{"id":14530,"date":"2026-09-14T13:32:50","date_gmt":"2026-09-14T04:32:50","guid":{"rendered":"https:\/\/www.kagoya.jp\/howto\/?p=14530"},"modified":"2026-09-14T16:17:25","modified_gmt":"2026-09-14T07:17:25","slug":"rag","status":"publish","type":"post","link":"https:\/\/www.kagoya.jp\/howto\/engineer\/hpc\/rag\/","title":{"rendered":"RAG\u3068\u306f\uff1f\u4ed5\u7d44\u307f\u3084LLM\u3068\u306e\u9055\u3044\u30fb\u6d3b\u7528\u4e8b\u4f8b\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac"},"content":{"rendered":"\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.kagoya.jp\/howto\/wp-content\/uploads\/rag-img.png\" alt=\"RAG\u306e\u89e3\u8aac\" class=\"wp-image-15403\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u306f\u3001\u751f\u6210AI\u306b\u793e\u5185\u6587\u66f8\u306a\u3069\u306e\u5916\u90e8\u30c7\u30fc\u30bf\u3092\u53c2\u7167\u3055\u305b\u3001\u56de\u7b54\u306e\u6b63\u78ba\u3055\u3092\u9ad8\u3081\u308b\u6280\u8853\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u8a18\u4e8b\u3067\u306f\u3001RAG\u306e\u4ed5\u7d44\u307f\u3084LLM\u30fb\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u306e\u9055\u3044\u304b\u3089\u3001\u5c0e\u5165\u30e1\u30ea\u30c3\u30c8\u3001\u6d3b\u7528\u30b7\u30fc\u30f3\u3001\u8ab2\u984c\u3001\u69cb\u7bc9\u624b\u9806\u3001\u305d\u3057\u3066\u5b9f\u904b\u7528\u3092\u652f\u3048\u308bGPU\u57fa\u76e4\u307e\u3067\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002\u793e\u5185\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u3084\u30ca\u30ec\u30c3\u30b8\u6d3b\u7528\u306b\u751f\u6210AI\u3092\u53d6\u308a\u5165\u308c\u305f\u3044\u60c5\u5831\u30b7\u30b9\u30c6\u30e0\u90e8\u9580\u30fbDX\u63a8\u9032\u62c5\u5f53\u8005\u304c\u3001\u81ea\u793e\u5c0e\u5165\u306e\u5224\u65ad\u6750\u6599\u3092\u5f97\u3089\u308c\u308b\u5185\u5bb9\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">RAG\u3068\u306f\uff1f\u751f\u6210AI\u306b\u304a\u3051\u308b\u691c\u7d22\u62e1\u5f35\u751f\u6210\u306e\u57fa\u672c<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">RAG\u3068\u306f\u3001\u751f\u6210AI\u304c\u56de\u7b54\u3092\u4f5c\u308b\u969b\u306b\u5916\u90e8\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3084\u6587\u66f8\u3092\u691c\u7d22\u3057\u3001\u53d6\u5f97\u3057\u305f\u60c5\u5831\u3092\u6839\u62e0\u3068\u3057\u3066\u6587\u7ae0\u3092\u7d44\u307f\u7acb\u3066\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002\u793e\u5185\u898f\u7a0b\u3084\u6700\u65b0\u60c5\u5831\u306a\u3069\u3001LLM\u306e\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u542b\u307e\u308c\u3066\u3044\u306a\u3044\u60c5\u5831\u3082\u56de\u7b54\u306b\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30e2\u30c7\u30eb\u305d\u306e\u3082\u306e\u3092\u4f5c\u308a\u66ff\u3048\u305a\u306b\u53c2\u7167\u5148\u3092\u66f4\u65b0\u3067\u304d\u308b\u70b9\u3082\u7279\u5fb4\u3067\u3059\u3002\u751f\u6210AI\u306e\u56de\u7b54\u54c1\u8cea\u3092\u9ad8\u3081\u308b\u624b\u6bb5\u3068\u3057\u3066\u3001\u4f01\u696d\u3067\u306e\u6d3b\u7528\u304c\u5e83\u304c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305a\u306f\u6b63\u5f0f\u540d\u79f0\u3068\u8aad\u307f\u65b9\u3001LLM\u3068\u306e\u9055\u3044\u3001\u4f01\u696d\u3067\u6c42\u3081\u3089\u308c\u308b\u80cc\u666f\u3092\u9806\u306b\u78ba\u8a8d\u3057\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">RAG\u306e\u610f\u5473\u3068\u8aad\u307f\u65b9<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">RAG\u306f\u300cRetrieval-Augmented Generation\u300d\u306e\u7565\u8a9e\u3067\u3001\u65e5\u672c\u8a9e\u3067\u306f\u300c\u691c\u7d22\u62e1\u5f35\u751f\u6210\u300d\u3068\u8a33\u3057\u3001\u300c\u30e9\u30b0\u300d\u3068\u8aad\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u540d\u79f0\u3092\u69cb\u6210\u3059\u308b3\u3064\u306e\u8a9e\u304c\u3001\u305d\u306e\u307e\u307e\u51e6\u7406\u306e\u6d41\u308c\u3092\u8868\u3057\u3066\u3044\u307e\u3059\u3002Retrieval\u306f\u691c\u7d22\u3001Augmented\u306f\u62e1\u5f35\u3001Generation\u306f\u751f\u6210\u3092\u305d\u308c\u305e\u308c\u6307\u3057\u3001\u8cea\u554f\u306b\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u63a2\u3057\u3001\u305d\u306e\u60c5\u5831\u3067\u8cea\u554f\u3092\u88dc\u5f37\u3057\u3001\u6700\u7d42\u7684\u306a\u56de\u7b54\u3092\u4f5c\u308b\u3068\u3044\u3046\u9806\u5e8f\u3067\u51e6\u7406\u304c\u9032\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305f\u3068\u3048\u3070\u793e\u5185\u306e\u5c31\u696d\u898f\u5247\u306b\u3064\u3044\u3066\u8cea\u554f\u3057\u305f\u5834\u5408\u3001AI\u306f\u898f\u5247\u306e\u8a72\u5f53\u7b87\u6240\u3092\u63a2\u3057\u305f\u3046\u3048\u3067\u3001\u305d\u306e\u5185\u5bb9\u306b\u3082\u3068\u3065\u3044\u305f\u6587\u7ae0\u3092\u8fd4\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">RAG\u3068LLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u306e\u9055\u3044<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">LLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff1a\u5927\u91cf\u306e\u6587\u7ae0\u3092\u5b66\u7fd2\u3057\u3066\u81ea\u7136\u306a\u6587\u3092\u751f\u6210\u3059\u308bAI\u30e2\u30c7\u30eb\uff09\u3092\u5358\u4f53\u3067\u4f7f\u3046\u5834\u5408\u3001\u696d\u52d9\u5229\u7528\u3067\u306f\u4e3b\u306b3\u3064\u306e\u8ab2\u984c\u304c\u3042\u308a\u307e\u3059\u30021\u3064\u76ee\u306f\u3001\u5b66\u7fd2\u6642\u70b9\u3088\u308a\u5f8c\u306e\u60c5\u5831\u3092\u305d\u306e\u307e\u307e\u3067\u306f\u53cd\u6620\u3067\u304d\u306a\u3044\u70b9\u3067\u3059\u30022\u3064\u76ee\u306f\u3001\u975e\u516c\u958b\u306e\u793e\u5185\u898f\u7a0b\u3084\u8a2d\u8a08\u66f8\u306a\u3069\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u542b\u307e\u308c\u3066\u3044\u306a\u3044\u60c5\u5831\u3092\u53c2\u7167\u3067\u304d\u306a\u3044\u70b9\u3067\u3059\u30023\u3064\u76ee\u306f\u3001\u4e8b\u5b9f\u3068\u7570\u306a\u308b\u5185\u5bb9\u3092\u3082\u3063\u3068\u3082\u3089\u3057\u304f\u751f\u6210\u3059\u308b\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u304c\u8d77\u3053\u308a\u5f97\u308b\u70b9\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">RAG\u306f\u3001\u3053\u306e3\u3064\u306e\u8ab2\u984c\u3092\u691c\u7d22\u306b\u3088\u3063\u3066\u88dc\u3044\u307e\u3059\u3002\u56de\u7b54\u6642\u306b\u793e\u5185\u30c7\u30fc\u30bf\u306a\u3069\u306e\u5916\u90e8\u60c5\u5831\u3092\u53c2\u7167\u3067\u304d\u308b\u305f\u3081\u3001\u60c5\u5831\u304c\u66f4\u65b0\u3055\u308c\u305f\u5834\u5408\u306f\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u5074\u3092\u66f4\u65b0\u3059\u308b\u3053\u3068\u3067\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002\u5236\u5ea6\u6539\u5b9a\u306e\u305f\u3073\u306b\u30e2\u30c7\u30eb\u81ea\u4f53\u3092\u5b66\u7fd2\u3057\u76f4\u3059\u5fc5\u8981\u304c\u306a\u3044\u70b9\u306f\u3001\u904b\u7528\u8ca0\u8377\u306e\u8efd\u6e1b\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"has-small-font-size wp-block-paragraph\">\u95a2\u9023\u8a18\u4e8b\uff1a<a