{"id":212,"date":"2024-06-18T17:04:10","date_gmt":"2024-06-18T08:04:10","guid":{"rendered":"https:\/\/havas.jp\/?p=212"},"modified":"2024-06-18T18:15:11","modified_gmt":"2024-06-18T09:15:11","slug":"%e3%83%99%e3%82%af%e3%83%88%e3%83%abdb%e3%81%a8%e3%81%9d%e3%81%ae%e6%af%94%e8%bc%83%e3%81%ab%e3%81%a4%e3%81%84%e3%81%a6","status":"publish","type":"post","link":"https:\/\/havas.jp\/?p=212","title":{"rendered":"\u30d9\u30af\u30c8\u30ebDB\u3068\u305d\u306e\u6bd4\u8f03\u306b\u3064\u3044\u3066"},"content":{"rendered":"

\u7686\u3055\u3093\u306f\u300c\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u300d(\u5225\u540d\uff1a\u30d9\u30af\u30bf\u30fcDB\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8DB) \u3068\u3044\u3046\u3082\u306e\u3092\u3054\u5b58\u77e5\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n

\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u805e\u304f\u3068MySQL\u3084PostgreSQL\u3092\u306f\u3058\u3081\u3068\u3059\u308bRDB (\u30ea\u30ec\u30fc\u30b7\u30e7\u30ca\u30eb\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9) \u3001\u3059\u306a\u308f\u3061\u8868\u5f62\u5f0f\u3067\u7ba1\u7406\u3059\u308b\u5f93\u6765\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u601d\u3044\u6d6e\u304b\u3079\u308b\u65b9\u304c\u591a\u3044\u304b\u3068\u601d\u3044\u307e\u3059\u304c\u3001\u305d\u308c\u3068\u306f\u5225\u306e\u65b0\u3057\u3044\u5f62\u5f0f\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u3059\u3002
\n\u3053\u30531\u301c2\u5e74\u3001\u201dAI\u306b\u9069\u3057\u305f\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u201d\u3068\u306e\u547c\u3073\u58f0\u3067\u3058\u308f\u3058\u308f\u8a71\u984c\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u4eca\u56de\u306f\u305d\u3093\u306a\u30d9\u30af\u30c8\u30ebDB\u3092\u6bd4\u8f03\u3057\u306a\u304c\u3089\u6df1\u6398\u3063\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n

\u25fc\ufe0e\u305d\u3082\u305d\u3082\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u306f\uff1f<\/h3>\n

\u300c\u5f93\u6765\u306eRDB\u304c\u8868\u5f62\u5f0f\u3060\u3068\u3057\u305f\u3089\u3001\u30d9\u30af\u30c8\u30ebDB\u306f\u3069\u3046\u3044\u3063\u305f\u5f62\u5f0f\u306a\u306e\u304b\uff1f\u300d
\n\u305d\u3046\u3044\u3063\u305f\u7591\u554f\u304c\u5fc5\u305a\u51fa\u3066\u304f\u308b\u3068\u601d\u3044\u307e\u3059\u306e\u3067\u3001\u307e\u305a\u306f\u305d\u308c\u3092\u7d10\u89e3\u304d\u307e\u3059\u3002<\/p>\n

\u4ee5\u4e0b\u306e\u30b5\u30a4\u30c8\u304c\u53c2\u8003\u306b\u306a\u308a\u307e\u3059\u306e\u3067\u3001\u8efd\u304f\u629c\u7c8b\u3044\u305f\u3057\u307e\u3059\u3002
\n(\u53c2\u7167)<\/p>\n

https:\/\/qiita.com\/ksonoda\/items\/ba6d7b913fc744db3d79<\/a><\/p>\n

 <\/p>\n

\u5358\u8a9e\u3092\u30d9\u30af\u30c8\u30eb\u3068\u3057\u3066\u8003\u3048\u3001\u300c\u610f\u5473\u7a7a\u9593\u300d\u306e\u4e2d\u306b\u30d7\u30ed\u30c3\u30c8\u3059\u308b\u30a4\u30e1\u30fc\u30b8\u3060\u305d\u3046\u3067\u3059\u3002
\n\u5ea7\u6a19\u306e\u8868\u3057\u65b9\u306f\u4e00\u822c\u7684\u306a\u30d9\u30af\u30c8\u30eb\u540c\u69d8\u3001
\n2\u6b21\u5143\u3067\u3042\u308c\u3070 (a, b)\u30013\u6b21\u5143\u3067\u3042\u308c\u3070(a, b, c)
\n\u3068\u306a\u308a\u307e\u3059\u304c\u3001\u30d9\u30af\u30c8\u30ebDB\u306f\u6b21\u5143\u304c100\u307e\u3067\u53ca\u3076\u3053\u3068\u3082\u30b6\u30e9\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n

