\u30fb\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u5b8c\u5168\u30ac\u30a4\u30c9<\/a><\/p>\n\n\n
\n\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u5168\u4f53\u50cf<\/strong>\n<\/h2>\n\n\n\n\n\n![\"\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u5168\u4f53\u50cf\"](\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/22884250.jpg\")
<\/figure>\n<\/div>\n<\/div>\n\n\n\n\n\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e6\u30d5\u30a7\u30fc\u30ba<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306f\u5927\u304d\u304f\u4ee5\u4e0b\u306e6\u30d5\u30a7\u30fc\u30ba\u306b\u5206\u304b\u308c\u307e\u3059\u3002\u2460\u8981\u4ef6\u5b9a\u7fa9\u30d5\u30a7\u30fc\u30ba\u3001\u2461\u8a2d\u8a08\u30fb\u958b\u767a\u30d5\u30a7\u30fc\u30ba\u3001\u2462\u30c6\u30b9\u30c8\u30fb\u7cbe\u5ea6\u691c\u8a3c\u30d5\u30a7\u30fc\u30ba\u3001\u2463\u30ea\u30ea\u30fc\u30b9\u30fb\u79fb\u884c\u30d5\u30a7\u30fc\u30ba\u3001\u2464\u904b\u7528\u30fb\u6539\u5584\u30d5\u30a7\u30fc\u30ba\u3001\u305d\u3057\u3066\u5404\u30d5\u30a7\u30fc\u30ba\u3092\u901a\u3058\u305f\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u7ba1\u7406\u3067\u3059\u3002\u4e00\u822c\u7684\u306aWeb\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3068\u7570\u306a\u308a\u3001\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u300c\u691c\u7d22\u7cbe\u5ea6\u300d\u3068\u3044\u3046\u30a2\u30a6\u30c8\u30ab\u30e0\u3092\u5b9a\u91cf\u7684\u306b\u7ba1\u7406\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u306a\u30dd\u30a4\u30f3\u30c8\u3067\u3059\u3002<\/p>\n\n\n\n
\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u306e\u4e3b\u306a\u7a2e\u985e\u3068\u3057\u3066\u306f\u3001Web\u30b5\u30a4\u30c8\u5185\u691c\u7d22\u3001EC\u30b5\u30a4\u30c8\u5546\u54c1\u691c\u7d22\u3001\u793e\u5185\u6587\u66f8\u691c\u7d22\uff08\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u691c\u7d22\uff09\u3001\u30ed\u30b0\u691c\u7d22\u30fb\u5206\u6790\u57fa\u76e4\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u308c\u305e\u308c\u8981\u4ef6\u3084\u4f7f\u7528\u3059\u308b\u6280\u8853\u30b9\u30bf\u30c3\u30af\u304c\u7570\u306a\u308a\u307e\u3059\u304c\u3001\u958b\u767a\u306e\u57fa\u672c\u7684\u306a\u6d41\u308c\u306f\u5171\u901a\u3057\u3066\u3044\u307e\u3059\u3002\u7279\u306bElasticsearch\u3084OpenSearch\u3092\u4f7f\u3063\u305f\u5168\u6587\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u306e\u5834\u5408\u3001\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u8a2d\u8a08\u3068\u5f62\u614b\u7d20\u89e3\u6790\u306e\u8a2d\u5b9a\u304c\u54c1\u8cea\u3092\u5927\u304d\u304f\u5de6\u53f3\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\n\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u6210\u529f\u8981\u56e0<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3067\u6210\u529f\u3059\u308b\u305f\u3081\u306e\u91cd\u8981\u306a\u8981\u7d20\u306f3\u3064\u3042\u308a\u307e\u3059\u3002\u7b2c\u4e00\u306b\u300c\u691c\u7d22\u8981\u4ef6\u306e\u6b63\u78ba\u306a\u628a\u63e1\u300d\u3067\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u304c\u3069\u306e\u3088\u3046\u306a\u30af\u30a8\u30ea\u3067\u4f55\u3092\u63a2\u3057\u3066\u3044\u308b\u304b\u3092\u4e8b\u524d\u306b\u30c7\u30fc\u30bf\u53ce\u96c6\u30fb\u5206\u6790\u3059\u308b\u3053\u3068\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002\u7b2c\u4e8c\u306b\u300c\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u8a2d\u8a08\u300d\u3067\u3001\u30c7\u30fc\u30bf\u91cf\u306e\u5897\u52a0\u3084\u540c\u6642\u30a2\u30af\u30bb\u30b9\u5897\u5927\u306b\u8010\u3048\u3089\u308c\u308b\u8a2d\u8a08\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002\u7b2c\u4e09\u306b\u300c\u7d99\u7d9a\u7684\u306a\u7cbe\u5ea6\u6539\u5584\u306e\u4ed5\u7d44\u307f\u4f5c\u308a\u300d\u3067\u3001\u691c\u7d22\u30ed\u30b0\u306e\u5206\u6790\u3068A\/B\u30c6\u30b9\u30c8\u306b\u3088\u308b\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u904b\u7528\u306b\u7d44\u307f\u8fbc\u3080\u3053\u3068\u304c\u9577\u671f\u7684\u306a\u54c1\u8cea\u7dad\u6301\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\n\u8981\u4ef6\u5b9a\u7fa9\u30d5\u30a7\u30fc\u30ba\u306e\u9032\u3081\u65b9<\/strong>\n<\/h2>\n\n\n\n\n\n![\"\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u8981\u4ef6\u5b9a\u7fa9\u30d5\u30a7\u30fc\u30ba\"](\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/2519781-1.jpg\")
<\/figure>\n<\/div>\n<\/div>\n\n\n\n\n\u691c\u7d22\u7cbe\u5ea6\u30fb\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u8a2d\u8a08\u306e\u8981\u4ef6\u6574\u7406<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u691c\u7d22\u7cbe\u5ea6\u306b\u95a2\u3059\u308b\u8981\u4ef6\u3092\u660e\u78ba\u5316\u3059\u308b\u305f\u3081\u3001\u307e\u305a\u306f\u73fe\u72b6\u306e\u691c\u7d22\u5229\u7528\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u307e\u3059\u3002\u65e2\u5b58\u30b7\u30b9\u30c6\u30e0\u304c\u3042\u308b\u5834\u5408\u306f\u30b5\u30a4\u30c8\u5185\u691c\u7d22\u306e\u30af\u30a8\u30ea\u30ed\u30b0\u3092\u5206\u6790\u3057\u3001\u300c\u3088\u304f\u691c\u7d22\u3055\u308c\u3066\u3044\u308b\u30ad\u30fc\u30ef\u30fc\u30c9\u300d\u300c\u691c\u7d22\u7d50\u679c0\u4ef6\u306b\u306a\u3063\u3066\u3044\u308b\u30af\u30a8\u30ea\u300d\u300c\u30af\u30ea\u30c3\u30af\u3055\u308c\u3066\u3044\u306a\u3044\u691c\u7d22\u7d50\u679c\u300d\u306a\u3069\u3092\u6d17\u3044\u51fa\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u65b0\u30b7\u30b9\u30c6\u30e0\u3067\u89e3\u6c7a\u3059\u3079\u304d\u8ab2\u984c\u304c\u660e\u78ba\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
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\nUI\u306e\u8981\u4ef6\u6574\u7406\u3068\u30e6\u30fc\u30b6\u30fc\u884c\u52d5\u306e\u5206\u6790<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u691c\u7d22UI\u306e\u8981\u4ef6\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u691c\u7d22\u884c\u52d5\u30d1\u30bf\u30fc\u30f3\u3092\u57fa\u306b\u8a2d\u8a08\u3057\u307e\u3059\u3002\u30aa\u30fc\u30c8\u30b3\u30f3\u30d7\u30ea\u30fc\u30c8\uff08\u5165\u529b\u88dc\u5b8c\uff09\u3001\u30b9\u30da\u30eb\u30c1\u30a7\u30c3\u30af\u30fb\u30b5\u30b8\u30a7\u30b9\u30c8\u3001\u691c\u7d22\u7d50\u679c\u306e\u30cf\u30a4\u30e9\u30a4\u30c8\u8868\u793a\u3001\u30bd\u30fc\u30c8\u30fb\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u6a5f\u80fd\u3001\u30da\u30fc\u30b8\u30cd\u30fc\u30b7\u30e7\u30f3\u304b\u30a4\u30f3\u30d5\u30a3\u30cb\u30c3\u30c8\u30b9\u30af\u30ed\u30fc\u30eb\u304b\u3001\u3068\u3044\u3063\u305f\u6a5f\u80fd\u306e\u5fc5\u8981\u6027\u3092\u5224\u65ad\u3057\u307e\u3059\u3002\u30e2\u30d0\u30a4\u30eb\u5bfe\u5fdc\u306e\u8981\u5426\u3001\u30a2\u30af\u30bb\u30b7\u30d3\u30ea\u30c6\u30a3\u8981\u4ef6\uff08WAI-ARIA\u3078\u306e\u5bfe\u5fdc\u306a\u3069\uff09\u3082\u3053\u306e\u6bb5\u968e\u3067\u78ba\u5b9a\u3055\u305b\u307e\u3059\u3002<\/p>\n\n\n\n
\u975e\u6a5f\u80fd\u8981\u4ef6\u3068\u3057\u3066\u7279\u306b\u91cd\u8981\u306a\u306e\u304c\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u8981\u4ef6\u3067\u3059\u3002\u691c\u7d22\u30ec\u30b9\u30dd\u30f3\u30b9\u30bf\u30a4\u30e0\u306e\u76ee\u6a19\u5024\uff08\u4f8b\uff1a95\u30d1\u30fc\u30bb\u30f3\u30bf\u30a4\u30eb\u3067200ms\u4ee5\u5185\uff09\u3001\u540c\u6642\u30a2\u30af\u30bb\u30b9\u6570\uff08\u4f8b\uff1a\u30d4\u30fc\u30af\u66421,000\u30ea\u30af\u30a8\u30b9\u30c8\/\u79d2\uff09\u3001\u53ef\u7528\u6027\u8981\u4ef6\uff08\u4f8b\uff1a99.9%\u306eSLA\uff09\u3092\u660e\u78ba\u306b\u5b9a\u7fa9\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u6570\u5024\u306f\u5f8c\u306e\u6280\u8853\u9078\u5b9a\u3068\u30a4\u30f3\u30d5\u30e9\u8a2d\u8a08\u306b\u76f4\u7d50\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\n\u691c\u7d22\u54c1\u8ceaKPI\u306e\u8a2d\u5b9a<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3067\u306f\u3001\u54c1\u8cea\u3092\u5b9a\u91cf\u7684\u306b\u8a55\u4fa1\u3059\u308bKPI\u3092\u8981\u4ef6\u5b9a\u7fa9\u6bb5\u968e\u3067\u8a2d\u5b9a\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u4ee3\u8868\u7684\u306a\u6307\u6a19\u3068\u3057\u3066\u3001NDCG\uff08Normalized Discounted Cumulative Gain\uff1a\u691c\u7d22\u7d50\u679c\u306e\u95a2\u9023\u5ea6\u8a55\u4fa1\uff09\u3001MRR\uff08Mean Reciprocal Rank\uff1a\u6700\u521d\u306e\u6b63\u89e3\u7d50\u679c\u306e\u9806\u4f4d\uff09\u3001\u30bc\u30ed\u30d2\u30c3\u30c8\u7387\uff08\u691c\u7d22\u7d50\u679c0\u4ef6\u306e\u5272\u5408\uff09\u3001\u30af\u30ea\u30c3\u30af\u30b9\u30eb\u30fc\u30ec\u30fc\u30c8\uff08\u691c\u7d22\u7d50\u679c\u306e\u30af\u30ea\u30c3\u30af\u7387\uff09\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u306eKPI\u3092\u958b\u767a\u524d\u306b\u8a2d\u5b9a\u3057\u3001\u30c6\u30b9\u30c8\u30d5\u30a7\u30fc\u30ba\u3067\u306e\u5408\u5426\u5224\u5b9a\u57fa\u6e96\u3068\u3057\u3066\u6d3b\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\n\u8a2d\u8a08\u30fb\u958b\u767a\u30d5\u30a7\u30fc\u30ba\u306e\u9032\u3081\u65b9<\/strong>\n<\/h2>\n\n\n\n\n\n![\"\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u306e\u8a2d\u8a08\u30fb\u958b\u767a\u30d5\u30a7\u30fc\u30ba\"](\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/2e7c9-2096426.jpg\")
<\/figure>\n<\/div>\n<\/div>\n\n\n\n\n\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u9078\u5b9a\u306e\u30dd\u30a4\u30f3\u30c8<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u306e\u9078\u5b9a\u306f\u3001\u958b\u767a\u306e\u6210\u5426\u3092\u5de6\u53f3\u3059\u308b\u91cd\u8981\u306a\u610f\u601d\u6c7a\u5b9a\u3067\u3059\u3002\u4e3b\u8981\u306a\u9078\u629e\u80a2\u3068\u3057\u3066Elasticsearch\uff08\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\uff09\u3001OpenSearch\uff08AWS\u30de\u30cd\u30fc\u30b8\u30c9\u7248\u306eElasticsearch\u5f8c\u7d99\uff09\u3001Apache Solr\u3001Algolia\uff08SaaS\u578b\uff09\u3001Meilisearch\uff08\u8efd\u91cf\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\uff09\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\u9078\u5b9a\u57fa\u6e96\u306f\u4e3b\u306b\u2460\u30c7\u30fc\u30bf\u898f\u6a21\uff08\u6570\u4e07\u4ef6\u306a\u3089Meilisearch\u3001\u6570\u767e\u4e07\u4ef6\u4ee5\u4e0a\u306a\u3089Elasticsearch\/OpenSearch\uff09\u3001\u2461\u904b\u7528\u30b3\u30b9\u30c8\uff08SaaS\u578b\u306eAlgolia\u306f\u904b\u7528\u8ca0\u8377\u304c\u4f4e\u3044\u304c\u8cbb\u7528\u304c\u9ad8\u3044\uff09\u3001\u2462\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u6027\uff08\u30e9\u30f3\u30ad\u30f3\u30b0\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u7d30\u304b\u306a\u8abf\u6574\u304c\u5fc5\u8981\u306a\u3089Elasticsearch\uff09\u3001\u2463\u65e2\u5b58\u30a4\u30f3\u30d5\u30e9\u3068\u306e\u89aa\u548c\u6027\uff08AWS\u3092\u4e3b\u306b\u4f7f\u3063\u3066\u3044\u308b\u306a\u3089OpenSearch\uff09\u306e4\u70b9\u3067\u3059\u3002\u65e5\u672c\u8a9e\u691c\u7d22\u306e\u54c1\u8cea\u3092\u91cd\u8996\u3059\u308b\u306a\u3089\u3001Kuromoji\u30d7\u30e9\u30b0\u30a4\u30f3\u304c\u5145\u5b9f\u3057\u3066\u3044\u308bElasticsearch\u307e\u305f\u306fOpenSearch\u304c\u7b2c\u4e00\u5019\u88dc\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\n\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u8a2d\u8a08\u3068API\u8a2d\u8a08<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u8a2d\u8a08\u3067\u306f\u3001\u691c\u7d22\u5bfe\u8c61\u306e\u30c7\u30fc\u30bf\u69cb\u9020\uff08\u30de\u30c3\u30d4\u30f3\u30b0\uff09\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002\u5404\u30d5\u30a3\u30fc\u30eb\u30c9\u306e\u30c7\u30fc\u30bf\u578b\uff08text\u3001keyword\u3001integer\u3001date\u7b49\uff09\u3001\u30a2\u30ca\u30e9\u30a4\u30b6\u30fc\u306e\u8a2d\u5b9a\uff08\u6a19\u6e96\u30a2\u30ca\u30e9\u30a4\u30b6\u30fc\u3001Kuromoji\u30a2\u30ca\u30e9\u30a4\u30b6\u30fc\u7b49\uff09\u3001\u30d6\u30fc\u30b9\u30c6\u30a3\u30f3\u30b0\uff08\u7279\u5b9a\u30d5\u30a3\u30fc\u30eb\u30c9\u306e\u91cd\u307f\u4ed8\u3051\uff09\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002\u305f\u3068\u3048\u3070EC\u30b5\u30a4\u30c8\u3067\u306f\u5546\u54c1\u540d\u30d5\u30a3\u30fc\u30eb\u30c9\u306b\u9ad8\u3044\u30d6\u30fc\u30b9\u30c8\u3092\u304b\u3051\u3001\u8aac\u660e\u6587\u306f\u4f4e\u3044\u30d6\u30fc\u30b9\u30c8\u306b\u3059\u308b\u8a2d\u5b9a\u304c\u4e00\u822c\u7684\u3067\u3059\u3002<\/p>\n\n\n\n
\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u66f4\u65b0\u306e\u8a2d\u8a08\u3082\u91cd\u8981\u3067\u3059\u3002\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u66f4\u65b0\uff08\u5546\u54c1\u4fa1\u683c\u5909\u66f4\u3092\u5373\u6642\u53cd\u6620\uff09\u304c\u5fc5\u8981\u304b\u3001\u30d0\u30c3\u30c1\u66f4\u65b0\uff08\u591c\u9593\u4e00\u62ec\u518d\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\uff09\u3067\u8db3\u308a\u308b\u304b\u306b\u3088\u3063\u3066\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u304c\u5927\u304d\u304f\u5909\u308f\u308a\u307e\u3059\u3002\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u3067\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u518d\u69cb\u7bc9\u6642\u306b\u306fBlue\/Green\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u5207\u308a\u66ff\u3048\u30d1\u30bf\u30fc\u30f3\u3092\u63a1\u7528\u3057\u3001\u691c\u7d22\u30b5\u30fc\u30d3\u30b9\u3092\u6b62\u3081\u305a\u306b\u66f4\u65b0\u3059\u308b\u8a2d\u8a08\u304c\u63a8\u5968\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n
