{"id":36575,"date":"2026-02-25T15:06:07","date_gmt":"2026-02-25T20:06:07","guid":{"rendered":"https:\/\/www.lpi.org\/ja\/articles\/ai%e3%81%ae%e3%81%9f%e3%82%81%e3%81%ae%e3%83%87%e3%83%bc%e3%82%bf%e3%83%99%e3%83%bc%e3%82%b9%ef%bc%9a%e3%83%99%e3%82%af%e3%83%88%e3%83%ab%e3%80%81%e5%9f%8b%e3%82%81%e8%be%bc%e3%81%bf%e3%80%81%e3%81%9d\/"},"modified":"2026-02-25T15:06:07","modified_gmt":"2026-02-25T20:06:07","slug":"databases-for-ai-vectors-embeddings-and-architecture","status":"publish","type":"post","link":"https:\/\/www.lpi.org\/ja\/blog\/2026\/02\/25\/databases-for-ai-vectors-embeddings-and-architecture\/","title":{"rendered":"AI\u306e\u305f\u3081\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\uff1a\u30d9\u30af\u30c8\u30eb\u3001\u57cb\u3081\u8fbc\u307f\u3001\u305d\u3057\u3066\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3"},"content":{"rendered":"

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\n

\u3059\u3079\u3066\u306f\u30d9\u30af\u30c8\u30eb\u3067\u3042\u308b<\/h3>\n

AI\u30c7\u30fc\u30bf\u306e\u7279\u6027\u3068\u3001\u305d\u306e\u51e6\u7406\u30fb\u4fdd\u5b58\u65b9\u6cd5\u3092\u7406\u89e3\u3059\u308b\u306b\u306f\u3001\u300c\u30d9\u30af\u30c8\u30eb\u300d\u3068\u3044\u3046\u6982\u5ff5\u306b\u7126\u70b9\u3092\u7d5e\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n

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\u30d9\u30af\u30c8\u30eb\u6f14\u7b97\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u3084LLM\u306b\u3068\u3063\u3066\u975e\u5e38\u306b\u52b9\u7387\u7684\u3067\u3059\u3002\u3053\u308c\u3089\u306e\u6280\u8853\u306f\u3044\u305a\u308c\u3082\u300c\u3069\u308c\u3060\u3051\u4f3c\u3066\u3044\u308b\u304b\uff0f\u7570\u306a\u308b\u304b\u300d\u3068\u3044\u3046\u6982\u5ff5\u306b\u5f37\u304f\u4f9d\u5b58\u3057\u3066\u3044\u308b\u304b\u3089\u3067\u3059\u3002\u305f\u3068\u3048\u3070LLM\u306f\u3001\u30b9\u30da\u30a4\u30f3\u8a9e\u3067\u4e00\u822c\u7684\u306a\u5b9a\u51a0\u8a5e\u300cel\u300d\u3092\u69cb\u6210\u3059\u308b\u6587\u5b57E\u3068L\u306e\u95a2\u9023\u6027\u3092\u7406\u89e3\u3057\u307e\u3059\u3002\u540c\u3058\u6587\u5b57\u306f\u30d5\u30e9\u30f3\u30b9\u8a9e\u3067\u3082\u4f3c\u305f\u95a2\u4fc2\u3092\u6301\u3061\u3001\u305d\u3053\u3067\u306f\u300cle\u300d\u3068\u3044\u3046\u51a0\u8a5e\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n

\u3088\u308a\u9ad8\u3044\u62bd\u8c61\u5ea6\u3067\u306f\u3001LLM\u306f\u72ac\u3068\u30aa\u30aa\u30ab\u30df\u306e\u985e\u4f3c\u6027\u3092\u8a8d\u8b58\u3057\uff08\u6642\u306b\u306f\u6df7\u540c\u3057\u306a\u304c\u3089<\/a>\uff09\u3001\u72ac\u3068\u732b\u3088\u308a\u3082\u72ac\u3068\u30aa\u30aa\u30ab\u30df\u306e\u307b\u3046\u304c\u4f3c\u3066\u3044\u308b\u3053\u3068\u3092\u5b66\u7fd2\u3057\u307e\u3059\u3002<\/p>\n

