{"id":68030,"date":"2023-12-16T01:00:00","date_gmt":"2023-12-15T16:00:00","guid":{"rendered":"https:\/\/www.creationline.com\/?p=68030"},"modified":"2023-12-18T17:37:29","modified_gmt":"2023-12-18T08:37:29","slug":"%e3%80%90rag%e3%81%8c%e3%82%8f%e3%81%8b%e3%82%8b%e3%80%91%e7%a4%be%e5%86%85%e5%8b%89%e5%bc%b7%e4%bc%9a%e3%81%ae%e5%86%85%e5%ae%b9%e3%82%92%e7%89%b9%e5%88%a5%e5%85%ac%e9%96%8b%ef%bc%81","status":"publish","type":"post","link":"https:\/\/www.creationline.com\/tech-blog\/cloudnative\/azure\/68030","title":{"rendered":"\u3010RAG\u304c\u308f\u304b\u308b\u3011\u793e\u5185\u52c9\u5f37\u4f1a\u306e\u5185\u5bb9\u3092\u7279\u5225\u516c\u958b\uff01"},"content":{"rendered":"\n

\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u6848\u4ef6\u3084AI\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u958b\u767a\u6848\u4ef6\u3092\u30ea\u30fc\u30c9\u3057\u3066\u3044\u308b\u9ed2\u7530\u3067\u3059\u3002\u3053\u3061\u3089\u306f\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\u30a2\u30c9\u30d9\u30f3\u30c8\u30ab\u30ec\u30f3\u30c0\u30fc<\/a>\u300016\u65e5\u76ee\u306e\u8a18\u4e8b\u3067\u3059\u3002<\/p>\n\n\n\n

\u5148\u65e5\u793e\u5185\u3067\u5b9f\u65bd\u3057\u305f\u52c9\u5f37\u4f1a\u306e\u5185\u5bb9\u3092\u516c\u958b\u3057\u307e\u3059\u3002\u30c6\u30fc\u30de\u306fRAG(Retrieval-Augmented Generation\u306e\u7565\uff09\u3067\u3059\u3002<\/p>\n\n\n\n

\u52c9\u5f37\u4f1a\u306e\u7d4c\u7def<\/h2>\n\n\n\n

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\u76ee\u6b21<\/h2>\n\n\n\n
\"\"<\/figure>\n\n\n\n

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RAG\u3068\u306f<\/h2>\n\n\n\n
\"\"<\/figure>\n\n\n\n

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\u5b9f\u306fRAG\u306fLLM\u3088\u308a\u6b74\u53f2\u304c\u9577\u304f\u30011990\u5e74\u4ee3\u5275\u696d\u306eAsk.com\u3084\u30012010\u5e74\u4ee3\u306eIBM Watson\u3082RAG\u3068\u8a00\u3048\u307e\u3059\u30022020\u5e74\u4ee3\u306bOpenAI\u306eChatGPT\u3092\u306f\u3058\u3081\u3068\u3057\u3066LLM\u304c\u305f\u304f\u3055\u3093\u767b\u5834\u3057\u305f\u308a\u3001LangChain\u3001LlamaIndex\u306a\u3069RAG\u3092\u69cb\u7bc9\u3059\u308b\u306e\u306b\u4fbf\u5229\u306aOSS\u304c\u767b\u5834\u3057\u305f\u3053\u3068\u3067\u3001LLM\u3092\u7528\u3044\u305fRAG\u306e\u6ce8\u76ee\u5ea6\u304c\u4e00\u6c17\u306b\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u5f93\u6765\u306e\u691c\u7d22\u3068\u306e\u9055\u3044<\/h2>\n\n\n\n
\"\"<\/figure>\n\n\n\n

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\"\"<\/figure>\n\n\n\n

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\"\"<\/figure>\n\n\n\n

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\"\"<\/figure>\n\n\n\n

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\"\"<\/figure>\n\n\n\n

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\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\u3068\u3057\u3066\u3053\u3046\u3044\u3063\u305fRAG\u3092\u6d3b\u7528\u3057\u3066\u3044\u308b\u3053\u3068\u306f\u5bfe\u5916\u7684\u306b\u3082\u5927\u304d\u306a\u30a2\u30d4\u30fc\u30eb\u306b\u306a\u308b\u306f\u305a\u3067\u3059\u3002<\/p>\n\n\n\n

