{"id":296,"date":"2024-07-26T17:48:16","date_gmt":"2024-07-26T08:48:16","guid":{"rendered":"https:\/\/havas.jp\/?p=296"},"modified":"2024-07-30T15:37:57","modified_gmt":"2024-07-30T06:37:57","slug":"rag%e3%81%ab%e3%81%8a%e3%81%91%e3%82%8b%e3%80%8c%e5%89%8d%e5%87%a6%e7%90%86%e3%80%8d%e3%81%a8%e3%81%af%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/havas.jp\/?p=296","title":{"rendered":"RAG\u306b\u304a\u3051\u308b\u300c\u524d\u51e6\u7406\u300d\u3068\u306f\uff1f"},"content":{"rendered":"<p>\u307e\u305a\u3001<strong>RAG\u306e\u524d\u63d0\u77e5\u8b58<\/strong>\u3068\u3044\u305f\u3057\u307e\u3057\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u767b\u9332\u3059\u308b\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u3001\u3069\u306e\u3088\u3046\u306b\u3057\u3066\u51e6\u7406\u3055\u308c\u30ec\u30b9\u30dd\u30f3\u30b9\u307e\u3067\u6301\u3063\u3066\u3044\u304f\u306e\u304b\u3092\u8efd\u304f\u307e\u3068\u3081\u3055\u305b\u3066\u3044\u305f\u3060\u304d\u307e\u3059\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-308 size-full\" src=\"https:\/\/havas.jp\/wp-content\/uploads\/nvidiarag.png\" alt=\"\" width=\"2056\" height=\"964\" srcset=\"https:\/\/havas.jp\/wp-content\/uploads\/nvidiarag.png 2056w, https:\/\/havas.jp\/wp-content\/uploads\/nvidiarag-300x141.png 300w, https:\/\/havas.jp\/wp-content\/uploads\/nvidiarag-1024x480.png 1024w, https:\/\/havas.jp\/wp-content\/uploads\/nvidiarag-768x360.png 768w, https:\/\/havas.jp\/wp-content\/uploads\/nvidiarag-1536x720.png 1536w, https:\/\/havas.jp\/wp-content\/uploads\/nvidiarag-2048x960.png 2048w\" sizes=\"auto, (max-width: 767px) 89vw, (max-width: 1000px) 54vw, (max-width: 1071px) 543px, 580px\" \/><\/p>\n<p>(\u51fa\u5178\uff1a<a href=\"https:\/\/developer.nvidia.com\/blog\/rag-101-demystifying-retrieval-augmented-generation-pipelines\/#document_pre-processing\" target=\"_blank\" rel=\"noopener\">NVIDIA DEVEROPER<\/a>)<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u81ea\u52d5\u51e6\u7406 (Document pre-processing)<\/strong><\/p>\n<p>\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u304c\u8aad\u307f\u8fbc\u307e\u308c\u305f\u5f8c\u3001\u5185\u5bb9\u3092\u52a0\u5de5\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n\u305d\u306e\u4e00\u3064\u306e\u65b9\u6cd5\u304c\u30c6\u30ad\u30b9\u30c8\u306e\u30b9\u30d7\u30ea\u30c3\u30c8\u3067\u3001\u9577\u3044\u30c6\u30ad\u30b9\u30c8\u3092\u5c0f\u3055\u306a\u90e8\u5206\u306b\u5206\u3051\u307e\u3059\u3002<\/p>\n<p>\u3053\u308c\u306f\u3001e5-large-v2\u3068\u3044\u3046\u30e2\u30c7\u30eb\u304c\u4f7f\u3048\u308b\u6700\u5927\u306e\u9577\u3055\u304c512\u30c8\u30fc\u30af\u30f3\u3060\u304b\u3089\u3067\u3059\u3002\u3053\u306e\u5206\u5272\u4f5c\u696d\u306f\u7c21\u5358\u305d\u3046\u306b\u898b\u3048\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001\u5b9f\u969b\u306b\u306f\u614e\u91cd\u306b\u884c\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u57cb\u3081\u8fbc\u307f\u306e\u751f\u6210 (Generating embeddings)<\/strong><\/p>\n<p>\u30c7\u30fc\u30bf\u3092\u6271\u3044\u3084\u3059\u3044\u5f62\u306b\u3059\u308b\u305f\u3081\u3001\u57cb\u3081\u8fbc\u307f\u3092\u751f\u6210\u3057\u307e\u3059\u3002<br \/>\n\u57cb\u3081\u8fbc\u307f\u3068\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u3092\u6570\u5024\u306e\u5f62\u3067\u8868\u73fe\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u308c\u3092\u9ad8\u6b21\u5143\u30d9\u30af\u30c8\u30eb\u306b\u5909\u63db\u3057\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u57cb\u3081\u8fbc\u307f\u3092\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u4fdd\u5b58 (Storing embeddings in vector databases)<\/strong><\/p>\n<p>\u52a0\u5de5\u3057\u305f\u30c7\u30fc\u30bf\u3068\u751f\u6210\u3057\u305f\u57cb\u3081\u8fbc\u307f\u306f\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u547c\u3070\u308c\u308b\u7279\u5225\u306a\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u4fdd\u5b58\u3055\u308c\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u306e\u691c\u7d22\u3084\u53d6\u5f97\u304c\u901f\u304f\u884c\u3048\u307e\u3059\u3002<\/p>\n<p>\u9ad8\u901f\u5316\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u4fdd\u5b58\u3059\u308b\u3053\u3068\u3067\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u7d20\u65e9\u304f\u60c5\u5831\u3092\u5f15\u304d\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>LLMs<\/strong><\/p>\n<p>LLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u306f\u3001RAG\u30b7\u30b9\u30c6\u30e0\u306e\u4e2d\u5fc3\u7684\u306a\u8981\u7d20\u3067\u3059\u3002\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u3066\u304a\u308a\u3001\u4eba\u9593\u306e\u3088\u3046\u306b\u30c6\u30ad\u30b9\u30c8\u3092\u7406\u89e3\u3057\u3066\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>RAG\u306e\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001LLM\u304c\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u306b\u5bfe\u3057\u3066\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u53d6\u308a\u51fa\u3057\u305f\u60c5\u5831\u3092\u5143\u306b\u3057\u3066\u3001\u9069\u5207\u306a\u56de\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u30af\u30a8\u30ea (Querying)<\/strong><\/p>\n<p>\u30e6\u30fc\u30b6\u30fc\u304c\u8cea\u554f\u3092\u3059\u308b\u3068\u3001RAG\u30b7\u30b9\u30c6\u30e0\u306f\u30c7\u30fc\u30bf\u3068\u30d9\u30af\u30c8\u30eb\u3092\u4f7f\u3063\u3066\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u691c\u7d22\u3057\u307e\u3059\u3002\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u8cea\u554f\u306e\u30d9\u30af\u30c8\u30eb\u3068\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u5185\u306e\u30d9\u30af\u30c8\u30eb\u3092\u6bd4\u3079\u3066\u3001\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u898b\u3064\u3051\u307e\u3059\u3002\u305d\u3057\u3066\u3001LLM\u304c\u305d\u306e\u60c5\u5831\u3092\u4f7f\u3063\u3066\u3001\u9069\u5207\u306a\u56de\u7b54\u3092\u4f5c\u308a\u51fa\u3057\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>\u4eca\u56de\u306f\u305d\u3093\u306aRAG\u306b\u95a2\u3057\u3066\u3001\u300c\u524d\u51e6\u7406\u300d\u304c\u3044\u304b\u306b\u91cd\u8981\u304b\u8a9e\u3063\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>\u77e5\u3063\u3066\u3044\u308b\u304b\u3044\u306a\u3044\u304b\u3067\u306f\u5927\u9055\u3044\u3002\u305c\u3072\u304a\u8aad\u307f\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>&nbsp;<\/p>\n<h3>\u25fc\ufe0eRAG\u306e\u524d\u51e6\u7406<\/h3>\n<p>\u30c8\u30fc\u30af\u30f3\u6570\u306b\u5fdc\u3058\u3066\u30c6\u30ad\u30b9\u30c8\u3092\u5206\u5272\u3059\u308b\u969b\u3001\u30e9\u30f3\u30c0\u30e0\u306b\u5206\u3051\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u6587\u7ae0\u306e\u533a\u5207\u308a\u3001\u53e5\u70b9\u3084\u6bb5\u843d\u304c\u5f71\u97ff\u3057\u307e\u3059\u3002(\u4ee5\u4e0b\u53c2\u7167)<\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"IkDGIpEKMP\"><p><a