\u691c\u7d22API\u306e\u8a2d\u8a08\u3067\u306f\u3001RESTful API\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u8a2d\u8a08\u3001\u30af\u30a8\u30ea\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u4f53\u7cfb\u5316\u3001\u30ec\u30b9\u30dd\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306e\u6a19\u6e96\u5316\u3092\u884c\u3044\u307e\u3059\u3002\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u3068\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u306e\u5206\u96e2\u3092\u610f\u8b58\u3057\u3001GraphQL\u3092\u63a1\u7528\u3059\u308b\u30b1\u30fc\u30b9\u3082\u5897\u3048\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u691c\u7d22API\u306e\u30ec\u30fc\u30c8\u5236\u9650\u3084\u30ad\u30e3\u30c3\u30b7\u30e5\u6226\u7565\uff08Redis\u7b49\u3092\u6d3b\u7528\u3057\u305f\u30af\u30a8\u30ea\u30ad\u30e3\u30c3\u30b7\u30e5\uff09\u3082\u8a2d\u8a08\u6bb5\u968e\u3067\u691c\u8a0e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
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\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u6a5f\u80fd\u306f\u691c\u7d22\u3068\u5bc6\u63a5\u306b\u9023\u643a\u3057\u307e\u3059\u3002\u300c\u3053\u306e\u691c\u7d22\u7d50\u679c\u3068\u4e00\u7dd2\u306b\u3088\u304f\u898b\u3089\u308c\u3066\u3044\u308b\u5546\u54c1\u300d\u300c\u3042\u306a\u305f\u3078\u306e\u304a\u3059\u3059\u3081\u300d\u3068\u3044\u3063\u305f\u6a5f\u80fd\u306f\u3001\u5354\u8abf\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3084\u30b3\u30f3\u30c6\u30f3\u30c4\u30d9\u30fc\u30b9\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3067\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002Elasticsearch\/OpenSearch\u306ekNN\uff08k-Nearest Neighbor\uff09\u691c\u7d22\u3092\u6d3b\u7528\u3057\u305f\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u306b\u3088\u308b\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u3082\u8fd1\u5e74\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\n\u30c6\u30b9\u30c8\u30fb\u7cbe\u5ea6\u691c\u8a3c\u30d5\u30a7\u30fc\u30ba\u306e\u9032\u3081\u65b9<\/strong>\n<\/h2>\n\n\n\n\n\n![\"\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u306e\u30c6\u30b9\u30c8\u30fb\u7cbe\u5ea6\u691c\u8a3c\u30d5\u30a7\u30fc\u30ba\"](\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/22920360.jpg\")
<\/figure>\n<\/div>\n<\/div>\n\n\n\n\n\u6a5f\u80fd\u30c6\u30b9\u30c8\u3068\u7cbe\u5ea6\u8a55\u4fa1\u30c6\u30b9\u30c8<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u6a5f\u80fd\u30c6\u30b9\u30c8\u3067\u306f\u3001\u57fa\u672c\u7684\u306a\u691c\u7d22\u6a5f\u80fd\uff08\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u30fb\u30d5\u30ec\u30fc\u30ba\u691c\u7d22\u30fb\u30d5\u30a1\u30b8\u30fc\u691c\u7d22\uff09\u3001\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u30fb\u30d5\u30a1\u30bb\u30c3\u30c8\u6a5f\u80fd\u3001\u30bd\u30fc\u30c8\u6a5f\u80fd\u3001\u30da\u30fc\u30b8\u30cd\u30fc\u30b7\u30e7\u30f3\u3001\u30aa\u30fc\u30c8\u30b3\u30f3\u30d7\u30ea\u30fc\u30c8\u306a\u3069\u304c\u4ed5\u69d8\u901a\u308a\u306b\u52d5\u4f5c\u3059\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u7279\u306b\u65e5\u672c\u8a9e\u306e\u8868\u8a18\u63fa\u308c\u5bfe\u5fdc\uff08\u300c\u30d1\u30bd\u30b3\u30f3\u300d\u300cPC\u300d\u300c\uff30\uff23\u300d\u306e\u540c\u7fa9\u8a9e\u51e6\u7406\uff09\u3001\u9001\u308a\u4eee\u540d\u306e\u9055\u3044\uff08\u300c\u53d6\u308a\u6271\u3044\u300d\u300c\u53d6\u6271\u3044\u300d\uff09\u3001\u82f1\u6570\u5b57\u306e\u5168\u89d2\u534a\u89d2\u6b63\u898f\u5316\u306a\u3069\u3092\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\u306b\u542b\u3081\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n
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Elasticsearch\/OpenSearch\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u3001\u30b7\u30e3\u30fc\u30c9\u6570\u306e\u6700\u9069\u5316\u3001\u30ec\u30d7\u30ea\u30ab\u306e\u8a2d\u5b9a\u3001JVM\u30d2\u30fc\u30d7\u30b5\u30a4\u30ba\u306e\u8abf\u6574\u3001\u30af\u30a8\u30ea\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u6d3b\u7528\u306a\u3069\u304c\u6539\u5584\u30dd\u30a4\u30f3\u30c8\u3067\u3059\u3002\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30c6\u30b9\u30c8\u306e\u7d50\u679c\u3092\u3082\u3068\u306b\u30a4\u30f3\u30d5\u30e9\u30b5\u30a4\u30b8\u30f3\u30b0\u3092\u6700\u7d42\u78ba\u5b9a\u3057\u3001\u672c\u756a\u74b0\u5883\u306e\u69cb\u6210\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\n\u30ea\u30ea\u30fc\u30b9\u30fb\u79fb\u884c\u30d5\u30a7\u30fc\u30ba\u306e\u9032\u3081\u65b9<\/strong>\n<\/h2>\n\n\n\n\n\n![\"\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u306e\u30ea\u30ea\u30fc\u30b9\u30fb\u79fb\u884c\u30d5\u30a7\u30fc\u30ba\"](\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/22064697.jpg\")
<\/figure>\n<\/div>\n<\/div>\n\n\n\n\n\u6bb5\u968e\u7684\u30ea\u30ea\u30fc\u30b9\u6226\u7565\u3068\u30c7\u30fc\u30bf\u79fb\u884c<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u306e\u30ea\u30ea\u30fc\u30b9\u306f\u3001\u4e00\u62ec\u5207\u308a\u66ff\u3048\u3067\u306f\u306a\u304f\u6bb5\u968e\u7684\u306b\u9032\u3081\u308b\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002\u30ab\u30ca\u30ea\u30a2\u30ea\u30ea\u30fc\u30b9\uff08\u4e00\u90e8\u30e6\u30fc\u30b6\u30fc\u306b\u5148\u884c\u516c\u958b\uff09\u3084A\/B\u30c6\u30b9\u30c8\u306b\u3088\u308b\u6bb5\u968e\u7684\u79fb\u884c\u306b\u3088\u308a\u3001\u554f\u984c\u304c\u767a\u751f\u3057\u305f\u969b\u306e\u5f71\u97ff\u7bc4\u56f2\u3092\u6700\u5c0f\u5316\u3067\u304d\u307e\u3059\u3002\u65e7\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u4e26\u884c\u7a3c\u50cd\u671f\u9593\u3092\u8a2d\u3051\u3001\u65b0\u65e7\u306e\u691c\u7d22\u54c1\u8cea\u3092\u6bd4\u8f03\u3057\u306a\u304c\u3089\u5207\u308a\u66ff\u3048\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u5b89\u5168\u3067\u3059\u3002<\/p>\n\n\n\n
\u521d\u671f\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u69cb\u7bc9\u3067\u306f\u3001\u65e2\u5b58\u30c7\u30fc\u30bf\u3092\u65b0\u3057\u3044Elasticsearch\/OpenSearch\u30af\u30e9\u30b9\u30bf\u3078\u79fb\u884c\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u91cf\u304c\u591a\u3044\u5834\u5408\uff08\u6570\u767e\u4e07\u4ef6\u4ee5\u4e0a\uff09\u306f\u3001\u30d0\u30eb\u30af\u30a4\u30f3\u30b5\u30fc\u30c8API\u3092\u4f7f\u3063\u305f\u4e26\u5217\u6295\u5165\u3067\u6642\u9593\u3092\u77ed\u7e2e\u3057\u307e\u3059\u3002\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u69cb\u7bc9\u4e2d\u3082\u65e2\u5b58\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u3092\u7d99\u7d9a\u7a3c\u50cd\u3055\u305b\u3001\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u69cb\u7bc9\u5b8c\u4e86\u5f8c\u306bDNS\u5207\u308a\u66ff\u3048\u3084\u8ca0\u8377\u5206\u6563\u8a2d\u5b9a\u3092\u5909\u66f4\u3057\u3066\u672c\u756a\u79fb\u884c\u3092\u5b8c\u4e86\u3055\u305b\u307e\u3059\u3002<\/p>\n\n\n\n
\n\u30ea\u30ea\u30fc\u30b9\u76f4\u5f8c\u306e\u76e3\u8996\u4f53\u5236\u3068\u7dca\u6025\u5bfe\u5fdc<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u30ea\u30ea\u30fc\u30b9\u76f4\u5f8c\u306f\u30b7\u30b9\u30c6\u30e0\u306e\u5b89\u5b9a\u7a3c\u50cd\u3092\u78ba\u8a8d\u3059\u308b\u305f\u3081\u3001\u96c6\u4e2d\u7684\u306a\u76e3\u8996\u4f53\u5236\u3092\u6577\u304d\u307e\u3059\u3002\u76e3\u8996\u3059\u3079\u304d\u4e3b\u8981\u6307\u6a19\u306f\u3001\u691c\u7d22\u30ec\u30b9\u30dd\u30f3\u30b9\u30bf\u30a4\u30e0\uff08p50\/p95\/p99\uff09\u3001\u30a8\u30e9\u30fc\u30ec\u30fc\u30c8\u3001Elasticsearch\u30af\u30e9\u30b9\u30bf\u306e\u30d8\u30eb\u30b9\u72b6\u614b\uff08\u30ce\u30fc\u30c9\u306e\u30b9\u30c6\u30fc\u30bf\u30b9\u3001\u30b7\u30e3\u30fc\u30c9\u306e\u5272\u308a\u5f53\u3066\u72b6\u614b\uff09\u3001JVM\u30d2\u30fc\u30d7\u4f7f\u7528\u7387\u306a\u3069\u3067\u3059\u3002Datadog\u3084Grafana\/Prometheus\u306a\u3069\u306e\u76e3\u8996\u30c4\u30fc\u30eb\u3067\u30a2\u30e9\u30fc\u30c8\u3092\u8a2d\u5b9a\u3057\u3001\u95be\u5024\u8d85\u904e\u6642\u306b\u5373\u5ea7\u306b\u901a\u77e5\u304c\u5c4a\u304f\u4f53\u5236\u3092\u6574\u3048\u307e\u3059\u3002<\/p>\n\n\n\n
\n\u904b\u7528\u30fb\u6539\u5584\u30d5\u30a7\u30fc\u30ba\u306e\u9032\u3081\u65b9<\/strong>\n<\/h2>\n\n\n\n\n\n![\"\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u306e\u904b\u7528\u30fb\u6539\u5584\u30d5\u30a7\u30fc\u30ba\"](\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/24511883-1.jpg\")
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\n\u30a4\u30f3\u30d5\u30e9\u7ba1\u7406\u3068\u30d0\u30fc\u30b8\u30e7\u30f3\u30a2\u30c3\u30d7\u5bfe\u5fdc<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\nElasticsearch\/OpenSearch\u306f\u30d0\u30fc\u30b8\u30e7\u30f3\u30a2\u30c3\u30d7\u304c\u983b\u7e41\u306b\u884c\u308f\u308c\u308b\u305f\u3081\u3001\u5b9a\u671f\u7684\u306a\u30a2\u30c3\u30d7\u30b0\u30ec\u30fc\u30c9\u8a08\u753b\u304c\u5fc5\u8981\u3067\u3059\u3002\u30e1\u30b8\u30e3\u30fc\u30d0\u30fc\u30b8\u30e7\u30f3\u30a2\u30c3\u30d7\u6642\u306f\u30de\u30c3\u30d4\u30f3\u30b0\u306e\u5909\u66f4\u3084API\u306e\u975e\u4e92\u63db\u6027\u304c\u751f\u3058\u308b\u3053\u3068\u304c\u3042\u308b\u305f\u3081\u3001\u4e8b\u524d\u306b\u691c\u8a3c\u74b0\u5883\u3067\u30c6\u30b9\u30c8\u3092\u884c\u3063\u3066\u304b\u3089\u672c\u756a\u9069\u7528\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u30af\u30e9\u30b9\u30bf\u306e\u30ce\u30fc\u30c9\u8ffd\u52a0\u30fb\u524a\u9664\uff08\u30b9\u30b1\u30fc\u30eb\u30a2\u30a6\u30c8\/\u30a4\u30f3\uff09\u624b\u9806\u3092\u6574\u5099\u3057\u3001\u30c7\u30fc\u30bf\u5897\u52a0\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u4f53\u5236\u3092\u6574\u3048\u307e\u3059\u3002<\/p>\n\n\n\n
\u30b3\u30b9\u30c8\u6700\u9069\u5316\u306e\u89b3\u70b9\u3067\u306f\u3001Elasticsearch\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u9069\u5207\u306a\u968e\u5c64\u7ba1\u7406\uff08Hot\/Warm\/Cold\/Frozen\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\uff09\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30a2\u30af\u30bb\u30b9\u983b\u5ea6\u306e\u4f4e\u3044\u53e4\u3044\u30c7\u30fc\u30bf\u3092\u5b89\u4fa1\u306a\u30b9\u30c8\u30ec\u30fc\u30b8\u306b\u79fb\u884c\u3057\u306a\u304c\u3089\u691c\u7d22\u6027\u80fd\u3092\u7dad\u6301\u3067\u304d\u307e\u3059\u3002\u30af\u30e9\u30a6\u30c9\u3092\u5229\u7528\u3057\u3066\u3044\u308b\u5834\u5408\u306f\u30ea\u30b6\u30fc\u30d6\u30c9\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u6d3b\u7528\u3084\u81ea\u52d5\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u306e\u8a2d\u5b9a\u3082\u91cd\u8981\u306a\u904b\u7528\u9805\u76ee\u3067\u3059\u3002<\/p>\n\n\n\n
\n\u307e\u3068\u3081<\/strong>\n<\/h2>\n\n\n\n\n\n![\"\u307e\u3068\u3081\"](\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/2404190.jpg\")
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\u30fb\u304a\u554f\u5408\u305b\u30da\u30fc\u30b8\u306eURL\u306f\u3053\u3061\u3089 >>><\/a>
\u30fb\u304a\u5f79\u7acb\u3061\u8cc7\u6599\u306eURL\u306f\u3053\u3061\u3089 >>><\/a><\/p>\n<\/div>\n\n\n\n![\"\"](\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-02-27-145451.png\")
<\/a><\/figure>\n\n\n\n\n \u57f7\u7b46\u8005\u30d7\u30ed\u30d5\u30a3\u30fc\u30eb\n <\/div>\n\n\n ![\"\u5f35\u7530\u8c37\u51cc\u592e\"](\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/03\/\u30d7\u30ed\u30d5\u753b\u50cf.png\")
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\nUI\u306e\u8981\u4ef6\u6574\u7406\u3068\u30e6\u30fc\u30b6\u30fc\u884c\u52d5\u306e\u5206\u6790<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u691c\u7d22UI\u306e\u8981\u4ef6\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u691c\u7d22\u884c\u52d5\u30d1\u30bf\u30fc\u30f3\u3092\u57fa\u306b\u8a2d\u8a08\u3057\u307e\u3059\u3002\u30aa\u30fc\u30c8\u30b3\u30f3\u30d7\u30ea\u30fc\u30c8\uff08\u5165\u529b\u88dc\u5b8c\uff09\u3001\u30b9\u30da\u30eb\u30c1\u30a7\u30c3\u30af\u30fb\u30b5\u30b8\u30a7\u30b9\u30c8\u3001\u691c\u7d22\u7d50\u679c\u306e\u30cf\u30a4\u30e9\u30a4\u30c8\u8868\u793a\u3001\u30bd\u30fc\u30c8\u30fb\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u6a5f\u80fd\u3001\u30da\u30fc\u30b8\u30cd\u30fc\u30b7\u30e7\u30f3\u304b\u30a4\u30f3\u30d5\u30a3\u30cb\u30c3\u30c8\u30b9\u30af\u30ed\u30fc\u30eb\u304b\u3001\u3068\u3044\u3063\u305f\u6a5f\u80fd\u306e\u5fc5\u8981\u6027\u3092\u5224\u65ad\u3057\u307e\u3059\u3002\u30e2\u30d0\u30a4\u30eb\u5bfe\u5fdc\u306e\u8981\u5426\u3001\u30a2\u30af\u30bb\u30b7\u30d3\u30ea\u30c6\u30a3\u8981\u4ef6\uff08WAI-ARIA\u3078\u306e\u5bfe\u5fdc\u306a\u3069\uff09\u3082\u3053\u306e\u6bb5\u968e\u3067\u78ba\u5b9a\u3055\u305b\u307e\u3059\u3002<\/p>\n\n\n\n
