{"id":4240,"date":"2025-12-16T17:26:10","date_gmt":"2025-12-16T09:26:10","guid":{"rendered":"https:\/\/aws-oncloudai.com\/?p=4240"},"modified":"2025-12-17T09:43:10","modified_gmt":"2025-12-17T01:43:10","slug":"full-analysis-of-aws-vector-database","status":"publish","type":"post","link":"https:\/\/aws-oncloudai.com\/ja\/aws\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u5b8c\u5168\u5206\u6790\/","title":{"rendered":"AWS Vector Database\u306e\u5305\u62ec\u7684\u306a\u5206\u6790"},"content":{"rendered":"<p data-start=\"180\" data-end=\"321\">\u5927\u898f\u6a21\u30e2\u30c7\u30ea\u30f3\u30b0\uff08LLM\uff09\u3001\u751f\u6210AI\u3001\u691c\u7d22\u62e1\u5f35\uff08RAG\uff09\u306e\u8fc5\u901f\u306a\u5b9f\u88c5\u306b\u3088\u308a\u3001<strong data-start=\"216\" data-end=\"320\">\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u4e2d\u6838\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306b\u306a\u308a\u3064\u3064\u3042\u308a\u307e\u3059\u3002\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306a\u8cea\u554f\u5fdc\u7b54\u3001\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3001\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u691c\u7d22\u306a\u3069\u3001\u3053\u308c\u3089\u306f\u3059\u3079\u3066\u3001\u30d9\u30af\u30c8\u30eb\u57cb\u3081\u8fbc\u307f\u3068\u985e\u4f3c\u6027\u691c\u7d22\u306e\u52b9\u7387\u7684\u306a\u4fdd\u5b58\u306b\u4f9d\u5b58\u3057\u3066\u3044\u307e\u3059\u3002<\/strong>\u3002<\/p>\n<p data-start=\"323\" data-end=\"363\">AWS\u3067\u306f\u3001\u4f01\u696d\u306f\u300c\u30b9\u30bf\u30f3\u30c9\u30a2\u30ed\u30f3\u306e\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u5b9f\u88c5\u3059\u308b\u300d\u3068\u3044\u3046\u9078\u629e\u80a2\u3060\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u5305\u62ec\u7684\u306a\u6982\u8981\u3092\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<ul data-start=\"365\" data-end=\"436\">\n<li data-start=\"365\" data-end=\"382\">\n<p data-start=\"367\" data-end=\"382\">\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u7528\u9014\u3068\u30b3\u30a2\u6a5f\u80fd<\/p>\n<\/li>\n<li data-start=\"383\" data-end=\"404\">\n<p data-start=\"385\" data-end=\"404\">AWS \u306b\u304a\u3051\u308b\u4e3b\u6d41\u306e\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u5b9f\u88c5<\/p>\n<\/li>\n<li data-start=\"405\" data-end=\"419\">\n<p data-start=\"407\" data-end=\"419\">\u3055\u307e\u3056\u307e\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u5229\u70b9\u3068\u9650\u754c<\/p>\n<\/li>\n<li data-start=\"420\" data-end=\"436\">\n<p data-start=\"422\" data-end=\"436\">\u30d3\u30b8\u30cd\u30b9\u30b7\u30ca\u30ea\u30aa\u306b\u57fa\u3065\u3044\u3066\u9069\u5207\u306a\u88fd\u54c1\u3092\u9078\u629e\u3059\u308b\u65b9\u6cd5<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"438\" data-end=\"478\">\u30c1\u30fc\u30e0\u3092\u52a9\u3051\u308b <strong data-start=\"444\" data-end=\"467\">AWS \u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9<\/strong> \u95a2\u9023\u3059\u308b\u610f\u601d\u6c7a\u5b9a\u306b\u304a\u3051\u308b\u8fc2\u56de\u3092\u907f\u3051\u308b\u305f\u3081\u3002<\/p>\n<h4 data-start=\"485\" data-end=\"513\"><\/h4>\n<h4 