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\n

AI\u30c7\u30fc\u30bf\u51e6\u7406\u306b\u7279\u6709\u306e\u8981\u56e0<\/h3>\n

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\u5f93\u6765\u306e\u5206\u6790\u306f\u3001\u305f\u3068\u3048\u3070\u5c0f\u58f2\u696d\u8005\u304c\u9867\u5ba2\u306e\u5e74\u9f62\u3068\u8cfc\u8cb7\u884c\u52d5\u306e\u76f8\u95a2\u3092\u8abf\u3079\u308b\u3068\u3044\u3063\u305f\u3088\u3046\u306b\u3001\u4e3b\u306b\u7d44\u7e54\u5185\u90e8\u306e\u30c7\u30fc\u30bf\u3092\u5bfe\u8c61\u3068\u3057\u3066\u3044\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u591a\u304f\u306e\u7d44\u7e54\u306f\u6a5f\u68b0\u5b66\u7fd2\u306b\u5341\u5206\u306a\u30c7\u30fc\u30bf\u3092\u5358\u72ec\u3067\u306f\u4fdd\u6709\u3057\u3066\u304a\u3089\u305a\u3001LLM\u306b\u81f3\u3063\u3066\u306f\u306a\u304a\u3055\u3089\u3067\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u73fe\u4ee3\u306eAI\u306f\u5e83\u7bc4\u56f2\u304b\u3089\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u307e\u3059\u3002\uff08\u73fe\u5728\u3001\u591a\u304f\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u5236\u4f5c\u8005\u304cAI\u958b\u767a\u4f01\u696d\u306b\u5bfe\u3057\u3066\u8a34\u8a1f\u3092\u8d77\u3053\u3057\u3066\u3044\u308b\u80cc\u666f\u306b\u306f\u3001\u3053\u3046\u3057\u305f\u4e8b\u60c5\u304c\u3042\u308a\u307e\u3059\u3002\u306a\u304a\u3001\u79c1\u304c\u95a2\u308f\u3063\u305f\u66f8\u7c4d\u3082Anthropic\u8457\u4f5c\u6a29\u548c\u89e3<\/a>\u306b\u95a2\u9023\u3057\u3066\u3044\u307e\u3059\u3002\uff09<\/p>\n

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LLM\u306e\u8aa4\u308a\u3084\u6975\u7aef\u306b\u4e0d\u6b63\u78ba\u306a\u7d50\u679c\uff08\u300c\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u300d\uff09\u306f\u3001\u767b\u5834\u5f53\u521d\u304b\u3089\u30e6\u30fc\u30b6\u30fc\u3092\u5931\u671b\u3055\u305b\u3001\u3068\u304d\u306b\u306f\u4e0d\u5b89\u306b\u3055\u305b\u3066\u304d\u307e\u3057\u305f\u3002\u307e\u305f\u3001\u30aa\u30f3\u30e9\u30a4\u30f3\u4e0a\u306e\u60c5\u5831\u304c\u5c11\u306a\u3044\u73cd\u3057\u3044\u30c6\u30fc\u30de\u3067\u306f\u3001\u4e00\u822c\u7684\u306a\u30c6\u30fc\u30de\u3088\u308a\u3082\u7cbe\u5ea6\u304c\u4f4e\u3044\u3053\u3068\u3082\u6307\u6458\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u305d\u3053\u3067\u8fd1\u5e74\u3001\u958b\u767a\u8005\u306f\u300c\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff08RAG\uff1aRetrieval Augmented Generation\uff09\u300d\u3068\u547c\u3070\u308c\u308b\u624b\u6cd5\u3067\u6539\u826f\u3092\u9032\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\n

