e\u3048\u308b\u3088\u3046\u306a\u30b5\u30fc\u30d3\u30b9\u3092\u5c4a\u3051\u308b\u3053\u3068\u3001\u305d\u3057\u3066\u3001\u65b0\u305f\u306a\u6311\u6226\u3092\u3059\u308b\u4eba\u3092\u30c7\u30b8\u30bf\u30eb\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u529b\u3067\u5f8c\u62bc\u3057\u3001\u5e78\u305b\u306a\u672a\u6765\u3092\u4f5c\u3063\u3066\u3044\u304d\u305f\u3044\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002\n\u6728\u6751, \u30d6\u30e9\u30a4\u30c0\u30eb\u696d\u754c \u2192 2021\u5e749\u6708 miracleave \u306b\u8ee2\u8077 \u672a\u719f\u8005\u3067\u3059\u304c\u3001\u3088\u308d\u3057\u304f\u304a\u9858\u3044\u3044\u305f\u3057\u307e\u3059\uff01 \u7518\u3044\u3082\u306e\u5927\u597d\u304d\u3059\u304e\u308b\u3002\u3002\n\u9577\u7530, miracleave\u521d\u671f\u30e1\u30f3\u30d0\u30fc\u3002 \u30b3\u30ed\u30ca\u3067\u6a5f\u4f1a\u304c\u6fc0\u6e1b\u3057\u307e\u3057\u305f\u304c\u30e9\u30a4\u30d6\u3084\u30d5\u30a7\u30b9\u306b\u884c\u304f\u306e\u304c\u597d\u304d\u3067\u3059\u3002\n\u7af9\u6751, 2021\u5e742\u6708\u306bmiracleave\u306b\u30b8\u30e7\u30a4\u30f3\u3057\u307e\u3057\u305f\u3002 \u73fe\u5728\u306fPython\u3068Django\u3067\u958b\u767a\u3057\u3066\u3044\u307e\u3059\u3002\n\u5927\u53cb, AWS\u8cc7\u683c\u53d6\u5f97\u306b\u5411\u3051\u3066\u7d76\u8cdb\u52c9\u5f37\u4e2d\uff01\nS.S, \u30b2\u30fc\u30e0\u597d\u304d\u30d7\u30ed\u30b0\u30e9\u30de\u3002 2021\u5e7412\u6708\u3088\u308amiracleave\u306b\u5165\u793e\u3057\u307e\u3057\u305f\u3002<\/code><\/pre><\/div>\n\n\n\n<p>\u6b21\u306f\u3001\u4f5c\u6210\u3055\u308c\u305f\u30d5\u30a1\u30a4\u30eb\u3092Dify\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3092\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">RAG\u306e\u305f\u3081\u306b\u4f5c\u3063\u305f\u30d5\u30a1\u30a4\u30eb\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b<\/h2>\n\n\n\n<p>\u4e0a\u306e\u30d8\u30c3\u30c0\u30fc\u304b\u3089\u3001\u30ca\u30ec\u30c3\u30b8\u306b\u79fb\u52d5\u3057\u3001\u5de6\u4e0a\u306e\u300c\u77e5\u8b58\u3092\u4f5c\u6210\u300d\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"696\" src=\"https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-2-1024x696.png\" alt=\"\" class=\"wp-image-3105\" srcset=\"https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-2-1024x696.png 1024w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-2-300x204.png 300w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-2-768x522.png 768w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-2-1536x1044.png 1536w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-2-2048x1392.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u305d\u3046\u3057\u305f\u3089\u3001\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u30a4\u30f3\u30dd\u30fc\u30c8\u3092\u9078\u629e\u3057\u305f\u72b6\u614b\u3067\u3001\u30d5\u30a1\u30a4\u30eb\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u307e\u3057\u3087\u3046\u3002<br>\uff08\u4eca\u56de\u306e\u5834\u5408\u306f\u5148\u307b\u3069\u4f5c\u6210\u3057\u305f\u3001\u5f0a\u793e\u306e\u30c6\u30c3\u30af\u30d6\u30ed\u30b0\u306e\u30c7\u30fc\u30bf\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u307e\u3059\uff09<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"696\" src=\"https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-3-1024x696.png\" alt=\"\" class=\"wp-image-3106\" srcset=\"https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-3-1024x696.png 1024w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-3-300x204.png 300w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-3-768x522.png 768w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-3-1536x1044.png 1536w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-3-2048x1392.