data-start=\"485\" data-end=\"513\">\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u6b20\u304b\u305b\u306a\u3044\u306e\u306f\u306a\u305c\u3067\u3059\u304b\uff1f<\/h4>\n<p data-start=\"515\" data-end=\"563\">\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u6838\u3068\u306a\u308b\u6a5f\u80fd\u306f<strong data-start=\"527\" data-end=\"562\">\u30d9\u30af\u30c8\u30eb\u57cb\u3081\u8fbc\u307f\u306e\u4fdd\u5b58\u3001\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u3001\u304a\u3088\u3073\u53d6\u5f97<\/strong>\u3002<\/p>\n<p data-start=\"565\" data-end=\"617\">AI \u30b7\u30ca\u30ea\u30aa\u3067\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u3001\u753b\u50cf\u3001\u97f3\u58f0\u3001\u30d3\u30c7\u30aa\u306f\u3059\u3079\u3066\u30e2\u30c7\u30eb\u306b\u3088\u3063\u3066\u9ad8\u6b21\u5143\u30d9\u30af\u30c8\u30eb\u306b\u30a8\u30f3\u30b3\u30fc\u30c9\u3055\u308c\u3001...<strong data-start=\"605\" data-end=\"613\">\u610f\u5473\u60c5\u5831<\/strong>\u3002\u4f8b\u3048\u3070\uff1a<\/p>\n<ul data-start=\"619\" data-end=\"669\">\n<li data-start=\"619\" data-end=\"648\">\n<p data-start=\"621\" data-end=\"648\">\u300c\u6696\u304b\u3044\u30bb\u30fc\u30bf\u30fc\u300d\u3068\u300c\u51ac\u7528\u306e\u30ab\u30fc\u30c7\u30a3\u30ac\u30f3\u300d\u306f\u610f\u5473\u7684\u306b\u975e\u5e38\u306b\u4f3c\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/li>\n<li data-start=\"649\" data-end=\"669\">\n<p data-start=\"651\" data-end=\"669\">\u30ad\u30fc\u30ef\u30fc\u30c9\u304c\u7570\u306a\u3063\u3066\u3044\u3066\u3082\u3001\u30d9\u30af\u30c8\u30eb\u8ddd\u96e2\u306f\u975e\u5e38\u306b\u8fd1\u3044\u307e\u307e\u3067\u3059\u3002<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"671\" data-end=\"692\">\u30d9\u30af\u30bf\u30fc \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u306f\u3001\u3053\u306e\u300c\u8ddd\u96e2\u300d\u3092\u4f7f\u7528\u3057\u3066\u691c\u7d22\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n<h5 data-start=\"694\" data-end=\"705\">\u30b3\u30a2\u6a5f\u80fd\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/h5>\n<ul data-start=\"706\" data-end=\"782\">\n<li data-start=\"706\" data-end=\"716\">\n<p data-start=\"708\" data-end=\"716\">\u9ad8\u6b21\u5143\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30ec\u30fc\u30b8<\/p>\n<\/li>\n<li data-start=\"717\" data-end=\"739\">\n<p data-start=\"719\" data-end=\"739\">\u985e\u4f3c\u5ea6\u306e\u8a08\u7b97\uff08\u4f8b\uff1a\u30b3\u30b5\u30a4\u30f3\u985e\u4f3c\u5ea6\u3001\u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u8ddd\u96e2\uff09<\/p>\n<\/li>\n<li data-start=\"740\" data-end=\"754\">\n<p data-start=\"742\" data-end=\"754\">\u6700\u8fd1\u508d\u63a2\u7d22\uff08kNN\uff09<\/p>\n<\/li>\n<li data-start=\"755\" data-end=\"782\">\n<p data-start=\"757\" data-end=\"782\">HNSW \u3084 IVF \u306a\u3069\u306e\u8fd1\u4f3c\u6700\u8fd1\u508d (ANN) \u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3002<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"784\" data-end=\"841\">\u5404\u30c7\u30fc\u30bf\u306e\u985e\u4f3c\u6027\u3092\u500b\u5225\u306b\u8a08\u7b97\u3059\u308b\u5834\u5408\u3068\u6bd4\u8f03\u3057\u3066\u3001ANN \u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u7cbe\u5ea6\u3092\u308f\u305a\u304b\u306b\u72a0\u7272\u306b\u3057\u306a\u304c\u3089\u30af\u30a8\u30ea \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u3001\u5927\u898f\u6a21\u306a AI \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u3068\u3063\u3066\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002<\/p>\n<h4 data-start=\"848\" data-end=\"865\"><\/h4>\n<h4 data-start=\"848\" data-end=\"865\">\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u5178\u578b\u7684\u306a\u5fdc\u7528\u30b7\u30ca\u30ea\u30aa<\/h4>\n<h5 data-start=\"867\" data-end=\"886\">1. RAG\uff08\u691c\u7d22\u5f37\u5316\u751f\u6210\uff09<\/h5>\n<p data-start=\"887\" data-end=\"939\">RAG \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3067\u306f\u3001\u30d9\u30af\u30c8\u30eb \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u4f7f\u7528\u3057\u3066 LLM \u63a8\u8ad6\u306e\u524d\u306b\u95a2\u9023\u3059\u308b\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u53d6\u5f97\u3057\u3001\u30e2\u30c7\u30eb\u306b\u6b21\u306e\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059...<strong data-start=\"925\" data-end=\"934\">\u8ffd\u52a0\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8<\/strong>\u3088\u304f\u898b\u3089\u308c\u308b\u5834\u6240:<\/p>\n<ul data-start=\"940\" data-end=\"967\">\n<li data-start=\"940\" data-end=\"946\">\n<p data-start=\"942\" data-end=\"946\">\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306a\u9867\u5ba2\u30b5\u30fc\u30d3\u30b9<\/p>\n<\/li>\n<li data-start=\"947\" data-end=\"956\">\n<p data-start=\"949\" data-end=\"956\">\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba \u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9 Q&amp;A<\/p>\n<\/li>\n<li data-start=\"957\" data-end=\"967\">\n<p data-start=\"959\" data-end=\"967\">\u6280\u8853\u6587\u66f8\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8<\/p>\n<\/li>\n<\/ul>\n<h5 data-start=\"969\" data-end=\"984\">2. \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30e1\u30e2\u30ea<\/h5>\n<p data-start=\"985\" data-end=\"1008\">\u5c65\u6b74\u30c0\u30a4\u30a2\u30ed\u30b0\u307e\u305f\u306f LLM \u51fa\u529b\u3092\u30d9\u30af\u30c8\u30eb \u30b9\u30c8\u30ec\u30fc\u30b8\u306b\u5909\u63db\u3057\u3066\u3001\u6b21\u306e\u3053\u3068\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/p>\n<ul data-start=\"1009\" data-end=\"1040\">\n<li data-start=\"1009\" data-end=\"1017\">\n<p data-start=\"1011\" data-end=\"1017\">\u9577\u671f\u8a18\u61b6<\/p>\n<\/li>\n<li data-start=\"1018\" data-end=\"1028\">\n<p data-start=\"1020\" data-end=\"1028\">\u985e\u4f3c\u554f\u984c\u306e\u518d\u5229\u7528<\/p>\n<\/li>\n<li data-start=\"1029\" data-end=\"1040\">\n<p data-start=\"1031\" data-end=\"1040\">\u5f37\u5316\u3055\u308c\u305f\u5bfe\u8a71\u306e\u7d99\u7d9a\u6027<\/p>\n<\/li>\n<\/ul>\n<h5 data-start=\"1042\" data-end=\"1054\">3. \u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22<\/h5>\n<p