RAG\u306e\u57fa\u672c\u7684\u306a\u8003\u3048\u65b9\u306f\u3001\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u4e0a\u306e\u7389\u77f3\u6df7\u4ea4\u306e\u60c5\u5831\u3092\u7121\u5dee\u5225\u306b\u5229\u7528\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u4fe1\u983c\u6027\u304c\u691c\u8a3c\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u6d3b\u7528\u3057\u3066\u30e2\u30c7\u30eb\u3092\u88dc\u5f37\u3057\u3001\u3088\u308a\u6b63\u78ba\u306a\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u3068\u3044\u3046\u3082\u306e\u3067\u3059\u3002RAG\u306f\u73fe\u5728\u300c\u30ea\u30a2\u30eb\u30ef\u30fc\u30eb\u30c9\u30e2\u30c7\u30eb\u300d\u3068\u547c\u3070\u308c\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u306e\u4e2d\u6838\u7684\u8981\u7d20\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u307e\u305f\u3001\u300c\u30c9\u30e1\u30a4\u30f3\u7279\u5316\u578b\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08DSLM\uff09\u300d\u3068\u3044\u3046\u7528\u8a9e\u3082\u5e83\u307e\u308a\u3064\u3064\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u7279\u5b9a\u5206\u91ce\u306b\u7126\u70b9\u3092\u5f53\u3066\u305f\u30e2\u30c7\u30eb\u3092\u6307\u3057\u3001\u300c\u30c9\u30e1\u30a4\u30f3\u7279\u5316\u8a00\u8a9e\u300d\u306a\u3069\u4ed6\u5206\u91ce\u306e\u6982\u5ff5\u3068\u3082\u547c\u5fdc\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u7d20\u4eba\u76ee\u306b\u306f\u3001\u300c\u4fe1\u983c\u3067\u304d\u308b\u30c7\u30fc\u30bf\u3092\u4f7f\u3046\u300d\u3068\u3044\u3046\u306e\u306f\u5f53\u7136\u306e\u767a\u60f3\u306b\u601d\u3048\u307e\u3059\u3002\u3057\u304b\u3057\u54f2\u5b66\u7684\u306b\u306f\u3001\u3053\u308c\u306fAI\u306e\u5927\u304d\u306a\u65b9\u5411\u8ee2\u63db\u3067\u3059\u30021950\u5e74\u4ee3\u304b\u3089\u3001\u6280\u8853\u697d\u89b3\u4e3b\u7fa9\u8005\u305f\u3061\u306f\u6c4e\u7528\u4eba\u5de5\u77e5\u80fd\uff08AGI\uff09\u3092\u76ee\u6307\u3057\u3066\u304d\u307e\u3057\u305f\u3002AI\u304c\u4eba\u9593\u3068\u540c\u7b49\u3001\u3042\u308b\u3044\u306f\u305d\u308c\u4ee5\u4e0a\u306e\u77e5\u6027\u3092\u6301\u3064\u3053\u3068\u3092\u5922\u898b\u3066\u3044\u305f\u306e\u3067\u3059\u3002<\/p>\n

\u3057\u304b\u3057\u73fe\u5728\u3001RAG\u3084\u30ea\u30a2\u30eb\u30ef\u30fc\u30eb\u30c9\u30e2\u30c7\u30eb\u3078\u306e\u79fb\u884c\u306f\u3001\u958b\u767a\u8005\u304c\u5b9f\u7528\u7684\u306a\u65b9\u5411\u3078\u8235\u3092\u5207\u308a\u76f4\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u4e00\u65b9\u3067\u3001AI\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u4f01\u696dPeripety Labs\u306eCEO\u3067\u3042\u308bMark Hinkle\u6c0f\u306f\u3001AGI\u3068\u3044\u3046\u67a0\u7d44\u307f\u81ea\u4f53\u306b\u7591\u554f\u3092\u5448\u3057\u3066\u3044\u307e\u3059\u3002\u300cAGI\u306f\u672c\u8cea\u7684\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u76ee\u6a19\u306f\u4eba\u9593\u4e26\u307f\u306e\u77e5\u80fd\u3067\u306f\u306a\u304f\u3001\u5358\u7d14\u4f5c\u696d\u3084\u5371\u967a\u4f5c\u696d\u3092\u30c7\u30b8\u30bf\u30eb\u5f93\u696d\u54e1\u306b\u4efb\u305b\u3089\u308c\u308b\u5341\u5206\u306a\u80fd\u529b\u3092\u6301\u3064\u3053\u3068\u3067\u3059\u3002RAG\u306f\u958b\u767a\u8005\u304c\u672c\u5f53\u306b\u5f79\u7acb\u3064\u3082\u306e\u3092\u69cb\u7bc9\u3057\u3066\u3044\u308b\u8a3c\u3067\u3059\u300d\u3068\u8ff0\u3079\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u73fe\u5728\u3001\u7279\u5b9a\u5206\u91ce\u3067\u6b63\u78ba\u306a\u77e5\u8b58\u8868\u73fe\u3092\u6c42\u3081\u308b\u30e6\u30fc\u30b6\u30fc\u306f\u3001\u307e\u305a\u4e3b\u8981AI\u30d9\u30f3\u30c0\u30fc\u304b\u3089\u4e00\u822c\u7684\u306a\u30d9\u30af\u30c8\u30eb\u30bb\u30c3\u30c8\u3092\u53d6\u5f97\u3057\u3001\u305d\u3053\u306b\u81ea\u7d44\u7e54\u306e\u5185\u90e8\u30c7\u30fc\u30bf\uff08\u7814\u7a76\u6210\u679c\u3001SNS\u6295\u7a3f\u3001\u8abf\u67fb\u7d50\u679c\u306a\u3069\uff09\u3092\u8ffd\u52a0\u3057\u3066\u72ec\u81ea\u306e\u6d1e\u5bdf\u3092\u751f\u307f\u51fa\u3057\u307e\u3059\u3002<\/p>\n