href=\"https:\/\/www.kagoya.jp\/howto\/engineer\/hpc\/generationai\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u751f\u6210AI\u3068\u306f\uff1f\u5f93\u6765\u306eAI\u3068\u306e\u9055\u3044\u3084\u4ed5\u7d44\u307f\u30fb\u7a2e\u985e\u30fb\u4f01\u696d\u306e\u6d3b\u7528\u30e1\u30ea\u30c3\u30c8\u30fb\u4f8b\u3092\u89e3\u8aac<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">RAG\u304c\u5fc5\u8981\u3068\u3055\u308c\u308b\u80cc\u666f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f01\u696d\u3067RAG\u304c\u6c42\u3081\u3089\u308c\u308b\u80cc\u666f\u306b\u306f\u3001\u793e\u5185\u6587\u66f8\u3084\u30ca\u30ec\u30c3\u30b8\u306e\u5c5e\u4eba\u5316\u3068\u691c\u7d22\u6027\u306e\u4f4e\u3055\u304c\u3042\u308a\u307e\u3059\u3002\u9577\u5e74\u84c4\u7a4d\u3055\u308c\u305f\u898f\u7a0b\u3001\u30de\u30cb\u30e5\u30a2\u30eb\u3001\u8b70\u4e8b\u9332\u306f\u30d5\u30a1\u30a4\u30eb\u30b5\u30fc\u30d0\u30fc\u3084\u30b0\u30eb\u30fc\u30d7\u30a6\u30a7\u30a2\u306b\u5206\u6563\u3057\u3001\u3069\u3053\u306b\u4f55\u304c\u4fdd\u7ba1\u3055\u308c\u3066\u3044\u308b\u304b\u3092\u628a\u63e1\u3057\u3066\u3044\u308b\u4eba\u304c\u9650\u3089\u308c\u3066\u3057\u307e\u3044\u307e\u3059\u3002\u7d50\u679c\u3068\u3057\u3066\u3001\u7b54\u3048\u3092\u77e5\u3063\u3066\u3044\u308b\u7279\u5b9a\u306e\u62c5\u5f53\u8005\u3078\u8cea\u554f\u304c\u96c6\u307e\u308b\u72b6\u614b\u304c\u751f\u3058\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9f\u52d9\u3067\u306f\u3001\u60c5\u5831\u30b7\u30b9\u30c6\u30e0\u90e8\u9580\u3084\u7dcf\u52d9\u90e8\u9580\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u96c6\u4e2d\u3068\u3044\u3046\u5f62\u3067\u8868\u9762\u5316\u3057\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u4f11\u6687\u7533\u8acb\u30eb\u30fc\u30eb\u306e\u78ba\u8a8d\u306e\u3088\u3046\u306b\u3001\u898f\u7a0b\u3092\u8aad\u3081\u3070\u308f\u304b\u308b\u5185\u5bb9\u3067\u3042\u3063\u3066\u3082\u3001\u63a2\u3059\u624b\u9593\u3092\u907f\u3051\u3066\u62c5\u5f53\u8005\u306b\u76f4\u63a5\u805e\u304f\u793e\u54e1\u306f\u5c11\u306a\u304f\u3042\u308a\u307e\u305b\u3093\u3002RAG\u3092\u4f7f\u3048\u3070\u3001\u793e\u54e1\u306f\u81ea\u7136\u306a\u8a00\u8449\u3067\u8cea\u554f\u3057\u3001\u6839\u62e0\u3068\u306a\u308b\u6587\u66f8\u3068\u3068\u3082\u306b\u56de\u7b54\u3092\u53d7\u3051\u53d6\u308c\u308b\u305f\u3081\u3001\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u306b\u304b\u304b\u308b\u8ca0\u62c5\u3092\u6e1b\u3089\u305b\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">RAG\u306e\u4ed5\u7d44\u307f\u30923\u3064\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u89e3\u8aac<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.kagoya.jp\/howto\/wp-content\/uploads\/step123.jpeg\" alt=\"\" class=\"wp-image-15393\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">RAG\u306e\u5185\u90e8\u3067\u306f\u3001\u691c\u7d22\u30fb\u62e1\u5f35\u30fb\u751f\u6210\u3068\u3044\u30463\u3064\u306e\u5de5\u7a0b\u304c\u9806\u756a\u306b\u52d5\u3044\u3066\u3044\u307e\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u304c\u8cea\u554f\u3092\u5165\u529b\u3059\u308b\u3068\u3001\u30b7\u30b9\u30c6\u30e0\u306f\u307e\u305a\u95a2\u9023\u3059\u308b\u6587\u66f8\u3092\u63a2\u3057\u3001\u6b21\u306b\u305d\u306e\u6587\u66f8\u3092\u8cea\u554f\u6587\u3068\u7d44\u307f\u5408\u308f\u305b\u3001\u6700\u5f8c\u306bLLM\u304c\u56de\u7b54\u6587\u3092\u4f5c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5de5\u7a0b\u304c\u5206\u304b\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u671f\u5f85\u3057\u305f\u7cbe\u5ea6\u304c\u5f97\u3089\u308c\u306a\u3044\u5834\u5408\u306b\u3001\u3069\u3053\u3092\u6539\u5584\u3059\u3079\u304d\u304b\u5207\u308a\u5206\u3051\u3084\u3059\u3044\u69cb\u9020\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b9\u30c6\u30c3\u30d71\uff1a\u691c\u7d22\uff08Retrieval\uff09\u306e\u4ed5\u7d44\u307f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u691c\u7d22\u306e\u5de5\u7a0b\u3067\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u3092\u3082\u3068\u306b\u95a2\u9023\u60c5\u5831\u3092\u63a2\u3057\u307e\u3059\u3002\u4ee3\u8868\u7684\u306a\u65b9\u6cd5\u304c\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3067\u3059\u3002\u8cea\u554f\u3084\u6587\u66f8\u3092\u6570\u5024\u306e\u4e26\u3073\uff08\u30d9\u30af\u30c8\u30eb\uff09\u3078\u5909\u63db\u3057\u3001\u610f\u5473\u7684\u306a\u8fd1\u3055\u3092\u3082\u3068\u306b\u95a2\u9023\u6587\u66f8\u3092\u691c\u7d22\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u306f\u3001\u8cea\u554f\u3068\u6587\u66f8\u3067\u4f7f\u308f\u308c\u308b\u5358\u8a9e\u304c\u4e00\u81f4\u3057\u306a\u304f\u3066\u3082\u3001\u610f\u5473\u306e\u8fd1\u3044\u60c5\u5831\u3092\u898b\u3064\u3051\u3084\u3059\u3044\u70b9\u304c\u7279\u5fb4\u3067\u3059\u3002\u305f\u3068\u3048\u3070\u300c\u7a1f\u8b70\u66f8\u300d\u3068\u3044\u3046\u8a9e\u3067\u4f5c\u6210\u3055\u308c\u305f\u898f\u7a0b\u306f\u3001\u300c\u6c7a\u88c1\u306e\u7533\u8acb\u624b\u9806\u300d\u3068\u3044\u3063\u305f\u7570\u306a\u308b\u8868\u73fe\u3067\u306f\u5358\u7d14\u306a\u30ad\u30fc\u30ef\u30fc\u30c9\u4e00\u81f4\u3060\u3051\u3067\u306f\u898b\u3064\u3051\u306b\u304f\u3044\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u306a\u3089\u3001\u4e21\u8005\u306e\u610f\u5473\u7684\u306a\u8fd1\u3055\u3092\u3082\u3068\u306b\u95a2\u9023\u6587\u66f8\u3092\u63a2\u305b\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b9\u30c6\u30c3\u30d72\uff1a\u62e1\u5f35\uff08Augmentation\uff09\u306e\u4ed5\u7d44\u307f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u62e1\u5f35\u306e\u5de5\u7a0b\u3067\u306f\u3001\u691c\u7d22\u3067\u53d6\u308a\u51fa\u3057\u305f\u6587\u66f8\u3092\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u3068\u3072\u3068\u3064\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u307e\u3068\u3081\u307e\u3059\u3002\u691c\u7d22\u7d50\u679c\u3092\u56de\u7b54\u306e\u6839\u62e0\u3068\u3057\u3066\u5229\u7528\u3055\u305b\u308b\u305f\u3081\u3001\u53d6\u5f97\u3057\u305f\u60c5\u5831\u3092\u8cea\u554f\u3068\u3068\u3082\u306bLLM\u3078\u6e21\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5177\u4f53\u7684\u306b\u306f\u3001\u300c\u53c2\u8003\u60c5\u5831\u300d\u3068\u3057\u3066\u691c\u7d22\u7d50\u679c\u306e\u672c\u6587\u3092\u4e26\u3079\u3001\u305d\u306e\u5f8c\u308d\u306b\u5143\u306e\u8cea\u554f\u3092\u914d\u7f6e\u3057\u305f\u6587\u7ae0\u304c\u7d44\u307f\u7acb\u3066\u3089\u308c\u307e\u3059\u3002\u3053\u3053\u3067\u91cd\u8981\u306a\u306e\u306f\u3001\u6587\u66f8\u3092\u5168\u6587\u6295\u5165\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u8cea\u554f\u3068\u306e\u95a2\u9023\u6027\u3092\u8e0f\u307e\u3048\u3066\u5fc5\u8981\u306a\u60c5\u5831\u306b\u7d5e\u308a\u8fbc\u3080\u3053\u3068\u3067\u3059\u3002\u5165\u529b\u3067\u304d\u308b\u6587\u5b57\u6570\uff08\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u9577\uff09\u306b\u306f\u4e0a\u9650\u304c\u3042\u308a\u3001\u7121\u95a2\u4fc2\u306a\u60c5\u5831\u304c\u6df7\u3056\u308b\u307b\u3069\u56de\u7b54\u306e\u7126\u70b9\u306f\u307c\u3084\u3051\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b9\u30c6\u30c3\u30d73\uff1a\u751f\u6210\uff08Generation\uff09\u306e\u4ed5\u7d44\u307f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u751f\u6210\u306e\u5de5\u7a0b\u3067\u306f\u3001LLM\u304c\u53d7\u3051\u53d6\u3063\u305f\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u8aad\u307f\u89e3\u304d\u3001\u4eba\u304c\u8aad\u3093\u3067\u81ea\u7136\u306a\u6587\u7ae0\u3068\u3057\u3066\u56de\u7b54\u3092\u4f5c\u308a\u307e\u3059\u3002\u53c2\u7167\u60c5\u5831\u306e\u307f\u3092\u4f7f\u3046\u3088\u3046\u660e\u793a\u3057\u3001\u60c5\u5831\u304c\u4e0d\u8db3\u3057\u3066\u3044\u308b\u5834\u5408\u306f\u305d\u306e\u65e8\u3092\u7b54\u3048\u308b\u3088\u3046\u6307\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001\u6839\u62e0\u306e\u306a