{"id":37641,"date":"2024-06-20T12:29:25","date_gmt":"2024-06-20T12:29:25","guid":{"rendered":"https:\/\/meetcody.ai\/blog\/rag-as-a-service%ef%bc%9a%e3%81%82%e3%81%aa%e3%81%9f%e3%81%ae%e3%83%93%e3%82%b8%e3%83%8d%e3%82%b9%e3%81%ab%e3%82%b8%e3%82%a7%e3%83%8d%e3%83%ac%e3%83%bc%e3%83%86%e3%82%a3%e3%83%96ai%e3%82%92\/"},"modified":"2024-06-20T12:29:25","modified_gmt":"2024-06-20T12:29:25","slug":"rag-as-a-service%ef%bc%9a%e3%81%82%e3%81%aa%e3%81%9f%e3%81%ae%e3%83%93%e3%82%b8%e3%83%8d%e3%82%b9%e3%81%ab%e3%82%b8%e3%82%a7%e3%83%8d%e3%83%ac%e3%83%bc%e3%83%86%e3%82%a3%e3%83%96ai%e3%82%92","status":"publish","type":"post","link":"https:\/\/meetcody.ai\/ja\/blog\/rag-as-a-service%ef%bc%9a%e3%81%82%e3%81%aa%e3%81%9f%e3%81%ae%e3%83%93%e3%82%b8%e3%83%8d%e3%82%b9%e3%81%ab%e3%82%b8%e3%82%a7%e3%83%8d%e3%83%ac%e3%83%bc%e3%83%86%e3%82%a3%e3%83%96ai%e3%82%92\/","title":{"rendered":"RAG-as-a-Service\uff1a\u3042\u306a\u305f\u306e\u30d3\u30b8\u30cd\u30b9\u306b\u30b8\u30a7\u30cd\u30ec\u30fc\u30c6\u30a3\u30d6AI\u3092"},"content":{"rendered":"<p>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3068\u30b8\u30a7\u30cd\u30ec\u30fc\u30c6\u30a3\u30d6AI\u306e\u30c8\u30ec\u30f3\u30c9\u306e\u53f0\u982d\u306b\u3088\u308a\u3001\u30b8\u30a7\u30cd\u30ec\u30fc\u30c6\u30a3\u30d6AI\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u30d3\u30b8\u30cd\u30b9\u306b\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u52b9\u7387\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u521d\u3081\u3066\u30b8\u30a7\u30cd\u30ec\u30fc\u30c6\u30a3\u30d6AI\u306b\u89e6\u308c\u308b\u4eba\u306f\u3001\u5c02\u9580\u7528\u8a9e\u306e\u591a\u3055\u306b\u6238\u60d1\u3046\u304b\u3082\u3057\u308c\u306a\u3044\u3002 \u3053\u306e\u30d6\u30ed\u30b0\u3067\u306f\u3001\u30b8\u30a7\u30cd\u30ec\u30fc\u30c6\u30a3\u30d6AI\u306e\u57fa\u672c\u7684\u306a\u7528\u8a9e\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u3001RAG-as-a-Service\u3092\u4f7f\u7528\u3057\u3066\u30d3\u30b8\u30cd\u30b9\u306e\u305f\u3081\u306e\u30ab\u30b9\u30bf\u30e0AI\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u958b\u59cb\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<h2>\u691c\u7d22\u62e1\u5f35\u4e16\u4ee3\uff08RAG\uff09\u3068\u306f\uff1f<\/h2>\n<p>Retrieval Augmented Generation\uff08RAG\uff09\u306f\u3001LLM\u3084\u751f\u6210AI\u3092\u30d3\u30b8\u30cd\u30b9\u30fb\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b\u5c0e\u5165\u3059\u308b\u969b\u306e\u91cd\u8981\u306a\u30b3\u30f3\u30bb\u30d7\u30c8\u3067\u3042\u308b\u3002 RAG\u306f\u3001\u4e8b\u524d\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305fTransformer\u30e2\u30c7\u30eb\u3092\u6d3b\u7528\u3057\u3001\u7279\u5b9a\u306e\u77e5\u8b58\u30d9\u30fc\u30b9\u304b\u3089\u95a2\u9023\u3059\u308b\u30c7\u30fc\u30bf\u3092\u30af\u30a8\u30ea\u30d7\u30ed\u30bb\u30b9\u306b\u6ce8\u5165\u3059\u308b\u3053\u3068\u3067\u3001\u30d3\u30b8\u30cd\u30b9\u95a2\u9023\u306e\u30af\u30a8\u30ea\u306b\u56de\u7b54\u3057\u307e\u3059\u3002 LLM\u304c\u8a13\u7df4\u3092\u53d7\u3051\u3066\u3044\u306a\u3044\u53ef\u80fd\u6027\u306e\u3042\u308b\u3053\u306e\u30c7\u30fc\u30bf\u306f\u3001\u6b63\u78ba\u3067\u9069\u5207\u306a\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u308b\u3002<\/p>\n<p>RAG\u306f\u8cbb\u7528\u5bfe\u52b9\u679c\u304c\u9ad8\u304f\u52b9\u7387\u7684\u3067\u3042\u308b\u305f\u3081\u3001\u30b8\u30a7\u30cd\u30ec\u30fc\u30c6\u30a3\u30d6AI\u3092\u3088\u308a\u8eab\u8fd1\u306a\u3082\u306e\u306b\u3059\u308b\u3002 