\u975e\u6a5f\u80fd\u8981\u4ef6\u3068\u3057\u3066\u7279\u306b\u91cd\u8981\u306a\u306e\u304c\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u8981\u4ef6\u3067\u3059\u3002\u691c\u7d22\u30ec\u30b9\u30dd\u30f3\u30b9\u30bf\u30a4\u30e0\u306e\u76ee\u6a19\u5024\uff08\u4f8b\uff1a95\u30d1\u30fc\u30bb\u30f3\u30bf\u30a4\u30eb\u3067200ms\u4ee5\u5185\uff09\u3001\u540c\u6642\u30a2\u30af\u30bb\u30b9\u6570\uff08\u4f8b\uff1a\u30d4\u30fc\u30af\u66421,000\u30ea\u30af\u30a8\u30b9\u30c8\/\u79d2\uff09\u3001\u53ef\u7528\u6027\u8981\u4ef6\uff08\u4f8b\uff1a99.9%\u306eSLA\uff09\u3092\u660e\u78ba\u306b\u5b9a\u7fa9\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u6570\u5024\u306f\u5f8c\u306e\u6280\u8853\u9078\u5b9a\u3068\u30a4\u30f3\u30d5\u30e9\u8a2d\u8a08\u306b\u76f4\u7d50\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\n\u691c\u7d22\u54c1\u8ceaKPI\u306e\u8a2d\u5b9a<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3067\u306f\u3001\u54c1\u8cea\u3092\u5b9a\u91cf\u7684\u306b\u8a55\u4fa1\u3059\u308bKPI\u3092\u8981\u4ef6\u5b9a\u7fa9\u6bb5\u968e\u3067\u8a2d\u5b9a\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u4ee3\u8868\u7684\u306a\u6307\u6a19\u3068\u3057\u3066\u3001NDCG\uff08Normalized Discounted Cumulative Gain\uff1a\u691c\u7d22\u7d50\u679c\u306e\u95a2\u9023\u5ea6\u8a55\u4fa1\uff09\u3001MRR\uff08Mean Reciprocal Rank\uff1a\u6700\u521d\u306e\u6b63\u89e3\u7d50\u679c\u306e\u9806\u4f4d\uff09\u3001\u30bc\u30ed\u30d2\u30c3\u30c8\u7387\uff08\u691c\u7d22\u7d50\u679c0\u4ef6\u306e\u5272\u5408\uff09\u3001\u30af\u30ea\u30c3\u30af\u30b9\u30eb\u30fc\u30ec\u30fc\u30c8\uff08\u691c\u7d22\u7d50\u679c\u306e\u30af\u30ea\u30c3\u30af\u7387\uff09\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u306eKPI\u3092\u958b\u767a\u524d\u306b\u8a2d\u5b9a\u3057\u3001\u30c6\u30b9\u30c8\u30d5\u30a7\u30fc\u30ba\u3067\u306e\u5408\u5426\u5224\u5b9a\u57fa\u6e96\u3068\u3057\u3066\u6d3b\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\n\u8a2d\u8a08\u30fb\u958b\u767a\u30d5\u30a7\u30fc\u30ba\u306e\u9032\u3081\u65b9<\/strong>\n<\/h2>\n\n\n\n\n\n<\/figure>\n<\/div>\n<\/div>\n\n\n\n\n\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u9078\u5b9a\u306e\u30dd\u30a4\u30f3\u30c8<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u306e\u9078\u5b9a\u306f\u3001\u958b\u767a\u306e\u6210\u5426\u3092\u5de6\u53f3\u3059\u308b\u91cd\u8981\u306a\u610f\u601d\u6c7a\u5b9a\u3067\u3059\u3002\u4e3b\u8981\u306a\u9078\u629e\u80a2\u3068\u3057\u3066Elasticsearch\uff08\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\uff09\u3001OpenSearch\uff08AWS\u30de\u30cd\u30fc\u30b8\u30c9\u7248\u306eElasticsearch\u5f8c\u7d99\uff09\u3001Apache Solr\u3001Algolia\uff08SaaS\u578b\uff09\u3001Meilisearch\uff08\u8efd\u91cf\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\uff09\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\u9078\u5b9a\u57fa\u6e96\u306f\u4e3b\u306b\u2460\u30c7\u30fc\u30bf\u898f\u6a21\uff08\u6570\u4e07\u4ef6\u306a\u3089Meilisearch\u3001\u6570\u767e\u4e07\u4ef6\u4ee5\u4e0a\u306a\u3089Elasticsearch\/OpenSearch\uff09\u3001\u2461\u904b\u7528\u30b3\u30b9\u30c8\uff08SaaS\u578b\u306eAlgolia\u306f\u904b\u7528\u8ca0\u8377\u304c\u4f4e\u3044\u304c\u8cbb\u7528\u304c\u9ad8\u3044\uff09\u3001\u2462\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u6027\uff08\u30e9\u30f3\u30ad\u30f3\u30b0\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u7d30\u304b\u306a\u8abf\u6574\u304c\u5fc5\u8981\u306a\u3089Elasticsearch\uff09\u3001\u2463\u65e2\u5b58\u30a4\u30f3\u30d5\u30e9\u3068\u306e\u89aa\u548c\u6027\uff08AWS\u3092\u4e3b\u306b\u4f7f\u3063\u3066\u3044\u308b\u306a\u3089OpenSearch\uff09\u306e4\u70b9\u3067\u3059\u3002\u65e5\u672c\u8a9e\u691c\u7d22\u306e\u54c1\u8cea\u3092\u91cd\u8996\u3059\u308b\u306a\u3089\u3001Kuromoji\u30d7\u30e9\u30b0\u30a4\u30f3\u304c\u5145\u5b9f\u3057\u3066\u3044\u308bElasticsearch\u307e\u305f\u306fOpenSearch\u304c\u7b2c\u4e00\u5019\u88dc\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\n\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u8a2d\u8a08\u3068API\u8a2d\u8a08<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u8a2d\u8a08\u3067\u306f\u3001\u691c\u7d22\u5bfe\u8c61\u306e\u30c7\u30fc\u30bf\u69cb\u9020\uff08\u30de\u30c3\u30d4\u30f3\u30b0\uff09\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002\u5404\u30d5\u30a3\u30fc\u30eb\u30c9\u306e\u30c7\u30fc\u30bf\u578b\uff08text\u3001keyword\u3001integer\u3001date\u7b49\uff09\u3001\u30a2\u30ca\u30e9\u30a4\u30b6\u30fc\u306e\u8a2d\u5b9a\uff08\u6a19\u6e96\u30a2\u30ca\u30e9\u30a4\u30b6\u30fc\u3001Kuromoji\u30a2\u30ca\u30e9\u30a4\u30b6\u30fc\u7b49\uff09\u3001\u30d6\u30fc\u30b9\u30c6\u30a3\u30f3\u30b0\uff08\u7279\u5b9a\u30d5\u30a3\u30fc\u30eb\u30c9\u306e\u91cd\u307f\u4ed8\u3051\uff09\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002\u305f\u3068\u3048\u3070EC\u30b5\u30a4\u30c8\u3067\u306f\u5546\u54c1\u540d\u30d5\u30a3\u30fc\u30eb\u30c9\u306b\u9ad8\u3044\u30d6\u30fc\u30b9\u30c8\u3092\u304b\u3051\u3001\u8aac\u660e\u6587\u306f\u4f4e\u3044\u30d6\u30fc\u30b9\u30c8\u306b\u3059\u308b\u8a2d\u5b9a\u304c\u4e00\u822c\u7684\u3067\u3059\u3002<\/p>\n\n\n\n
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\u691c\u7d22API\u306e\u8a2d\u8a08\u3067\u306f\u3001RESTful API\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u8a2d\u8a08\u3001\u30af\u30a8\u30ea\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u4f53\u7cfb\u5316\u3001\u30ec\u30b9\u30dd\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306e\u6a19\u6e96\u5316\u3092\u884c\u3044\u307e\u3059\u3002\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u3068\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u306e\u5206\u96e2\u3092\u610f\u8b58\u3057\u3001GraphQL\u3092\u63a1\u7528\u3059\u308b\u30b1\u30fc\u30b9\u3082\u5897\u3048\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u691c\u7d22API\u306e\u30ec\u30fc\u30c8\u5236\u9650\u3084\u30ad\u30e3\u30c3\u30b7\u30e5\u6226\u7565\uff08Redis\u7b49\u3092\u6d3b\u7528\u3057\u305f\u30af\u30a8\u30ea\u30ad\u30e3\u30c3\u30b7\u30e5\uff09\u3082\u8a2d\u8a08\u6bb5\u968e\u3067\u691c\u8a0e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\n\u30e9\u30f3\u30ad\u30f3\u30b0\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3068\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u8a2d\u8a08<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u691c\u7d22\u7d50\u679c\u306e\u30e9\u30f3\u30ad\u30f3\u30b0\u306f\u30e6\u30fc\u30b6\u30fc\u4f53\u9a13\u3092\u5927\u304d\u304f\u5de6\u53f3\u3057\u307e\u3059\u3002\u57fa\u672c\u7684\u306a\u30e9\u30f3\u30ad\u30f3\u30b0\u306fTF-IDF\uff08\u5358\u8a9e\u306e\u51fa\u73fe\u983b\u5ea6\u3068\u9006\u6587\u66f8\u983b\u5ea6\uff09\u3084BM25\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u6d3b\u7528\u3057\u307e\u3059\u304c\u3001\u30d3\u30b8\u30cd\u30b9\u30ed\u30b8\u30c3\u30af\u306b\u3088\u308b\u30b9\u30b3\u30a2\u8abf\u6574\uff08\u65b0\u7740\u5546\u54c1\u306e\u512a\u9047\u3001\u5728\u5eab\u3042\u308a\u306e\u5546\u54c1\u3092\u4e0a\u4f4d\u8868\u793a\u7b49\uff09\u3082\u7d44\u307f\u8fbc\u307f\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u884c\u52d5\u30c7\u30fc\u30bf\uff08\u30af\u30ea\u30c3\u30af\u6570\u3001\u8cfc\u8cb7\u6570\uff09\u3092\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3068\u3057\u3066\u5b66\u7fd2\u3059\u308b\u6a5f\u68b0\u5b66\u7fd2\u30e9\u30f3\u30ad\u30f3\u30b0\uff08Learning to Rank\uff09\u306e\u5c0e\u5165\u3082\u691c\u8a0e\u306b\u5024\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u6a5f\u80fd\u306f\u691c\u7d22\u3068\u5bc6\u63a5\u306b\u9023\u643a\u3057\u307e\u3059\u3002\u300c\u3053\u306e\u691c\u7d22\u7d50\u679c\u3068\u4e00\u7dd2\u306b\u3088\u304f\u898b\u3089\u308c\u3066\u3044\u308b\u5546\u54c1\u300d\u300c\u3042\u306a\u305f\u3078\u306e\u304a\u3059\u3059\u3081\u300d\u3068\u3044\u3063\u305f\u6a5f\u80fd\u306f\u3001\u5354\u8abf\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3084\u30b3\u30f3\u30c6\u30f3\u30c4\u30d9\u30fc\u30b9\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3067\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002Elasticsearch\/OpenSearch\u306ekNN\uff08k-Nearest Neighbor\uff09\u691c\u7d22\u3092\u6d3b\u7528\u3057\u305f\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u306b\u3088\u308b\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u3082\u8fd1\u5e74\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\n\u30c6\u30b9\u30c8\u30fb\u7cbe\u5ea6\u691c\u8a3c\u30d5\u30a7\u30fc\u30ba\u306e\u9032\u3081\u65b9<\/strong>\n<\/h2>\n\n\n\n\n\n<\/figure>\n<\/div>\n<\/div>\n\n\n\n\n\u6a5f\u80fd\u30c6\u30b9\u30c8\u3068\u7cbe\u5ea6\u8a55\u4fa1\u30c6\u30b9\u30c8<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u6a5f\u80fd\u30c6\u30b9\u30c8\u3067\u306f\u3001\u57fa\u672c\u7684\u306a\u691c\u7d22\u6a5f\u80fd\uff08\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u30fb\u30d5\u30ec\u30fc\u30ba\u691c\u7d22\u30fb\u30d5\u30a1\u30b8\u30fc\u691c\u7d22\uff09\u3001\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u30fb\u30d5\u30a1\u30bb\u30c3\u30c8\u6a5f\u80fd\u3001\u30bd\u30fc\u30c8\u6a5f\u80fd\u3001\u30da\u30fc\u30b8\u30cd\u30fc\u30b7\u30e7\u30f3\u3001\u30aa\u30fc\u30c8\u30b3\u30f3\u30d7\u30ea\u30fc\u30c8\u306a\u3069\u304c\u4ed5\u69d8\u901a\u308a\u306b\u52d5\u4f5c\u3059\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u7279\u306b\u65e5\u672c\u8a9e\u306e\u8868\u8a18\u63fa\u308c\u5bfe\u5fdc\uff08\u300c\u30d1\u30bd\u30b3\u30f3\u300d\u300cPC\u300d\u300c\uff30\uff23\u300d\u306e\u540c\u7fa9\u8a9e\u51e6\u7406\uff09\u3001\u9001\u308a\u4eee\u540d\u306e\u9055\u3044\uff08\u300c\u53d6\u308a\u6271\u3044\u300d\u300c\u53d6\u6271\u3044\u300d\uff09\u3001\u82f1\u6570\u5b57\u306e\u5168\u89d2\u534a\u89d2\u6b63\u898f\u5316\u306a\u3069\u3092\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\u306b\u542b\u3081\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n
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\n\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30c6\u30b9\u30c8\u3068\u8ca0\u8377\u30c6\u30b9\u30c8<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u306f\u30ea\u30af\u30a8\u30b9\u30c8\u983b\u5ea6\u304c\u9ad8\u304f\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30c6\u30b9\u30c8\u304c\u7279\u306b\u91cd\u8981\u3067\u3059\u3002Apache JMeter\u3084Locust\u306a\u3069\u306e\u8ca0\u8377\u30c6\u30b9\u30c8\u30c4\u30fc\u30eb\u3092\u4f7f\u3044\u3001\u672c\u756a\u60f3\u5b9a\u306e\u30a2\u30af\u30bb\u30b9\u30d1\u30bf\u30fc\u30f3\u3067\u30ec\u30b9\u30dd\u30f3\u30b9\u30bf\u30a4\u30e0\u3068\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u3092\u8a08\u6e2c\u3057\u307e\u3059\u3002\u30b9\u30d1\u30a4\u30af\u30c6\u30b9\u30c8\uff08\u6025\u6fc0\u306a\u30a2\u30af\u30bb\u30b9\u5897\u52a0\u3078\u306e\u5bfe\u5fdc\uff09\u3001\u8010\u4e45\u30c6\u30b9\u30c8\uff08\u9577\u6642\u9593\u7a3c\u50cd\u3067\u306e\u30e1\u30e2\u30ea\u30ea\u30fc\u30af\u78ba\u8a8d\uff09\u3082\u5b9f\u65bd\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
Elasticsearch\/OpenSearch\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u3001\u30b7\u30e3\u30fc\u30c9\u6570\u306e\u6700\u9069\u5316\u3001\u30ec\u30d7\u30ea\u30ab\u306e\u8a2d\u5b9a\u3001JVM\u30d2\u30fc\u30d7\u30b5\u30a4\u30ba\u306e\u8abf\u6574\u3001\u30af\u30a8\u30ea\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u6d3b\u7528\u306a\u3069\u304c\u6539\u5584\u30dd\u30a4\u30f3\u30c8\u3067\u3059\u3002\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30c6\u30b9\u30c8\u306e\u7d50\u679c\u3092\u3082\u3068\u306b\u30a4\u30f3\u30d5\u30e9\u30b5\u30a4\u30b8\u30f3\u30b0\u3092\u6700\u7d42\u78ba\u5b9a\u3057\u3001\u672c\u756a\u74b0\u5883\u306e\u69cb\u6210\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