\u3044\u5185\u5bb9\u306e\u751f\u6210\u3092\u6291\u3048\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305f\u3068\u3048\u3070\u300c\u4ee5\u4e0b\u306e\u53c2\u8003\u60c5\u5831\u306e\u307f\u3092\u6839\u62e0\u3068\u3057\u3066\u8cea\u554f\u306b\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002\u53c2\u8003\u60c5\u5831\u306b\u8a18\u8f09\u304c\u306a\u3044\u5834\u5408\u306f\u300e\u8a72\u5f53\u3059\u308b\u60c5\u5831\u304c\u898b\u3064\u304b\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u300f\u3068\u56de\u7b54\u3057\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u3044\u3063\u305f\u6307\u793a\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002\u3053\u3046\u3057\u305f\u5236\u7d04\u3092\u8a2d\u3051\u308b\u3053\u3068\u3067\u3001\u53c2\u7167\u60c5\u5831\u306b\u306a\u3044\u5185\u5bb9\u3092\u751f\u6210\u3059\u308b\u30ea\u30b9\u30af\u306e\u4f4e\u6e1b\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4ed5\u7d44\u307f\u3092\u652f\u3048\u308b\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u4ed5\u7d44\u307f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u691c\u7d22\u7cbe\u5ea6\u3092\u5de6\u53f3\u3059\u308b\u4e3b\u306a\u6280\u8853\u8981\u7d20\u306b\u3001\u30c1\u30e3\u30f3\u30af\u5206\u5272\u30fb\u57cb\u3081\u8fbc\u307f\uff08embedding\uff09\u30fb\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304c\u3042\u308a\u307e\u3059\u3002\u30c1\u30e3\u30f3\u30af\u5206\u5272\u306f\u9577\u3044\u6587\u66f8\u3092\u610f\u5473\u306e\u307e\u3068\u307e\u308a\u3054\u3068\u306b\u533a\u5207\u308b\u51e6\u7406\u3092\u6307\u3057\u3001\u57cb\u3081\u8fbc\u307f\u306f\u533a\u5207\u3063\u305f\u30c6\u30ad\u30b9\u30c8\u3092\u6570\u5024\u30d9\u30af\u30c8\u30eb\u3078\u5909\u63db\u3059\u308b\u51e6\u7406\u3092\u6307\u3057\u307e\u3059\u3002\u3053\u306e\u5909\u63db\u306b\u306f\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001\u5909\u63db\u5f8c\u306e\u30d9\u30af\u30c8\u30eb\u3092\u4fdd\u7ba1\u3057\u3001\u8cea\u554f\u306b\u8fd1\u3044\u3082\u306e\u3092\u9ad8\u901f\u306b\u63a2\u3057\u51fa\u3059\u5f79\u5272\u3092\u62c5\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u3089\u306e\u8a2d\u8a08\u304c\u9069\u5207\u3067\u306a\u3044\u3068\u3001\u691c\u7d22\u7cbe\u5ea6\u304c\u4f4e\u4e0b\u3059\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u30c1\u30e3\u30f3\u30af\u304c\u5927\u304d\u3059\u304e\u308b\u3068\u8907\u6570\u306e\u8a71\u984c\u304c\u5165\u308a\u8fbc\u307f\u3001\u5c0f\u3055\u3059\u304e\u308b\u3068\u56de\u7b54\u306b\u5fc5\u8981\u306a\u6587\u8108\u304c\u4e0d\u8db3\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u9078\u3076\u969b\u306f\u3001\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u30fb\u691c\u7d22\u901f\u5ea6\u30fb\u904b\u7528\u30b3\u30b9\u30c8\u306a\u3069\u3092\u8ef8\u306b\u6bd4\u8f03\u3057\u307e\u3059\u3002\u60f3\u5b9a\u3059\u308b\u30c7\u30fc\u30bf\u91cf\u306e\u5897\u52a0\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u304b\u3001\u5fc5\u8981\u306a\u5fdc\u7b54\u901f\u5ea6\u3092\u6e80\u305f\u305b\u308b\u304b\u3001\u7ba1\u7406\u3059\u308b\u793e\u54e1\u306e\u5de5\u6570\u3092\u542b\u3081\u305f\u8cbb\u7528\u304c\u898b\u5408\u3046\u304b\u3068\u3044\u3063\u305f\u89b3\u70b9\u3067\u691c\u8a0e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">RAG\u3068\u4ed6\u306e\u751f\u6210AI\u9ad8\u5ea6\u5316\u624b\u6cd5\u3068\u306e\u9055\u3044<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"559\" src=\"https:\/\/www.kagoya.jp\/howto\/wp-content\/uploads\/rag-explain-1024x559.jpg\" alt=\"\" class=\"wp-image-14547\" srcset=\"https:\/\/www.kagoya.jp\/howto\/wp-content\/uploads\/rag-explain-1024x559.jpg 1024w, https:\/\/www.kagoya.jp\/howto\/wp-content\/uploads\/rag-explain-300x164.jpg 300w, https:\/\/www.kagoya.jp\/howto\/wp-content\/uploads\/rag-explain.jpg 1200w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u751f\u6210AI\u306e\u56de\u7b54\u54c1\u8cea\u3092\u9ad8\u3081\u308b\u624b\u6cd5\u306fRAG\u3060\u3051\u3067\u306f\u306a\u304f\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3082\u3088\u304f\u691c\u8a0e\u306e\u5bfe\u8c61\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">3\u3064\u306f\u5f79\u5272\u304c\u7570\u306a\u308b\u305f\u3081\u3001\u305d\u308c\u305e\u308c\u306e\u7279\u5fb4\u3092\u62bc\u3055\u3048\u3066\u304a\u304f\u3068\u3001\u81ea\u793e\u306e\u8ab2\u984c\u306b\u5bfe\u3057\u3066\u3069\u306e\u624b\u6cd5\u3092\u9078\u3076\u3079\u304d\u304b\u5224\u65ad\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">RAG\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u9055\u3044<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068RAG\u306e\u6700\u5927\u306e\u5dee\u306f\u3001\u77e5\u8b58\u3092\u3069\u3053\u306b\u6301\u305f\u305b\u308b\u304b\u3068\u3044\u3046\u8a2d\u8a08\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u65e2\u5b58\u306e\u30e2\u30c7\u30eb\u3078\u8ffd\u52a0\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u3055\u305b\u3001\u30e2\u30c7\u30eb\u306e\u5185\u90e8\u306b\u77e5\u8b58\u3084\u6587\u4f53\u3092\u899a\u3048\u8fbc\u307e\u305b\u308b\u624b\u6cd5\u3067\u3059\u3002\u5bfe\u3057\u3066RAG\u306f\u30e2\u30c7\u30eb\u3092\u5909\u66f4\u305b\u305a\u3001\u56de\u7b54\u306e\u305f\u3073\u306b\u5916\u90e8\u30c7\u30fc\u30bf\u3092\u691c\u7d22\u3057\u3066\u53c2\u7167\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u6bd4\u8f03\u9805\u76ee<\/th><th>RAG<\/th><th>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/th><\/tr><\/thead><tbody><tr><td>\u4ed5\u7d44\u307f<\/td><td>\u5916\u90e8\u30c7\u30fc\u30bf\u3092\u691c\u7d22\u3057\u56de\u7b54\u306b\u53cd\u6620<\/td><td>\u30e2\u30c7\u30eb\u81ea\u4f53\u3092\u518d\u5b66\u7fd2<\/td><\/tr><tr><td>\u6700\u65b0\u60c5\u5831\u3078\u306e\u5bfe\u5fdc<\/td><td>\u30c7\u30fc\u30bf\u66f4\u65b0\u306e\u307f\u3067\u5373\u5bfe\u5fdc\u53ef\u80fd<\/td><td>\u518d\u5b66\u7fd2\u304c\u5fc5\u8981<\/td><\/tr><tr><td>\u5c0e\u5165\u30b3\u30b9\u30c8<\/td><td>\u4e2d\u7a0b\u5ea6<\/td><td>\u9ad8\u3044\uff08\u5b66\u7fd2\u7528\u306e\u8a08\u7b97\u8cc7\u6e90\u304c\u5fc5\u8981\uff09<\/td><\/tr><tr><td>\u5411\u3044\u3066\u3044\u308b\u30b1\u30fc\u30b9<\/td><td>\u60c5\u5831\u66f4\u65b0\u983b\u5ea6\u304c\u9ad8\u3044\u696d\u52d9<\/td><td>\u6587\u4f53\u3084\u5c02\u9580\u7528\u8a9e\u3092\u5b9a\u7740\u3055\u305b\u305f\u3044\u5834\u5408<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6bd4\u8f03\u8868\u306e\u3068\u304a\u308a\u3001\u6700\u65b0\u60c5\u5831\u3078\u306e\u8ffd\u5f93\u6027\u3092\u91cd\u8996\u3059\u308b\u5834\u5408\u306fRAG\u3001\u7279\u5b9a\u5206\u91ce\u3078\u306e\u6700\u9069\u5316\u3084\u6587\u4f53\u30fb\u5c02\u9580\u7528\u8a9e\u306e\u5b9a\u7740\u3092\u91cd\u8996\u3059\u308b\u5834\u5408\u306f\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u5019\u88dc\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">RAG\u306f\u691c\u7d22\u5bfe\u8c61\u306e\u30c7\u30fc\u30bf\u3092\u66f4\u65b0\u3057\u3066\u5bfe\u5fdc\u3067\u304d\u308b\u4e00\u65b9\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u65b0\u3057\u3044\u60c5\u5831\u3092\u53cd\u6620\u3059\u308b\u969b\u306b\u518d\u5b66\u7fd2\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">RAG\u3068\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u9055\u3044<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306f\u6307\u793a\u6587\u306e\u66f8\u304d\u65b9\u3092\u5de5\u592b\u3059\u308b\u624b\u6cd5\u3067\u3042\u308