RAG\u306b\u95a2\u9023\u3059\u308b\u91cd\u8981\u306a\u7528\u8a9e\u3092\u3044\u304f\u3064\u304b\u63a2\u3063\u3066\u307f\u3088\u3046\u3002<\/p>\n<h2>RAG\u306e\u4e3b\u8981\u7528\u8a9e<\/h2>\n<h3><a href=\"https:\/\/meetcody.ai\/blog\/how-does-cody-generate-responses-using-your-documents\/\">\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0<\/a><\/h3>\n<p>LLM\u306f\u30ea\u30bd\u30fc\u30b9\u3092\u5fc5\u8981\u3068\u3057\u3001\u300c\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30fb\u30a6\u30a3\u30f3\u30c9\u30a6\u300d\u3068\u547c\u3070\u308c\u308b\u7ba1\u7406\u53ef\u80fd\u306a\u30c7\u30fc\u30bf\u9577\u3067\u5b66\u7fd2\u3055\u308c\u308b\u3002\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30fb\u30a6\u30a3\u30f3\u30c9\u30a6\u306f\u4f7f\u7528\u3059\u308bLLM\u306b\u3088\u3063\u3066\u7570\u306a\u308b\u3002 \u305d\u306e\u9650\u754c\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u3001\u6587\u66f8\u3084\u30c6\u30ad\u30b9\u30c8\u6587\u732e\u3068\u3057\u3066\u63d0\u4f9b\u3055\u308c\u308b\u30d3\u30b8\u30cd\u30b9\u30c7\u30fc\u30bf\u306f\u3001\u3088\u308a\u5c0f\u3055\u306a\u584a\u306b\u30bb\u30b0\u30e1\u30f3\u30c8\u5316\u3055\u308c\u308b\u3002 \u3053\u308c\u3089\u306e\u30c1\u30e3\u30f3\u30af\u306f\u3001\u30af\u30a8\u30ea\u30fc\u691c\u7d22\u30d7\u30ed\u30bb\u30b9\u3067\u5229\u7528\u3055\u308c\u308b\u3002<\/p>\n<p>\u30c1\u30e3\u30f3\u30af\u306f\u975e\u69cb\u9020\u5316\u3067\u3042\u308a\u3001\u30af\u30a8\u30ea\u306f\u77e5\u8b58\u30d9\u30fc\u30b9\u30c7\u30fc\u30bf\u3068\u69cb\u6587\u7684\u306b\u7570\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u305f\u3081\u3001\u30c1\u30e3\u30f3\u30af\u306f\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22\u3092\u4f7f\u3063\u3066\u691c\u7d22\u3055\u308c\u308b\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-37227 size-large\" src=\"https:\/\/meetcody.ai\/wp-content\/uploads\/2024\/06\/SemanticSearch-1024x576.jpg\" alt=\"RAG-as-a-Service\u30d7\u30ed\u30bb\u30b9\" width=\"1024\" height=\"576\" srcset=\"https:\/\/meetcody.ai\/wp-content\/uploads\/2024\/06\/SemanticSearch-1024x576.jpg 1024w, https:\/\/meetcody.ai\/wp-content\/uploads\/2024\/06\/SemanticSearch-300x169.jpg 300w, https:\/\/meetcody.ai\/wp-content\/uploads\/2024\/06\/SemanticSearch-768x432.jpg 768w, https:\/\/meetcody.ai\/wp-content\/uploads\/2024\/06\/SemanticSearch-1536x864.jpg 1536w, https:\/\/meetcody.ai\/wp-content\/uploads\/2024\/06\/SemanticSearch-2048x1152.jpg 2048w, https:\/\/meetcody.ai\/wp-content\/uploads\/2024\/06\/SemanticSearch-1152x648.jpg 1152w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<h3><a href=\"https:\/\/meetcody.ai\/blog\/top-vector-databases\/\">\u30d9\u30af\u30bf\u30fc\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9<\/a><\/h3>\n<p><a href=\"https:\/\/www.pinecone.io\/learn\/retrieval-augmented-generation\/\">Pinecone<\/a>\u3001<a href=\"https:\/\/www.trychroma.com\/\">Chromadb<\/a>\u3001FAISS\u306e\u3088\u3046\u306a\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001\u30d3\u30b8\u30cd\u30b9\u30c7\u30fc\u30bf\u306e\u57cb\u3081\u8fbc\u307f\u3092\u4fdd\u5b58\u3059\u308b\u3002 \u30a8\u30f3\u30d9\u30c3\u30c7\u30a3\u30f3\u30b0\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u305d\u306e\u610f\u5473\u306b\u57fa\u3065\u3044\u3066\u6570\u5024\u5316\u3057\u3001\u610f\u5473\u7684\u306b\u985e\u4f3c\u3057\u305f\u30c7\u30fc\u30bf\u304c\u8fd1\u63a5\u3059\u308b\u9ad8\u6b21\u5143\u30d9\u30af\u30c8\u30eb\u7a7a\u9593\u306b\u683c\u7d0d\u3055\u308c\u308b\u3002<\/p>\n<p>\u30e6\u30fc\u30b6\u30fc\u306b\u3088\u308b\u30af\u30a8\u30ea\u304c\u884c\u308f\u308c\u308b\u3068\u3001\u305d\u306e\u30af\u30a8\u30ea\u306e\u57cb\u3081\u8fbc\u307f\u304c\u30d9\u30af\u30c8\u30eb\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u5185\u306e\u610f\u5473\u7684\u306b\u985e\u4f3c\u3057\u305f\u30c1\u30e3\u30f3\u30af\u3092\u898b\u3064\u3051\u308b\u305f\u3081\u306b\u4f7f\u308f\u308c\u308b\u3002<\/p>\n<h2>RAG\u30a2\u30ba\u30fb\u30a2\u30fb\u30b5\u30fc\u30d3\u30b9<\/h2>\n<p>\u6280\u8853\u7684\u306a\u5c02\u9580\u77e5\u8b58\u304c\u306a\u3044\u5834\u5408\u3001RAG\u3092\u30d3\u30b8\u30cd\u30b9\u306b\u5c0e\u5165\u3059\u308b\u306e\u306f\u5927\u5909\u306a\u3053\u3068\u3067\u3059\u3002 \u305d\u3053\u3067RAG-as-a-Service\uff08RaaS\uff09\u304c\u767b\u5834\u3059\u308b\u3002<\/p>\n<p>\u79c1\u305f\u3061<a href=\"http:\/\/meetcody.ai\" target=\"_new\" rel=\"noreferrer noopener\">meetcody.ai\u306f<\/a>\u3001\u304a\u5ba2\u69d8\u306e\u30d3\u30b8\u30cd\u30b9\u30cb\u30fc\u30ba\u306b\u5408\u308f\u305b\u305f\u30d7\u30e9\u30b0\u30a2\u30f3\u30c9\u30d7\u30ec\u30a4\u306e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 \u30a2\u30ab\u30a6\u30f3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u3060\u3051\u3067\u3001\u7121\u6599\u3067\u3054\u5229\u7528\u3044\u305f\u3060\u3051\u307e\u3059\u3002 \u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\u3001\u30d9\u30af\u30bf\u30fc\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u305d\u3057\u3066RAG\u306e\u5168\u30d7\u30ed\u30bb\u30b9\u3092\u79c1\u305f\u3061\u304c\u884c\u3044\u307e\u3059\u306e\u3067\u3001\u3054\u5b89\u5fc3\u304f\u3060\u3055\u3044\u3002<\/p>\n<h2>\u3088\u304f\u3042\u308b\u3054\u8cea\u554f<\/h2>\n<h3>1.RAG-as-a-Service\uff08RaaS\uff09\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f<\/h3>\n<p>RAG-as-a-Service(RaaS)\u306f\u3001\u304a\u5ba2\u69d8\u306e\u30d3\u30b8\u30cd\u30b9\u306e\u305f\u3081\u306e\u691c\u7d22\u62e1\u5f35\u4e16\u4ee3\u30d7\u30ed\u30bb\u30b9\u5168\u4f53\u3092\u51e6\u7406\u3059\u308b\u5305\u62ec\u7684\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3067\u3059\u3002 \u3053\u308c\u306b\u306f\u3001\u30c7\u30fc\u30bf\u306e\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\u3001\u57cb\u3081\u8fbc\u307f\u30c7\u30fc\u30bf\u306e\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3078\u306e\u683c\u7d0d\u3001\u30af\u30a8\u30ea\u306b\u95a2\u9023\u3059\u308b\u30c7\u30fc\u30bf\u3092\u691c\u7d22\u3059\u308b\u305f\u3081\u306e\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22\u306e\u7ba1\u7406\u306a\u3069\u304c\u542b\u307e\u308c\u308b\u3002<\/p>\n<h3>2.\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\u306fRAG\u30d7\u30ed\u30bb\u30b9\u306b\u3069\u306e\u3088\u3046\u306b\u5f79\u7acb\u3061\u307e\u3059\u304b\uff1f<\/h3>\n<p>\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\u306f\u3001\u5927\u304d\u306a\u30d3\u30b8\u30cd\u30b9\u6587\u66f8\u3092\u3001LLM\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30fb\u30a6\u30a3\u30f3\u30c9\u30a6\u306b\u53ce\u307e\u308b\u3088\u3046\u306b\u3001\u7ba1\u7406\u3057\u3084\u3059\u3044\u5c0f\u3055\u306a\u65ad\u7247\u306b\u5206\u5272\u3057\u307e\u3059\u3002 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