\u3069\u3046\u3057\u3066\u3082\u4eba\u9593\u306f4\u6b21\u5143\u4ee5\u964d\u306e\u7a7a\u9593\u3092\u628a\u63e1\u3067\u304d\u305a\u30a4\u30e1\u30fc\u30b8\u306f\u3064\u304d\u307e\u305b\u3093\u306e\u3067\u3001\u5909\u6570\u304c100\u500b\u3042\u308b\u304f\u3089\u3044\u306b\u8003\u3048\u3066\u304a\u304f\u306e\u304c\u826f\u3044\u304b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n

\"\"<\/p>\n

\u610f\u5473\u306e\u8fd1\u3044\u5358\u8a9e\u540c\u58eb\u304c\u8fd1\u304f\u306b\u3042\u308a\u3001\u691c\u7d22\u3092\u88ab\u308b\u3088\u3046\u306a\u30a4\u30e1\u30fc\u30b8\u3067\u3059\u306e\u3067\u3001LLM (\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb) \u3068\u306e\u76f8\u6027\u304c\u975e\u5e38\u306b\u826f\u3044\u3068\u8a00\u308f\u308c\u3066\u3044\u307e\u3059\u306d\u3002
\n\u3053\u308c\u304c\u3001\u6700\u8fd1\u306b\u306a\u3063\u3066\u6025\u6fc0\u306b\u6ce8\u76ee\u3055\u308c\u59cb\u3081\u305f\u7406\u7531\u3068\u3082\u8a00\u3048\u307e\u3059\u3002<\/p>\n

\u8fd1\u4f3c\u5ea6\u306f\u3001\u300c\u5927\u304d\u3055\u300d\u3068\u300c\u5411\u304d\u300d\u306e\u985e\u4f3c\u5ea6\u306b\u3088\u3063\u3066\u5272\u308a\u51fa\u3055\u308c\u308b\u3088\u3046\u3067\u3059\u3002
\n\u203b\u300c\u5927\u304d\u3055\u300d\u306e\u985e\u4f3c\u5ea6…\u5404\u30c7\u30fc\u30bf\u306e\u30c9\u30c3\u30c8\u9593\u306e\u8ddd\u96e2\u5dee
\n\u203b\u300c\u5411\u304d\u300d\u306e\u985e\u4f3c\u5ea6…\u539f\u70b9\u304b\u3089\u306e\u89d2\u5ea6\u5dee<\/p>\n

\"\"<\/p>\n

\"\"<\/p>\n

\u25fc\ufe0e\u30d9\u30af\u30c8\u30ebDB\u306e\u6bd4\u8f03\u3092\u8003\u3048\u308b<\/h3>\n

\u305d\u3093\u306a\u30d9\u30af\u30c8\u30ebDB\u306b\u3082\u69d8\u3005\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u304c\u3042\u308a\u3001\u5404\u3005\u306b\u7279\u5fb4\u304c\u3042\u308a\u307e\u3059\u3002\u3069\u3093\u306a\u30d9\u30af\u30c8\u30ebDB\u304c\u3042\u308b\u306e\u304b\u5206\u304b\u3089\u306a\u3044\u3001\u307e\u305f\u9078\u3073\u65b9\u3082\u5206\u304b\u3089\u306a\u3044\u3068\u3044\u3046\u65b9\u304c\u3044\u308b\u3068\u601d\u3044\u307e\u3059\u306e\u3067\u3001\u305d\u3093\u306a\u65b9\u306e\u304a\u5f79\u306b\u7acb\u3066\u307e\u3059\u3068\u5e78\u3044\u3067\u3059\u3002<\/p>\n