a\u3001AI\u304c\u53c2\u7167\u3067\u304d\u308b\u60c5\u5831\u305d\u306e\u3082\u306e\u3092\u5897\u3084\u3059\u50cd\u304d\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u3069\u308c\u307b\u3069\u6307\u793a\u3092\u7cbe\u7dfb\u306b\u3057\u3066\u3082\u3001\u30e2\u30c7\u30eb\u304c\u5b66\u7fd2\u3057\u3066\u3044\u306a\u3044\u793e\u5185\u56fa\u6709\u306e\u30c7\u30fc\u30bf\u306b\u306f\u5230\u9054\u3067\u304d\u306a\u3044\u305f\u3081\u3067\u3059\u3002\u305f\u3068\u3048\u3070\u300c\u81ea\u793e\u306e\u898b\u7a4d\u627f\u8a8d\u30d5\u30ed\u30fc\u306b\u6cbf\u3063\u3066\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u6307\u793a\u3057\u3066\u3082\u3001\u305d\u306e\u30d5\u30ed\u30fc\u3092\u8a18\u3057\u305f\u6587\u66f8\u304cAI\u3078\u6e21\u3063\u3066\u3044\u306a\u3051\u308c\u3070\u3001\u4e00\u822c\u7684\u306a\u627f\u8a8d\u624b\u7d9a\u304d\u306e\u8aac\u660e\u3057\u304b\u8fd4\u3063\u3066\u304d\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u65b9\u3001RAG\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u3068\u4e21\u8005\u306f\u88dc\u3044\u5408\u3046\u95a2\u4fc2\u306b\u306a\u308a\u307e\u3059\u3002RAG\u304c\u6839\u62e0\u3068\u306a\u308b\u793e\u5185\u6587\u66f8\u3092\u7528\u610f\u3057\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u304c\u300c\u53c2\u8003\u60c5\u5831\u306e\u7bc4\u56f2\u3067\u7b54\u3048\u308b\u300d\u300c\u7d50\u8ad6\u304b\u3089\u66f8\u304f\u300d\u3068\u3044\u3063\u305f\u632f\u308b\u821e\u3044\u3092\u5236\u5fa1\u3059\u308b\u5206\u62c5\u3067\u3059\u3002\u571f\u53f0\u3068\u306a\u308b\u30c7\u30fc\u30bf\u3092RAG\u3067\u78ba\u4fdd\u3057\u305f\u3046\u3048\u3067\u6307\u793a\u6587\u3092\u78e8\u3051\u3070\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u8a2d\u8a08\u306e\u5de5\u592b\u304c\u5b9f\u969b\u306e\u56de\u7b54\u54c1\u8cea\u306b\u7d50\u3073\u3064\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">RAG\u3092\u5c0e\u5165\u3059\u308b\u30e1\u30ea\u30c3\u30c8<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.kagoya.jp\/howto\/wp-content\/uploads\/merit004.jpg\" alt=\"\" class=\"wp-image-15351\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">RAG\u306e\u5c0e\u5165\u52b9\u679c\u306f\u3001\u60c5\u5831\u30b7\u30b9\u30c6\u30e0\u90e8\u9580\u3084DX\u63a8\u9032\u62c5\u5f53\u8005\u306e\u8996\u70b9\u304b\u3089\u898b\u308b\u30684\u3064\u306b\u5206\u3051\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56de\u7b54\u7cbe\u5ea6\u306e\u5411\u4e0a\u3001\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306e\u6291\u5236\u3001\u60c5\u5831\u9bae\u5ea6\u306e\u7dad\u6301\u3001\u305d\u3057\u3066\u958b\u767a\u30fb\u904b\u7528\u30b3\u30b9\u30c8\u306e\u6291\u5236\u3067\u3059\u3002\u3044\u305a\u308c\u3082\u751f\u6210AI\u3092\u793e\u5185\u3067\u672c\u683c\u904b\u7528\u3059\u308b\u969b\u306b\u554f\u308f\u308c\u308b\u8981\u7d20\u3067\u3042\u308a\u3001\u793e\u5185\u8aac\u660e\u3084\u6295\u8cc7\u5224\u65ad\u306e\u6750\u6599\u306b\u3082\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u56de\u7b54\u7cbe\u5ea6\u304c\u5411\u4e0a\u3059\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">RAG\u3092\u5c0e\u5165\u3059\u308b\u3068\u3001\u793e\u5185\u306e\u4e00\u6b21\u60c5\u5831\u3092\u56de\u7b54\u306e\u6839\u62e0\u3068\u3057\u3066\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u6642\u70b9\u3067\u5f97\u305f\u4e00\u822c\u77e5\u8b58\u3060\u3051\u3067\u306a\u304f\u3001\u81ea\u793e\u304c\u7ba1\u7406\u3059\u308b\u6587\u66f8\u3092\u53c2\u7167\u3057\u3066\u56de\u7b54\u3067\u304d\u308b\u305f\u3081\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305f\u3068\u3048\u3070\u7d4c\u8cbb\u7cbe\u7b97\u306e\u4e0a\u9650\u984d\u3092\u8cea\u554f\u3059\u308b\u5834\u5408\u3001LLM\u5358\u4f53\u3067\u306f\u81ea\u793e\u306e\u65c5\u8cbb\u898f\u7a0b\u3092\u53c2\u7167\u3067\u304d\u306a\u3044\u305f\u3081\u3001\u793e\u5185\u30eb\u30fc\u30eb\u306b\u3082\u3068\u3065\u304f\u56de\u7b54\u306f\u3067\u304d\u307e\u305b\u3093\u3002RAG\u3092\u7d44\u307f\u8fbc\u3093\u3060\u74b0\u5883\u306a\u3089\u3001\u81ea\u793e\u306e\u65c5\u8cbb\u898f\u7a0b\u304b\u3089\u8a72\u5f53\u3059\u308b\u6761\u6587\u3092\u63a2\u3057\u51fa\u3057\u3001\u91d1\u984d\u3068\u9069\u7528\u6761\u4ef6\u3092\u3042\u308f\u305b\u3066\u63d0\u793a\u3067\u304d\u307e\u3059\u3002\u53c2\u7167\u3057\u305f\u6587\u66f8\u540d\u3092\u56de\u7b54\u306b\u6dfb\u3048\u308b\u8a2d\u8a08\u306b\u3057\u3066\u304a\u3051\u3070\u3001\u8cea\u554f\u3057\u305f\u793e\u54e1\u304c\u539f\u672c\u3092\u958b\u3044\u3066\u78ba\u304b\u3081\u308b\u52d5\u304d\u3082\u3068\u308a\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002\u3053\u3046\u3057\u305f\u69cb\u9020\u304c\u56de\u7b54\u7cbe\u5ea6\u306e\u5411\u4e0a\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3092\u6291\u5236\u3067\u304d\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4fe1\u983c\u3067\u304d\u308b\u60c5\u5831\u6e90\u3092\u56de\u7b54\u306e\u571f\u53f0\u306b\u636e\u3048\u308b\u3053\u3068\u3067\u3001\u4e8b\u5b9f\u3068\u7570\u306a\u308b\u5185\u5bb9\u3092\u751f\u6210\u3059\u308b\u30ea\u30b9\u30af\u3092\u6291\u3048\u3089\u308c\u307e\u3059\u3002RAG\u3067\u306f\u3001\u8cea\u554f\u306b\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u691c\u7d22\u3057\u3066LLM\u3078\u6e21\u3059\u305f\u3081\u3001\u56de\u7b54\u306e\u6839\u62e0\u3092\u4e0e\u3048\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9f\u969b\u306e\u904b\u7528\u3067\u306f\u3001\u691c\u7d22\u3067\u8a72\u5f53\u6587\u66f8\u304c\u898b\u3064\u304b\u3089\u306a\u304b\u3063\u305f\u5834\u5408\u306b\u300c\u60c5\u5831\u304c\u898b\u3064\u304b\u308a\u307e\u305b\u3093\u300d\u3068\u8fd4\u3059\u3088\u3046\u8a2d\u8a08\u3059\u308b\u3053\u3068\u3082\u6709\u52b9\u3067\u3059\u3002\u7b54\u3048\u3089\u308c\u306a\u3044\u8cea\u554f\u306b\u7121\u7406\u306b\u56de\u7b54\u3055\u305b\u306a\u3044\u3053\u3068\u3067\u3001\u8aa4\u60c5\u5831\u304c\u5229\u7528\u3055\u308c\u308b\u30ea\u30b9\u30af\u3092\u6291\u3048\u3089\u308c\u307e\u3059\u3002\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u3084\u9867\u5ba2\u5bfe\u5fdc\u306a\u3069\u3001\u56de\u7b54\u306e\u6b63\u78ba\u6027\u304c\u91cd\u8981\u306a\u696d\u52d9\u3067\u306f\u7279\u306b\u6709\u52b9\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u60c5\u5831\u9bae\u5ea6\u3092\u7dad\u6301\u3067\u304d\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">RAG\u3067\u306f\u3001\u30e2\u30c7\u30eb\u3092\u518d\u5b66\u7fd2\u3055\u305b\u305a\u306b\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u66f4\u65b0\u3059\u308b\u3060\u3051\u3067\u6700\u65b0\u60c5\u5831\u3092\u53cd\u6620\u3067\u304d\u307e\u3059\u3002\u77e5\u8b58\u304c\u30e2\u30c7\u30eb\u306e\u5185\u90e8\u3067\u306f\u306a\u304f\u5916\u90e8\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3078\u7f6e\u304b\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u53c2\u7167\u5148\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u5dee\u3057\u66ff\u3048\u305f\u6642\u70b9\u3067\u56de\u7b54\u5185\u5bb9\u3082\u5207\u308a\u66ff\u308f\u308b\u304b\u3089\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u898f\u7a0b\u6539\u5b9a\u3092\u4f8b\u306b\u3068\u308b\u3068\u3001\u6539\u5b9a\u5f8c\u306e\u6587\u66f8\u3092\u30d9\u30af\u30c8\u30eb\u5316\u3057\u3066\u767b\u9332\u3057\u76f4\u3059\u3060\u3051\u3067\u3001\u305d\u306e\u5f8c\u306e\u8cea\u554f\u304b\u3089\u65b0\u3057\u3044\u5185\u5bb9\u3092\u53c2\u7167\u3067\u304d\u307e\u