href=\"https:\/\/vectara.com\/blog\/grounded-generation-done-right-chunking\/\">Retrieval Augmented Generation (RAG) Done Right: Chunking<\/a><\/p><\/blockquote>\n<p><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;Retrieval Augmented Generation (RAG) Done Right: Chunking&#8221; &#8212; Vectara\" src=\"https:\/\/vectara.com\/blog\/grounded-generation-done-right-chunking\/embed\/#?secret=XEM9Cwe4BA#?secret=IkDGIpEKMP\" data-secret=\"IkDGIpEKMP\" width=\"525\" height=\"296\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<p>\u30c6\u30ad\u30b9\u30c8\u304c\u6574\u9813\u3055\u308c\u3066\u3044\u306a\u3044\u3068\u3001&#8221;\u3053\u306e\u884c\u304c\u3069\u3053\u306b\u304b\u304b\u3063\u3066\u3044\u308b\u306e\u304b&#8221; \u3068\u3044\u3046\u69cb\u9020\u304c\u898b\u3048\u306a\u304f\u306a\u3063\u3066\u3057\u307e\u3044\u3001\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3092\u5f15\u304d\u8d77\u3053\u3057\u307e\u3059\u3002<\/p>\n<p>\u60c5\u5831\u306e\u69cb\u9020\u304c\u9055\u3046\u5f62\u3067\u8aad\u307f\u53d6\u3089\u308c\u3066\u3057\u307e\u3046\u3068\u3001RAG\u306e\u610f\u5473\u304c\u3042\u308a\u307e\u305b\u3093\u306d\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u3053\u308c\u3092\u6574\u3048\u308b\u4f5c\u696d\u304c\u300c\u524d\u51e6\u7406\u300d\u3067\u3059\u3002<\/p>\n<p>\u5177\u4f53\u7684\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u69cb\u9020\u5316\u3057\u3001\u30de\u30fc\u30af\u30c0\u30a6\u30f3\u5f62\u5f0f\u306b\u8fd1\u3044\u5f62\u3067\u6574\u7406\u3057\u3066\u3084\u308a\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<h3>\u25fc\ufe0e\u524d\u51e6\u7406\u3092\u884c\u306a\u3063\u3066\u3044\u304f<\/h3>\n<p>\u4ee5\u524d\u5f0a\u793e\u306e\u8a18\u4e8b\u3067\u7d39\u4ecb\u3057\u305fGoogle\u30b5\u30fc\u30d3\u30b9\u300eNotebookLM\u300f\u3067\u691c\u8a3c\u3092\u884c\u3044\u307e\u3057\u305f\u3002<\/p>\n<p><a href=\"https:\/\/notebooklm.google\/\">https:\/\/notebooklm.google\/<\/a><\/p>\n<p>&nbsp;<\/p>\n<p>\u984c\u6750\u306f\u3001\u677e\u5c71\u5e02\u306e\u30de\u30a4\u30ca\u30f3\u30d0\u30fc\u7533\u8acb\u624b\u7d9a\u304d\u306b\u95a2\u3059\u308b\u30da\u30fc\u30b8\u3067\u3059\u3002<\/p>\n<p><a href=\"https:\/\/www.city.matsuyama.ehime.jp\/kurashi\/tetsuzuki\/mynumberseido\/mynumber.html\">https:\/\/www.city.matsuyama.ehime.jp\/kurashi\/tetsuzuki\/mynumberseido\/mynumber.html<\/a><\/p>\n<p>(\u2193\u524d\u51e6\u7406\u306a\u3057\u30c7\u30fc\u30bf)<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-297 size-full\" src=\"https:\/\/havas.jp\/wp-content\/uploads\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-07-26-16.53.35.png\" alt=\"\" width=\"1358\" height=\"1186\" srcset=\"https:\/\/havas.jp\/wp-content\/uploads\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-07-26-16.53.35.png 1358w, https:\/\/havas.jp\/wp-content\/uploads\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-07-26-16.53.35-300x262.png 300w, https:\/\/havas.jp\/wp-content\/uploads\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-07-26-16.53.35-1024x894.png 