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\n\u691c\u7d22\u54c1\u8ceaKPI\u306e\u8a2d\u5b9a<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3067\u306f\u3001\u54c1\u8cea\u3092\u5b9a\u91cf\u7684\u306b\u8a55\u4fa1\u3059\u308bKPI\u3092\u8981\u4ef6\u5b9a\u7fa9\u6bb5\u968e\u3067\u8a2d\u5b9a\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u4ee3\u8868\u7684\u306a\u6307\u6a19\u3068\u3057\u3066\u3001NDCG\uff08Normalized Discounted Cumulative Gain\uff1a\u691c\u7d22\u7d50\u679c\u306e\u95a2\u9023\u5ea6\u8a55\u4fa1\uff09\u3001MRR\uff08Mean Reciprocal Rank\uff1a\u6700\u521d\u306e\u6b63\u89e3\u7d50\u679c\u306e\u9806\u4f4d\uff09\u3001\u30bc\u30ed\u30d2\u30c3\u30c8\u7387\uff08\u691c\u7d22\u7d50\u679c0\u4ef6\u306e\u5272\u5408\uff09\u3001\u30af\u30ea\u30c3\u30af\u30b9\u30eb\u30fc\u30ec\u30fc\u30c8\uff08\u691c\u7d22\u7d50\u679c\u306e\u30af\u30ea\u30c3\u30af\u7387\uff09\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u306eKPI\u3092\u958b\u767a\u524d\u306b\u8a2d\u5b9a\u3057\u3001\u30c6\u30b9\u30c8\u30d5\u30a7\u30fc\u30ba\u3067\u306e\u5408\u5426\u5224\u5b9a\u57fa\u6e96\u3068\u3057\u3066\u6d3b\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\n\u8a2d\u8a08\u30fb\u958b\u767a\u30d5\u30a7\u30fc\u30ba\u306e\u9032\u3081\u65b9<\/strong>\n<\/h2>\n\n\n\n\n\n<\/figure>\n<\/div>\n<\/div>\n\n\n\n\n\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u9078\u5b9a\u306e\u30dd\u30a4\u30f3\u30c8<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u306e\u9078\u5b9a\u306f\u3001\u958b\u767a\u306e\u6210\u5426\u3092\u5de6\u53f3\u3059\u308b\u91cd\u8981\u306a\u610f\u601d\u6c7a\u5b9a\u3067\u3059\u3002\u4e3b\u8981\u306a\u9078\u629e\u80a2\u3068\u3057\u3066Elasticsearch\uff08\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\uff09\u3001OpenSearch\uff08AWS\u30de\u30cd\u30fc\u30b8\u30c9\u7248\u306eElasticsearch\u5f8c\u7d99\uff09\u3001Apache Solr\u3001Algolia\uff08SaaS\u578b\uff09\u3001Meilisearch\uff08\u8efd\u91cf\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\uff09\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\u9078\u5b9a\u57fa\u6e96\u306f\u4e3b\u306b\u2460\u30c7\u30fc\u30bf\u898f\u6a21\uff08\u6570\u4e07\u4ef6\u306a\u3089Meilisearch\u3001\u6570\u767e\u4e07\u4ef6\u4ee5\u4e0a\u306a\u3089Elasticsearch\/OpenSearch\uff09\u3001\u2461\u904b\u7528\u30b3\u30b9\u30c8\uff08SaaS\u578b\u306eAlgolia\u306f\u904b\u7528\u8ca0\u8377\u304c\u4f4e\u3044\u304c\u8cbb\u7528\u304c\u9ad8\u3044\uff09\u3001\u2462\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u6027\uff08\u30e9\u30f3\u30ad\u30f3\u30b0\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u7d30\u304b\u306a\u8abf\u6574\u304c\u5fc5\u8981\u306a\u3089Elasticsearch\uff09\u3001\u2463\u65e2\u5b58\u30a4\u30f3\u30d5\u30e9\u3068\u306e\u89aa\u548c\u6027\uff08AWS\u3092\u4e3b\u306b\u4f7f\u3063\u3066\u3044\u308b\u306a\u3089OpenSearch\uff09\u306e4\u70b9\u3067\u3059\u3002\u65e5\u672c\u8a9e\u691c\u7d22\u306e\u54c1\u8cea\u3092\u91cd\u8996\u3059\u308b\u306a\u3089\u3001Kuromoji\u30d7\u30e9\u30b0\u30a4\u30f3\u304c\u5145\u5b9f\u3057\u3066\u3044\u308bElasticsearch\u307e\u305f\u306fOpenSearch\u304c\u7b2c\u4e00\u5019\u88dc\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\n\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u8a2d\u8a08\u3068API\u8a2d\u8a08<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u8a2d\u8a08\u3067\u306f\u3001\u691c\u7d22\u5bfe\u8c61\u306e\u30c7\u30fc\u30bf\u69cb\u9020\uff08\u30de\u30c3\u30d4\u30f3\u30b0\uff09\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002\u5404\u30d5\u30a3\u30fc\u30eb\u30c9\u306e\u30c7\u30fc\u30bf\u578b\uff08text\u3001keyword\u3001integer\u3001date\u7b49\uff09\u3001\u30a2\u30ca\u30e9\u30a4\u30b6\u30fc\u306e\u8a2d\u5b9a\uff08\u6a19\u6e96\u30a2\u30ca\u30e9\u30a4\u30b6\u30fc\u3001Kuromoji\u30a2\u30ca\u30e9\u30a4\u30b6\u30fc\u7b49\uff09\u3001\u30d6\u30fc\u30b9\u30c6\u30a3\u30f3\u30b0\uff08\u7279\u5b9a\u30d5\u30a3\u30fc\u30eb\u30c9\u306e\u91cd\u307f\u4ed8\u3051\uff09\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002\u305f\u3068\u3048\u3070EC\u30b5\u30a4\u30c8\u3067\u306f\u5546\u54c1\u540d\u30d5\u30a3\u30fc\u30eb\u30c9\u306b\u9ad8\u3044\u30d6\u30fc\u30b9\u30c8\u3092\u304b\u3051\u3001\u8aac\u660e\u6587\u306f\u4f4e\u3044\u30d6\u30fc\u30b9\u30c8\u306b\u3059\u308b\u8a2d\u5b9a\u304c\u4e00\u822c\u7684\u3067\u3059\u3002<\/p>\n\n\n\n
\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u66f4\u65b0\u306e\u8a2d\u8a08\u3082\u91cd\u8981\u3067\u3059\u3002\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u66f4\u65b0\uff08\u5546\u54c1\u4fa1\u683c\u5909\u66f4\u3092\u5373\u6642\u53cd\u6620\uff09\u304c\u5fc5\u8981\u304b\u3001\u30d0\u30c3\u30c1\u66f4\u65b0\uff08\u591c\u9593\u4e00\u62ec\u518d\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\uff09\u3067\u8db3\u308a\u308b\u304b\u306b\u3088\u3063\u3066\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u304c\u5927\u304d\u304f\u5909\u308f\u308a\u307e\u3059\u3002\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u3067\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u518d\u69cb\u7bc9\u6642\u306b\u306fBlue\/Green\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u5207\u308a\u66ff\u3048\u30d1\u30bf\u30fc\u30f3\u3092\u63a1\u7528\u3057\u3001\u691c\u7d22\u30b5\u30fc\u30d3\u30b9\u3092\u6b62\u3081\u305a\u306b\u66f4\u65b0\u3059\u308b\u8a2d\u8a08\u304c\u63a8\u5968\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n
\u691c\u7d22API\u306e\u8a2d\u8a08\u3067\u306f\u3001RESTful API\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u8a2d\u8a08\u3001\u30af\u30a8\u30ea\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u4f53\u7cfb\u5316\u3001\u30ec\u30b9\u30dd\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306e\u6a19\u6e96\u5316\u3092\u884c\u3044\u307e\u3059\u3002\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u3068\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u306e\u5206\u96e2\u3092\u610f\u8b58\u3057\u3001GraphQL\u3092\u63a1\u7528\u3059\u308b\u30b1\u30fc\u30b9\u3082\u5897\u3048\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u691c\u7d22API\u306e\u30ec\u30fc\u30c8\u5236\u9650\u3084\u30ad\u30e3\u30c3\u30b7\u30e5\u6226\u7565\uff08Redis\u7b49\u3092\u6d3b\u7528\u3057\u305f\u30af\u30a8\u30ea\u30ad\u30e3\u30c3\u30b7\u30e5\uff09\u3082\u8a2d\u8a08\u6bb5\u968e\u3067\u691c\u8a0e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\n\u30e9\u30f3\u30ad\u30f3\u30b0\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3068\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u8a2d\u8a08<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u691c\u7d22\u7d50\u679c\u306e\u30e9\u30f3\u30ad\u30f3\u30b0\u306f\u30e6\u30fc\u30b6\u30fc\u4f53\u9a13\u3092\u5927\u304d\u304f\u5de6\u53f3\u3057\u307e\u3059\u3002\u57fa\u672c\u7684\u306a\u30e9\u30f3\u30ad\u30f3\u30b0\u306fTF-IDF\uff08\u5358\u8a9e\u306e\u51fa\u73fe\u983b\u5ea6\u3068\u9006\u6587\u66f8\u983b\u5ea6\uff09\u3084BM25\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u6d3b\u7528\u3057\u307e\u3059\u304c\u3001\u30d3\u30b8\u30cd\u30b9\u30ed\u30b8\u30c3\u30af\u306b\u3088\u308b\u30b9\u30b3\u30a2\u8abf\u6574\uff08\u65b0\u7740\u5546\u54c1\u306e\u512a\u9047\u3001\u5728\u5eab\u3042\u308a\u306e\u5546\u54c1\u3092\u4e0a\u4f4d\u8868\u793a\u7b49\uff09\u3082\u7d44\u307f\u8fbc\u307f\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u884c\u52d5\u30c7\u30fc\u30bf\uff08\u30af\u30ea\u30c3\u30af\u6570\u3001\u8cfc\u8cb7\u6570\uff09\u3092\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3068\u3057\u3066\u5b66\u7fd2\u3059\u308b\u6a5f\u68b0\u5b66\u7fd2\u30e9\u30f3\u30ad\u30f3\u30b0\uff08Learning to Rank\uff09\u306e\u5c0e\u5165\u3082\u691c\u8a0e\u306b\u5024\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u6a5f\u80fd\u306f\u691c\u7d22\u3068\u5bc6\u63a5\u306b\u9023\u643a\u3057\u307e\u3059\u3002\u300c\u3053\u306e\u691c\u7d22\u7d50\u679c\u3068\u4e00\u7dd2\u306b\u3088\u304f\u898b\u3089\u308c\u3066\u3044\u308b\u5546\u54c1\u300d\u300c\u3042\u306a\u305f\u3078\u306e\u304a\u3059\u3059\u3081\u300d\u3068\u3044\u3063\u305f\u6a5f\u80fd\u306f\u3001\u5354\u8abf\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3084\u30b3\u30f3\u30c6\u30f3\u30c4\u30d9\u30fc\u30b9\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3067\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002Elasticsearch\/OpenSearch\u306ekNN\uff08k-Nearest Neighbor\uff09\u691c\u7d22\u3092\u6d3b\u7528\u3057\u305f\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u306b\u3088\u308b\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u3082\u8fd1\u5e74\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\n\u30c6\u30b9\u30c8\u30fb\u7cbe\u5ea6\u691c\u8a3c\u30d5\u30a7\u30fc\u30ba\u306e\u9032\u3081\u65b9<\/strong>\n<\/h2>\n\n\n\n\n\n<\/figure>\n<\/div>\n<\/div>\n\n\n\n\n\u6a5f\u80fd\u30c6\u30b9\u30c8\u3068\u7cbe\u5ea6\u8a55\u4fa1\u30c6\u30b9\u30c8<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u6a5f\u80fd\u30c6\u30b9\u30c8\u3067\u306f\u3001\u57fa\u672c\u7684\u306a\u691c\u7d22\u6a5f\u80fd\uff08\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u30fb\u30d5\u30ec\u30fc\u30ba\u691c\u7d22\u30fb\u30d5\u30a1\u30b8\u30fc\u691c\u7d22\uff09\u3001\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u30fb\u30d5\u30a1\u30bb\u30c3\u30c8\u6a5f\u80fd\u3001\u30bd\u30fc\u30c8\u6a5f\u80fd\u3001\u30da\u30fc\u30b8\u30cd\u30fc\u30b7\u30e7\u30f3\u3001\u30aa\u30fc\u30c8\u30b3\u30f3\u30d7\u30ea\u30fc\u30c8\u306a\u3069\u304c\u4ed5\u69d8\u901a\u308a\u306b\u52d5\u4f5c\u3059\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u7279\u306b\u65e5\u672c\u8a9e\u306e\u8868\u8a18\u63fa\u308c\u5bfe\u5fdc\uff08\u300c\u30d1\u30bd\u30b3\u30f3\u300d\u300cPC\u300d\u300c\uff30\uff23\u300d\u306e\u540c\u7fa9\u8a9e\u51e6\u7406\uff09\u3001\u9001\u308a\u4eee\u540d\u306e\u9055\u3044\uff08\u300c\u53d6\u308a\u6271\u3044\u300d\u300c\u53d6\u6271\u3044\u300d\uff09\u3001\u82f1\u6570\u5b57\u306e\u5168\u89d2\u534a\u89d2\u6b63\u898f\u5316\u306a\u3069\u3092\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\u306b\u542b\u3081\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n
\u7cbe\u5ea6\u8a55\u4fa1\u30c6\u30b9\u30c8\u306f\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u7279\u6709\u306e\u30c6\u30b9\u30c8\u5de5\u7a0b\u3067\u3059\u3002\u4e8b\u524d\u306b\u300c\u30c6\u30b9\u30c8\u30af\u30a8\u30ea\u30bb\u30c3\u30c8\u300d\uff08\u8a55\u4fa1\u7528\u306e\u691c\u7d22\u30af\u30a8\u30ea\u4e00\u89a7\uff09\u3068\u300c\u6b63\u89e3\u30ea\u30b9\u30c8\u300d\uff08\u5404\u30af\u30a8\u30ea\u306b\u5bfe\u3057\u3066\u671f\u5f85\u3055\u308c\u308b\u4e0a\u4f4d\u8868\u793a\u30b3\u30f3\u30c6\u30f3\u30c4\uff09\u3092\u4f5c\u6210\u3057\u3001NDCG\u3084Precision@K\uff08\u4e0a\u4f4dK\u4ef6\u4e2d\u306e\u95a2\u9023\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u5272\u5408\uff09\u306a\u3069\u306e\u30e1\u30c8\u30ea\u30af\u30b9\u3067\u5b9a\u91cf\u8a55\u4fa1\u3057\u307e\u3059\u3002\u8981\u4ef6\u5b9a\u7fa9\u3067\u8a2d\u5b9a\u3057\u305fKPI\u306e\u76ee\u6a19\u5024\u3092\u30af\u30ea\u30a2\u3057\u3066\u3044\u308b\u304b\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\n\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30c6\u30b9\u30c8\u3068\u8ca0\u8377\u30c6\u30b9\u30c8<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u306f\u30ea\u30af\u30a8\u30b9\u30c8\u983b\u5ea6\u304c\u9ad8\u304f\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30c6\u30b9\u30c8\u304c\u7279\u306b\u91cd\u8981\u3067\u3059\u3002Apache JMeter\u3084Locust\u306a\u3069\u306e\u8ca0\u8377\u30c6\u30b9\u30c8\u30c4\u30fc\u30eb\u3092\u4f7f\u3044\u3001\u672c\u756a\u60f3\u5b9a\u306e\u30a2\u30af\u30bb\u30b9\u30d1\u30bf\u30fc\u30f3\u3067\u30ec\u30b9\u30dd\u30f3\u30b9\u30bf\u30a4\u30e0\u3068\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u3092\u8a08\u6e2c\u3057\u307e\u3059\u3002\u30b9\u30d1\u30a4\u30af\u30c6\u30b9\u30c8\uff08\u6025\u6fc0\u306a\u30a2\u30af\u30bb\u30b9\u5897\u52a0\u3078\u306e\u5bfe\u5fdc\uff09\u3001\u8010\u4e45\u30c6\u30b9\u30c8\uff08\u9577\u6642\u9593\u7a3c\u50cd\u3067\u306e\u30e1\u30e2\u30ea\u30ea\u30fc\u30af\u78ba\u8a8d\uff09\u3082\u5b9f\u65bd\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
Elasticsearch\/OpenSearch\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u3001\u30b7\u30e3\u30fc\u30c9\u6570\u306e\u6700\u9069\u5316\u3001\u30ec\u30d7\u30ea\u30ab\u306e\u8a2d\u5b9a\u3001JVM\u30d2\u30fc\u30d7\u30b5\u30a4\u30ba\u306e\u8abf\u6574\u3001\u30af\u30a8\u30ea\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u6d3b\u7528\u306a\u3069\u304c\u6539\u5584\u30dd\u30a4\u30f3\u30c8\u3067\u3059\u3002\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30c6\u30b9\u30c8\u306e\u7d50\u679c\u3092\u3082\u3068\u306b\u30a4\u30f3\u30d5\u30e9\u30b5\u30a4\u30b8\u30f3\u30b0\u3092\u6700\u7d42\u78ba\u5b9a\u3057\u3001\u672c\u756a\u74b0\u5883\u306e\u69cb\u6210\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\n\u30ea\u30ea\u30fc\u30b9\u30fb\u79fb\u884c\u30d5\u30a7\u30fc\u30ba\u306e\u9032\u3081\u65b9<\/strong>\n<\/h2>\n\n\n\n\n\n<\/figure>\n<\/div>\n<\/div>\n\n\n\n\n\u6bb5\u968e\u7684\u30ea\u30ea\u30fc\u30b9\u6226\u7565\u3068\u30c7\u30fc\u30bf\u79fb\u884c<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u306e\u30ea\u30ea\u30fc\u30b9\u306f\u3001\u4e00\u62ec\u5207\u308a\u66ff\u3048\u3067\u306f\u306a\u304f\u6bb5\u968e\u7684\u306b\u9032\u3081\u308b\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002\u30ab\u30ca\u30ea\u30a2\u30ea\u30ea\u30fc\u30b9\uff08\u4e00\u90e8\u30e6\u30fc\u30b6\u30fc\u306b\u5148\u884c\u516c\u958b\uff09\u3084A\/B\u30c6\u30b9\u30c8\u306b\u3088\u308b\u6bb5\u968e\u7684\u79fb\u884c\u306b\u3088\u308a\u3001\u554f\u984c\u304c\u767a\u751f\u3057\u305f\u969b\u306e\u5f71\u97ff\u7bc4\u56f2\u3092\u6700\u5c0f\u5316\u3067\u304d\u307e\u3059\u3002\u65e7\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u4e26\u884c\u7a3c\u50cd\u671f\u9593\u3092\u8a2d\u3051\u3001\u65b0\u65e7\u306e\u691c\u7d22\u54c1\u8cea\u3092\u6bd4\u8f03\u3057\u306a\u304c\u3089\u5207\u308a\u66ff\u3048\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u5b89\u5168\u3067\u3059\u3002<\/p>\n\n\n\n