data-start=\"1055\" data-end=\"1082\">\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u3068\u306f\u7570\u306a\u308a\u3001\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u306f\u300c\u610f\u5473\u300d\u306e\u30de\u30c3\u30c1\u30f3\u30b0\u306b\u57fa\u3065\u3044\u3066\u304a\u308a\u3001\u6b21\u306e\u3088\u3046\u306a\u7528\u9014\u3067\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<ul data-start=\"1083\" data-end=\"1105\">\n<li data-start=\"1083\" data-end=\"1089\">\n<p data-start=\"1085\" data-end=\"1089\">\u88fd\u54c1\u691c\u7d22<\/p>\n<\/li>\n<li data-start=\"1090\" data-end=\"1096\">\n<p data-start=\"1092\" data-end=\"1096\">\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u63a8\u5968<\/p>\n<\/li>\n<li data-start=\"1097\" data-end=\"1105\">\n<p data-start=\"1099\" data-end=\"1105\">\u6587\u66f8\u691c\u7d22<\/p>\n<\/li>\n<\/ul>\n<h5 data-start=\"1107\" data-end=\"1123\">4. AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8<\/h5>\n<p data-start=\"1124\" data-end=\"1166\">AI \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001\u30d9\u30af\u30bf\u30fc \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u901a\u3058\u3066\u4f01\u696d\u5185\u306e\u30c7\u30fc\u30bf\u3092\u8fc5\u901f\u306b\u53d6\u5f97\u3057\u3001\u5206\u6790\u3001\u610f\u601d\u6c7a\u5b9a\u3001\u81ea\u52d5\u5b9f\u884c\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h5 data-start=\"1168\" data-end=\"1183\">5. \u753b\u50cf\u3068\u52d5\u753b\u306e\u691c\u7d22<\/h5>\n<p data-start=\"1184\" data-end=\"1214\">\u753b\u50cf\u3084\u52d5\u753b\u3092\u57cb\u3081\u8fbc\u3080\u3053\u3068\u3067\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u8a8d\u8b58\u3001\u985e\u4f3c\u753b\u50cf\u306e\u691c\u7d22\u3001\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u691c\u7d22\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<h2 data-start=\"1221\" data-end=\"1253\"><\/h2>\n<h4 data-start=\"1221\" data-end=\"1253\">AWS \u4e0a\u306e\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9: \u4e3b\u306a\u30aa\u30d7\u30b7\u30e7\u30f3<\/h4>\n<p data-start=\"1255\" data-end=\"1284\">\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u89b3\u70b9\u304b\u3089\u898b\u308b\u3068\u3001AWS \u4e0a\u306e\u30d9\u30af\u30bf\u30fc \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9 \u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u5927\u304d\u304f\u5206\u3051\u3066 3 \u3064\u306e\u30bf\u30a4\u30d7\u306b\u5206\u985e\u3067\u304d\u307e\u3059\u3002<\/p>\n<h5 data-start=\"1286\" data-end=\"1323\">1. \u30b9\u30bf\u30f3\u30c9\u30a2\u30ed\u30f3\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9<\/h5>\n<p data-start=\"1325\" data-end=\"1363\">\u3053\u308c\u3089\u306e\u7a2e\u985e\u306e\u88fd\u54c1<strong data-start=\"1329\" data-end=\"1341\">\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u5c02\u7528\u306b\u69cb\u7bc9<\/strong>\u6210\u719f\u3057\u305f ANN \u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3068\u9ad8\u6027\u80fd\u306a\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u6a5f\u80fd\u3092\u5099\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n<h4 data-start=\"1365\" data-end=\"1382\">AWS \u30cd\u30a4\u30c6\u30a3\u30d6\u304a\u3088\u3073\u5171\u901a\u30aa\u30d7\u30b7\u30e7\u30f3:<\/h4>\n<ul data-start=\"1383\" data-end=\"1523\">\n<li data-start=\"1383\" data-end=\"1417\">\n<p