1024w, https:\/\/havas.jp\/wp-content\/uploads\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-07-26-16.53.35-768x671.png 768w\" sizes=\"auto, (max-width: 767px) 89vw, (max-width: 1000px) 54vw, (max-width: 1071px) 543px, 580px\" \/><\/p>\n<p>\u3053\u308c\u3092\u4ee5\u4e0b\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3067 GPT-4o \u306b\u6e21\u3057\u3001\u524d\u51e6\u7406\u3092\u884c\u3044\u307e\u3057\u305f\u3002<\/p>\n<hr \/>\n<p><strong>\u4ee5\u4e0b\u306e\u30c6\u30ad\u30b9\u30c8\u3092\u3001RAG\u306b\u4f7f\u3046\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u7528\u306b\u6574\u9813\u3057\u3066\u304f\u3060\u3055\u3044\u3002 <\/strong><\/p>\n<p><strong>\u30de\u30fc\u30af\u30c0\u30a6\u30f3\u5f62\u5f0f\u304c\u671b\u307e\u3057\u3044\u3067\u3059\u3002 <\/strong><\/p>\n<p><strong>=====<\/strong><\/p>\n<p><strong>[\u5168\u6587]<\/strong><\/p>\n<hr \/>\n<p>&nbsp;<\/p>\n<p>(\u524d\u51e6\u7406\u3042\u308a\u30c7\u30fc\u30bf)<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-298 size-full\" src=\"https:\/\/havas.jp\/wp-content\/uploads\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-07-26-16.57.48.png\" alt=\"\" width=\"1344\" height=\"1272\" srcset=\"https:\/\/havas.jp\/wp-content\/uploads\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-07-26-16.57.48.png 1344w, https:\/\/havas.jp\/wp-content\/uploads\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-07-26-16.57.48-300x284.png 300w, https:\/\/havas.jp\/wp-content\/uploads\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-07-26-16.57.48-1024x969.png 1024w, https:\/\/havas.jp\/wp-content\/uploads\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-07-26-16.57.48-768x727.png 768w\" sizes=\"auto, (max-width: 767px) 89vw, (max-width: 1000px) 54vw, (max-width: 1071px) 543px, 580px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h3>\u25fc\ufe0e\u524d\u51e6\u7406\u306e\u524d\u5f8c\u3067\u6bd4\u8f03<\/h3>\n<p>\u540c\u3058\u8cea\u554f\u3092\u6295\u3052\u3001\u524d\u51e6\u7406\u306a\u3057\u3068\u3042\u308a\u3067\u6bd4\u8f03\u3057\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<h4>\u30fb\u8cea\u554f\uff1a\u300c\u30de\u30a4\u30ca\u30f3\u30d0\u30fc\u30ab\u30fc\u30c9\u7533\u8acb\u306b\u306f\u4f55\u304c\u5fc5\u8981\u3067\u3059\u304b\uff1f\u300d<\/h4>\n<p>\u3061\u306a\u307f\u306b\u6b63\u89e3\u304c\u3053\u3061\u3089\u3067\u3059\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-299 size-full\" src=\"https:\/\/havas.jp\/wp-content\/uploads\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-07-26-17.02.50.png\" alt=\"\" width=\"1602\" height=\"868\" srcset=\"https:\/\/havas.jp\/wp-content\/uploads\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-07-26-17.02.50.png 1602w, https:\/\/havas.jp\/wp-content\/uploads\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-07-26-17.02.50-300x163.png 300w, https:\/\/havas.jp\/wp-content\/uploads\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-07-26-17.02.50-1024x555.png 1024w, https:\/\/havas.jp\/wp-content\/uploads\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-07-26-17.02.50-768x416.png 768w, https:\/\/havas.jp\/wp-content\/uploads\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-07-26-17.02.50-1536x832.png 1536w\" sizes=\"auto, (max-width: 767px) 89vw, (max-width: 1000px) 54vw, (max-width: 