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\nUI\u306e\u8981\u4ef6\u6574\u7406\u3068\u30e6\u30fc\u30b6\u30fc\u884c\u52d5\u306e\u5206\u6790<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u691c\u7d22UI\u306e\u8981\u4ef6\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u691c\u7d22\u884c\u52d5\u30d1\u30bf\u30fc\u30f3\u3092\u57fa\u306b\u8a2d\u8a08\u3057\u307e\u3059\u3002\u30aa\u30fc\u30c8\u30b3\u30f3\u30d7\u30ea\u30fc\u30c8\uff08\u5165\u529b\u88dc\u5b8c\uff09\u3001\u30b9\u30da\u30eb\u30c1\u30a7\u30c3\u30af\u30fb\u30b5\u30b8\u30a7\u30b9\u30c8\u3001\u691c\u7d22\u7d50\u679c\u306e\u30cf\u30a4\u30e9\u30a4\u30c8\u8868\u793a\u3001\u30bd\u30fc\u30c8\u30fb\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u6a5f\u80fd\u3001\u30da\u30fc\u30b8\u30cd\u30fc\u30b7\u30e7\u30f3\u304b\u30a4\u30f3\u30d5\u30a3\u30cb\u30c3\u30c8\u30b9\u30af\u30ed\u30fc\u30eb\u304b\u3001\u3068\u3044\u3063\u305f\u6a5f\u80fd\u306e\u5fc5\u8981\u6027\u3092\u5224\u65ad\u3057\u307e\u3059\u3002\u30e2\u30d0\u30a4\u30eb\u5bfe\u5fdc\u306e\u8981\u5426\u3001\u30a2\u30af\u30bb\u30b7\u30d3\u30ea\u30c6\u30a3\u8981\u4ef6\uff08WAI-ARIA\u3078\u306e\u5bfe\u5fdc\u306a\u3069\uff09\u3082\u3053\u306e\u6bb5\u968e\u3067\u78ba\u5b9a\u3055\u305b\u307e\u3059\u3002<\/p>\n\n\n\n
\u975e\u6a5f\u80fd\u8981\u4ef6\u3068\u3057\u3066\u7279\u306b\u91cd\u8981\u306a\u306e\u304c\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u8981\u4ef6\u3067\u3059\u3002\u691c\u7d22\u30ec\u30b9\u30dd\u30f3\u30b9\u30bf\u30a4\u30e0\u306e\u76ee\u6a19\u5024\uff08\u4f8b\uff1a95\u30d1\u30fc\u30bb\u30f3\u30bf\u30a4\u30eb\u3067200ms\u4ee5\u5185\uff09\u3001\u540c\u6642\u30a2\u30af\u30bb\u30b9\u6570\uff08\u4f8b\uff1a\u30d4\u30fc\u30af\u66421,000\u30ea\u30af\u30a8\u30b9\u30c8\/\u79d2\uff09\u3001\u53ef\u7528\u6027\u8981\u4ef6\uff08\u4f8b\uff1a99.9%\u306eSLA\uff09\u3092\u660e\u78ba\u306b\u5b9a\u7fa9\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u6570\u5024\u306f\u5f8c\u306e\u6280\u8853\u9078\u5b9a\u3068\u30a4\u30f3\u30d5\u30e9\u8a2d\u8a08\u306b\u76f4\u7d50\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\n\u691c\u7d22\u54c1\u8ceaKPI\u306e\u8a2d\u5b9a<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3067\u306f\u3001\u54c1\u8cea\u3092\u5b9a\u91cf\u7684\u306b\u8a55\u4fa1\u3059\u308bKPI\u3092\u8981\u4ef6\u5b9a\u7fa9\u6bb5\u968e\u3067\u8a2d\u5b9a\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u4ee3\u8868\u7684\u306a\u6307\u6a19\u3068\u3057\u3066\u3001NDCG\uff08Normalized Discounted Cumulative Gain\uff1a\u691c\u7d22\u7d50\u679c\u306e\u95a2\u9023\u5ea6\u8a55\u4fa1\uff09\u3001MRR\uff08Mean Reciprocal Rank\uff1a\u6700\u521d\u306e\u6b63\u89e3\u7d50\u679c\u306e\u9806\u4f4d\uff09\u3001\u30bc\u30ed\u30d2\u30c3\u30c8\u7387\uff08\u691c\u7d22\u7d50\u679c0\u4ef6\u306e\u5272\u5408\uff09\u3001\u30af\u30ea\u30c3\u30af\u30b9\u30eb\u30fc\u30ec\u30fc\u30c8\uff08\u691c\u7d22\u7d50\u679c\u306e\u30af\u30ea\u30c3\u30af\u7387\uff09\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u306eKPI\u3092\u958b\u767a\u524d\u306b\u8a2d\u5b9a\u3057\u3001\u30c6\u30b9\u30c8\u30d5\u30a7\u30fc\u30ba\u3067\u306e\u5408\u5426\u5224\u5b9a\u57fa\u6e96\u3068\u3057\u3066\u6d3b\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\n\u8a2d\u8a08\u30fb\u958b\u767a\u30d5\u30a7\u30fc\u30ba\u306e\u9032\u3081\u65b9<\/strong>\n<\/h2>\n\n\n\n\n\n<\/figure>\n<\/div>\n<\/div>\n\n\n\n\n\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u9078\u5b9a\u306e\u30dd\u30a4\u30f3\u30c8<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u306e\u9078\u5b9a\u306f\u3001\u958b\u767a\u306e\u6210\u5426\u3092\u5de6\u53f3\u3059\u308b\u91cd\u8981\u306a\u610f\u601d\u6c7a\u5b9a\u3067\u3059\u3002\u4e3b\u8981\u306a\u9078\u629e\u80a2\u3068\u3057\u3066Elasticsearch\uff08\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\uff09\u3001OpenSearch\uff08AWS\u30de\u30cd\u30fc\u30b8\u30c9\u7248\u306eElasticsearch\u5f8c\u7d99\uff09\u3001Apache Solr\u3001Algolia\uff08SaaS\u578b\uff09\u3001Meilisearch\uff08\u8efd\u91cf\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\uff09\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\u9078\u5b9a\u57fa\u6e96\u306f\u4e3b\u306b\u2460\u30c7\u30fc\u30bf\u898f\u6a21\uff08\u6570\u4e07\u4ef6\u306a\u3089Meilisearch\u3001\u6570\u767e\u4e07\u4ef6\u4ee5\u4e0a\u306a\u3089Elasticsearch\/OpenSearch\uff09\u3001\u2461\u904b\u7528\u30b3\u30b9\u30c8\uff08SaaS\u578b\u306eAlgolia\u306f\u904b\u7528\u8ca0\u8377\u304c\u4f4e\u3044\u304c\u8cbb\u7528\u304c\u9ad8\u3044\uff09\u3001\u2462\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u6027\uff08\u30e9\u30f3\u30ad\u30f3\u30b0\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u7d30\u304b\u306a\u8abf\u6574\u304c\u5fc5\u8981\u306a\u3089Elasticsearch\uff09\u3001\u2463\u65e2\u5b58\u30a4\u30f3\u30d5\u30e9\u3068\u306e\u89aa\u548c\u6027\uff08AWS\u3092\u4e3b\u306b\u4f7f\u3063\u3066\u3044\u308b\u306a\u3089OpenSearch\uff09\u306e4\u70b9\u3067\u3059\u3002\u65e5\u672c\u8a9e\u691c\u7d22\u306e\u54c1\u8cea\u3092\u91cd\u8996\u3059\u308b\u306a\u3089\u3001Kuromoji\u30d7\u30e9\u30b0\u30a4\u30f3\u304c\u5145\u5b9f\u3057\u3066\u3044\u308bElasticsearch\u307e\u305f\u306fOpenSearch\u304c\u7b2c\u4e00\u5019\u88dc\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\n\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u8a2d\u8a08\u3068API\u8a2d\u8a08<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u8a2d\u8a08\u3067\u306f\u3001\u691c\u7d22\u5bfe\u8c61\u306e\u30c7\u30fc\u30bf\u69cb\u9020\uff08\u30de\u30c3\u30d4\u30f3\u30b0\uff09\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002\u5404\u30d5\u30a3\u30fc\u30eb\u30c9\u306e\u30c7\u30fc\u30bf\u578b\uff08text\u3001keyword\u3001integer\u3001date\u7b49\uff09\u3001\u30a2\u30ca\u30e9\u30a4\u30b6\u30fc\u306e\u8a2d\u5b9a\uff08\u6a19\u6e96\u30a2\u30ca\u30e9\u30a4\u30b6\u30fc\u3001Kuromoji\u30a2\u30ca\u30e9\u30a4\u30b6\u30fc\u7b49\uff09\u3001\u30d6\u30fc\u30b9\u30c6\u30a3\u30f3\u30b0\uff08\u7279\u5b9a\u30d5\u30a3\u30fc\u30eb\u30c9\u306e\u91cd\u307f\u4ed8\u3051\uff09\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002\u305f\u3068\u3048\u3070EC\u30b5\u30a4\u30c8\u3067\u306f\u5546\u54c1\u540d\u30d5\u30a3\u30fc\u30eb\u30c9\u306b\u9ad8\u3044\u30d6\u30fc\u30b9\u30c8\u3092\u304b\u3051\u3001\u8aac\u660e\u6587\u306f\u4f4e\u3044\u30d6\u30fc\u30b9\u30c8\u306b\u3059\u308b\u8a2d\u5b9a\u304c\u4e00\u822c\u7684\u3067\u3059\u3002<\/p>\n\n\n\n
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\u691c\u7d22API\u306e\u8a2d\u8a08\u3067\u306f\u3001RESTful API\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u8a2d\u8a08\u3001\u30af\u30a8\u30ea\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u4f53\u7cfb\u5316\u3001\u30ec\u30b9\u30dd\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306e\u6a19\u6e96\u5316\u3092\u884c\u3044\u307e\u3059\u3002\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u3068\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u306e\u5206\u96e2\u3092\u610f\u8b58\u3057\u3001GraphQL\u3092\u63a1\u7528\u3059\u308b\u30b1\u30fc\u30b9\u3082\u5897\u3048\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u691c\u7d22API\u306e\u30ec\u30fc\u30c8\u5236\u9650\u3084\u30ad\u30e3\u30c3\u30b7\u30e5\u6226\u7565\uff08Redis\u7b49\u3092\u6d3b\u7528\u3057\u305f\u30af\u30a8\u30ea\u30ad\u30e3\u30c3\u30b7\u30e5\uff09\u3082\u8a2d\u8a08\u6bb5\u968e\u3067\u691c\u8a0e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\n\u30e9\u30f3\u30ad\u30f3\u30b0\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3068\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u8a2d\u8a08<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u691c\u7d22\u7d50\u679c\u306e\u30e9\u30f3\u30ad\u30f3\u30b0\u306f\u30e6\u30fc\u30b6\u30fc\u4f53\u9a13\u3092\u5927\u304d\u304f\u5de6\u53f3\u3057\u307e\u3059\u3002\u57fa\u672c\u7684\u306a\u30e9\u30f3\u30ad\u30f3\u30b0\u306fTF-IDF\uff08\u5358\u8a9e\u306e\u51fa\u73fe\u983b\u5ea6\u3068\u9006\u6587\u66f8\u983b\u5ea6\uff09\u3084BM25\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u6d3b\u7528\u3057\u307e\u3059\u304c\u3001\u30d3\u30b8\u30cd\u30b9\u30ed\u30b8\u30c3\u30af\u306b\u3088\u308b\u30b9\u30b3\u30a2\u8abf\u6574\uff08\u65b0\u7740\u5546\u54c1\u306e\u512a\u9047\u3001\u5728\u5eab\u3042\u308a\u306e\u5546\u54c1\u3092\u4e0a\u4f4d\u8868\u793a\u7b49\uff09\u3082\u7d44\u307f\u8fbc\u307f\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u884c\u52d5\u30c7\u30fc\u30bf\uff08\u30af\u30ea\u30c3\u30af\u6570\u3001\u8cfc\u8cb7\u6570\uff09\u3092\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3068\u3057\u3066\u5b66\u7fd2\u3059\u308b\u6a5f\u68b0\u5b66\u7fd2\u30e9\u30f3\u30ad\u30f3\u30b0\uff08Learning to Rank\uff09\u306e\u5c0e\u5165\u3082\u691c\u8a0e\u306b\u5024\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u6a5f\u80fd\u306f\u691c\u7d22\u3068\u5bc6\u63a5\u306b\u9023\u643a\u3057\u307e\u3059\u3002\u300c\u3053\u306e\u691c\u7d22\u7d50\u679c\u3068\u4e00\u7dd2\u306b\u3088\u304f\u898b\u3089\u308c\u3066\u3044\u308b\u5546\u54c1\u300d\u300c\u3042\u306a\u305f\u3078\u306e\u304a\u3059\u3059\u3081\u300d\u3068\u3044\u3063\u305f\u6a5f\u80fd\u306f\u3001\u5354\u8abf\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3084\u30b3\u30f3\u30c6\u30f3\u30c4\u30d9\u30fc\u30b9\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3067\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002Elasticsearch\/OpenSearch\u306ekNN\uff08k-Nearest Neighbor\uff09\u691c\u7d22\u3092\u6d3b\u7528\u3057\u305f\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u306b\u3088\u308b\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u3082\u8fd1\u5e74\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\n\u30c6\u30b9\u30c8\u30fb\u7cbe\u5ea6\u691c\u8a3c\u30d5\u30a7\u30fc\u30ba\u306e\u9032\u3081\u65b9<\/strong>\n<\/h2>\n\n\n\n\n\n<\/figure>\n<\/div>\n<\/div>\n\n\n\n\n\u6a5f\u80fd\u30c6\u30b9\u30c8\u3068\u7cbe\u5ea6\u8a55\u4fa1\u30c6\u30b9\u30c8<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u6a5f\u80fd\u30c6\u30b9\u30c8\u3067\u306f\u3001\u57fa\u672c\u7684\u306a\u691c\u7d22\u6a5f\u80fd\uff08\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u30fb\u30d5\u30ec\u30fc\u30ba\u691c\u7d22\u30fb\u30d5\u30a1\u30b8\u30fc\u691c\u7d22\uff09\u3001\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u30fb\u30d5\u30a1\u30bb\u30c3\u30c8\u6a5f\u80fd\u3001\u30bd\u30fc\u30c8\u6a5f\u80fd\u3001\u30da\u30fc\u30b8\u30cd\u30fc\u30b7\u30e7\u30f3\u3001\u30aa\u30fc\u30c8\u30b3\u30f3\u30d7\u30ea\u30fc\u30c8\u306a\u3069\u304c\u4ed5\u69d8\u901a\u308a\u306b\u52d5\u4f5c\u3059\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u7279\u306b\u65e5\u672c\u8a9e\u306e\u8868\u8a18\u63fa\u308c\u5bfe\u5fdc\uff08\u300c\u30d1\u30bd\u30b3\u30f3\u300d\u300cPC\u300d\u300c\uff30\uff23\u300d\u306e\u540c\u7fa9\u8a9e\u51e6\u7406\uff09\u3001\u9001\u308a\u4eee\u540d\u306e\u9055\u3044\uff08\u300c\u53d6\u308a\u6271\u3044\u300d\u300c\u53d6\u6271\u3044\u300d\uff09\u3001\u82f1\u6570\u5b57\u306e\u5168\u89d2\u534a\u89d2\u6b63\u898f\u5316\u306a\u3069\u3092\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\u306b\u542b\u3081\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n
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\n\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30c6\u30b9\u30c8\u3068\u8ca0\u8377\u30c6\u30b9\u30c8<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u306f\u30ea\u30af\u30a8\u30b9\u30c8\u983b\u5ea6\u304c\u9ad8\u304f\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30c6\u30b9\u30c8\u304c\u7279\u306b\u91cd\u8981\u3067\u3059\u3002Apache JMeter\u3084Locust\u306a\u3069\u306e\u8ca0\u8377\u30c6\u30b9\u30c8\u30c4\u30fc\u30eb\u3092\u4f7f\u3044\u3001\u672c\u756a\u60f3\u5b9a\u306e\u30a2\u30af\u30bb\u30b9\u30d1\u30bf\u30fc\u30f3\u3067\u30ec\u30b9\u30dd\u30f3\u30b9\u30bf\u30a4\u30e0\u3068\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u3092\u8a08\u6e2c\u3057\u307e\u3059\u3002\u30b9\u30d1\u30a4\u30af\u30c6\u30b9\u30c8\uff08\u6025\u6fc0\u306a\u30a2\u30af\u30bb\u30b9\u5897\u52a0\u3078\u306e\u5bfe\u5fdc\uff09\u3001\u8010\u4e45\u30c6\u30b9\u30c8\uff08\u9577\u6642\u9593\u7a3c\u50cd\u3067\u306e\u30e1\u30e2\u30ea\u30ea\u30fc\u30af\u78ba\u8a8d\uff09\u3082\u5b9f\u65bd\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