3059\u3002\u6539\u5b9a\u524d\u306e\u6587\u66f8\u3092\u524a\u9664\u3057\u3066\u304a\u3051\u3070\u3001\u53e4\u3044\u57fa\u6e96\u304c\u56de\u7b54\u3078\u6df7\u3056\u308b\u4e8b\u614b\u3082\u9632\u3052\u307e\u3059\u3002\u4eba\u4e8b\u5236\u5ea6\u3084\u6599\u91d1\u8868\u306e\u3088\u3046\u306b\u66f4\u65b0\u304c\u983b\u7e41\u306a\u60c5\u5831\u3092\u6271\u3046\u696d\u52d9\u3067\u306f\u3001\u3053\u306e\u66f4\u65b0\u306e\u3057\u3084\u3059\u3055\u304c\u904b\u7528\u8ca0\u8377\u306e\u8efd\u6e1b\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u958b\u767a\u30fb\u904b\u7528\u30b3\u30b9\u30c8\u3092\u6291\u3048\u3089\u308c\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30b3\u30b9\u30c8\u9762\u3067\u3082\u3001RAG\u306f\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u6bd4\u3079\u3066\u8ca0\u62c5\u304c\u8efd\u304f\u6e08\u307f\u307e\u3059\u3002\u521d\u671f\u8cbb\u7528\u3067\u306f\u3001\u5927\u91cf\u306e\u5b66\u7fd2\u30c7\u30fc\u30bf\u3092\u6574\u3048\u3066GPU\u3092\u9577\u6642\u9593\u5360\u6709\u3059\u308b\u5fc5\u8981\u304c\u306a\u304f\u3001\u65e2\u5b58\u306e\u6587\u66f8\u3092\u30d9\u30af\u30c8\u30eb\u5316\u3057\u3066\u84c4\u7a4d\u3059\u308b\u4f5c\u696d\u304c\u4e2d\u5fc3\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u904b\u7528\u9762\u3067\u3082\u3001RAG\u306f\u60c5\u5831\u66f4\u65b0\u306e\u305f\u3073\u306b\u30e2\u30c7\u30eb\u3092\u518d\u5b66\u7fd2\u3059\u308b\u5fc5\u8981\u304c\u306a\u3044\u70b9\u304c\u5229\u70b9\u3067\u3059\u3002\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u65b0\u3057\u3044\u60c5\u5831\u3092\u53cd\u6620\u3059\u308b\u969b\u306b\u518d\u5b66\u7fd2\u304c\u5fc5\u8981\u3067\u3059\u304c\u3001RAG\u306f\u691c\u7d22\u5bfe\u8c61\u306e\u6587\u66f8\u3092\u66f4\u65b0\u3059\u308b\u3053\u3068\u3067\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u3010\u5b9f\u52d9\u3067\u6d3b\u304d\u308b\u3011RAG\u306e\u6d3b\u7528\u30b7\u30fc\u30f3\u30fb\u4e8b\u4f8b<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.kagoya.jp\/howto\/wp-content\/uploads\/casesyudy.jpeg\" alt=\"\" class=\"wp-image-13449\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">RAG\u306e\u4ee3\u8868\u7684\u306a\u6d3b\u7528\u9818\u57df\u306b\u306f\u3001\u793e\u5185\u554f\u3044\u5408\u308f\u305b\u3001\u30ca\u30ec\u30c3\u30b8\u5171\u6709\u3001\u9867\u5ba2\u5bfe\u5fdc\u3001\u7814\u7a76\u30fb\u958b\u767a\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002\u81ea\u793e\u306e\u3069\u306e\u696d\u52d9\u304b\u3089\u7740\u624b\u3059\u308b\u304b\u3092\u8003\u3048\u308b\u6750\u6599\u3068\u3057\u3066\u3001\u305d\u308c\u305e\u308c\u306e\u4f7f\u308f\u308c\u65b9\u3092\u78ba\u8a8d\u3057\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4f01\u696d\u5185\u6587\u66f8\u691c\u7d22\u30fb\u793e\u5185\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u3067\u306e\u6d3b\u7528\u4e8b\u4f8b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u793e\u5185\u898f\u7a0b\u3084\u30de\u30cb\u30e5\u30a2\u30eb\u3092RAG\u306e\u691c\u7d22\u5bfe\u8c61\u306b\u3059\u308b\u3068\u3001\u7dcf\u52d9\u30fb\u4eba\u4e8b\u306b\u96c6\u4e2d\u3057\u3066\u3044\u305f\u554f\u3044\u5408\u308f\u305b\u3092\u5206\u6563\u3067\u304d\u307e\u3059\u3002\u62c5\u5f53\u8005\u306b\u805e\u304b\u306a\u3051\u308c\u3070\u308f\u304b\u3089\u306a\u304b\u3063\u305f\u5185\u5bb9\u3092\u3001\u793e\u54e1\u304c\u81ea\u5206\u3067\u78ba\u304b\u3081\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u308b\u304b\u3089\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305f\u3068\u3048\u3070\u300c\u53d6\u5f15\u5148\u3068\u306e\u4f1a\u98df\u8cbb\u306f\u3069\u306e\u79d1\u76ee\u3067\u7cbe\u7b97\u3059\u308b\u306e\u304b\u300d\u300c\u62bc\u5370\u304c\u5fc5\u8981\u306a\u5951\u7d04\u66f8\u306e\u5224\u65ad\u57fa\u6e96\u306f\u4f55\u304b\u300d\u3068\u3044\u3063\u305f\u8cea\u554f\u306f\u3001\u898f\u7a0b\u306b\u7b54\u3048\u304c\u66f8\u304b\u308c\u3066\u3044\u308b\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u63a2\u3059\u624b\u9593\u3092\u7406\u7531\u306b\u62c5\u5f53\u8005\u3078\u56de\u3055\u308c\u304c\u3061\u3067\u3059\u3002RAG\u3092\u5c0e\u5165\u3057\u305f\u74b0\u5883\u3067\u306f\u3001\u793e\u54e1\u304c\u30c1\u30e3\u30c3\u30c8\u753b\u9762\u3078\u8cea\u554f\u3092\u6253\u3061\u8fbc\u3080\u3068\u3001\u8a72\u5f53\u3059\u308b\u898f\u7a0b\u306e\u6761\u6587\u3084\u8981\u7d04\u304c\u8fd4\u308a\u307e\u3059\u3002\u5b9a\u578b\u7684\u306a\u8cea\u554f\u304c\u6e1b\u3063\u305f\u5206\u3001\u7dcf\u52d9\u30fb\u4eba\u4e8b\u306e\u62c5\u5f53\u8005\u306f\u4f8b\u5916\u5bfe\u5fdc\u3084\u5236\u5ea6\u8a2d\u8a08\u3068\u3044\u3063\u305f\u5224\u65ad\u306e\u8981\u308b\u696d\u52d9\u3078\u6642\u9593\u3092\u632f\u308a\u5411\u3051\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30ca\u30ec\u30c3\u30b8\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u30fb\u5c5e\u4eba\u5316\u89e3\u6d88\u3067\u306e\u6d3b\u7528\u4e8b\u4f8b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u65e5\u5831\u3001\u30c8\u30e9\u30d6\u30eb\u5bfe\u5fdc\u8a18\u9332\u3001\u6253\u3061\u5408\u308f\u305b\u30e1\u30e2\u306a\u3069\u306b\u6b8b\u3055\u308c\u305f\u77e5\u8b58\u3092RAG\u306e\u691c\u7d22\u5bfe\u8c61\u306b\u3059\u308b\u3053\u3068\u3067\u3001\u7d44\u7e54\u5185\u306e\u30ca\u30ec\u30c3\u30b8\u3092\u63a2\u3057\u3084\u3059\u304f\u3067\u304d\u307e\u3059\u3002\u3053\u3046\u3057\u305f\u975e\u5b9a\u578b\u306e\u6587\u66f8\u306f\u8868\u73fe\u304c\u7d71\u4e00\u3055\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u3082\u591a\u3044\u305f\u3081\u3001\u610f\u5473\u306e\u8fd1\u3055\u3067\u95a2\u9023\u60c5\u5831\u3092\u63a2\u305b\u308b\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u304c\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305f\u3068\u3048\u3070\u8a2d\u5099\u4fdd\u5b88\u306e\u62c5\u5f53\u8005\u304c\u6b8b\u3057\u305f\u969c\u5bb3\u5bfe\u5fdc\u30e1\u30e2\u3092\u53d6\u308a\u8fbc\u3093\u3067\u304a\u304f\u3068\u3001\u5f8c\u4efb\u306e\u793e\u54e1\u304c\u300c\u540c\u3058\u8b66\u544a\u304c\u51fa\u305f\u3068\u304d\u306e\u521d\u52d5\u300d\u3092\u8cea\u554f\u3059\u308b\u3060\u3051\u3067\u3001\u904e\u53bb\u306e\u5bfe\u51e6\u5185\u5bb9\u3092\u5f15\u304d\u51fa\u305b\u307e\u3059\u3002\u30d9\u30c6\u30e9\u30f3\u793e\u54e1\u304c\u7570\u52d5\u3057\u305f\u5f8c\u3082\u3001\u5224\u65ad\u306e\u80cc\u666f\u307e\u3067\u542b\u3081\u305f\u8a18\u9332\u304c\u7d44\u7e54\u5074\u306b\u6b8b\u308a\u307e\u3059\u3002\u6587\u66f8\u3092\u66f8\u304d\u6b8b\u3059\u7fd2\u6163\u3068RAG\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u5c5e\u4eba\u5316\u306e\u7de9\u548c\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u30fbFAQ\u5bfe\u5fdc\u3067\u306e\u6d3b\u7528\u4e8b\u4f8b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u9867\u5ba2\u5bfe\u5fdc\u306e\u9818\u57df\u3067\u306f\u3001RAG\u3092\u5bfe\u5fdc\u54c1\u8cea\u306e\u3070\u3089\u3064\u304d\u3092\u6291\u3048\u308b\u305f\u3081\u306b\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002\u88fd\u54c1\u30de\u30cb\u30e5\u30a2\u30eb\u3084\u904e\u53bb\u306e\u5bfe\u5fdc\u5c65\u6b74\u3092\u691c\u7d22\u5bfe\u8c61\u306b\u3057\u3066\u304a\u3051\u3070\u3001\u62c5\u5f53\u8005\u306e\u7d4c\u9a13\u5e74\u6570\u306b\u304b\u304b\u308f\u3089\u305a\u540c\u3058\u60c5\u5831\u6e90\u3092\u53c2\u7167\u3057\u3084\u3059\u304f\u306a\u308b\u305f\u3081\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u554f\u3044\u5408\u308f\u305b\u3092\u53d7\u3051\u305f\