RAG\u57fa\u672c\u7528\u8a9e<\/h2>\n\n\n\n
\"\"<\/figure>\n\n\n\n

\u3053\u3053\u304b\u3089\u3088\u3046\u3084\u304f\u672c\u7de8\u306e\u65b9\u306b\u5165\u3063\u3066\u53c2\u308a\u307e\u3059\u3002\u7528\u8a9e\u306f\uff13\u3064\u3060\u3051\u53b3\u9078\u3057\u307e\u3057\u305f\u3002\u30d9\u30af\u30c8\u30eb\u3068\u30a8\u30f3\u3079\u30c7\u30a3\u30f3\u30b0\u306e\u95a2\u4fc2\u306f\u4e2d\u592e\u306e\u56f3\u304c\u308f\u304b\u308a\u3084\u3059\u304f\u3001\u30c6\u30ad\u30b9\u30c8\u3092Embedding\u7528\u306eLLM\u306b\u5165\u529b\u3059\u308b\u3068\u30d9\u30af\u30c8\u30eb\u306b\u306a\u308a\u307e\u3059\u3002\u4ee5\u964d\u306e\u30da\u30fc\u30b8\u3067\u8aac\u660e\u3057\u307e\u3059\u304c\u3001RAG\u306b\u3068\u3063\u3066LLM\u306f\u69cb\u6210\u8981\u7d20\u306e\uff11\u3064\u3067\u3059\u3002\u305d\u3057\u3066\u3001\u60c5\u5831\u691c\u7d22\u7528\u9014\u306eLLM\u3068\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u7528\u9014\u306eLLM\u304c\u305d\u308c\u305e\u308c\u5b58\u5728\u3059\u308b\u3053\u3068\u3092\u899a\u3048\u3066\u304a\u3044\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

RAG\u306e\u4ed5\u7d44\u307f<\/h2>\n\n\n\n
\"\"<\/figure>\n\n\n\n

\u3053\u3061\u3089\u304cRAG\u306e\u4ed5\u7d44\u307f\u3092\u3067\u304d\u308b\u3060\u3051\u7c21\u6f54\u306b\u66f8\u3044\u305f\u3082\u306e\u3067\u3059\u3002
\u5de6\u4e0a\u306e\u8d64\u3044\u77e2\u5370\u306f\u53c2\u8003\u307e\u3067\u306b\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u7528LLM\u3092\u76f4\u63a5\u5229\u7528\u3059\u308b\u5834\u5408\u306e\u6d41\u308c\u3092\u8868\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u5834\u5408\u306f\u3001\u8cea\u554f\u6587\u304c\u305d\u306e\u307e\u307e\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u7528LLM\u306b\u5165\u529b\u3055\u308c\u308b\u306e\u3067\u3059\u304c\u3001RAG\u306e\u5834\u5408\u306f\u3001\u4e2d\u7d99\u6a5f\u80fd\u304c\u4e8b\u524d\u306b\u8cea\u554f\u6587\u304b\u3089\u77e5\u8b58\u30c7\u30fc\u30bf\u3092\u63a2\u3057\u3066\u3001\u305d\u306e\u8cea\u554f\u6587\u3068\u77e5\u8b58\u30c7\u30fc\u30bf\u3092\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u7528LLM\u306b\u5165\u529b\u3059\u308b\u306e\u3067\u3001\u77e5\u8b58\u30c7\u30fc\u30bf\u3092\u52a0\u5473\u3057\u305f\u56de\u7b54\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