Elasticsearch\/OpenSearch\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u3001\u30b7\u30e3\u30fc\u30c9\u6570\u306e\u6700\u9069\u5316\u3001\u30ec\u30d7\u30ea\u30ab\u306e\u8a2d\u5b9a\u3001JVM\u30d2\u30fc\u30d7\u30b5\u30a4\u30ba\u306e\u8abf\u6574\u3001\u30af\u30a8\u30ea\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u6d3b\u7528\u306a\u3069\u304c\u6539\u5584\u30dd\u30a4\u30f3\u30c8\u3067\u3059\u3002\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30c6\u30b9\u30c8\u306e\u7d50\u679c\u3092\u3082\u3068\u306b\u30a4\u30f3\u30d5\u30e9\u30b5\u30a4\u30b8\u30f3\u30b0\u3092\u6700\u7d42\u78ba\u5b9a\u3057\u3001\u672c\u756a\u74b0\u5883\u306e\u69cb\u6210\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\n\u30ea\u30ea\u30fc\u30b9\u30fb\u79fb\u884c\u30d5\u30a7\u30fc\u30ba\u306e\u9032\u3081\u65b9<\/strong>\n<\/h2>\n\n\n\n\n\n<\/figure>\n<\/div>\n<\/div>\n\n\n\n\n\u6bb5\u968e\u7684\u30ea\u30ea\u30fc\u30b9\u6226\u7565\u3068\u30c7\u30fc\u30bf\u79fb\u884c<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u306e\u30ea\u30ea\u30fc\u30b9\u306f\u3001\u4e00\u62ec\u5207\u308a\u66ff\u3048\u3067\u306f\u306a\u304f\u6bb5\u968e\u7684\u306b\u9032\u3081\u308b\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002\u30ab\u30ca\u30ea\u30a2\u30ea\u30ea\u30fc\u30b9\uff08\u4e00\u90e8\u30e6\u30fc\u30b6\u30fc\u306b\u5148\u884c\u516c\u958b\uff09\u3084A\/B\u30c6\u30b9\u30c8\u306b\u3088\u308b\u6bb5\u968e\u7684\u79fb\u884c\u306b\u3088\u308a\u3001\u554f\u984c\u304c\u767a\u751f\u3057\u305f\u969b\u306e\u5f71\u97ff\u7bc4\u56f2\u3092\u6700\u5c0f\u5316\u3067\u304d\u307e\u3059\u3002\u65e7\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u4e26\u884c\u7a3c\u50cd\u671f\u9593\u3092\u8a2d\u3051\u3001\u65b0\u65e7\u306e\u691c\u7d22\u54c1\u8cea\u3092\u6bd4\u8f03\u3057\u306a\u304c\u3089\u5207\u308a\u66ff\u3048\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u5b89\u5168\u3067\u3059\u3002<\/p>\n\n\n\n
\u521d\u671f\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u69cb\u7bc9\u3067\u306f\u3001\u65e2\u5b58\u30c7\u30fc\u30bf\u3092\u65b0\u3057\u3044Elasticsearch\/OpenSearch\u30af\u30e9\u30b9\u30bf\u3078\u79fb\u884c\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u91cf\u304c\u591a\u3044\u5834\u5408\uff08\u6570\u767e\u4e07\u4ef6\u4ee5\u4e0a\uff09\u306f\u3001\u30d0\u30eb\u30af\u30a4\u30f3\u30b5\u30fc\u30c8API\u3092\u4f7f\u3063\u305f\u4e26\u5217\u6295\u5165\u3067\u6642\u9593\u3092\u77ed\u7e2e\u3057\u307e\u3059\u3002\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u69cb\u7bc9\u4e2d\u3082\u65e2\u5b58\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u3092\u7d99\u7d9a\u7a3c\u50cd\u3055\u305b\u3001\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u69cb\u7bc9\u5b8c\u4e86\u5f8c\u306bDNS\u5207\u308a\u66ff\u3048\u3084\u8ca0\u8377\u5206\u6563\u8a2d\u5b9a\u3092\u5909\u66f4\u3057\u3066\u672c\u756a\u79fb\u884c\u3092\u5b8c\u4e86\u3055\u305b\u307e\u3059\u3002<\/p>\n\n\n\n
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\n\u307e\u3068\u3081<\/strong>\n<\/h2>\n\n\n\n\n\n<\/figure>\n<\/div>\n<\/div>\n\n\n\n\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3092\u6210\u529f\u3055\u305b\u308b\u306b\u306f\u3001\u8981\u4ef6\u5b9a\u7fa9\u304b\u3089\u904b\u7528\u6539\u5584\u307e\u3067\u5404\u30d5\u30a7\u30fc\u30ba\u3092\u9069\u5207\u306b\u9032\u3081\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u7279\u306b\u3001\u8981\u4ef6\u5b9a\u7fa9\u3067\u306e\u691c\u7d22\u7cbe\u5ea6KPI\u306e\u8a2d\u5b9a\u3001\u9069\u5207\u306a\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\uff08Elasticsearch\/OpenSearch\u7b49\uff09\u306e\u9078\u5b9a\u3001\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u8a2d\u8a08\u3068\u5f62\u614b\u7d20\u89e3\u6790\u306e\u6700\u9069\u5316\u3001\u6bb5\u968e\u7684\u30ea\u30ea\u30fc\u30b9\u6226\u7565\u3001\u305d\u3057\u3066\u7d99\u7d9a\u7684\u306a\u691c\u7d22\u30ed\u30b0\u5206\u6790\u306b\u3088\u308b\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u6210\u529f\u306e\u9375\u3067\u3059\u3002\u5404\u30d5\u30a7\u30fc\u30ba\u3092\u4e01\u5be7\u306b\u9032\u3081\u308b\u3053\u3068\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u6c42\u3081\u308b\u60c5\u5831\u306b\u78ba\u5b9f\u306b\u305f\u3069\u308a\u7740\u3051\u308b\u9ad8\u54c1\u8cea\u306a\u691c\u7d22\u4f53\u9a13\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n
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\u30fb\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u5b8c\u5168\u30ac\u30a4\u30c9<\/a><\/p>\n\n\n\n\u682a\u5f0f\u4f1a\u793eripla\u3067\u306f\u3001IT\u4e8b\u696d\u4f1a\u793e\u51fa\u8eab\u306e\u30d7\u30ed\u30d5\u30a7\u30c3\u30b7\u30e7\u30ca\u30eb\u304c\u300cImpact-Driven\u578b\u652f\u63f4\u300d\u3092\u901a\u3058\u3066\u3001\u30d7\u30ed\u30c0\u30af\u30c8\u3084\u30b7\u30b9\u30c6\u30e0\u306e\u7d0d\u54c1\u30fb\u63d0\u4f9b\u3092\u76ee\u7684\u3068\u305b\u305a\u3001\u304a\u5ba2\u69d8\u3068\u540c\u3058\u76ee\u7dda\u3067\u3001\u4e8b\u696d\u6210\u679c\u306e\u9054\u6210\u3092\u30b4\u30fc\u30eb\u3068\u3057\u3066\u3001\u9ad8\u54c1\u8cea\u306aDX\/\u958b\u767a\u652f\u63f4\u3092\u3044\u305f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\n\n<\/figure>\n<\/div>\n<\/div>\n\n\n\n\u307e\u305f\u3001\u5f53\u793e\u72ec\u81ea\u306e\u958b\u767a\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u300cBox\u30b7\u30ea\u30fc\u30ba\u300d\u306b\u3088\u308b\u6a19\u6e96\u6a5f\u80fd\u306e\u9ad8\u901f\u958b\u767a\u3068\u3001AI\u99c6\u52d5\u958b\u767a\u306e\u72ec\u81ea\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u300cGoDD\u300d\u306b\u3088\u308b\u72ec\u81ea\u6a5f\u80fd\u306eAI\u5b9f\u88c5\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u4f4e\u30b3\u30b9\u30c8\u30fb\u77ed\u671f\u9593\u3067\u958b\u767a\u3092\u5b9f\u73fe\u3044\u305f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
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\u30fb\u304a\u554f\u5408\u305b\u30da\u30fc\u30b8\u306eURL\u306f\u3053\u3061\u3089 >>><\/a>
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\u691c\u7d22API\u306e\u8a2d\u8a08\u3067\u306f\u3001RESTful API\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u8a2d\u8a08\u3001\u30af\u30a8\u30ea\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u4f53\u7cfb\u5316\u3001\u30ec\u30b9\u30dd\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306e\u6a19\u6e96\u5316\u3092\u884c\u3044\u307e\u3059\u3002\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u3068\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u306e\u5206\u96e2\u3092\u610f\u8b58\u3057\u3001GraphQL\u3092\u63a1\u7528\u3059\u308b\u30b1\u30fc\u30b9\u3082\u5897\u3048\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u691c\u7d22API\u306e\u30ec\u30fc\u30c8\u5236\u9650\u3084\u30ad\u30e3\u30c3\u30b7\u30e5\u6226\u7565\uff08Redis\u7b49\u3092\u6d3b\u7528\u3057\u305f\u30af\u30a8\u30ea\u30ad\u30e3\u30c3\u30b7\u30e5\uff09\u3082\u8a2d\u8a08\u6bb5\u968e\u3067\u691c\u8a0e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\n\u30e9\u30f3\u30ad\u30f3\u30b0\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3068\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u8a2d\u8a08<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u691c\u7d22\u7d50\u679c\u306e\u30e9\u30f3\u30ad\u30f3\u30b0\u306f\u30e6\u30fc\u30b6\u30fc\u4f53\u9a13\u3092\u5927\u304d\u304f\u5de6\u53f3\u3057\u307e\u3059\u3002\u57fa\u672c\u7684\u306a\u30e9\u30f3\u30ad\u30f3\u30b0\u306fTF-IDF\uff08\u5358\u8a9e\u306e\u51fa\u73fe\u983b\u5ea6\u3068\u9006\u6587\u66f8\u983b\u5ea6\uff09\u3084BM25\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u6d3b\u7528\u3057\u307e\u3059\u304c\u3001\u30d3\u30b8\u30cd\u30b9\u30ed\u30b8\u30c3\u30af\u306b\u3088\u308b\u30b9\u30b3\u30a2\u8abf\u6574\uff08\u65b0\u7740\u5546\u54c1\u306e\u512a\u9047\u3001\u5728\u5eab\u3042\u308a\u306e\u5546\u54c1\u3092\u4e0a\u4f4d\u8868\u793a\u7b49\uff09\u3082\u7d44\u307f\u8fbc\u307f\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u884c\u52d5\u30c7\u30fc\u30bf\uff08\u30af\u30ea\u30c3\u30af\u6570\u3001\u8cfc\u8cb7\u6570\uff09\u3092\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3068\u3057\u3066\u5b66\u7fd2\u3059\u308b\u6a5f\u68b0\u5b66\u7fd2\u30e9\u30f3\u30ad\u30f3\u30b0\uff08Learning to Rank\uff09\u306e\u5c0e\u5165\u3082\u691c\u8a0e\u306b\u5024\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u6a5f\u80fd\u306f\u691c\u7d22\u3068\u5bc6\u63a5\u306b\u9023\u643a\u3057\u307e\u3059\u3002\u300c\u3053\u306e\u691c\u7d22\u7d50\u679c\u3068\u4e00\u7dd2\u306b\u3088\u304f\u898b\u3089\u308c\u3066\u3044\u308b\u5546\u54c1\u300d\u300c\u3042\u306a\u305f\u3078\u306e\u304a\u3059\u3059\u3081\u300d\u3068\u3044\u3063\u305f\u6a5f\u80fd\u306f\u3001\u5354\u8abf\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3084\u30b3\u30f3\u30c6\u30f3\u30c4\u30d9\u30fc\u30b9\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3067\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002Elasticsearch\/OpenSearch\u306ekNN\uff08k-Nearest Neighbor\uff09\u691c\u7d22\u3092\u6d3b\u7528\u3057\u305f\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u306b\u3088\u308b\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u3082\u8fd1\u5e74\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\n\u30c6\u30b9\u30c8\u30fb\u7cbe\u5ea6\u691c\u8a3c\u30d5\u30a7\u30fc\u30ba\u306e\u9032\u3081\u65b9<\/strong>\n<\/h2>\n\n\n\n\n\n<\/figure>\n<\/div>\n<\/div>\n\n\n\n\n\u6a5f\u80fd\u30c6\u30b9\u30c8\u3068\u7cbe\u5ea6\u8a55\u4fa1\u30c6\u30b9\u30c8<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u6a5f\u80fd\u30c6\u30b9\u30c8\u3067\u306f\u3001\u57fa\u672c\u7684\u306a\u691c\u7d22\u6a5f\u80fd\uff08\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u30fb\u30d5\u30ec\u30fc\u30ba\u691c\u7d22\u30fb\u30d5\u30a1\u30b8\u30fc\u691c\u7d22\uff09\u3001\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u30fb\u30d5\u30a1\u30bb\u30c3\u30c8\u6a5f\u80fd\u3001\u30bd\u30fc\u30c8\u6a5f\u80fd\u3001\u30da\u30fc\u30b8\u30cd\u30fc\u30b7\u30e7\u30f3\u3001\u30aa\u30fc\u30c8\u30b3\u30f3\u30d7\u30ea\u30fc\u30c8\u306a\u3069\u304c\u4ed5\u69d8\u901a\u308a\u306b\u52d5\u4f5c\u3059\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u7279\u306b\u65e5\u672c\u8a9e\u306e\u8868\u8a18\u63fa\u308c\u5bfe\u5fdc\uff08\u300c\u30d1\u30bd\u30b3\u30f3\u300d\u300cPC\u300d\u300c\uff30\uff23\u300d\u306e\u540c\u7fa9\u8a9e\u51e6\u7406\uff09\u3001\u9001\u308a\u4eee\u540d\u306e\u9055\u3044\uff08\u300c\u53d6\u308a\u6271\u3044\u300d\u300c\u53d6\u6271\u3044\u300d\uff09\u3001\u82f1\u6570\u5b57\u306e\u5168\u89d2\u534a\u89d2\u6b63\u898f\u5316\u306a\u3069\u3092\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\u306b\u542b\u3081\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n
\u7cbe\u5ea6\u8a55\u4fa1\u30c6\u30b9\u30c8\u306f\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u7279\u6709\u306e\u30c6\u30b9\u30c8\u5de5\u7a0b\u3067\u3059\u3002\u4e8b\u524d\u306b\u300c\u30c6\u30b9\u30c8\u30af\u30a8\u30ea\u30bb\u30c3\u30c8\u300d\uff08\u8a55\u4fa1\u7528\u306e\u691c\u7d22\u30af\u30a8\u30ea\u4e00\u89a7\uff09\u3068\u300c\u6b63\u89e3\u30ea\u30b9\u30c8\u300d\uff08\u5404\u30af\u30a8\u30ea\u306b\u5bfe\u3057\u3066\u671f\u5f85\u3055\u308c\u308b\u4e0a\u4f4d\u8868\u793a\u30b3\u30f3\u30c6\u30f3\u30c4\uff09\u3092\u4f5c\u6210\u3057\u3001NDCG\u3084Precision@K\uff08\u4e0a\u4f4dK\u4ef6\u4e2d\u306e\u95a2\u9023\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u5272\u5408\uff09\u306a\u3069\u306e\u30e1\u30c8\u30ea\u30af\u30b9\u3067\u5b9a\u91cf\u8a55\u4fa1\u3057\u307e\u3059\u3002\u8981\u4ef6\u5b9a\u7fa9\u3067\u8a2d\u5b9a\u3057\u305fKPI\u306e\u76ee\u6a19\u5024\u3092\u30af\u30ea\u30a2\u3057\u3066\u3044\u308b\u304b\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\n\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30c6\u30b9\u30c8\u3068\u8ca0\u8377\u30c6\u30b9\u30c8<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u306f\u30ea\u30af\u30a8\u30b9\u30c8\u983b\u5ea6\u304c\u9ad8\u304f\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30c6\u30b9\u30c8\u304c\u7279\u306b\u91cd\u8981\u3067\u3059\u3002Apache JMeter\u3084Locust\u306a\u3069\u306e\u8ca0\u8377\u30c6\u30b9\u30c8\u30c4\u30fc\u30eb\u3092\u4f7f\u3044\u3001\u672c\u756a\u60f3\u5b9a\u306e\u30a2\u30af\u30bb\u30b9\u30d1\u30bf\u30fc\u30f3\u3067\u30ec\u30b9\u30dd\u30f3\u30b9\u30bf\u30a4\u30e0\u3068\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u3092\u8a08\u6e2c\u3057\u307e\u3059\u3002\u30b9\u30d1\u30a4\u30af\u30c6\u30b9\u30c8\uff08\u6025\u6fc0\u306a\u30a2\u30af\u30bb\u30b9\u5897\u52a0\u3078\u306e\u5bfe\u5fdc\uff09\u3001\u8010\u4e45\u30c6\u30b9\u30c8\uff08\u9577\u6642\u9593\u7a3c\u50cd\u3067\u306e\u30e1\u30e2\u30ea\u30ea\u30fc\u30af\u78ba\u8a8d\uff09\u3082\u5b9f\u65bd\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
Elasticsearch\/OpenSearch\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u3001\u30b7\u30e3\u30fc\u30c9\u6570\u306e\u6700\u9069\u5316\u3001\u30ec\u30d7\u30ea\u30ab\u306e\u8a2d\u5b9a\u3001JVM\u30d2\u30fc\u30d7\u30b5\u30a4\u30ba\u306e\u8abf\u6574\u3001\u30af\u30a8\u30ea\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u6d3b\u7528\u306a\u3069\u304c\u6539\u5584\u30dd\u30a4\u30f3\u30c8\u3067\u3059\u3002\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30c6\u30b9\u30c8\u306e\u7d50\u679c\u3092\u3082\u3068\u306b\u30a4\u30f3\u30d5\u30e9\u30b5\u30a4\u30b8\u30f3\u30b0\u3092\u6700\u7d42\u78ba\u5b9a\u3057\u3001\u672c\u756a\u74b0\u5883\u306e\u69cb\u6210\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