data-start=\"1385\" data-end=\"1417\"><strong data-start=\"1385\" data-end=\"1406\">Amazon \u30aa\u30fc\u30d7\u30f3\u30b5\u30fc\u30c1<\/strong>\uff08\u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30fc\u691c\u7d22\u3068\u5206\u6790\uff09<\/p>\n<\/li>\n<li data-start=\"1418\" data-end=\"1445\">\n<p data-start=\"1420\" data-end=\"1445\">Pinecone\uff08AWS \u30de\u30fc\u30b1\u30c3\u30c8\u30d7\u30ec\u30a4\u30b9\uff09<\/p>\n<\/li>\n<li data-start=\"1446\" data-end=\"1454\">\n<p data-start=\"1448\" data-end=\"1454\">\u30af\u30c9\u30e9\u30f3\u30c8<\/p>\n<\/li>\n<li data-start=\"1455\" data-end=\"1465\">\n<p data-start=\"1457\" data-end=\"1465\">\u30a6\u30a3\u30fc\u30d3\u30a8\u30a4\u30c8<\/p>\n<\/li>\n<li data-start=\"1466\" data-end=\"1489\">\n<p data-start=\"1468\" data-end=\"1489\">\u30df\u30eb\u30d0\u30b9 \/ \u30b8\u30ea\u30ba\u30af\u30e9\u30a6\u30c9<\/p>\n<\/li>\n<li data-start=\"1490\" data-end=\"1500\">\n<p data-start=\"1492\" data-end=\"1500\">\u30a2\u30b9\u30c8\u30e9DB<\/p>\n<\/li>\n<li data-start=\"1501\" data-end=\"1523\">\n<p data-start=\"1503\" data-end=\"1523\">\u30a2\u30af\u30c6\u30a3\u30d6\u30eb\u30fc\u30d7\u30c7\u30a3\u30fc\u30d7\u30ec\u30a4\u30af<\/p>\n<\/li>\n<\/ul>\n<h4 data-start=\"1525\" data-end=\"1533\">\u5229\u70b9:<\/h4>\n<ul data-start=\"1534\" data-end=\"1575\">\n<li data-start=\"1534\" data-end=\"1549\">\n<p data-start=\"1536\" data-end=\"1549\">\u5927\u898f\u6a21\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u306b\u6700\u9069\u5316<\/p>\n<\/li>\n<li data-start=\"1550\" data-end=\"1561\">\n<p data-start=\"1552\" data-end=\"1561\">\u9ad8\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u3001\u4f4e\u30ec\u30a4\u30c6\u30f3\u30b7<\/p>\n<\/li>\n<li data-start=\"1562\" data-end=\"1575\">\n<p data-start=\"1564\" data-end=\"1575\">\u6a5f\u80fd\u6027\u91cd\u8996\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u6210\u719f<\/p>\n<\/li>\n<\/ul>\n<h4 data-start=\"1577\" data-end=\"1585\">\u30c1\u30e3\u30ec\u30f3\u30b8\uff1a<\/h4>\n<ul data-start=\"1586\" data-end=\"1713\">\n<li data-start=\"1586\" data-end=\"1618\">\n<p data-start=\"1588\" data-end=\"1618\"><strong data-start=\"1588\" data-end=\"1598\">\u9ad8\u3044\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u8907\u96d1\u3055<\/strong>\u30c7\u30fc\u30bf\u306f\u30ea\u30ec\u30fc\u30b7\u30e7\u30ca\u30eb \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304a\u3088\u3073\u5206\u6790\u30b7\u30b9\u30c6\u30e0\u3068\u540c\u671f\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<\/li>\n<li data-start=\"1619\" data-end=\"1651\">\n<p data-start=\"1621\" data-end=\"1651\"><strong data-start=\"1621\" data-end=\"1631\">\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u30b3\u30b9\u30c8\u306e\u5897\u52a0<\/strong>\u30de\u30eb\u30c1\u30b7\u30b9\u30c6\u30e0\u7ba1\u7406\u3001\u30c7\u30fc\u30bf\u306e\u4e00\u8cab\u6027\u3001\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u3001\u79fb\u884c<\/p>\n<\/li>\n<li data-start=\"1652\" data-end=\"1677\">\n<p data-start=\"1654\" data-end=\"1677\"><strong data-start=\"1654\" data-end=\"1663\">\u9ad8\u3044\u5b66\u7fd2\u30b3\u30b9\u30c8<\/strong>\u65b0\u3057\u3044API\u3001\u65b0\u3057\u3044\u30af\u30a8\u30ea\u30e1\u30bd\u30c3\u30c9<\/p>\n<\/li>\n<li