(\u4eca\u56de\u53c2\u7167\u3057\u305f\u8a18\u4e8b)<\/p>\n

https:\/\/www.aireview-nlp.com\/vectordb\/<\/a><\/p>\n

\"\"<\/p>\n

\"\"<\/p>\n

\u4e0a\u8a18\u306e\u8868\u4f5c\u6210\u8005\u3067\u3042\u308b\u3001Vectorview\u793e\u306e\u5171\u540c\u5275\u8a2d\u8005\u30a8\u30df\u30fc\u30eb\u30fb\u30d5\u30ec\u30fc\u30d9\u30ea\u6c0f\u306e\u89e3\u8aac\u3092\u548c\u8a33\u3057\u3001\u4ee5\u4e0b\u306b\u5171\u6709\u3044\u305f\u3057\u307e\u3059\u306e\u3067\u3001\u3054\u53c2\u8003\u306b\u3057\u3066\u3044\u305f\u3060\u3051\u307e\u3059\u3068\u5e78\u3044\u3067\u3059\u3002<\/p>\n

\u3061\u306a\u307f\u306b\u3053\u306eVectorview\u793e\u3001AI\u306e\u8a55\u4fa1 (\u5b89\u5168\u6027\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9) \u3084\u3001\u30d3\u30b8\u30cd\u30b9\u3078\u306eAI\u5c0e\u5165\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u308b\u4f1a\u793e\u3089\u3057\u3044\u306e\u3067\u3059\u304c\u3001HP\u306e\u30c9\u30e1\u30a4\u30f3\u304c\u300c.ai\u300d\u3068\u306a\u3063\u3066\u3044\u3066\u3053\u3060\u308f\u308a\u304c\u51c4\u3044\u3067\u3059\u3002
\nhttps:\/\/www.vectorview.ai\/<\/a><\/p>\n

\u4f59\u8ac7\u306f\u3055\u3066\u304a\u304d..\u3002<\/p>\n

 <\/p>\n

\u30fb\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u304a\u3088\u3073\u30af\u30e9\u30a6\u30c9\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\uff1a<\/h4>\n

\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u9078\u597d\u3059\u308b\u306a\u3089\u3001Weviate\u3001Milvus\u3001\u304a\u3088\u3073Chroma\u304c\u6709\u529b\u5019\u88dc\u3067\u3059\u3002
\nPinecone\u306f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u958b\u767a\u8005\u306e\u4f7f\u3044\u3084\u3059\u3055\u3068\u5f37\u529b\u306a\u5b8c\u5168\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3067\u969b\u7acb\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n

 <\/p>\n

\u30fb\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\uff1a<\/h4>\n

\u79d2\u3042\u305f\u308a\u306e\u30af\u30a8\u30ea\u6570\uff08QPS\uff09\u306b\u95a2\u3057\u3066\u306f\u3001Milvus\u304c\u30c8\u30c3\u30d7\u3067\u3001Weviate\u3068Qdrant\u304c\u305d\u308c\u306b\u7d9a\u304d\u307e\u3059\u3002
\n\u3057\u304b\u3057\u3001\u30ec\u30a4\u30c6\u30f3\u30b7\u30fc\uff08\u9045\u5ef6\uff09\u306b\u95a2\u3057\u3066\u306f\u3001Pinecone\u3068Milvus\u304c\u3069\u3061\u3089\u30822ms\u672a\u6e80\u306e\u512a\u308c\u305f\u7d50\u679c\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002Pinecone\u306b\u8907\u6570\u306e\u30dd\u30c3\u30c9\u3092\u8ffd\u52a0\u3059\u308c\u3070\u3001\u3055\u3089\u306b\u9ad8\u3044QPS\u3092\u9054\u6210\u3067\u304d\u307e\u3059\u3002<\/p>\n

 <\/p>\n

\u30fb\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306e\u5f37\u3055\uff1a<\/h4>\n