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\n\u30ea\u30ea\u30fc\u30b9\u76f4\u5f8c\u306e\u76e3\u8996\u4f53\u5236\u3068\u7dca\u6025\u5bfe\u5fdc<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u30ea\u30ea\u30fc\u30b9\u76f4\u5f8c\u306f\u30b7\u30b9\u30c6\u30e0\u306e\u5b89\u5b9a\u7a3c\u50cd\u3092\u78ba\u8a8d\u3059\u308b\u305f\u3081\u3001\u96c6\u4e2d\u7684\u306a\u76e3\u8996\u4f53\u5236\u3092\u6577\u304d\u307e\u3059\u3002\u76e3\u8996\u3059\u3079\u304d\u4e3b\u8981\u6307\u6a19\u306f\u3001\u691c\u7d22\u30ec\u30b9\u30dd\u30f3\u30b9\u30bf\u30a4\u30e0\uff08p50\/p95\/p99\uff09\u3001\u30a8\u30e9\u30fc\u30ec\u30fc\u30c8\u3001Elasticsearch\u30af\u30e9\u30b9\u30bf\u306e\u30d8\u30eb\u30b9\u72b6\u614b\uff08\u30ce\u30fc\u30c9\u306e\u30b9\u30c6\u30fc\u30bf\u30b9\u3001\u30b7\u30e3\u30fc\u30c9\u306e\u5272\u308a\u5f53\u3066\u72b6\u614b\uff09\u3001JVM\u30d2\u30fc\u30d7\u4f7f\u7528\u7387\u306a\u3069\u3067\u3059\u3002Datadog\u3084Grafana\/Prometheus\u306a\u3069\u306e\u76e3\u8996\u30c4\u30fc\u30eb\u3067\u30a2\u30e9\u30fc\u30c8\u3092\u8a2d\u5b9a\u3057\u3001\u95be\u5024\u8d85\u904e\u6642\u306b\u5373\u5ea7\u306b\u901a\u77e5\u304c\u5c4a\u304f\u4f53\u5236\u3092\u6574\u3048\u307e\u3059\u3002<\/p>\n\n\n\n
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\n\n<\/figure>\n<\/div>\n<\/div>\n\n\n\n\u307e\u305f\u3001\u5f53\u793e\u72ec\u81ea\u306e\u958b\u767a\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u300cBox\u30b7\u30ea\u30fc\u30ba\u300d\u306b\u3088\u308b\u6a19\u6e96\u6a5f\u80fd\u306e\u9ad8\u901f\u958b\u767a\u3068\u3001AI\u99c6\u52d5\u958b\u767a\u306e\u72ec\u81ea\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u300cGoDD\u300d\u306b\u3088\u308b\u72ec\u81ea\u6a5f\u80fd\u306eAI\u5b9f\u88c5\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u4f4e\u30b3\u30b9\u30c8\u30fb\u77ed\u671f\u9593\u3067\u958b\u767a\u3092\u5b9f\u73fe\u3044\u305f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
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\u30fb\u304a\u554f\u5408\u305b\u30da\u30fc\u30b8\u306eURL\u306f\u3053\u3061\u3089 >>><\/a>
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\n\u8a2d\u8a08\u30fb\u958b\u767a\u30d5\u30a7\u30fc\u30ba\u306e\u9032\u3081\u65b9<\/strong>\n<\/h2>\n\n\n\n\n\n<\/figure>\n<\/div>\n<\/div>\n\n\n\n\n\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u9078\u5b9a\u306e\u30dd\u30a4\u30f3\u30c8<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u306e\u9078\u5b9a\u306f\u3001\u958b\u767a\u306e\u6210\u5426\u3092\u5de6\u53f3\u3059\u308b\u91cd\u8981\u306a\u610f\u601d\u6c7a\u5b9a\u3067\u3059\u3002\u4e3b\u8981\u306a\u9078\u629e\u80a2\u3068\u3057\u3066Elasticsearch\uff08\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\uff09\u3001OpenSearch\uff08AWS\u30de\u30cd\u30fc\u30b8\u30c9\u7248\u306eElasticsearch\u5f8c\u7d99\uff09\u3001Apache Solr\u3001Algolia\uff08SaaS\u578b\uff09\u3001Meilisearch\uff08\u8efd\u91cf\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\uff09\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
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\n\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u8a2d\u8a08\u3068API\u8a2d\u8a08<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u8a2d\u8a08\u3067\u306f\u3001\u691c\u7d22\u5bfe\u8c61\u306e\u30c7\u30fc\u30bf\u69cb\u9020\uff08\u30de\u30c3\u30d4\u30f3\u30b0\uff09\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002\u5404\u30d5\u30a3\u30fc\u30eb\u30c9\u306e\u30c7\u30fc\u30bf\u578b\uff08text\u3001keyword\u3001integer\u3001date\u7b49\uff09\u3001\u30a2\u30ca\u30e9\u30a4\u30b6\u30fc\u306e\u8a2d\u5b9a\uff08\u6a19\u6e96\u30a2\u30ca\u30e9\u30a4\u30b6\u30fc\u3001Kuromoji\u30a2\u30ca\u30e9\u30a4\u30b6\u30fc\u7b49\uff09\u3001\u30d6\u30fc\u30b9\u30c6\u30a3\u30f3\u30b0\uff08\u7279\u5b9a\u30d5\u30a3\u30fc\u30eb\u30c9\u306e\u91cd\u307f\u4ed8\u3051\uff09\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002\u305f\u3068\u3048\u3070EC\u30b5\u30a4\u30c8\u3067\u306f\u5546\u54c1\u540d\u30d5\u30a3\u30fc\u30eb\u30c9\u306b\u9ad8\u3044\u30d6\u30fc\u30b9\u30c8\u3092\u304b\u3051\u3001\u8aac\u660e\u6587\u306f\u4f4e\u3044\u30d6\u30fc\u30b9\u30c8\u306b\u3059\u308b\u8a2d\u5b9a\u304c\u4e00\u822c\u7684\u3067\u3059\u3002<\/p>\n\n\n\n
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\u691c\u7d22API\u306e\u8a2d\u8a08\u3067\u306f\u3001RESTful API\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u8a2d\u8a08\u3001\u30af\u30a8\u30ea\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u4f53\u7cfb\u5316\u3001\u30ec\u30b9\u30dd\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306e\u6a19\u6e96\u5316\u3092\u884c\u3044\u307e\u3059\u3002\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u3068\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u306e\u5206\u96e2\u3092\u610f\u8b58\u3057\u3001GraphQL\u3092\u63a1\u7528\u3059\u308b\u30b1\u30fc\u30b9\u3082\u5897\u3048\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u691c\u7d22API\u306e\u30ec\u30fc\u30c8\u5236\u9650\u3084\u30ad\u30e3\u30c3\u30b7\u30e5\u6226\u7565\uff08Redis\u7b49\u3092\u6d3b\u7528\u3057\u305f\u30af\u30a8\u30ea\u30ad\u30e3\u30c3\u30b7\u30e5\uff09\u3082\u8a2d\u8a08\u6bb5\u968e\u3067\u691c\u8a0e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
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\n\u30c6\u30b9\u30c8\u30fb\u7cbe\u5ea6\u691c\u8a3c\u30d5\u30a7\u30fc\u30ba\u306e\u9032\u3081\u65b9<\/strong>\n<\/h2>\n\n\n\n\n\n<\/figure>\n<\/div>\n<\/div>\n\n\n\n\n\u6a5f\u80fd\u30c6\u30b9\u30c8\u3068\u7cbe\u5ea6\u8a55\u4fa1\u30c6\u30b9\u30c8<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u6a5f\u80fd\u30c6\u30b9\u30c8\u3067\u306f\u3001\u57fa\u672c\u7684\u306a\u691c\u7d22\u6a5f\u80fd\uff08\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u30fb\u30d5\u30ec\u30fc\u30ba\u691c\u7d22\u30fb\u30d5\u30a1\u30b8\u30fc\u691c\u7d22\uff09\u3001\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u30fb\u30d5\u30a1\u30bb\u30c3\u30c8\u6a5f\u80fd\u3001\u30bd\u30fc\u30c8\u6a5f\u80fd\u3001\u30da\u30fc\u30b8\u30cd\u30fc\u30b7\u30e7\u30f3\u3001\u30aa\u30fc\u30c8\u30b3\u30f3\u30d7\u30ea\u30fc\u30c8\u306a\u3069\u304c\u4ed5\u69d8\u901a\u308a\u306b\u52d5\u4f5c\u3059\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u7279\u306b\u65e5\u672c\u8a9e\u306e\u8868\u8a18\u63fa\u308c\u5bfe\u5fdc\uff08\u300c\u30d1\u30bd\u30b3\u30f3\u300d\u300cPC\u300d\u300c\uff30\uff23\u300d\u306e\u540c\u7fa9\u8a9e\u51e6\u7406\uff09\u3001\u9001\u308a\u4eee\u540d\u306e\u9055\u3044\uff08\u300c\u53d6\u308a\u6271\u3044\u300d\u300c\u53d6\u6271\u3044\u300d\uff09\u3001\u82f1\u6570\u5b57\u306e\u5168\u89d2\u534a\u89d2\u6b63\u898f\u5316\u306a\u3069\u3092\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\u306b\u542b\u3081\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n
\u7cbe\u5ea6\u8a55\u4fa1\u30c6\u30b9\u30c8\u306f\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u7279\u6709\u306e\u30c6\u30b9\u30c8\u5de5\u7a0b\u3067\u3059\u3002\u4e8b\u524d\u306b\u300c\u30c6\u30b9\u30c8\u30af\u30a8\u30ea\u30bb\u30c3\u30c8\u300d\uff08\u8a55\u4fa1\u7528\u306e\u691c\u7d22\u30af\u30a8\u30ea\u4e00\u89a7\uff09\u3068\u300c\u6b63\u89e3\u30ea\u30b9\u30c8\u300d\uff08\u5404\u30af\u30a8\u30ea\u306b\u5bfe\u3057\u3066\u671f\u5f85\u3055\u308c\u308b\u4e0a\u4f4d\u8868\u793a\u30b3\u30f3\u30c6\u30f3\u30c4\uff09\u3092\u4f5c\u6210\u3057\u3001NDCG\u3084Precision@K\uff08\u4e0a\u4f4dK\u4ef6\u4e2d\u306e\u95a2\u9023\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u5272\u5408\uff09\u306a\u3069\u306e\u30e1\u30c8\u30ea\u30af\u30b9\u3067\u5b9a\u91cf\u8a55\u4fa1\u3057\u307e\u3059\u3002\u8981\u4ef6\u5b9a\u7fa9\u3067\u8a2d\u5b9a\u3057\u305fKPI\u306e\u76ee\u6a19\u5024\u3092\u30af\u30ea\u30a2\u3057\u3066\u3044\u308b\u304b\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\n\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30c6\u30b9\u30c8\u3068\u8ca0\u8377\u30c6\u30b9\u30c8<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u306f\u30ea\u30af\u30a8\u30b9\u30c8\u983b\u5ea6\u304c\u9ad8\u304f\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30c6\u30b9\u30c8\u304c\u7279\u306b\u91cd\u8981\u3067\u3059\u3002Apache JMeter\u3084Locust\u306a\u3069\u306e\u8ca0\u8377\u30c6\u30b9\u30c8\u30c4\u30fc\u30eb\u3092\u4f7f\u3044\u3001\u672c\u756a\u60f3\u5b9a\u306e\u30a2\u30af\u30bb\u30b9\u30d1\u30bf\u30fc\u30f3\u3067\u30ec\u30b9\u30dd\u30f3\u30b9\u30bf\u30a4\u30e0\u3068\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u3092\u8a08\u6e2c\u3057\u307e\u3059\u3002\u30b9\u30d1\u30a4\u30af\u30c6\u30b9\u30c8\uff08\u6025\u6fc0\u306a\u30a2\u30af\u30bb\u30b9\u5897\u52a0\u3078\u306e\u5bfe\u5fdc\uff09\u3001\u8010\u4e45\u30c6\u30b9\u30c8\uff08\u9577\u6642\u9593\u7a3c\u50cd\u3067\u306e\u30e1\u30e2\u30ea\u30ea\u30fc\u30af\u78ba\u8a8d\uff09\u3082\u5b9f\u65bd\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
Elasticsearch\/OpenSearch\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u3001\u30b7\u30e3\u30fc\u30c9\u6570\u306e\u6700\u9069\u5316\u3001\u30ec\u30d7\u30ea\u30ab\u306e\u8a2d\u5b9a\u3001JVM\u30d2\u30fc\u30d7\u30b5\u30a4\u30ba\u306e\u8abf\u6574\u3001\u30af\u30a8\u30ea\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u6d3b\u7528\u306a\u3069\u304c\u6539\u5584\u30dd\u30a4\u30f3\u30c8\u3067\u3059\u3002\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30c6\u30b9\u30c8\u306e\u7d50\u679c\u3092\u3082\u3068\u306b\u30a4\u30f3\u30d5\u30e9\u30b5\u30a4\u30b8\u30f3\u30b0\u3092\u6700\u7d42\u78ba\u5b9a\u3057\u3001\u672c\u756a\u74b0\u5883\u306e\u69cb\u6210\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
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\u521d\u671f\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u69cb\u7bc9\u3067\u306f\u3001\u65e2\u5b58\u30c7\u30fc\u30bf\u3092\u65b0\u3057\u3044Elasticsearch\/OpenSearch\u30af\u30e9\u30b9\u30bf\u3078\u79fb\u884c\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u91cf\u304c\u591a\u3044\u5834\u5408\uff08\u6570\u767e\u4e07\u4ef6\u4ee5\u4e0a\uff09\u306f\u3001\u30d0\u30eb\u30af\u30a4\u30f3\u30b5\u30fc\u30c8API\u3092\u4f7f\u3063\u305f\u4e26\u5217\u6295\u5165\u3067\u6642\u9593\u3092\u77ed\u7e2e\u3057\u307e\u3059\u3002\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u69cb\u7bc9\u4e2d\u3082\u65e2\u5b58\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u3092\u7d99\u7d9a\u7a3c\u50cd\u3055\u305b\u3001\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u69cb\u7bc9\u5b8c\u4e86\u5f8c\u306bDNS\u5207\u308a\u66ff\u3048\u3084\u8ca0\u8377\u5206\u6563\u8a2d\u5b9a\u3092\u5909\u66f4\u3057\u3066\u672c\u756a\u79fb\u884c\u3092\u5b8c\u4e86\u3055\u305b\u307e\u3059\u3002<\/p>\n\n\n\n
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\n\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u8a2d\u8a08\u3068API\u8a2d\u8a08<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u8a2d\u8a08\u3067\u306f\u3001\u691c\u7d22\u5bfe\u8c61\u306e\u30c7\u30fc\u30bf\u69cb\u9020\uff08\u30de\u30c3\u30d4\u30f3\u30b0\uff09\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002\u5404\u30d5\u30a3\u30fc\u30eb\u30c9\u306e\u30c7\u30fc\u30bf\u578b\uff08text\u3001keyword\u3001integer\u3001date\u7b49\uff09\u3001\u30a2\u30ca\u30e9\u30a4\u30b6\u30fc\u306e\u8a2d\u5b9a\uff08\u6a19\u6e96\u30a2\u30ca\u30e9\u30a4\u30b6\u30fc\u3001Kuromoji\u30a2\u30ca\u30e9\u30a4\u30b6\u30fc\u7b49\uff09\u3001\u30d6\u30fc\u30b9\u30c6\u30a3\u30f3\u30b0\uff08\u7279\u5b9a\u30d5\u30a3\u30fc\u30eb\u30c9\u306e\u91cd\u307f\u4ed8\u3051\uff09\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002\u305f\u3068\u3048\u3070EC\u30b5\u30a4\u30c8\u3067\u306f\u5546\u54c1\u540d\u30d5\u30a3\u30fc\u30eb\u30c9\u306b\u9ad8\u3044\u30d6\u30fc\u30b9\u30c8\u3092\u304b\u3051\u3001\u8aac\u660e\u6587\u306f\u4f4e\u3044\u30d6\u30fc\u30b9\u30c8\u306b\u3059\u308b\u8a2d\u5b9a\u304c\u4e00\u822c\u7684\u3067\u3059\u3002<\/p>\n\n\n\n