data-start=\"1678\" data-end=\"1713\">\n<p data-start=\"1680\" data-end=\"1713\"><strong data-start=\"1680\" data-end=\"1692\">\u9577\u671f\u7684\u306a\u6301\u7d9a\u53ef\u80fd\u6027\u30ea\u30b9\u30af<\/strong>\u4e00\u90e8\u306e\u88fd\u54c1\u306f\u6bd4\u8f03\u7684\u65b0\u3057\u3044\u305f\u3081\u3001\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3084\u30b5\u30dd\u30fc\u30c8\u306b\u95a2\u3057\u3066\u4e0d\u78ba\u5b9f\u306a\u70b9\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ul>\n<h5 data-start=\"1720\" data-end=\"1760\">2.Amazon RDS PostgreSQL + pgvector<\/h5>\n<p data-start=\"1762\" data-end=\"1813\">pgvector \u306f PostgreSQL \u306e\u30d9\u30af\u30c8\u30eb\u62e1\u5f35\u6a5f\u80fd\u3067\u3042\u308a\u3001\u30d9\u30af\u30c8\u30eb \u30d5\u30a3\u30fc\u30eb\u30c9\u3092\u30c6\u30fc\u30d6\u30eb\u306b\u76f4\u63a5\u4fdd\u5b58\u3057\u3001\u985e\u4f3c\u6027\u691c\u7d22\u306b\u4f7f\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<h4 data-start=\"1815\" data-end=\"1823\">\u5229\u70b9:<\/h4>\n<ul data-start=\"1824\" data-end=\"1894\">\n<li data-start=\"1824\" data-end=\"1843\">\n<p data-start=\"1826\" data-end=\"1843\">PostgreSQL \u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u306f\u6210\u719f\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/li>\n<li data-start=\"1844\" data-end=\"1857\">\n<p data-start=\"1846\" data-end=\"1857\">SQL\u3092\u76f4\u63a5\u4f7f\u7528\u3067\u304d\u308b<\/p>\n<\/li>\n<li data-start=\"1858\" data-end=\"1872\">\n<p data-start=\"1860\" data-end=\"1872\">\u4f7f\u3044\u3084\u3059\u304f\u3001\u5b66\u7fd2\u30b3\u30b9\u30c8\u304c\u4f4e\u3044<\/p>\n<\/li>\n<li data-start=\"1873\" data-end=\"1894\">\n<p data-start=\"1875\" data-end=\"1894\">RDS \u306f\u3001\u7ba1\u7406\u3055\u308c\u305f\u64cd\u4f5c\u3001\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u3001\u304a\u3088\u3073\u9ad8\u53ef\u7528\u6027\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ul>\n<h4 data-start=\"1896\" data-end=\"1904\">\u5236\u9650\u4e8b\u9805:<\/h4>\n<ul data-start=\"1905\" data-end=\"1988\">\n<li data-start=\"1905\" data-end=\"1931\">\n<p data-start=\"1907\" data-end=\"1931\">\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u306f\u3001\u6570\u767e\u4e07\u307e\u305f\u306f\u6570\u5104\u306e\u30d9\u30af\u30c8\u30eb \u30b9\u30b1\u30fc\u30eb\u3067\u306f\u5236\u9650\u3055\u308c\u307e\u3059\u3002<\/p>\n<\/li>\n<li data-start=\"1932\" data-end=\"1945\">\n<p data-start=\"1934\" data-end=\"1945\">\u9ad8\u6027\u80fd\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306f\u9ad8\u4fa1\u3067\u3059<\/p>\n<\/li>\n<li data-start=\"1946\" data-end=\"1960\">\n<p data-start=\"1948\" data-end=\"1960\">\u9ad8\u5ea6\u306a\u6280\u8853\u30b5\u30dd\u30fc\u30c8\u306f\u9ad8\u4fa1\u3067\u3059\u3002<\/p>\n<\/li>\n<li data-start=\"1961\" data-end=\"1988\">\n<p data-start=\"1963\" data-end=\"1988\">\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u306f PostgreSQL \u672c\u6765\u306e\u5f37\u307f\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"1990\" data-end=\"1993\">\u9069\u5207\u306a\uff1a<\/p>\n<blockquote