Milvus\u306f\u6700\u5927\u306e\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3092\u8a87\u308a\u3001\u6b21\u3044\u3067Weviate\u3068Elasticsearch\u304c\u7d9a\u304d\u307e\u3059\u3002
\n\u5f37\u3044\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306f\u3001\u3088\u308a\u826f\u3044\u30b5\u30dd\u30fc\u30c8\u3001\u6539\u5584\u3001\u304a\u3088\u3073\u30d0\u30b0\u4fee\u6b63\u306b\u7e4b\u304c\u308b\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u3002<\/p>\n

 <\/p>\n

\u30fb\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3001\u5148\u9032\u6a5f\u80fd\u3001\u304a\u3088\u3073\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\uff1a<\/h4>\n

\u591a\u304f\u306e\u4f01\u696d\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u3068\u3063\u3066\u91cd\u8981\u306a\u5f79\u5272\u30d9\u30fc\u30b9\u306e\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\uff08RBAC\uff09\u306f\u3001Pinecone\u3001Milvus\u3001\u304a\u3088\u3073Elasticsearch\u306b\u642d\u8f09\u3055\u308c\u3066\u3044\u307e\u3059\u3002
\n\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u9762\u3067\u306f\u3001\u52d5\u7684\u30bb\u30b0\u30e1\u30f3\u30c8\u914d\u7f6e\u3092\u63d0\u4f9b\u3059\u308bMilvus\u3068Chroma\u304c\u9032\u5316\u3057\u7d9a\u3051\u308b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002
\n\u5e45\u5e83\u3044\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u30bf\u30a4\u30d7\u3092\u5fc5\u8981\u3068\u3059\u308b\u5834\u5408\u3001Milvus\u306e11\u7a2e\u985e\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u30bf\u30a4\u30d7\u306e\u30b5\u30dd\u30fc\u30c8\u306f\u4ed6\u306b\u985e\u3092\u898b\u307e\u305b\u3093\u3002\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22\u306f\u5168\u4f53\u7684\u306b\u3088\u304f\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001Elasticsearch\u306f\u30c7\u30a3\u30b9\u30af\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u30b5\u30dd\u30fc\u30c8\u306b\u304a\u3044\u3066\u52a3\u308a\u307e\u3059\u3002<\/p>\n

 <\/p>\n

\u30fb\u4fa1\u683c\uff1a<\/h4>\n

\u30b9\u30bf\u30fc\u30c8\u30a2\u30c3\u30d7\u3084\u4e88\u7b97\u306b\u5236\u7d04\u306e\u3042\u308b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u306f\u3001Qdrant\u306e50,000\u30d9\u30af\u30c8\u30eb\u3067\u63a8\u5b9a9\u30c9\u30eb\u3068\u3044\u3046\u4fa1\u683c\u306f\u9b45\u529b\u7684\u3067\u3059\u3002
\n\u4e00\u65b9\u3001\u9ad8\u3044\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5fc5\u8981\u3068\u3059\u308b\u5927\u898f\u6a21\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u306f\u3001Pinecone\u3068Milvus\u304c\u7af6\u4e89\u529b\u306e\u3042\u308b\u4fa1\u683c\u5e2f\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

 <\/p>\n

\u307e\u3068\u3081<\/h3>\n

\u3044\u304b\u304c\u3067\u3057\u305f\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n

\u30d9\u30af\u30c8\u30ebDB\u306e\u30a4\u30e1\u30fc\u30b8\u304c\u6cb8\u304b\u306a\u3044\u3068\u3044\u3046\u65b9\u3084\u3001\u5404\u7a2e\u30d9\u30af\u30c8\u30ebDB\u306e\u7279\u5fb4\u30fb\u9078\u3073\u65b9\u304c\u77e5\u308a\u305f\u3044\u3068\u3044\u3046\u65b9\u306e\u304a\u5f79\u306b\u7acb\u3066\u305f\u306a\u3089\u5e78\u3044\u3067\u3059\u3002
\n\u6bd4\u8f03\u306b\u95a2\u3057\u3066\u306f\u3001\u7406\u60f3\u306eDB\u304c\u3042\u308b\u308f\u3051\u3067\u3082\u306a\u304f\u3001\u30cb\u30fc\u30ba\u3084\u72b6\u6cc1\u306b\u5fdc\u3058\u3066\u4e0a\u8a18\u3092\u53c2\u8003\u306b\u3059\u308b\u5f62\u3068\u306a\u308d\u3046\u304b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n

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