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u6b21\u3078\u3092\u62bc\u3059\u3068\u3001\u6b21\u306e\u3088\u3046\u306a\u753b\u9762\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4eca\u56de\u306e\u5834\u5408\u521d\u3081\u3066\u306e\u4eba\u3092\u60f3\u5b9a\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u9078\u629e\u80a2\u306e\u307e\u307e\u9032\u307f\u307e\u3059\u3002<br>\uff08\u691c\u7d22\u8a2d\u5b9a\u306b\u518d\u30e9\u30f3\u30af\u30e2\u30c7\u30eb\u3068\u8868\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u3053\u308c\u306f\u6b21\u56de\u89e6\u308c\u307e\u3059\u3002\u305c\u3072\u304a\u5f85\u3061\u304f\u3060\u3055\u3044\u3002\uff09<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"696\" src=\"https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-5-1024x696.png\" alt=\"\" class=\"wp-image-3109\" srcset=\"https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-5-1024x696.png 1024w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-5-300x204.png 300w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-5-768x522.png 768w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-5-1536x1044.png 1536w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-5-2048x1392.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8a2d\u5b9a\u3092\u7d42\u308f\u3089\u305b\u3001\u6b21\u306b\u9032\u3080\u3068\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u753b\u9762\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u3053\u307e\u3067\u3067\u3001RAG\u306e\u6e96\u5099\u5b8c\u4e86\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"696\" src=\"https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-6-1024x696.png\" alt=\"\" class=\"wp-image-3110\" srcset=\"https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-6-1024x696.png 1024w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-6-300x204.png 300w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-6-768x522.png 768w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-6-1536x1044.png 1536w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-6-2048x1392.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u52d5\u4f5c\u3059\u308b\u304b\u691c\u8a3c\u3057\u3088\u3046<\/h2>\n\n\n\n<p>\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u79fb\u52d5\u3057\u3001\u5de6\u306e\u30ca\u30d3\u30b2\u30fc\u30b7\u30e7\u30f3\u30d0\u30fc\u304b\u3089\u771f\u3093\u4e2d\u306e\u300c\u691c\u7d22\u30c6\u30b9\u30c8\u300d\u306b\u79fb\u52d5\u3057\u3001\u30bd\u30fc\u30b9\u30c6\u30ad\u30b9\u30c8\u3068\u3044\u3046\u30c6\u30ad\u30b9\u30c8\u30dc\u30c3\u30af\u30b9\u306e\u53f3\u4e0a\u306e\u8a2d\u5b9a\u3092\u300c\u5168\u6587\u691c\u7d22\u300d\u306b\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<br>\uff08\u30aa\u30d7\u30b7\u30e7\u30f3\u3068\u308a\u3042\u3048\u305a\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u307e\u307e\u3067\u5927\u4e08\u592b\u3067\u3059\u3002\uff09<\/p>\n\n\n\n<p>\u8a66\u3057\u306b\u300cmiracleave\u3063\u3066\u306a\u306b\uff1f\u300d\u3068\u805e\u3044\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5168\u6587\u691c\u7d22\u306e\u5834\u5408<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"696\" src=\"https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-8-1024x696.png\" alt=\"\" class=\"wp-image-3112\" srcset=\"https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-8-1024x696.png 1024w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-8-300x204.png 300w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-8-768x522.png 768w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-8-1536x1044.png 1536w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-8-2048x1392.