RAG\u306e\u4ed5\u7d44\u307f\u306f\u5f79\u5272\u7684\u306b\uff12\u3064\u306e\u30d1\u30fc\u30c8\u306b\u5225\u308c\u3066\u3044\u307e\u3059\u3002\uff11\u3064\u306f\u77e5\u8b58\u3092\u6d3b\u7528\u3059\u308b\u305f\u3081\u306e\u90e8\u5206\u3001\u3082\u3046\uff11\u3064\u306f\u77e5\u8b58\u3092\u62e1\u5145\u3059\u308b\u305f\u3081\u306e\u90e8\u5206\u3067\u3059\u3002
\u901a\u5e38\u306f\u5148\u306b\u77e5\u8b58\u3092\u62e1\u5145\u3057\u3066\u304b\u3089\u77e5\u8b58\u3092\u6d3b\u7528\u3059\u308b\u306e\u3067\u3001\u4eca\u65e5\u3082\u3053\u306e\u9806\u756a\u3067\u8aac\u660e\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u77e5\u8b58\u306e\u62e1\u5145\u3067\u4e00\u756a\u5927\u5207\u306a\u306e\u306f\u30a8\u30f3\u3079\u30c7\u30a3\u30f3\u30b0\u3092\u3059\u308b\u305f\u3081\u306eLLM\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u306eLLM\u304c\u77e5\u3089\u306a\u3044\u5358\u8a9e\u306f\u6b63\u3057\u304f\u30a8\u30f3\u3079\u30c7\u30a3\u30f3\u30b0\u3055\u308c\u306a\u3044\u3053\u3068\u306b\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002
\u30a8\u30f3\u3079\u30c7\u30a3\u30f3\u30b0\u3055\u308c\u305f\u60c5\u5831\u306fDB\u306b\u683c\u7d0d\u3055\u308c\u307e\u3059\u3002\u5f8c\u534a\u3067DB\u306e\u7a2e\u985e\u3092\u8aac\u660e\u3057\u307e\u3059\u304c\u3001\u305d\u306e\u7a2e\u985e\u306b\u3088\u3063\u3066\u6027\u80fd\u3084\u7cbe\u5ea6\u306b\u5dee\u304c\u3067\u308b\u3053\u3068\u304c\u308f\u304b\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u30a8\u30f3\u3079\u30c7\u30a3\u30f3\u30b0\u306e\u969b\u306b\u6c17\u3092\u3064\u3051\u305f\u3044\u30dd\u30a4\u30f3\u30c8\u304c\uff12\u3064\u3042\u308a\u307e\u3059\u3002\u307e\u305a\u306fLLM\u306e\u4f7f\u7528\u5236\u9650\u3067\u3059\u3002Azure\u306a\u3069\u3067\u306fTPM\u3068\u3044\u3063\u3066\uff11\u5206\u9593\u306b\u4f7f\u7528\u3067\u304d\u308b\u30c8\u30fc\u30af\u30f3\u6570\u306b\u4e0a\u9650\u304c\u3042\u308a\u3001\u305d\u308c\u3092\u8d85\u3048\u3066LLM\u3092\u4f7f\u304a\u3046\u3068\u3059\u308b\u3068\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3059\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u3082\u3046\u4e00\u3064\u306f\u9577\u3044\u6587\u7ae0\u3092\u5206\u5272\u3059\u308b\u969b\u306e\u30c1\u30e3\u30f3\u30af\u30b5\u30a4\u30ba\u306a\u3069\u306e\u8a2d\u5b9a\u3067\u3059\u3002\u3053\u308c\u306b\u3064\u3044\u3066\u306f\u6271\u3046\u30c7\u30fc\u30bf\u306b\u3088\u3063\u3066\u6700\u9069\u306a\u6570\u5024\u306b\u5909\u3048\u308b\u306e\u304c\u3088\u3044\u3067\u3057\u3087\u3046\u3002\u7b49\u5206\u306b\u3059\u308b\u7406\u7531\u306f\u3001\u30d5\u30a1\u30a4\u30eb\u304c\u5927\u91cf\u306b\u3042\u308b\u6642\u306b\u500b\u5225\u306b\u30c1\u30e3\u30f3\u30af\u30b5\u30a4\u30ba\u3092\u8abf\u6574\u3059\u308b\u306e\u304c\u96e3\u3057\u3044\u304b\u3089\u306a\u306e\u3067\u3059\u304c\u3001\u6700\u8fd1\u3067\u306f\u7b49\u5206\u306f\u305b\u305a\u306b\u81ea\u52d5\u7684\u306b\u7ae0\u3054\u3068\u306b\u5207\u308a\u51fa\u3059\u65b9\u304c\u56de\u7b54\u7cbe\u5ea6\u304c\u3042\u304c\u308b\u3068\u3044\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