\n

\u95a2\u9023\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u4eca\u5f8c<\/h3>\n

\u672c\u8a18\u4e8b<\/a>\u3067\u306f\u30d9\u30af\u30c8\u30eb\u304c\u63d0\u4f9b\u3059\u308b\u57fa\u672c\u64cd\u4f5c\u3092\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002Faiss<\/a>\uff08C++\u304a\u3088\u3073Python\u5bfe\u5fdc\uff09\u306f\u3001\u30d9\u30af\u30c8\u30eb\u6f14\u7b97\u3092\u884c\u3046\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u4e00\u4f8b\u3067\u3001GPU\u3092\u6d3b\u7528\u3057\u3066<\/a>\u51e6\u7406\u3092\u9ad8\u901f\u5316\u3067\u304d\u307e\u3059\u3002<\/p>\n

LangChain<\/a>\uff08Python\uff09\u3084LlamaIndex<\/a>\uff08Python\u304a\u3088\u3073TypeScript\uff09\u3082\u4ee3\u8868\u7684\u306a\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002\u3053\u308c\u3089\u306f\u30aa\u30f3\u30e9\u30a4\u30f3AI\u30b5\u30fc\u30d3\u30b9\u3084Wikipedia\u306a\u3069\u306e\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u6d3b\u7528\u3057\u3001AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u958b\u767a\u3092\u652f\u63f4\u3057\u307e\u3059\u3002\u3044\u305a\u308c\u3082GPU\u306b\u3088\u308b\u9ad8\u901f\u5316\u3092\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n

\u6b21\u56de\u306e\u8a18\u4e8b\u3067\u306f\u3001\u5b9f\u969b\u306b\u5229\u7528\u3055\u308c\u3066\u3044\u308b\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u88fd\u54c1\u3092\u3044\u304f\u3064\u304b\u53d6\u308a\u4e0a\u3052\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

\u6a5f\u68b0\u5b66\u7fd2\u3067\u3042\u308c\u3001LLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u306e\u3088\u3046\u306a\u6bd4\u8f03\u7684\u65b0\u3057\u3044\u6280\u8853\u3067\u3042\u308c\u3001AI\u306b … Read more<\/a><\/p>\n","protected":false},"author":44,"featured_media":36344,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[9],"country":[],"language":[429],"ppma_author":[495],"class_list":["post-36575","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-9","language-english-ja"],"acf":[],"yoast_head":"\nAI\u306e\u305f\u3081\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\uff1a\u30d9\u30af\u30c8\u30eb\u3001\u57cb\u3081\u8fbc\u307f\u3001\u305d\u3057\u3066\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3 - Linux Professional Institute (LPI)<\/title>\n<meta name=\"description\" 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