u30aa\u30da\u30ec\u30fc\u30bf\u30fc\u304c\u8cea\u554f\u5185\u5bb9\u3092\u5165\u529b\u3059\u308b\u3068\u3001\u88fd\u54c1\u30de\u30cb\u30e5\u30a2\u30eb\u3084\u904e\u53bb\u306e\u5bfe\u5fdc\u5c65\u6b74\u304b\u3089\u95a2\u9023\u60c5\u5831\u3092\u691c\u7d22\u3067\u304d\u307e\u3059\u3002\u65b0\u4efb\u306e\u62c5\u5f53\u8005\u3067\u3082\u540c\u3058\u60c5\u5831\u6e90\u3092\u53c2\u7167\u3057\u3084\u3059\u304f\u306a\u308a\u3001\u5bfe\u5fdc\u54c1\u8cea\u306e\u5e73\u6e96\u5316\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002\u62c5\u5f53\u8005\u304c\u5185\u5bb9\u3092\u78ba\u8a8d\u3057\u305f\u3046\u3048\u3067\u56de\u7b54\u306b\u6d3b\u7528\u3059\u308c\u3070\u3001\u5bfe\u5fdc\u6642\u9593\u306e\u77ed\u7e2e\u3082\u671f\u5f85\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u958b\u767a\u30fb\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u9818\u57df\u3067\u306e\u6d3b\u7528\u4e8b\u4f8b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7814\u7a76\u30fb\u958b\u767a\u306e\u73fe\u5834\u3067\u3082\u3001\u6280\u8853\u6587\u66f8\u3084\u7279\u8a31\u60c5\u5831\u306a\u3069\u3092\u691c\u7d22\u5bfe\u8c61\u3068\u3057\u305fRAG\u304c\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u8cc7\u6599\u91cf\u304c\u591a\u3044\u9818\u57df\u3067\u306f\u3001\u5fc5\u8981\u306a\u77e5\u898b\u3092\u63a2\u3059\u306e\u306b\u6642\u9593\u304c\u304b\u304b\u308b\u305f\u3081\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305f\u3068\u3048\u3070\u3001\u65b0\u3057\u3044\u6280\u8853\u30c6\u30fc\u30de\u306b\u3064\u3044\u3066\u793e\u5185\u306e\u6280\u8853\u6587\u66f8\u3084\u7279\u8a31\u60c5\u5831\u3092\u6a2a\u65ad\u3057\u3066\u691c\u7d22\u3057\u3001\u95a2\u9023\u3059\u308b\u77e5\u898b\u3092\u8981\u7d04\u3057\u3066\u63d0\u793a\u3059\u308b\u4f7f\u3044\u65b9\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u3002\u5fc5\u8981\u306a\u8cc7\u6599\u3092\u63a2\u3059\u6642\u9593\u3092\u77ed\u7e2e\u3057\u3001\u7814\u7a76\u30fb\u958b\u767a\u62c5\u5f53\u8005\u306e\u60c5\u5831\u53ce\u96c6\u3092\u52b9\u7387\u5316\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">RAG\u5c0e\u5165\u306b\u304a\u3051\u308b\u8ab2\u984c\u3068\u6ce8\u610f\u70b9<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.kagoya.jp\/howto\/wp-content\/uploads\/attention-1.jpeg\" alt=\"\" class=\"wp-image-13318\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">RAG\u306f\u5c0e\u5165\u3059\u308c\u3070\u81ea\u52d5\u7684\u306b\u6210\u679c\u304c\u51fa\u308b\u6280\u8853\u3067\u306f\u306a\u304f\u3001\u904b\u7528\u8a2d\u8a08\u306e\u5de7\u62d9\u304c\u7d50\u679c\u3092\u5de6\u53f3\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u60c5\u5831\u30b7\u30b9\u30c6\u30e0\u90e8\u9580\u304c\u5b9f\u52d9\u3067\u5411\u304d\u5408\u3046\u306e\u306f\u3001\u691c\u7d22\u7cbe\u5ea6\u3068\u30c7\u30fc\u30bf\u54c1\u8cea\u3001\u60c5\u5831\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30a2\u30af\u30bb\u30b9\u6a29\u9650\u3001\u5fdc\u7b54\u901f\u5ea6\u3068\u904b\u7528\u30b3\u30b9\u30c8\u3068\u3044\u30463\u3064\u306e\u8ad6\u70b9\u3067\u3059\u3002\u5c0e\u5165\u524d\u306b\u62bc\u3055\u3048\u3066\u304a\u304d\u305f\u3044\u6ce8\u610f\u70b9\u3092\u3001\u5bfe\u7b56\u3068\u3042\u308f\u305b\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u691c\u7d22\u7cbe\u5ea6\u30fb\u30c7\u30fc\u30bf\u54c1\u8cea\u306b\u95a2\u3059\u308b\u8ab2\u984c<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">RAG\u306e\u56de\u7b54\u54c1\u8cea\u306f\u3001\u53c2\u7167\u3059\u308b\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u306b\u5927\u304d\u304f\u5de6\u53f3\u3055\u308c\u307e\u3059\u3002\u691c\u7d22\u3067\u62fe\u308f\u308c\u305f\u6587\u66f8\u304c\u53e4\u3044\u7248\u3067\u3042\u3063\u305f\u308a\u3001\u540c\u3058\u5185\u5bb9\u306e\u6587\u66f8\u304c\u8907\u6570\u4fdd\u7ba1\u3055\u308c\u3066\u3044\u305f\u308a\u3059\u308b\u3068\u3001\u8aa4\u3063\u305f\u60c5\u5831\u304c\u56de\u7b54\u306b\u53cd\u6620\u3055\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u5834\u3067\u6ce8\u610f\u3057\u305f\u3044\u306e\u306f\u3001\u6539\u5b9a\u524d\u5f8c\u306e\u898f\u7a0b\u304c\u540c\u3058\u691c\u7d22\u5bfe\u8c61\u306b\u6b8b\u308b\u30b1\u30fc\u30b9\u3067\u3059\u3002\u65e7\u7248\u3068\u65b0\u7248\u304c\u6df7\u5728\u3059\u308b\u3068\u3001\u77db\u76fe\u3057\u305f\u56de\u7b54\u304c\u751f\u6210\u3055\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u5bfe\u7b56\u3068\u3057\u3066\u306f\u3001\u5b9a\u671f\u7684\u306a\u30c7\u30fc\u30bf\u66f4\u65b0\u306e\u904b\u7528\u3092\u6c7a\u3081\u3001\u65e7\u7248\u3092\u691c\u7d22\u5bfe\u8c61\u304b\u3089\u5916\u3059\u624b\u9806\u3092\u7d44\u307f\u8fbc\u307f\u307e\u3059\u3002\u3042\u308f\u305b\u3066\u3001\u6587\u66f8\u3078\u4f5c\u6210\u65e5\u30fb\u90e8\u7f72\u540d\u30fb\u7248\u6570\u3068\u3044\u3063\u305f\u30e1\u30bf\u30c7\u30fc\u30bf\uff08\u6587\u66f8\u306e\u5185\u5bb9\u3092\u8aac\u660e\u3059\u308b\u4ed8\u5e2f\u60c5\u5831\uff09\u3092\u4ed8\u4e0e\u3057\u3066\u304a\u3051\u3070\u3001\u691c\u7d22\u6642\u306b\u6761\u4ef6\u3092\u7d5e\u308a\u8fbc\u3081\u307e\u3059\u3002\u30c7\u30fc\u30bf\u6574\u5099\u304c\u4e0d\u5341\u5206\u306a\u307e\u307e\u3060\u3068\u3001\u8aa4\u7b54\u306e\u539f\u56e0\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u60c5\u5831\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30fb\u30a2\u30af\u30bb\u30b9\u6a29\u9650\u306b\u95a2\u3059\u308b\u8ab2\u984c<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u793e\u5185\u6587\u66f8\u3092\u6a2a\u65ad\u7684\u306b\u691c\u7d22\u3067\u304d\u308b\u4ed5\u7d44\u307f\u306f\u3001\u6a29\u9650\u8a2d\u8a08\u3092\u8aa4\u308b\u3068\u60c5\u5831\u6f0f\u3048\u3044\u306e\u7d4c\u8def\u306b\u306a\u308a\u307e\u3059\u3002\u4eba\u4e8b\u8a55\u4fa1\u3084\u5f79\u54e1\u4f1a\u8b70\u306e\u8cc7\u6599\u307e\u3067\u691c\u7d22\u5bfe\u8c61\u3078\u542b\u3081\u3066\u3057\u307e\u3046\u3068\u3001\u6a29\u9650\u306e\u306a\u3044\u793e\u54e1\u306e\u8cea\u554f\u306b\u5bfe\u3057\u3066\u6a5f\u5bc6\u60c5\u5831\u304c\u5f15\u7528\u3055\u308c\u308b\u4e8b\u614b\u304c\u8d77\u3053\u308a\u5f97\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9632\u3050\u306b\u306f\u3001\u90e8\u7f72\u3084\u5f79\u8077\u306b\u5fdc\u3058\u305f\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3092\u691c\u7d22\u306e\u6bb5\u968e\u3067\u9069\u7528\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u306e\u6a29\u9650\u60c5\u5831\u306b\u5fdc\u3058\u3066\u691c\u7d22\u5bfe\u8c61\u3092\u7d5e\u308a\u8fbc\u307f\u3001\u6a29\u9650\u5916\u306e\u6587\u66f8\u304cLLM\u3078\u6e21\u3089\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059\u3002\u65e2\u5b58\u306e\u30d5\u30a1\u30a4\u30eb\u30b5\u30fc\u30d0\u30fc\u3084\u30b0\u30eb\u30fc\u30d7\u30a6\u30a7\u30a2\u306e\u6a29\u9650\u3092\u3069\u3046\u5f15\u304d\u7d99\u3050\u304b\u306f\u3001\u69cb\u7bc9\u306e\u521d\u671f\u6bb5\u968e\u3067\u6c7a\u3081\u3066\u304a\u304d\u305f\u3044\u8ad6\u70b9\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5fdc\u7b54\u901f\u5ea6\u30fb\u904b\u7528\u30b3\u30b9\u30c8\u306b\u95a2\u3059\u308b\u8ab2\u984c<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">RAG\u306f\u300c\u691c\u7d22\u300d\u3068\u300c\u751f\u6210\u300d\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u305f\u3081\u3001LLM\u5358\u4f53\u3067\u76f4\u63a5\u5fdc\u7b54\u3059\u308b\u5834\u5408\u3088\u308a\u51e6\u7406\u6642\u9593\u304c\u9577\u304f\u306a\u308b\u50be\u5411\u304c\u3042\u308