1071px) 543px, 580px\" \/><\/p>\n<p>\u305d\u308c\u3067\u306f\u6bd4\u8f03\u3092\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>&nbsp;<\/p>\n<hr \/>\n<p><strong>[\u524d\u51e6\u7406\u306a\u3057\u306e\u56de\u7b54]<\/strong><\/p>\n<p>\u30de\u30a4\u30ca\u30f3\u30d0\u30fc\u30ab\u30fc\u30c9\u306e\u7533\u8acb\u306b\u5fc5\u8981\u306a\u3082\u306e\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<p>* **\u7533\u8acb\u66f8**: \u7533\u8acb\u66f8\u306f\u7a93\u53e3\u3067\u3082\u5165\u624b\u3067\u304d\u307e\u3059\u3002\u4ee3\u7406\u4eba\u304c\u7533\u8acb\u3059\u308b\u5834\u5408\u306f\u3001\u672c\u4eba\u304c\u5fc5\u8981\u4e8b\u9805\u3092\u3059\u3079\u3066\u8a18\u8f09\u3057\u3001\u9854\u5199\u771f\u3092\u8cbc\u4ed8\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n* **\u9854\u5199\u771f**: \u7e264.5\u30bb\u30f3\u30c1\u00d7\u6a2a3.5\u30bb\u30f3\u30c1\u3067\u30016\u304b\u6708\u4ee5\u5185\u306b\u64ae\u5f71\u3057\u305f\u3082\u306e\u3092\u7528\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002 \u677e\u5c71\u5e02\u5f79\u6240\u672c\u99281\u968e\u306e\u5e02\u6c11\u8ab2\u306b\u3042\u308b\u30de\u30a4\u30ca\u30f3\u30d0\u30fc\u30ab\u30fc\u30c9\u5c02\u7528\u7a93\u53e3\u3067\u306f\u3001\u7533\u8acb\u7528\u9854\u5199\u771f\u306e\u7121\u6599\u64ae\u5f71\u30b5\u30fc\u30d3\u30b9\u3092\u5b9f\u65bd\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\n* **\u672c\u4eba\u78ba\u8a8d\u66f8\u985e**: 15\u6b73\u672a\u6e80\u307e\u305f\u306f\u6210\u5e74\u88ab\u5f8c\u898b\u4eba\u306e\u5834\u5408\u306f\u3001\u6cd5\u5b9a\u4ee3\u7406\u4eba\u306e\u540c\u884c\u3082\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<p>\u3053\u308c\u3089\u306e\u3082\u306e\u3092\u6301\u53c2\u3057\u3066\u3001\u5e02\u5f79\u6240\u306e\u7a93\u53e3\u307e\u305f\u306f\u90f5\u4fbf\u5c40\u3067\u7533\u8acb\u624b\u7d9a\u304d\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u307e\u305f\u3001\u30b9\u30de\u30fc\u30c8\u30d5\u30a9\u30f3\u3084\u30d1\u30bd\u30b3\u30f3\u3092\u4f7f\u3063\u3066\u3001\u81ea\u5b85\u304b\u3089\u3067\u3082\u7533\u8acb\u624b\u7d9a\u304d\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<hr \/>\n<p><strong>[\u524d\u51e6\u7406\u3042\u308a\u306e\u5834\u5408]<\/strong><\/p>\n<p>\u30de\u30a4\u30ca\u30f3\u30d0\u30fc\u30ab\u30fc\u30c9\u306e\u7533\u8acb\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3082\u306e\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<p>* **\u7533\u8acb\u66f8**: \u4ee3\u7406\u4eba\u304c\u7533\u8acb\u3059\u308b\u5834\u5408\u306f\u3001\u672c\u4eba\u304c\u5fc5\u8981\u4e8b\u9805\u3092\u3059\u3079\u3066\u8a18\u8f09\u3057\u3001\u9854\u5199\u771f\u3092\u8cbc\u4ed8\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u69d8\u5f0f\u306f\u7a93\u53e3\u306b\u3082\u3042\u308a\u307e\u3059\u3002<br \/>\n* **\u9854\u5199\u771f**: \u7e264.5\u30bb\u30f3\u30c1\u00d7\u6a2a3.5\u30bb\u30f3\u30c1\u306e6\u304b\u6708\u4ee5\u5185\u306b\u64ae\u5f71\u3057\u305f\u3082\u306e\u3092\u7528\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u677e\u5c71\u5e02\u6c11\u8ab2\u3067\u306f\u3001\u7533\u8acb\u7528\u9854\u5199\u771f\u306e\u7121\u6599\u64ae\u5f71\u30b5\u30fc\u30d3\u30b9\u3092\u5b9f\u65bd\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u7533\u8acb\u6642\u306b\u5fc5\u8981\u306a\u3082\u306e\u306f\u3001\u7533\u8acb\u65b9\u6cd5\u306b\u3088\u3063\u3066\u7570\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u306e\u3067\u3001\u8a73\u3057\u304f\u306f\u30bd\u30fc\u30b9\u3092\u3054\u78ba\u8a8d\u304f\u3060\u3055\u3044\u3002<\/p>\n<hr \/>\n<p>&nbsp;<\/p>\n<p>\u4e00\u898b\u554f\u984c\u306a\u3044\u3088\u3046\u306b\u898b\u3048\u308b\u306e\u304c\u5384\u4ecb\u3067\u3059\u304c\u3001[\u524d\u51e6\u7406\u306a\u3057] \u306e\u65b9\u306f\u8aa4\u3063\u305f\u60c5\u5831\u304c\u8fd4\u3063\u3066\u304d\u3066\u3044\u308b\u306e\u304c\u308f\u304b\u308b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-300 size-full\" src=\"https:\/\/havas.jp\/wp-content\/uploads\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-07-26-17.02.30.png\" alt=\"\" width=\"1302\" height=\"294\" srcset=\"https:\/\/havas.jp\/wp-content\/uploads\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-07-26-17.02.30.png 1302w, https:\/\/havas.jp\/wp-content\/uploads\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-07-26-17.02.30-300x68.png 300w, https:\/\/havas.jp\/wp-content\/uploads\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-07-26-17.02.30-1024x231.png 1024w, https:\/\/havas.jp\/wp-content\/uploads\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-07-26-17.02.30-768x173.png 768w\" sizes=\"auto, (max-width: 767px) 89vw, (max-width: 1000px) 54vw, (max-width: 1071px) 543px, 580px\" \/><\/p>\n<p>\u2191 \u3053\u3053\u306e\u90e8\u5206\u3092\u5909\u306b\u8aad\u307f\u53d6\u308a\u3001\u300c\u672c\u4eba\u78ba\u8a8d\u66f8\u985e\u300d\u3092\u52dd\u624b\u306b\u8ffd\u52a0\u3057\u3066\u3057\u307e\u3063\u3066\u3044\u308b\u3088\u3046\u3067\u3059\u3002<\/p>\n<h3>\u25fc\ufe0e\u73fe\u72b6\u306e\u8ab2\u984c<\/h3>\n<p>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u9055\u3044\u3001RAG\u306f\u767b\u9332\u3059\u308b\u30d5\u30a1\u30a4\u30eb\u306e\u8cea\u304c\u554f\u308f\u308c\u3066\u304d\u307e\u3059\u3002<\/p>\n<p>\u624b\u8efd\u306a\u53cd\u9762\u3001\u524d\u51e6\u7406\u306e\u8cea\u306b\u3088\u3063\u3066\u56de\u7b54\u304c\u5909\u308f\u3063\u3066\u304f\u308b\u306e\u306f\u96e3\u70b9\u3067\u3059\u3002<\/p>\n<p>\u4e0a\u8a18\u3067\u7d39\u4ecb\u3057\u305f\u3088\u3046\u306b\u3001\u524d\u51e6\u7406\u3092\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\u3067AI\u306b\u4efb\u305b\u308b\u306e\u3082\u624b\u3067\u3059\u3002<\/p>\n<hr \/>\n<p><strong>\u4ee5\u4e0b\u306e\u30c6\u30ad\u30b9\u30c8\u3092\u3001RAG\u306b\u4f7f\u3046\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u7528\u306b\u6574\u9813\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/strong><\/p>\n<p><strong>\u30de\u30fc\u30af\u30c0\u30a6\u30f3\u5f62\u5f0f\u304c\u671b\u307e\u3057\u3044\u3067\u3059\u3002<\/strong><\/p>\n<p><strong>=====<\/strong><\/p>\n<p><strong>[\u5168\u6587]<\/strong><\/p>\n<hr \/>\n<p>&nbsp;<\/p>\n<p>\u3057\u304b\u3057\u7406\u60f3\u3092\u8a00\u3048\u3070\u3001\u305d\u308c\u3059\u3089\u81ea\u52d5\u3067\u884c\u3063\u3066\u304f\u308c\u308b\u306e\u304c\u697d\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n<p>\u4eca\u5f8c\u534a\u5e74\u3001\u3082\u3057\u304f\u306f1\u301c2\u5e74\u306e\u9593\u3067\u3001\u305d\u3053\u306e\u624b\u9593\u304c\u7121\u304f\u306a\u308b\u3088\u3046\u306a\u6539\u9769\u304c\u8d77\u3053\u308b\u4e88\u611f\u304c\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u4eca\u5f8c\u3082\u6ce8\u76ee\u