LLM\u306f\u307e\u3060\u307e\u3060\u767a\u5c55\u9014\u4e0a\u3067\u3059\u304c\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u65b9\u304c\u9032\u5316\u304c\u65e9\u3044\u3068\u8a00\u308f\u308c\u3066\u3044\u307e\u3059\u3002\u305d\u3057\u3066\u3082\u3057\u3001RAG\u3092\u69cb\u7bc9\u3057\u305f\u5f8c\u306b\u3001Embedding\u7528\u306eLLM\u3092\u66f4\u65b0\u3057\u305f\u304f\u306a\u3063\u305f\u5834\u5408\u306f\u3001\u52d5\u4f5c\u78ba\u8a8d\u306e\u4e0a\u3001RAG\u306b\u7d44\u307f\u8fbc\u3080\u3068\u540c\u6642\u306b\u3001\u65b0\u3057\u3044LLM\u3092\u7528\u3044\u3066\u30d9\u30af\u30c8\u30eb\u3092\u518d\u751f\u6210\u3092\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u904b\u7528\u4e2d\u306b\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u66f4\u65b0\u3092\u3059\u308b\u5834\u5408\u306f\u3001\u4e00\u6642\u7684\u306b\u6027\u80fd\u304c\u4e0b\u304c\u308b\u3053\u3068\u304c\u61f8\u5ff5\u3055\u308c\u307e\u3059\u3002\u3053\u306e\u6027\u80fd\u4f4e\u4e0b\u304c\u5c11\u306a\u3044DB\u3082\u767b\u5834\u3057\u3066\u304d\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

RAG\u306e\u4e2d\u7d99\u6a5f\u80fd\u304c\u3042\u308b\u3053\u3068\u3067LLM\u3068\u306e\u3084\u308a\u3068\u308a\u306e\u5185\u5bb9\u3092\u9014\u4e2d\u3067\u52a0\u5de5\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002
\u4f8b\u3048\u3070\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u7528LLM\u306b\u8cea\u554f\u6587\u3068\u77e5\u8b58\u3092\u6295\u3052\u308b\u305f\u3081\u306b\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u4f7f\u3046\u306e\u3067\u3059\u304c\u3001
\u305d\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u9577\u6587\u3092\u7d50\u5408\u3057\u305f\u308a\u3001\u521d\u56de\u3068\uff12\u56de\u76ee\u4ee5\u964d\u3067\u7570\u306a\u308b\u56de\u7b54\u3092\u3055\u305b\u308b\u3053\u3068\u306b\u3082\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u30e6\u30fc\u30b6\u30fc\u306b\u5bfe\u3057\u3066\u306fChat\u306b\u4e0d\u6163\u308c\u306a\u30e6\u30fc\u30b6\u30fc\u5411\u304d\u306b\u4f8b\u6587\u3092\u8868\u793a\u3057\u305f\u308a\u3001\u904e\u53bb\u306e\u5c65\u6b74\u3092\u518d\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u305f\u308a\u3001\u58c1\u7d19\u3092\u5909\u66f4\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308c\u3070\u30e6\u30fc\u30b6\u30fc\u30d3\u30ea\u30c6\u30a3\u304c\u4e0a\u304c\u308a\u305d\u3046\u3067\u3059\u3002\u56de\u7b54\u5185\u5bb9\u306b\u3064\u3044\u3066\u306f\u5f15\u7528\u5143\u304c\u3042\u3063\u305f\u65b9\u304c\u5224\u65ad\u304c\u3057\u3084\u3059\u3044\u306e\u3067\u3059\u304c\u3001\u305d\u308c\u3067\u3082\u30e6\u30fc\u30b6\u30fc\u304c\u56de\u7b54\u306b\u6e80\u8db3\u3057\u305f\u304b\u306f\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\uff08Good\/Bad\uff09\u3067\u96c6\u8a08\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u306e\u304c\u6700\u8fd1\u306e\u50be\u5411\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

LangChain\/LlamaIndex\u306b\u3064\u3044\u3066<\/h2>\n\n\n\n
\"\"
\u5f15\u7528\uff1ahttps:\/\/zenn.dev\/umi_mori\/books\/prompt-engineer\/viewer\/langchain_overview<\/a><\/figcaption><\/figure>\n\n\n\n