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\u691c\u7d22API\u306e\u8a2d\u8a08\u3067\u306f\u3001RESTful API\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u8a2d\u8a08\u3001\u30af\u30a8\u30ea\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u4f53\u7cfb\u5316\u3001\u30ec\u30b9\u30dd\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306e\u6a19\u6e96\u5316\u3092\u884c\u3044\u307e\u3059\u3002\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u3068\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u306e\u5206\u96e2\u3092\u610f\u8b58\u3057\u3001GraphQL\u3092\u63a1\u7528\u3059\u308b\u30b1\u30fc\u30b9\u3082\u5897\u3048\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u691c\u7d22API\u306e\u30ec\u30fc\u30c8\u5236\u9650\u3084\u30ad\u30e3\u30c3\u30b7\u30e5\u6226\u7565\uff08Redis\u7b49\u3092\u6d3b\u7528\u3057\u305f\u30af\u30a8\u30ea\u30ad\u30e3\u30c3\u30b7\u30e5\uff09\u3082\u8a2d\u8a08\u6bb5\u968e\u3067\u691c\u8a0e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\n\u30e9\u30f3\u30ad\u30f3\u30b0\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3068\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u8a2d\u8a08<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u691c\u7d22\u7d50\u679c\u306e\u30e9\u30f3\u30ad\u30f3\u30b0\u306f\u30e6\u30fc\u30b6\u30fc\u4f53\u9a13\u3092\u5927\u304d\u304f\u5de6\u53f3\u3057\u307e\u3059\u3002\u57fa\u672c\u7684\u306a\u30e9\u30f3\u30ad\u30f3\u30b0\u306fTF-IDF\uff08\u5358\u8a9e\u306e\u51fa\u73fe\u983b\u5ea6\u3068\u9006\u6587\u66f8\u983b\u5ea6\uff09\u3084BM25\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u6d3b\u7528\u3057\u307e\u3059\u304c\u3001\u30d3\u30b8\u30cd\u30b9\u30ed\u30b8\u30c3\u30af\u306b\u3088\u308b\u30b9\u30b3\u30a2\u8abf\u6574\uff08\u65b0\u7740\u5546\u54c1\u306e\u512a\u9047\u3001\u5728\u5eab\u3042\u308a\u306e\u5546\u54c1\u3092\u4e0a\u4f4d\u8868\u793a\u7b49\uff09\u3082\u7d44\u307f\u8fbc\u307f\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u884c\u52d5\u30c7\u30fc\u30bf\uff08\u30af\u30ea\u30c3\u30af\u6570\u3001\u8cfc\u8cb7\u6570\uff09\u3092\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3068\u3057\u3066\u5b66\u7fd2\u3059\u308b\u6a5f\u68b0\u5b66\u7fd2\u30e9\u30f3\u30ad\u30f3\u30b0\uff08Learning to Rank\uff09\u306e\u5c0e\u5165\u3082\u691c\u8a0e\u306b\u5024\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u6a5f\u80fd\u306f\u691c\u7d22\u3068\u5bc6\u63a5\u306b\u9023\u643a\u3057\u307e\u3059\u3002\u300c\u3053\u306e\u691c\u7d22\u7d50\u679c\u3068\u4e00\u7dd2\u306b\u3088\u304f\u898b\u3089\u308c\u3066\u3044\u308b\u5546\u54c1\u300d\u300c\u3042\u306a\u305f\u3078\u306e\u304a\u3059\u3059\u3081\u300d\u3068\u3044\u3063\u305f\u6a5f\u80fd\u306f\u3001\u5354\u8abf\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3084\u30b3\u30f3\u30c6\u30f3\u30c4\u30d9\u30fc\u30b9\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3067\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002Elasticsearch\/OpenSearch\u306ekNN\uff08k-Nearest Neighbor\uff09\u691c\u7d22\u3092\u6d3b\u7528\u3057\u305f\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u306b\u3088\u308b\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u3082\u8fd1\u5e74\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\n\u30c6\u30b9\u30c8\u30fb\u7cbe\u5ea6\u691c\u8a3c\u30d5\u30a7\u30fc\u30ba\u306e\u9032\u3081\u65b9<\/strong>\n<\/h2>\n\n\n\n\n\n<\/figure>\n<\/div>\n<\/div>\n\n\n\n\n\u6a5f\u80fd\u30c6\u30b9\u30c8\u3068\u7cbe\u5ea6\u8a55\u4fa1\u30c6\u30b9\u30c8<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u6a5f\u80fd\u30c6\u30b9\u30c8\u3067\u306f\u3001\u57fa\u672c\u7684\u306a\u691c\u7d22\u6a5f\u80fd\uff08\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u30fb\u30d5\u30ec\u30fc\u30ba\u691c\u7d22\u30fb\u30d5\u30a1\u30b8\u30fc\u691c\u7d22\uff09\u3001\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u30fb\u30d5\u30a1\u30bb\u30c3\u30c8\u6a5f\u80fd\u3001\u30bd\u30fc\u30c8\u6a5f\u80fd\u3001\u30da\u30fc\u30b8\u30cd\u30fc\u30b7\u30e7\u30f3\u3001\u30aa\u30fc\u30c8\u30b3\u30f3\u30d7\u30ea\u30fc\u30c8\u306a\u3069\u304c\u4ed5\u69d8\u901a\u308a\u306b\u52d5\u4f5c\u3059\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u7279\u306b\u65e5\u672c\u8a9e\u306e\u8868\u8a18\u63fa\u308c\u5bfe\u5fdc\uff08\u300c\u30d1\u30bd\u30b3\u30f3\u300d\u300cPC\u300d\u300c\uff30\uff23\u300d\u306e\u540c\u7fa9\u8a9e\u51e6\u7406\uff09\u3001\u9001\u308a\u4eee\u540d\u306e\u9055\u3044\uff08\u300c\u53d6\u308a\u6271\u3044\u300d\u300c\u53d6\u6271\u3044\u300d\uff09\u3001\u82f1\u6570\u5b57\u306e\u5168\u89d2\u534a\u89d2\u6b63\u898f\u5316\u306a\u3069\u3092\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\u306b\u542b\u3081\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n
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\n\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30c6\u30b9\u30c8\u3068\u8ca0\u8377\u30c6\u30b9\u30c8<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u306f\u30ea\u30af\u30a8\u30b9\u30c8\u983b\u5ea6\u304c\u9ad8\u304f\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30c6\u30b9\u30c8\u304c\u7279\u306b\u91cd\u8981\u3067\u3059\u3002Apache JMeter\u3084Locust\u306a\u3069\u306e\u8ca0\u8377\u30c6\u30b9\u30c8\u30c4\u30fc\u30eb\u3092\u4f7f\u3044\u3001\u672c\u756a\u60f3\u5b9a\u306e\u30a2\u30af\u30bb\u30b9\u30d1\u30bf\u30fc\u30f3\u3067\u30ec\u30b9\u30dd\u30f3\u30b9\u30bf\u30a4\u30e0\u3068\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u3092\u8a08\u6e2c\u3057\u307e\u3059\u3002\u30b9\u30d1\u30a4\u30af\u30c6\u30b9\u30c8\uff08\u6025\u6fc0\u306a\u30a2\u30af\u30bb\u30b9\u5897\u52a0\u3078\u306e\u5bfe\u5fdc\uff09\u3001\u8010\u4e45\u30c6\u30b9\u30c8\uff08\u9577\u6642\u9593\u7a3c\u50cd\u3067\u306e\u30e1\u30e2\u30ea\u30ea\u30fc\u30af\u78ba\u8a8d\uff09\u3082\u5b9f\u65bd\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
Elasticsearch\/OpenSearch\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u3001\u30b7\u30e3\u30fc\u30c9\u6570\u306e\u6700\u9069\u5316\u3001\u30ec\u30d7\u30ea\u30ab\u306e\u8a2d\u5b9a\u3001JVM\u30d2\u30fc\u30d7\u30b5\u30a4\u30ba\u306e\u8abf\u6574\u3001\u30af\u30a8\u30ea\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u6d3b\u7528\u306a\u3069\u304c\u6539\u5584\u30dd\u30a4\u30f3\u30c8\u3067\u3059\u3002\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30c6\u30b9\u30c8\u306e\u7d50\u679c\u3092\u3082\u3068\u306b\u30a4\u30f3\u30d5\u30e9\u30b5\u30a4\u30b8\u30f3\u30b0\u3092\u6700\u7d42\u78ba\u5b9a\u3057\u3001\u672c\u756a\u74b0\u5883\u306e\u69cb\u6210\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
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\n\u904b\u7528\u30fb\u6539\u5584\u30d5\u30a7\u30fc\u30ba\u306e\u9032\u3081\u65b9<\/strong>\n<\/h2>\n\n\n\n\n\n<\/figure>\n<\/div>\n<\/div>\n\n\n\n\n\u691c\u7d22\u30ed\u30b0\u5206\u6790\u3068\u7d99\u7d9a\u7684\u306a\u7cbe\u5ea6\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u306e\u54c1\u8cea\u306f\u904b\u7528\u3092\u901a\u3058\u3066\u7d99\u7d9a\u7684\u306b\u6539\u5584\u3057\u307e\u3059\u3002\u691c\u7d22\u30ed\u30b0\uff08\u30af\u30a8\u30ea\u3001\u30af\u30ea\u30c3\u30af\u30c7\u30fc\u30bf\u3001\u691c\u7d22\u5f8c\u306e\u884c\u52d5\uff09\u3092\u5b9a\u671f\u7684\u306b\u5206\u6790\u3057\u3001\u6539\u5584\u30dd\u30a4\u30f3\u30c8\u3092\u7279\u5b9a\u3057\u307e\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u3001\u30bc\u30ed\u30d2\u30c3\u30c8\u30af\u30a8\u30ea\u306e\u5206\u6790\uff08\u8f9e\u66f8\u8ffd\u52a0\u3084\u540c\u7fa9\u8a9e\u8a2d\u5b9a\u304c\u5fc5\u8981\u306a\u30ad\u30fc\u30ef\u30fc\u30c9\u306e\u767a\u898b\uff09\u3001\u96e2\u8131\u7387\u306e\u9ad8\u3044\u691c\u7d22\u30af\u30a8\u30ea\u306e\u7279\u5b9a\uff08\u691c\u7d22\u7d50\u679c\u306e\u8cea\u304c\u4f4e\u3044\u30af\u30a8\u30ea\u306e\u6539\u5584\uff09\u3001\u691c\u7d22\u5f8c\u306e\u30b3\u30f3\u30d0\u30fc\u30b8\u30e7\u30f3\u7387\u306e\u8a08\u6e2c\u306a\u3069\u3092\u5b9f\u65bd\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
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\u7cbe\u5ea6\u8a55\u4fa1\u30c6\u30b9\u30c8\u306f\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u7279\u6709\u306e\u30c6\u30b9\u30c8\u5de5\u7a0b\u3067\u3059\u3002\u4e8b\u524d\u306b\u300c\u30c6\u30b9\u30c8\u30af\u30a8\u30ea\u30bb\u30c3\u30c8\u300d\uff08\u8a55\u4fa1\u7528\u306e\u691c\u7d22\u30af\u30a8\u30ea\u4e00\u89a7\uff09\u3068\u300c\u6b63\u89e3\u30ea\u30b9\u30c8\u300d\uff08\u5404\u30af\u30a8\u30ea\u306b\u5bfe\u3057\u3066\u671f\u5f85\u3055\u308c\u308b\u4e0a\u4f4d\u8868\u793a\u30b3\u30f3\u30c6\u30f3\u30c4\uff09\u3092\u4f5c\u6210\u3057\u3001NDCG\u3084Precision@K\uff08\u4e0a\u4f4dK\u4ef6\u4e2d\u306e\u95a2\u9023\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u5272\u5408\uff09\u306a\u3069\u306e\u30e1\u30c8\u30ea\u30af\u30b9\u3067\u5b9a\u91cf\u8a55\u4fa1\u3057\u307e\u3059\u3002\u8981\u4ef6\u5b9a\u7fa9\u3067\u8a2d\u5b9a\u3057\u305fKPI\u306e\u76ee\u6a19\u5024\u3092\u30af\u30ea\u30a2\u3057\u3066\u3044\u308b\u304b\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\n\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30c6\u30b9\u30c8\u3068\u8ca0\u8377\u30c6\u30b9\u30c8<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u306f\u30ea\u30af\u30a8\u30b9\u30c8\u983b\u5ea6\u304c\u9ad8\u304f\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30c6\u30b9\u30c8\u304c\u7279\u306b\u91cd\u8981\u3067\u3059\u3002Apache JMeter\u3084Locust\u306a\u3069\u306e\u8ca0\u8377\u30c6\u30b9\u30c8\u30c4\u30fc\u30eb\u3092\u4f7f\u3044\u3001\u672c\u756a\u60f3\u5b9a\u306e\u30a2\u30af\u30bb\u30b9\u30d1\u30bf\u30fc\u30f3\u3067\u30ec\u30b9\u30dd\u30f3\u30b9\u30bf\u30a4\u30e0\u3068\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u3092\u8a08\u6e2c\u3057\u307e\u3059\u3002\u30b9\u30d1\u30a4\u30af\u30c6\u30b9\u30c8\uff08\u6025\u6fc0\u306a\u30a2\u30af\u30bb\u30b9\u5897\u52a0\u3078\u306e\u5bfe\u5fdc\uff09\u3001\u8010\u4e45\u30c6\u30b9\u30c8\uff08\u9577\u6642\u9593\u7a3c\u50cd\u3067\u306e\u30e1\u30e2\u30ea\u30ea\u30fc\u30af\u78ba\u8a8d\uff09\u3082\u5b9f\u65bd\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
Elasticsearch\/OpenSearch\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u3001\u30b7\u30e3\u30fc\u30c9\u6570\u306e\u6700\u9069\u5316\u3001\u30ec\u30d7\u30ea\u30ab\u306e\u8a2d\u5b9a\u3001JVM\u30d2\u30fc\u30d7\u30b5\u30a4\u30ba\u306e\u8abf\u6574\u3001\u30af\u30a8\u30ea\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u6d3b\u7528\u306a\u3069\u304c\u6539\u5584\u30dd\u30a4\u30f3\u30c8\u3067\u3059\u3002\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30c6\u30b9\u30c8\u306e\u7d50\u679c\u3092\u3082\u3068\u306b\u30a4\u30f3\u30d5\u30e9\u30b5\u30a4\u30b8\u30f3\u30b0\u3092\u6700\u7d42\u78ba\u5b9a\u3057\u3001\u672c\u756a\u74b0\u5883\u306e\u69cb\u6210\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\n\u30ea\u30ea\u30fc\u30b9\u30fb\u79fb\u884c\u30d5\u30a7\u30fc\u30ba\u306e\u9032\u3081\u65b9<\/strong>\n<\/h2>\n\n\n\n\n\n<\/figure>\n<\/div>\n<\/div>\n\n\n\n\n\u6bb5\u968e\u7684\u30ea\u30ea\u30fc\u30b9\u6226\u7565\u3068\u30c7\u30fc\u30bf\u79fb\u884c<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u306e\u30ea\u30ea\u30fc\u30b9\u306f\u3001\u4e00\u62ec\u5207\u308a\u66ff\u3048\u3067\u306f\u306a\u304f\u6bb5\u968e\u7684\u306b\u9032\u3081\u308b\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002\u30ab\u30ca\u30ea\u30a2\u30ea\u30ea\u30fc\u30b9\uff08\u4e00\u90e8\u30e6\u30fc\u30b6\u30fc\u306b\u5148\u884c\u516c\u958b\uff09\u3084A\/B\u30c6\u30b9\u30c8\u306b\u3088\u308b\u6bb5\u968e\u7684\u79fb\u884c\u306b\u3088\u308a\u3001\u554f\u984c\u304c\u767a\u751f\u3057\u305f\u969b\u306e\u5f71\u97ff\u7bc4\u56f2\u3092\u6700\u5c0f\u5316\u3067\u304d\u307e\u3059\u3002\u65e7\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u4e26\u884c\u7a3c\u50cd\u671f\u9593\u3092\u8a2d\u3051\u3001\u65b0\u65e7\u306e\u691c\u7d22\u54c1\u8cea\u3092\u6bd4\u8f03\u3057\u306a\u304c\u3089\u5207\u308a\u66ff\u3048\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u5b89\u5168\u3067\u3059\u3002<\/p>\n\n\n\n
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\n\n<\/figure>\n<\/div>\n<\/div>\n\n\n\n\u307e\u305f\u3001\u5f53\u793e\u72ec\u81ea\u306e\u958b\u767a\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u300cBox\u30b7\u30ea\u30fc\u30ba\u300d\u306b\u3088\u308b\u6a19\u6e96\u6a5f\u80fd\u306e\u9ad8\u901f\u958b\u767a\u3068\u3001AI\u99c6\u52d5\u958b\u767a\u306e\u72ec\u81ea\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u300cGoDD\u300d\u306b\u3088\u308b\u72ec\u81ea\u6a5f\u80fd\u306eAI\u5b9f\u88c5\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u4f4e\u30b3\u30b9\u30c8\u30fb\u77ed\u671f\u9593\u3067\u958b\u767a\u3092\u5b9f\u73fe\u3044\u305f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
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\u30fb\u304a\u554f\u5408\u305b\u30da\u30fc\u30b8\u306eURL\u306f\u3053\u3061\u3089 >>><\/a>
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\n\u904b\u7528\u30fb\u6539\u5584\u30d5\u30a7\u30fc\u30ba\u306e\u9032\u3081\u65b9<\/strong>\n<\/h2>\n\n\n\n\n\n<\/figure>\n<\/div>\n<\/div>\n\n\n\n\n\u691c\u7d22\u30ed\u30b0\u5206\u6790\u3068\u7d99\u7d9a\u7684\u306a\u7cbe\u5ea6\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u306e\u54c1\u8cea\u306f\u904b\u7528\u3092\u901a\u3058\u3066\u7d99\u7d9a\u7684\u306b\u6539\u5584\u3057\u307e\u3059\u3002\u691c\u7d22\u30ed\u30b0\uff08\u30af\u30a8\u30ea\u3001\u30af\u30ea\u30c3\u30af\u30c7\u30fc\u30bf\u3001\u691c\u7d22\u5f8c\u306e\u884c\u52d5\uff09\u3092\u5b9a\u671f\u7684\u306b\u5206\u6790\u3057\u3001\u6539\u5584\u30dd\u30a4\u30f3\u30c8\u3092\u7279\u5b9a\u3057\u307e\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u3001\u30bc\u30ed\u30d2\u30c3\u30c8\u30af\u30a8\u30ea\u306e\u5206\u6790\uff08\u8f9e\u66f8\u8ffd\u52a0\u3084\u540c\u7fa9\u8a9e\u8a2d\u5b9a\u304c\u5fc5\u8981\u306a\u30ad\u30fc\u30ef\u30fc\u30c9\u306e\u767a\u898b\uff09\u3001\u96e2\u8131\u7387\u306e\u9ad8\u3044\u691c\u7d22\u30af\u30a8\u30ea\u306e\u7279\u5b9a\uff08\u691c\u7d22\u7d50\u679c\u306e\u8cea\u304c\u4f4e\u3044\u30af\u30a8\u30ea\u306e\u6539\u5584\uff09\u3001\u691c\u7d22\u5f8c\u306e\u30b3\u30f3\u30d0\u30fc\u30b8\u30e7\u30f3\u7387\u306e\u8a08\u6e2c\u306a\u3069\u3092\u5b9f\u65bd\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
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