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u304a\u3084\uff1f\u8868\u793a\u3055\u308c\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u3053\u3053\u3067\u3044\u3046\u3001\u5168\u6587\u691c\u7d22\u3068\u306f\u300cmiracleave\u300d\u300c\u306a\u306b\u300d\u3068\u3044\u3063\u305f\u5358\u8a9e\u5358\u4f4d\u3067\u4e00\u81f4\u3059\u308b\u3082\u306e\u3092\u691c\u7d22\u3057\u307e\u3059\u3002\u4eca\u56de\u3001\u3053\u306e\u5358\u8a9e\u306b\u4e00\u81f4\u3059\u308b\u6587\u7ae0\u304c\u5b58\u5728\u3057\u306a\u3044\u304c\u305f\u3081\u306b\u767a\u751f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u8a66\u3057\u306b\u3082\u3046\u4e00\u3064\u306e\u691c\u7d22\u624b\u6cd5\u3067\u3042\u308b\u3001\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3092\u8a66\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u306e\u5834\u5408<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"696\" src=\"https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-10-1024x696.png\" alt=\"\" class=\"wp-image-3116\" srcset=\"https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-10-1024x696.png 1024w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-10-300x204.png 300w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-10-768x522.png 768w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-10-1536x1044.png 1536w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-10-2048x1392.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u691c\u7d22\u7d50\u679c\u304c\u8868\u793a\u3055\u308c\u307e\u3057\u305f\u306d\u3002\u306a\u305c\u8868\u793a\u3055\u308c\u305f\u306e\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n\n\n\n<p>\u7c21\u5358\u306b\u8a00\u3048\u3070\u79c1\u304c\u805e\u3044\u305f\u6587\u7ae0\u3092\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb\u304c\u30d9\u30af\u30c8\u30eb\u5316\uff08Embedding\uff09\u3057\u3066\u304f\u308c\u307e\u3059\u3002\u4e8b\u524d\u306b\u3059\u3079\u3066\u306e\u6587\u5b57\u5217\u306f\u8a00\u8a9e\u30e2\u30c7\u30eb\u306b\u3088\u3063\u3066\u30d9\u30af\u30c8\u30eb\u5316\u304c\u6e08\u3093\u3067\u304a\u308a\u3001\u4f3c\u3066\u3044\u308b\u30b3\u30f3\u30c6\u30f3\u30c4\u306f\u5ea7\u6a19\u4e0a\u3067\u8fd1\u3044\u3068\u3053\u308d\u306e\u30d9\u30af\u30c8\u30eb\u3068\u3057\u3066\u4fdd\u5b58\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u79c1\u304c\u300cmiracleave\u3063\u3066\u306a\u306b\uff1f\u300d\u3068\u805e\u3044\u305f\u5834\u5408\u3001\u3053\u306e\u6587\u7ae0\u3092\u30d9\u30af\u30c8\u30eb\u5316\u3057\u3001\u305d\u306e\u30d9\u30af\u30c8\u30eb\u3092\u5143\u306b\u8fd1\u3044\u30d9\u30af\u30c8\u30eb\u306e\u30c7\u30fc\u30bf\u3092\u63a2\u3057\u307e\u3059\u3002\u691c\u7d22\u7d50\u679c\u304c\u5148\u307b\u3069\u306e\u5168\u6587\u691c\u7d22\u3068\u9055\u3046\u7406\u7531\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u8cea\u554f\u6587\u7ae0\u3092\u5143\u306b\u8fd1\u3044\u30c7\u30fc\u30bf\u3092\u63a2\u308b\u65b9\u6cd5\u306f\u7b2c\u4e00\u56de\u306b\u3082\u8efd\u304f\u89e6\u308c\u305f\u30b3\u30b5\u30a4\u30f3\u985e\u4f3c\u5ea6\u3092\u4f7f\u3044\u307e\u3059\u304c\u3001\u305d\u308c\u3089\u306e\u77e5\u8b58\u304c\u306a\u304f\u3066\u3082\u4ee3\u308f\u308a\u306bDify\u304c\u3084\u3063\u3066\u304f\u308c\u307e\u3059\u3002\u975e\u5e38\u306b\u4fbf\u5229\u3067\u3059\u306d\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8fba\u308a\u306e\u4ed5\u7d44\u307f\u306f\u300c\u30d9\u30af\u30c8\u30eb\u691c\u7d22 \u30b3\u30b5\u30a4\u30f3\u985e\u4f3c\u5ea6\u300d\u306a\u3069\u3068\u691c\u7d22\u3059\u308b\u3053\u3068\u3067\u3088\u308a\u6df1\u3044\u7406\u89e3\u3092\u5f97\u3089\u308c\u307e\u3059\u3002\u305c\u3072\u53c2\u7167\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306b\u7d44\u307f\u8fbc\u3080<\/h2>\n\n\n\n<p>\u3055\u3066\u3001Dify\u306e\u30b9\u30bf\u30b8\u30aa\u306b\u623b\u308a\u3001\u5148\u307b\u3069\u4f5c\u6210\u3057\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u623b\u308a\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\uff1e\u8ffd\u52a0\u3000\u306b\u9032\u307f\u3001\u4f5c\u6210\u3057\u305f\u30ca\u30ec\u30c3\u30b8\uff08\u4eca\u56de\u306e\u5834\u5408\u306f <code>output.csv<\/code> \uff09\u3092\u9078\u629e\u3057\u3066\u8ffd\u52a0\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"696\" src=\"https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-11-1024x696.png\" alt=\"\" class=\"wp-image-3117\" srcset=\"https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-11-1024x696.png 1024w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-11-300x204.png 300w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-11-768x522.png 768w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-11-1536x1044.png 1536w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-11-2048x1392.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u3055\u3066\u3001\u3053\u308c\u3067\u6e96\u5099\u306f\u6574\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u7d9a\u3044\u3066\u3001\u300c\u6728\u6751\u3055\u3093\u3063\u3066\u3069\u3093\u306a\u4eba\uff1f\u300d\u3068\u8cea\u554f\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"696\" src=\"https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-12-1024x696.png\" alt=\"\" class=\"wp-image-3118\" srcset=\"https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-12-1024x696.png 1024w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-12-300x204.png 300w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-12-768x522.png 768w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-12-1536x1044.png 1536w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-12-2048x1392.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5143\u30c7\u30fc\u30bf\uff08\u81ea\u5df1\u7d39\u4ecb\u6587\uff09<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u6728\u6751, \u30d6\u30e9\u30a4\u30c0\u30eb\u696d\u754c \u2192 2021\u5e749\u6708 miracleave \u306b\u8ee2\u8077 \u672a\u719f\u8005\u3067\u3059\u304c\u3001\u3088\u308d\u3057\u304f\u304a\u9858\u3044\u3044\u305f\u3057\u307e\u3059\uff01 \u7518\u3044\u3082\u306e\u5927\u597d\u304d\u3059\u304e\u308b\u3002\u3002<\/p>\n<\/blockquote>\n\n\n\n<p>AI\u306e\u8fd4\u4fe1\uff08\u5143\u30c7\u30fc\u30bf\u3092\u5143\u306b\u8fd4\u4fe1\u3057\u305f\u5834\u5408\uff09<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u6728\u6751\u3055\u3093\u306f\u30d6\u30e9\u30a4\u30c0\u30eb\u696d\u754c\u304b\u3089\u8ee2\u8077\u3057\u3066\u304d\u3066\u30012021\u5e749\u6708\u306bmiracleave\u306b\u5165\u793e\u3057\u307e\u3057\u305f\u3002\u307e\u3060\u672a\u719f\u8005\u3060\u3068\u3054\u672c\u4eba\u306f\u8a00\u3063\u3066\u3044\u307e\u3059\u304c\u3001\u7518\u3044\u3082\u306e\u304c\u5927\u597d\u304d\u306a\u4e00\u9762\u3082\u3042\u308a\u307e\u3059\u3002\u3088\u308d\u3057\u304f\u304a\u9858\u3044\u3044\u305f\u3057\u307e\u3059\uff01<\/p>\n<\/blockquote>\n\n\n\n<p>\u5b8c\u74a7\u306a\u6728\u6751\u3055\u3093\u306e\u7d39\u4ecb\u304c\u53d6\u308a\u51fa\u305b\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p>\u3044\u304b\u304c\u3060\u3063\u305f\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n\n\n\n<p>\u4eca\u56de\u306f\u3001Dify\u3092\u4f7f\u3063\u305fRAG\u306e\u69cb\u7bc9\u3092\u3057\u3066\u307f\u307e\u3057\u305f\u3002\u305d\u306e\u4e2d\u3067\u3001\u5168\u6587\u691c\u7d22\u3084\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3068\u3044\u3063\u305f\u4e8b\u67c4\u3092\u6271\u3044\u307e\u3057\u305f\u3002\u7686\u69d8\u306e\u7406\u89e3\u306e\u52a9\u3051\u306b\u306a\u308c\u3070\u5e78\u3044\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u756a\u5916\u7de8<\/h2>\n\n\n\n<p>AI\u306e\u6587\u7ae0\u306f\u3001\u3069\u3053\u304b\u5805\u82e6\u3057\u3055\u304c\u898b\u3089\u308c\u307e\u3059\u3002\u3082\u3046\u3061\u3087\u3063\u3068\u6c17\u524d\u306e\u3044\u3044\u3001\u30e9\u30d5\u306b\u8a71\u3057\u304b\u3051\u3089\u308c\u308b\u3088\u3046\u306aAI\u3092\u4f5c\u3063\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306f\u3001ChatGPT\u3067\u3088\u304f\u8a00\u308f\u308c\u308b\u300c\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u300d\u306e\u5206\u91ce\u306b\u5165\u3063\u3066\u3044\u304d\u307e\u3059\u3002\u3053\u306e\u610f\u5473\u306f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u65e5\u672c\u8a9e\u3067\u3069\u308c\u3060\u3051AI\u306b\u308f\u304b\u308a\u3084\u3059\u304f\u66f8\u304f\u304b\u3067\u3059\u3002\u6c17\u306b\u306a\u308b\u4eba\u306f\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u3067\u8abf\u3079\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p>\u3055\u3066\u3001\u4eca\u56de\u306f\u6c17\u5206\u3067\u5927\u962a\u306e\u304a\u3070\u3061\u3083\u3093\u3092AI\u306b\u6f14\u3058\u3066\u3082\u3089\u3044\u307e\u3059\u3002\u4eca\u56de\u306f\u756a\u5916\u7de8\u3067\u6df1\u6398\u308a\u3057\u3088\u3046\u3068\u306f\u8003\u3048\u3066\u3044\u306a\u3044\u306e\u3067\u3001\u8efd\u304f\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u66f8\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30d7\u30ed\u30f3\u30d7\u30c8\u306f\u5de6\u4e0a\u306e\u30c6\u30ad\u30b9\u30c8\u30dc\u30c3\u30af\u30b9\u3067\u3042\u308b\u300c\u624b\u9806\u300d\u304b\u3089\u8ffd\u52a0\u3057\u307e\u3059\u3002\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u8a18\u8f09\u3057\u7d42\u308f\u3063\u305f\u3089\u3001\u53f3\u5074\u306e\u30d7\u30ec\u30d3\u30e5\u30fc\u304c\u30ea\u30ed\u30fc\u30c9\u3092\u8981\u6c42\u3057\u3066\u304f\u308b\u305f\u3081\u3001\u30ea\u30ed\u30fc\u30c9\u3092\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u767b\u9332\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001\u8a66\u3057\u306b\u8a71\u3057\u304b\u3051\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u4eca\u56de\u306f\u4e8b\u524d\u306b\u30c7\u30fc\u30bf\u3092\u767b\u9332\u3057\u3066\u3044\u306a\u3044\u300c\u9234\u6728\u3055\u3093\u300d\u3068\u3001\u30c7\u30fc\u30bf\u304c\u767b\u9332\u3055\u308c\u3066\u3044\u308b\u300c\u6728\u6751\u3055\u3093\u300