\u3053\u308c\u307e\u3067\u306b\u8aac\u660e\u3057\u3066\u304d\u305f\u4ed5\u7d44\u307f\u306e\u4e2d\u3067\u3001\u4e2d\u7d99\u6a5f\u80fd\u3092\u62c5\u3046OSS\u306e\u4ee3\u8868\u683c\u304cLangChain\u3067\u3059\u3002\u3053\u306e\u30da\u30fc\u30b8\u306b\u8f09\u305b\u3066\u3044\u308b\u6a5f\u80fd\u306f\u4e2d\u7d99\u306b\u5fc5\u8981\u306a\u6a5f\u80fd\u306e\u4ee3\u8868\u4f8b\u306b\u306a\u308a\u307e\u3059\u3002
\u4eca\u65e5\u306f\u8a73\u7d30\u306f\u5272\u611b\u3057\u3066\u6982\u8981\u3092\u8aac\u660e\u3057\u3066\u3044\u304d\u307e\u3059\u3002Model I\/O\u3068Retrieval\u306fRAG\u305d\u306e\u3082\u306e\u3067\u3059\u3002Chains\u306f\u8907\u6570\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u9023\u643a\u3055\u305b\u308b\u6a5f\u80fd\u3067\u3059\u3002Memory\u306f\u4e00\u9023\u306e\u5bfe\u8a71\u306b\u5909\u6570\u3092\u4e0e\u3048\u308b\u3053\u3068\u3067\u4f1a\u8a71\u306e\u72b6\u614b\u3092\u4fdd\u6301\u3059\u308b\u6a5f\u80fd\u3067\u3059\u3002Agents\u306fLLM\u306e\u5fdc\u7b54\u5185\u5bb9\u3092\u4f7f\u3063\u3066\u4ed6\u306e\u30c4\u30fc\u30eb\u3092\u8d77\u52d5\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4f8b\u3048\u3070Wiki\u8a18\u4e8b\u3084\u5929\u6c17\u3092\u53d6\u3063\u3066\u304d\u3066\u4f1a\u8a71\u306b\u4f7f\u3046\u4e8b\u304c\u3067\u304d\u307e\u3059\u3002\u305d\u306e\u4ed6\u3001Callbacks\u3068\u3044\u3063\u3066AI\u306e\u51e6\u7406\u306e\u7e4b\u304e\u76ee\u3092\u62fe\u3063\u3066\u5225\u306e\u51e6\u7406\u3092\u5b9f\u884c\u3055\u305b\u3066\u30ed\u30b0\u3092\u3068\u3063\u305f\u308a\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3092\u3059\u308b\u6a5f\u80fd\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\"\"
\u5f15\u7528\uff1ahttps:\/\/medium.datadriveninvestor.com\/querying-external-kbs-through-gpt-gpt-index-llamaindex-fd8cbad2a4c<\/a><\/figcaption><\/figure>\n\n\n\n

LlamaIndex\u306b\u3064\u3044\u3066\u306f\u3001\u4eca\u65e5\u306e\u8aac\u660e\u3067\u306f\u6562\u3048\u3066\u77e5\u8b58\u62e1\u5145\u306e\u809d\u3068\u306a\u308bOSS\u3068\u3044\u3046\u7d39\u4ecb\u306e\u4ed5\u65b9\u3092\u3057\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002LangChain\u306e\u30e9\u30c3\u30d1\u30fc\u3068\u8a00\u308f\u308c\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u4e00\u7dd2\u306b\u4f7f\u3046\u30b1\u30fc\u30b9\u3082\u3088\u304f\u898b\u307e\u3059\u3002LlamaIndex\u306e\u7279\u5fb4\u306f
\uff11\uff1a\u975e\u5e38\u306b\u591a\u304f\u306e\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u304b\u3089\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u8fbc\u3080\u3053\u3068\u304c\u3067\u304d\u308b
\uff12\uff1a\u30a8\u30f3\u3079\u30c7\u30a3\u30f3\u30b0\u306e\u969b\u306b\u69d8\u3005\u306a\u7a2e\u985e\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b
\uff13\uff1aDB\u3082\u3042\u3089\u3086\u308b\u5f62\u5f0f\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u308b\u3002
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Azure\/AWS\/GCP\u306eRAG\u95a2\u9023\u30b5\u30fc\u30d3\u30b9<\/strong><\/h2>\n\n\n\n
\"\"<\/figure>\n\n\n\n