3057\u3001\u30cf\u30c3\u30af\u3057\u3066\u3044\u3053\u3046\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<h3>\u25fc\ufe0e\u307e\u3068\u3081<\/h3>\n<p>\u3044\u304b\u304c\u3067\u3057\u305f\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n<p>RAG\u306f\u300c\u30d1\u30fc\u30bd\u30ca\u30ebAI\u300d\u3092\u4f53\u73fe\u3059\u308b\u6280\u8853\u3067\u3059\u3002\u9593\u9055\u3044\u306a\u304f\u3053\u308c\u304b\u3089\u3082\u3063\u3068\u6ce8\u76ee\u3055\u308c\u3001\u4e00\u822c\u5c64\u306b\u3082\u99b4\u67d3\u307f\u306e\u6df1\u3044\u3082\u306e\u3068\u306a\u3063\u3066\u3044\u304f\u3067\u3057\u3087\u3046\u3002<\/p>\n<p>\u307e\u305f\u6c17\u306b\u306a\u308b\u30c8\u30ec\u30f3\u30c9\u3084\u6280\u8853\u3092\u8a18\u4e8b\u306b\u3057\u3066\u3044\u304d\u307e\u3059\u306e\u3067\u3001\u304a\u8aad\u307f\u3044\u305f\u3060\u3051\u307e\u3059\u3068\u5e78\u3044\u3067\u3059\u3002<\/p>\n<p>\u304a\u8aad\u307f\u3044\u305f\u3060\u304d\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3057\u305f\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u307e\u305a\u3001RAG\u306e\u524d\u63d0\u77e5\u8b58\u3068\u3044\u305f\u3057\u307e\u3057\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u767b\u9332\u3059\u308b\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u3001\u3069\u306e\u3088\u3046\u306b\u3057\u3066\u51e6\u7406\u3055\u308c\u30ec\u30b9\u30dd\u30f3\u30b9\u307e\u3067\u6301\u3063\u3066\u3044\u304f\u306e\u304b\u3092\u8efd\u304f\u307e\u3068\u3081\u3055\u305b\u3066\u3044\u305f\u3060\u304d\u307e\u3059\u3002 (\u51fa\u5178\uff1aNVIDIA DEVEROPER) &nbsp; \u30c9\u30ad &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/havas.jp\/?p=296\" class=\"more-link\"><span class=\"screen-reader-text\">&#8220;RAG\u306b\u304a\u3051\u308b\u300c\u524d\u51e6\u7406\u300d\u3068\u306f\uff1f&#8221; \u306e<\/span>\u7d9a\u304d\u3092\u8aad\u3080<\/a><\/p>\n","protected":false},"author":4,"featured_media":301,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_themeisle_gutenberg_block_has_review":false,"cybocfi_hide_featured_image":"yes","footnotes":""},"categories":[1],"tags":[],"class_list":["post-296","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/havas.jp\/index.php?rest_route=\/wp\/v2\/posts\/296","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/havas.jp\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/havas.jp\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/havas.jp\/index.php?rest_route=\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/havas.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=296"}],"version-history":[{"count":11,"href":"https:\/\/havas.jp\/index.php?rest_route=\/wp\/v2\/posts\/296\/revisions"}],"predecessor-version":[{"id":313,"href":"https:\/\/havas.jp\/index.php?rest_route=\/wp\/v2\/posts\/296\/revisions\/313"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/havas.jp\/index.php?rest_route=\/wp\/v2\/media\/301"}],"wp:attachment":[{"href":"https:\/\/havas.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=296"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/havas.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=296"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/havas.jp\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=296"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}