d\u306b\u3064\u3044\u3066\u805e\u3044\u3066\u307f\u305f\u3068\u3053\u308d\u3001\u3044\u3044\u611f\u3058\u306b\u5927\u962a\u306e\u304a\u3070\u3061\u3083\u3093\u98a8\u306b\u8fd4\u3057\u3066\u304f\u308c\u307e\u3057\u305f\u3002\u307e\u308b\u3067\u5927\u962a\u306e\u4eba\u60c5\u306e\u6e29\u304b\u307f\u3092\u611f\u3058\u307e\u3059&#8230;\uff08\u79c1\u306f\u90fd\u6c11\u306a\u306e\u3067\u5b9f\u969b\u306b\u3053\u3093\u306a\u512a\u3057\u3044\u304a\u3070\u3061\u3083\u3093\u304c\u5c45\u308b\u306e\u304b\u306f\u4e0d\u660e\u3067\u3059\u304c&#8230;\uff09<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"696\" src=\"https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-13-1024x696.png\" alt=\"\" class=\"wp-image-3119\" srcset=\"https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-13-1024x696.png 1024w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-13-300x204.png 300w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-13-768x522.png 768w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-13-1536x1044.png 1536w, https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/image-13-2048x1392.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>Dify\u9023\u8f09\uff12\u56de\u76ee\u306e\u8a18\u4e8b\u3067\u3059\u3002\u524d\u56de\u306b\u5f15\u304d\u7d9a\u304d\u3001\u3064\u304d\u307f\u304c\u304a\u9001\u308a\u3044\u305f\u3057\u307e\u3059\u3002 \u3055\u3066\u3001\u524d\u56de\u3067\u306fDify\u306e\u521d\u671f\u8a2d\u5b9a\u3068LLM\u306e\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3092\u3057\u307e\u3057\u305f\u306e\u3067\u3001\u6b21\u306fDify\u3092\u4f7f\u3044\u3001\u7c21\u5358\u306bAI\u3092\u642d\u8f09\u3057\u305f\u30b5\u30fc\u30d3\u30b9\u3092\u4f5c\u3063\u3066\u3044\u304d\u307e\u3059\u3002 \u305d\u3082\u305d\u3082 [&hellip;]<\/p>\n","protected":false},"author":44,"featured_media":3206,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"swell_btn_cv_data":"","_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-3096","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tech"],"jetpack_featured_media_url":"https:\/\/www.miracleave.co.jp\/contents\/wp-content\/uploads\/2024\/06\/work_2.png","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/www.miracleave.co.jp\/contents\/wp-json\/wp\/v2\/posts\/3096","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.miracleave.co.jp\/contents\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.miracleave.co.jp\/contents\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.miracleave.co.jp\/contents\/wp-json\/wp\/v2\/users\/44"}],"replies":[{"embeddable":true,"href":"https:\/\/www.miracleave.co.jp\/contents\/wp-json\/wp\/v2\/comments?post=3096"}],"version-history":[{"count":27,"href":"https:\/\/www.miracleave.co.jp\/contents\/wp-json\/wp\/v2\/posts\/3096\/revisions"}],"predecessor-version":[{"id":3280,"href":"https:\/\/www.miracleave.co.jp\/contents\/wp-json\/wp\/v2\/posts\/3096\/revisions\/3280"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.miracleave.co.jp\/contents\/wp-json\/wp\/v2\/media\/3206"}],"wp:attachment":[{"href":"https:\/\/www.miracleave.co.jp\/contents\/wp-json\/wp\/v2\/media?parent=3096"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.miracleave.co.jp\/contents\/wp-json\/wp\/v2\/categories?post=3096"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.miracleave.co.jp\/contents\/wp-json\/wp\/v2\/tags?post=3096"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}