\uff13\u5927\u30af\u30e9\u30a6\u30c9\u3067\u306e\u4e2d\u3067\u306fAzure\u304c\u4e00\u756a\u65e9\u304fOpenAI\u3092SaaS\u306b\u3057\u307e\u3057\u305f\u304c\u3001\u73fe\u6642\u70b9\u3067\u306f\u6982\u306d\u3069\u3053\u3082\u540c\u69d8\u306e\u30b5\u30fc\u30d3\u30b9\u3092\u63c3\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

RAG\u306e\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9<\/strong><\/h2>\n\n\n\n
\"\"<\/figure>\n\n\n\n

\u3053\u3053\u307e\u3067RAG\u306e\u4ed5\u7d44\u307f\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u3066\u304d\u307e\u3057\u305f\u304c\u3001RAG\u306f\u4e00\u5ea6\u69cb\u7bc9\u3057\u3066\u7d42\u308f\u308a\u3067\u306f\u306a\u304f\u3001\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u304c\u4f34\u3044\u307e\u3059\u3002 \u4e3b\u306a\u5834\u9762\u3068\u3057\u3066\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u6574\u5099\u3057\u305f\u308a\u3001\u7cbe\u5ea6\u5411\u4e0a\u3092\u3057\u305f\u308a\u3001\u64cd\u4f5c\u6027\u3092\u5411\u4e0a\u3055\u305b\u305f\u308a\u3092\u3057\u7d9a\u3051\u308b\u3053\u3068\u3067\u3001\u3044\u308f\u3086\u308b\u4f7f\u3048\u3070\u4f7f\u3046\u307b\u3069\u8ce2\u304f\u306a\u308b\u30b7\u30b9\u30c6\u30e0\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u307e\u3068\u3081<\/h2>\n\n\n\n
\"\"<\/figure>\n\n\n\n

<\/p>\n\n\n\n

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\u660e\u65e5\u4ee5\u964d\u306e\u30d6\u30ed\u30b0\u306b\u3082\u4e5e\u3046\u3054\u671f\u5f85\uff01<\/p>\n\n\n\n

We're Hiring!<\/h2>\n\n\n\n

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\u3054\u95a2\u5fc3\u306e\u3042\u308b\u65b9\u306f\u5f0a\u793e\u306e\u304a\u554f\u3044\u5408\u308f\u305b\u30da\u30fc\u30b8<\/a>\u3088\u308a\u3001\u662f\u975e\u304a\u6c17\u8efd\u306b\u3054\u9023\u7d61\u304f\u3060\u3055\u3044\uff01 \u4e00\u7dd2\u306b\u793e\u4f1a\u3092\u5909\u3048\u305f\u3044\u958b\u767a\u8005\u30fb\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u7686\u69d8\u306e\u5fdc\u52df\u3092\u5fc3\u3088\u308a\u304a\u5f85\u3061\u3057\u3066\u304a\u308a\u307e\u3059\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"

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[…]<\/p>\n","protected":false},"author":179,"featured_media":68473,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"content-type":"knowledge-article","footnotes":""},"categories":[779,98,58,817,208,922],"tags":[135,95,204,967,862,863,968,966,507],"class_list":["post-68030","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-aws","category-azure","category-chatgpt-ai","category-gcp","category-r-kuroda","tag-aws","tag-azure","tag-gcp","tag-langchain","tag-llamaindex","tag-llm","tag-r-kuroda","tag-rag","tag-507"],"acf":[],"yoast_head":"\n\u3010RAG\u304c\u308f\u304b\u308b\u3011\u793e\u5185\u52c9\u5f37\u4f1a\u306e\u5185\u5bb9\u3092\u7279\u5225\u516c\u958b\uff01 - Tech Blog\uff5c\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3 r-kuroda,creationline<\/title>\n<meta name=\"description\" content=\"AI, AWS, Azure, ChatGPT\uff06AI, GCP, r-kuroda 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