data-start=\"1994\" data-end=\"2031\">\n<p data-start=\"1996\" data-end=\"2031\">\u5c0f\u898f\u6a21\u304b\u3089\u4e2d\u898f\u6a21\u306e AI \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3001PoC\u3001\u65e2\u5b58\u306e PostgreSQL \u30c6\u30af\u30ce\u30ed\u30b8\u30fc \u30b9\u30bf\u30c3\u30af\u3092\u5099\u3048\u305f\u30c1\u30fc\u30e0\u3002<\/p>\n<\/blockquote>\n<h5 data-start=\"2038\" data-end=\"2100\"><\/h5>\n<h5 data-start=\"2038\" data-end=\"2100\">3. PostgreSQL\u30d9\u30fc\u30b9\u306e\u5f37\u5316\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\uff08Timescale Cloud + pgvector \/ pgai\uff09<\/h5>\n<p data-start=\"2102\" data-end=\"2155\">\u3053\u306e\u8a08\u753b\u306e\u6838\u3068\u306a\u308b\u8003\u3048\u65b9\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<br data-start=\"2113\" data-end=\"2116\" \/><strong data-start=\"2116\" data-end=\"2154\">\u5225\u500b\u306e\u30d9\u30af\u30c8\u30eb \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u5c0e\u5165\u3059\u308b\u4ee3\u308f\u308a\u306b\u3001PostgreSQL \u4e0a\u3067\u30d9\u30af\u30c8\u30eb\u6a5f\u80fd\u3092\u5f37\u5316\u3057\u307e\u3059\u3002<\/strong>\u3002<\/p>\n<h4 data-start=\"2157\" data-end=\"2167\">\u30b3\u30a2\u6a5f\u80fd:<\/h4>\n<ul data-start=\"2168\" data-end=\"2286\">\n<li data-start=\"2168\" data-end=\"2213\">\n<p data-start=\"2170\" data-end=\"2213\">pgvector \u3092\u30d9\u30fc\u30b9\u306b\u3001pgvectorscale \u3068 pgai \u306b\u3088\u3063\u3066\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li data-start=\"2214\" data-end=\"2241\">\n<p data-start=\"2216\" data-end=\"2241\">HNSW\u3001IVF\u3001DiskANN \u306a\u3069\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li data-start=\"2242\" data-end=\"2260\">\n<p data-start=\"2244\" data-end=\"2260\">\u6642\u9593\u3068\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u6df7\u5408\u30af\u30a8\u30ea\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li data-start=\"2261\" data-end=\"2286\">\n<p data-start=\"2263\" data-end=\"2286\">\u30d9\u30af\u30c8\u30eb\u3001\u30ea\u30ec\u30fc\u30b7\u30e7\u30ca\u30eb \u30c7\u30fc\u30bf\u3001\u30a4\u30d9\u30f3\u30c8 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data-end=\"2367\">\u30c7\u30fc\u30bf \u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u7ba1\u7406\u3068\u30db\u30c3\u30c8\/\u30b3\u30fc\u30eb\u30c9 \u30c7\u30fc\u30bf\u306e\u968e\u5c64\u5316\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li data-start=\"2368\" data-end=\"2391\">\n<p data-start=\"2370\" data-end=\"2391\">\u5c65\u6b74\u30c7\u30fc\u30bf\u3092\u968e\u5c64\u5316\u3057\u3066 S3 \u306b\u4fdd\u5b58\u3059\u308b\u3053\u3068\u3067\u3001\u30b9\u30c8\u30ec\u30fc\u30b8 \u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ul>\n<h4 data-start=\"2393\" data-end=\"2403\">\u5efa\u7bc9\u7684\u4fa1\u5024:<\/h4>\n<ul data-start=\"2404\" data-end=\"2483\">\n<li data-start=\"2404\" data-end=\"2437\">\n<p data-start=\"2406\" data-end=\"2437\">\u771f\u5b9f\u306e\u5358\u4e00\u30bd\u30fc\u30b9<\/p>\n<\/li>\n<li data-start=\"2438\" data-end=\"2454\">\n<p data-start=\"2440\" 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