a\u307e\u3059\u3002\u7279\u306b\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u5bfe\u8c61\u3068\u3057\u305f\u308a\u3001\u9ad8\u7cbe\u5ea6\u306a\u691c\u7d22\u51e6\u7406\u3092\u884c\u3063\u305f\u308a\u3059\u308b\u5834\u5408\u306b\u306f\u3001\u5fdc\u7b54\u304c\u9045\u304f\u306a\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6539\u5584\u7b56\u3068\u3057\u3066\u306f\u3001\u983b\u51fa\u3059\u308b\u8cea\u554f\u306e\u7d50\u679c\u3092\u30ad\u30e3\u30c3\u30b7\u30e5\u3059\u308b\u3001\u691c\u7d22\u4ef6\u6570\u3084\u30d5\u30a3\u30eb\u30bf\u30fc\u3092\u8abf\u6574\u3059\u308b\u3001\u7528\u9014\u306b\u5fdc\u3058\u3066\u8efd\u91cf\u306a\u30e2\u30c7\u30eb\u3092\u4f75\u7528\u3059\u308b\u3068\u3044\u3063\u305f\u65b9\u6cd5\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002\u904b\u7528\u30b3\u30b9\u30c8\u306f\u5229\u7528\u91cf\u3084\u51e6\u7406\u69cb\u6210\u306b\u3088\u3063\u3066\u5909\u308f\u308b\u305f\u3081\u3001\u60f3\u5b9a\u3059\u308b\u540c\u6642\u5229\u7528\u6570\u3084\u554f\u3044\u5408\u308f\u305b\u91cf\u3092\u898b\u7a4d\u3082\u3063\u305f\u3046\u3048\u3067\u69cb\u6210\u3092\u6c7a\u3081\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"has-small-font-size wp-block-paragraph\">\u95a2\u9023\u8a18\u4e8b\uff1a<a href=\"https:\/\/www.kagoya.jp\/howto\/engineer\/hpc\/ai-dev\/\" target=\"_blank\" rel=\"noreferrer noopener\">AI\u958b\u767a\u3068\u306f\u3002\u6d41\u308c\u3084\u5fc5\u8981\u306a\u3082\u306e\u3001\u958b\u767a\u74b0\u5883\u306a\u3069\u62bc\u3055\u3048\u3066\u304a\u304f\u3079\u304d\u57fa\u790e\u77e5\u8b58<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">RAG\u5c0e\u5165\u30fb\u69cb\u7bc9\u306e\u57fa\u672c\u7684\u306a\u6d41\u308c<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.kagoya.jp\/howto\/wp-content\/uploads\/flow-1024x567.jpg\" alt=\"\" class=\"wp-image-15405\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">RAG\u306e\u69cb\u7bc9\u306f\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u6e96\u5099\u3001\u30d9\u30af\u30c8\u30eb\u5316\u3068\u767b\u9332\u3001\u691c\u7d22\u30fb\u751f\u6210\u30b7\u30b9\u30c6\u30e0\u306e\u5b9f\u88c5\u3068\u3044\u30463\u3064\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u9032\u307f\u307e\u3059\u3002\u5de5\u7a0b\u3054\u3068\u306b\u5fc5\u8981\u306a\u4f5c\u696d\u3068\u62c5\u5f53\u8005\u304c\u7570\u306a\u308b\u305f\u3081\u3001\u5168\u4f53\u50cf\u3092\u628a\u63e1\u3057\u3066\u304b\u3089\u7740\u624b\u3059\u308b\u3068\u624b\u623b\u308a\u3092\u6e1b\u3089\u305b\u307e\u3059\u3002\u30a8\u30f3\u30b8\u30cb\u30a2\u3084DX\u63a8\u9032\u62c5\u5f53\u8005\u304c\u5b9f\u969b\u306b\u624b\u3092\u52d5\u304b\u3059\u9806\u756a\u306b\u6cbf\u3063\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b9\u30c6\u30c3\u30d71\uff1a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u53ce\u96c6\u3068\u524d\u51e6\u7406<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u521d\u306e\u5de5\u7a0b\u3067\u306f\u3001\u691c\u7d22\u5bfe\u8c61\u3068\u3059\u308b\u793e\u5185\u6587\u66f8\u3092\u96c6\u3081\u3001AI\u304c\u6271\u3048\u308b\u5f62\u3078\u6574\u3048\u307e\u3059\u3002\u6587\u66f8\u306e\u6574\u7406\u3084\u524d\u51e6\u7406\u306f\u691c\u7d22\u7cbe\u5ea6\u3092\u5de6\u53f3\u3059\u308b\u305f\u3081\u3001\u5341\u5206\u306b\u6642\u9593\u3092\u304b\u3051\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f5c\u696d\u306e\u4e2d\u5fc3\u306f\u3001PDF\u3084Word\u304b\u3089\u672c\u6587\u3092\u629c\u304d\u51fa\u3057\u305f\u3046\u3048\u3067\u306e\u30c1\u30e3\u30f3\u30af\u5206\u5272\u3068\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u4ed8\u4e0e\u3067\u3059\u3002\u898b\u51fa\u3057\u5358\u4f4d\u3067\u533a\u5207\u308b\u3001\u524d\u5f8c\u306e\u30c1\u30e3\u30f3\u30af\u3092\u5c11\u3057\u91cd\u306d\u308b\u3068\u3044\u3063\u305f\u5de5\u592b\u3092\u3059\u308b\u3068\u3001\u6587\u8108\u304c\u9014\u5207\u308c\u306b\u304f\u304f\u306a\u308a\u307e\u3059\u3002\u90e8\u7f72\u540d\u3084\u6709\u52b9\u671f\u9650\u3092\u5c5e\u6027\u3068\u3057\u3066\u6301\u305f\u305b\u3066\u304a\u3051\u3070\u3001\u5f8c\u304b\u3089\u691c\u7d22\u7bc4\u56f2\u3092\u7d5e\u308b\u6761\u4ef6\u306b\u3082\u4f7f\u3048\u307e\u3059\u3002\u6574\u7406\u3055\u308c\u3066\u3044\u306a\u3044\u6587\u66f8\u3092\u305d\u306e\u307e\u307e\u53d6\u308a\u8fbc\u3080\u3068\u3001\u691c\u7d22\u7cbe\u5ea6\u304c\u4f4e\u4e0b\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b9\u30c6\u30c3\u30d72\uff1a\u30d9\u30af\u30c8\u30eb\u5316\u3068\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3078\u306e\u767b\u9332<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b21\u306e\u5de5\u7a0b\u3067\u306f\u3001\u524d\u51e6\u7406\u6e08\u307f\u306e\u30c6\u30ad\u30b9\u30c8\u3092\u57cb\u3081\u8fbc\u307f\uff08embedding\uff09\u30e2\u30c7\u30eb\u3067\u6570\u5024\u30d9\u30af\u30c8\u30eb\u3078\u5909\u63db\u3057\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3078\u767b\u9332\u3057\u307e\u3059\u3002\u691c\u7d22\u306e\u901f\u3055\u3068\u7cbe\u5ea6\u306f\u3001\u3053\u306e\u5909\u63db\u3068\u4fdd\u7ba1\u306e\u8a2d\u8a08\u306b\u5de6\u53f3\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u306f\u3001\u4f7f\u7528\u3059\u308b\u8a00\u8a9e\u3084\u7528\u9014\u306b\u5fdc\u3058\u3066\u9078\u3073\u307e\u3059\u3002\u65e5\u672c\u8a9e\u304c\u4e2d\u5fc3\u3067\u3042\u308c\u3070\u3001\u65e5\u672c\u8a9e\u306b\u9069\u3057\u305f\u30e2\u30c7\u30eb\u3092\u691c\u8a0e\u3057\u307e\u3059\u3002\u767b\u9332\u6642\u306b\u306f\u30c1\u30e3\u30f3\u30af\u306e\u672c\u6587\u3001\u30d9\u30af\u30c8\u30eb\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u3072\u3082\u4ed8\u3051\u3066\u4fdd\u5b58\u3057\u3001\u56de\u7b54\u6642\u306b\u51fa\u5178\u3092\u793a\u305b\u308b\u72b6\u614b\u306b\u3057\u3066\u304a\u304d\u307e\u3059\u3002\u6587\u66f8\u304c\u8ffd\u52a0\u30fb\u6539\u5b9a\u3055\u308c\u305f\u969b\u306b\u5dee\u5206\u3060\u3051\u3092\u518d\u767b\u9332\u3059\u308b\u4ed5\u7d44\u307f\u3082\u3001\u3053\u306e\u6bb5\u968e\u3067\u7d44\u307f\u8fbc\u3093\u3067\u304a\u3051\u3070\u904b\u7528\u8ca0\u8377\u3092\u6291\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b9\u30c6\u30c3\u30d73\uff1a\u691c\u7d22\u30fb\u751f\u6210\u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u7bc9\u3068\u30c6\u30b9\u30c8<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u5f8c\u306e\u5de5\u7a0b\u3067\u3001\u691c\u7d22\u304b\u3089\u56de\u7b54\u751f\u6210\u307e\u3067\u3092\u3064\u306a\u3050\u5b9f\u88c5\u3068\u3001PoC\uff08\u8a66\u9a13\u5c0e\u5165\u306b\u3088\u308b\u52b9\u679c\u691c\u8a3c\uff09\u3092\u884c\u3044\u307e\u3059\u3002LangChain\u306e\u3088\u3046\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u3046\u3068\u3001\u691c\u7d22\u7d50\u679c\u306e\u53d6\u5f97\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u7d44\u307f\u7acb\u3066\u3001LLM\u306e\u547c\u3073\u51fa\u3057\u3068\u3044\u3063\u305f\u51e6\u7406\u3092\u52b9\u7387\u7684\u306b\u7d44\u307f\u5408\u308f\u305b\u3066\u5b9f\u88c5\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3084\u30b5\u30fc\u30d3\u30b9\u3092\u9078\u3076\u969b\u306f\u3001\u7528\u9014\u3092\u8ef8\u306b\u5224\u65ad\u3057\u307e\u3059\u3002\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u306e\u6bb5\u968e\u3067\u306f\u3001\u5b9f\u88c5\u91cf\u304c\u5c11\u306a\u304f\u8a66\u884c\u932f\u8aa4\u3057\u3084\u3059\u3044\u3082\u306e\u304c\u5411\u3044\u3066\u3044\u307e\u3059\u3002\u672c\u756a\u904b\u7528\u3078\u79fb\u3059\u6bb5\u968e\u306b\u306a\u308b\u3068\u3001\u76e3\u8996\u6a5f\u80fd\u3001\u6a29\u9650\u7ba1\u7406\u3001\u969c\u5bb3\u6642\u306e\u5207\u308a\u5206\u3051\u3084\u3059\u3055\u304c\u5224\u65ad\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002\u5b9f\u88c5\u5f8c\u306f\u3001\u5b9f\u969b\u306e\u696d\u52d9\u3067\u60f3\u5b9a\u3055\u308c\u308b\u8cea\u554f\u3092\u7528\u610f\u3057\u3066\u56de\u7b54\u3092\u8a55\u4fa1\u3057\u3001\u8aa4\u7b54\u306e\u539f\u56e0\u304c\u691c\u7d22\u5074\u3068\u751f\u6210\u5074\u306e\u3069\u3061\u3089\u306b\u3042\u308b\u304b\u3092\u5207\u308a\u5206\u3051\u306a\u304c\u3089\u6539\u5584\u3092\u91cd\u306d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">RAG\u306e\u5b9f\u7528\u5316\u306b\u6b20\u304b\u305b\u306a\u3044AI\u5b9f\u884c\u74b0\u5883\u3068GPU\u57fa\u76e4<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.kagoya.jp\/howto\/wp-content\/uploads\/gpu-tip-1024x565.jpg\" alt=\"\" class=\"wp-image-15407\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">RAG\u3092\u8a66\u4f5c\u304b\u3089\u5b9f\u904b\u7528\u3078\u79fb\u3059\u6bb5\u968e\u3067\u554f\u308f\u308c\u308b\u306e\u304c\u3001\u51e6\u7406\u3092\u652f\u3048\u308bAI\u5b9f\u884c\u74b0\u5883\u3067\u3059\u3002\u7279\u306b\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u691c\u7d22\u3084\u591a\u6570\u306e\u30e6\u30fc\u30b6\u30fc\u304c\u5229\u7528\u3059\u308b\u74b0\u5883\u3067\u306f\u3001\u691c\u7d22\u30fb\u63a8\u8ad6\u51e6\u7406\u306e\u901f\u5ea6\u304c\u91cd\u8981\u306b\u306a\u308a\u307e\u3059\u3002GPU\u304c\u679c\u305f\u3059\u5f79\u5272\u3068\u3001\u30af\u30e9\u30a6\u30c9\u3068\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u306e\u9078\u3073\u65b9\u3092\u6700\u5f8c\u306b\u78ba\u8a8d\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">RAG\u306e\u51e6\u7406\u306b\u6c42\u3081\u3089\u308c\u308b\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u3068GPU\u306e\u5f79\u5272<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">RAG\u3067\u306f\u3001\u691c\u7d22\u30d5\u30a7\u30fc\u30ba\u3068\u751f\u6210\u30d5\u30a7\u30fc\u30ba\u306e\u53cc\u65b9\u3067GPU\u3092\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002\u691c\u7d22\u30d5\u30a7\u30fc\u30ba\u3067\u306f\u3001\u8cea\u554f\u6587\u3092\u30d9\u30af\u30c8\u30eb\u3078\u5909\u63db\u3057\u3001\u84c4\u7a4d\u3055\u308c\u305f\u30d9\u30af\u30c8\u30eb\u3068\u306e\u985e\u4f3c\u5ea6\u3092\u8a08\u7b97\u3057\u307e\u3059\u3002\u5c0f\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u3067\u3042\u308c\u3070CPU\u3067\u3082\u51e6\u7406\u3067\u304d\u307e\u3059\u304c\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u3067\u306fGPU\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u691c\u7d22\u901f\u5ea6\u3092\u5411\u4e0a\u3067\u304d\u307e\u3059\u3002\u751f\u6210\u30d5\u30a7\u30fc\u30ba\u3067\u3082\u3001GPU\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067LLM\u306e\u63a8\u8ad6\u3092\u9ad8\u901f\u5316\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">GPU\u306a\u3069\u306e\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u304c\u4e0d\u8db3\u3059\u308b\u3068\u3001\u5fdc\u7b54\u901f\u5ea6\u304c\u4f4e\u4e0b\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u7279\u306b\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u6271\u3046\u5834\u5408\u3084\u3001\u591a\u304f\u306e\u30e6\u30fc\u30b6\u30fc\u304c\u540c\u6642\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u5834\u5408\u306f\u3001\u9ad8\u3044\u4e26\u5217\u51e6\u7406\u80fd\u529b\u3092\u6301\u3064\u74b0\u5883\u304c\u91cd\u8981\u3067\u3059\u3002PoC\u306e\u6bb5\u968e\u3067\u691c\u7d22\u7cbe\u5ea6\u3084\u751f\u6210\u54c1\u8cea\u3068\u3042\u308f\u305b\u3066\u51e6\u7406\u6027\u80fd\u3092\u691c\u8a3c\u3057\u3001\u672c\u756a\u904b\u7528\u306b\u5fc5\u8981\u306a\u69cb\u6210\u3092\u898b\u6975\u3081\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30af\u30e9\u30a6\u30c9GPU\u3068\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u74b0\u5883\u306e\u9078\u3073\u65b9<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9f\u884c\u74b0\u5883\u306e\u9078\u629e\u306f\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8981\u4ef6\u30fb\u30b3\u30b9\u30c8\u30fb\u904b\u7528\u8ca0\u8377\u306b\u52a0\u3048\u3001\u5fdc\u7b54\u901f\u5ea6\u3084\u62e1\u5f35\u6027\u3082\u8e0f\u307e\u3048\u3066\u6c7a\u3081\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u9078\u629e\u80a2<\/th><th>\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\uff08\u81ea\u793e\u904b\u7528\uff09<\/th><th>\u30af\u30e9\u30a6\u30c9GPU<\/th><\/tr><\/thead><tbody><tr><td>\u30c7\u30fc\u30bf\u306e\u6a5f\u5bc6\u6027<\/td><td>\u793e\u5185\u3067\u5b8c\u7d50\u3067\u304d\u308b<\/td><td>\u5916\u90e8\u74b0\u5883\u3078\u306e\u30c7\u30fc\u30bf\u9001\u4fe1\u304c\u5fc5\u8981<\/td><\/tr><tr><td>\u30b3\u30b9\u30c8\u50be\u5411<\/td><td>\u521d\u671f\u8cbb\u7528\u306f\u9ad8\u3044\u304c\u9577\u671f\u5229\u7528\u3067\u30b3\u30b9\u30c8\u3092\u6291\u3048\u3084\u3059\u3044<\/td><td>\u521d\u671f\u8cbb\u7528\u3092\u6291\u3048\u3084\u3059\u3044\u304c\u9577\u671f\u5229\u7528\u3067\u30b3\u30b9\u30c8\u5897\u306e\u53ef\u80fd\u6027<\/td><\/tr><tr><td>\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3<\/td><td>GPU\u5897\u8a2d\u304c\u5fc5\u8981\u306a\u5834\u5408\u3042\u308a<\/td><td>\u30ea\u30bd\u30fc\u30b9\u306e\u5897\u6e1b\u304c\u5bb9\u6613<\/td><\/tr><tr><td>\u904b\u7528\u8ca0\u62c5<\/td><td>\u81ea\u793e\u3067\u306e\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u304c\u5fc5\u8981<\/td><td>\u30d9\u30f3\u30c0\u30fc\u5074\u304c\u7ba1\u7406<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5224\u65ad\u306e\u8d77\u70b9\u306b\u306a\u308b\u306e\u306f\u3001\u6271\u3046\u6587\u66f8\u306b\u6a5f\u5bc6\u30c7\u30fc\u30bf\u304c\u542b\u307e\u308c\u308b\u304b\u3069\u3046\u304b\u3067\u3059\u3002\u793e\u5916\u3078\u51fa\u305b\u306a\u3044\u60c5\u5831\u3092\u6271\u3046\u306a\u3089\u3001\u51e6\u7406\u304c\u793e\u5185\u3067\u5b8c\u7d50\u3059\u308b\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u74b0\u5883\u304c\u5019\u88dc\u306b\u306a\u308a\u307e\u3059\u3002\u6b21\u306b\u904b\u7528\u4f53\u5236\u3092\u78ba\u304b\u3081\u307e\u3059\u3002GPU\u30b5\u30fc\u30d0\u30fc\u306e\u4fdd\u5b88\u3084\u969c\u5bb3\u5bfe\u5fdc\u3092\u62c5\u3048\u308b\u793e\u54e1\u304c\u3044\u306a\u3051\u308c\u3070\u3001\u7ba1\u7406\u3092\u30d9\u30f3\u30c0\u30fc\u306b\u4efb\u305b\u3089\u308c\u308b\u30af\u30e9\u30a6\u30c9GPU\u306e\u307b\u3046\u304c\u73fe\u5b9f\u7684\u3067\u3059\u3002\u6700\u5f8c\u306b\u62e1\u5f35\u6027\u306e\u898b\u901a\u3057\u3092\u7acb\u3066\u307e\u3059\u3002\u5229\u7528\u90e8\u7f72\u3092\u6bb5\u968e\u7684\u306b\u5e83\u3052\u308b\u8a08\u753b\u306a\u3089\u3001\u5fc5\u8981\u306a\u5206\u3060\u3051\u30ea\u30bd\u30fc\u30b9\u3092\u5897\u6e1b\u3067\u304d\u308b\u30af\u30e9\u30a6\u30c9GPU\u304c\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"has-small-font-size wp-block-paragraph\">\u95a2\u9023\u8a18\u4e8b\uff1a<a href=\"https:\/\/www.kagoya.jp\/howto\/engineer\/hpc\/gpu-cloud\/\">\u30c6\u30ec\u30ef\u30fc\u30af\u3067\u6a5f\u68b0\u5b66\u7fd2\u3059\u308b\u4eba\u5fc5\u898b\uff01\u4eca\u3053\u305d\u4f7f\u3044\u305f\u3044\u3001GPU\u30af\u30e9\u30a6\u30c9\u3067\u304a\u60a9\u307f\u89e3\u6c7a<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p 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