{"id":735,"date":"2023-05-20T20:44:29","date_gmt":"2023-05-20T11:44:29","guid":{"rendered":"https:\/\/sheltie-garage.xyz\/tech\/?p=735"},"modified":"2023-05-20T20:44:33","modified_gmt":"2023-05-20T11:44:33","slug":"opensearch-%e6%97%a5%e6%9c%ac%e8%aa%9e%e5%bd%a2%e6%85%8b%e7%b4%a0%e8%a7%a3%e6%9e%90%e3%82%92%e8%a6%8b%e3%81%a6%e3%81%bf%e3%82%8b","status":"publish","type":"post","link":"https:\/\/sheltie-garage.xyz\/tech\/2023\/05\/opensearch-%e6%97%a5%e6%9c%ac%e8%aa%9e%e5%bd%a2%e6%85%8b%e7%b4%a0%e8%a7%a3%e6%9e%90%e3%82%92%e8%a6%8b%e3%81%a6%e3%81%bf%e3%82%8b\/","title":{"rendered":"OpenSearch \u65e5\u672c\u8a9e\u5f62\u614b\u7d20\u89e3\u6790\u3092\u898b\u3066\u307f\u308b"},"content":{"rendered":"\n<p>OpenSearch\u3067\u65e5\u672c\u8a9e\u691c\u7d22\u3092\u884c\u3046\u305f\u3081\u306b\u300ckuromoji-tkenizer\u300d\u3092\u5c0e\u5165\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<br>\u4eca\u56de\u306fkuromoji\u3092\u5c0e\u5165\u3057\u3001\u5b9f\u969b\u306b\u3069\u306e\u3088\u3046\u306a\u5f62\u614b\u7d20\u89e3\u6790\u304c\u884c\u308f\u308c\u3066\u3044\u308b\u306e\u304b\u6539\u3081\u3066\u78ba\u8a8d\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u53c2\u8003\u306b\u3055\u305b\u3066\u3044\u305f\u3060\u3044\u305f\u8a18\u4e8b\u306f\u3053\u3061\u3089<br><a href=\"https:\/\/zenn.dev\/tamanugi\/articles\/66230d8d685dc5\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/zenn.dev\/tamanugi\/articles\/66230d8d685dc5<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u65e5\u672c\u8a9e\u3092\u683c\u7d0d\u3067\u304d\u308b\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u4f5c\u6210\u3059\u308b<\/h2>\n\n\n\n<p>kuromoji\u3092\u542b\u3093\u3060\u74b0\u5883\u69cb\u7bc9\u306fDocker\u3092\u5229\u7528\u3059\u308b\u3068\u7c21\u5358\u3067\u3059<br>\u53c2\u8003\u30da\u30fc\u30b8\u3067Docker\u30d5\u30a1\u30a4\u30eb\u306e\u4f8b\u304c\u63d0\u793a\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u3053\u3053\u3067\u306f\u5272\u611b\u3055\u305b\u3066\u3044\u305f\u3060\u304d\u307e\u3059<\/p>\n\n\n\n<p>\u307e\u305a\u306f\u30c6\u30b9\u30c8\u7528\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u4f5c\u6210\u3057\u307e\u3059<br>\u4ee5\u4e0b\u306eJSON\u3092OpenSearch Dashboard\u306e\u3000DevTools\u306b\u8cbc\u308a\u4ed8\u3051\u307e\u3059<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\"><code>PUT book\n{\n    &quot;settings&quot;: {\n        &quot;analysis&quot;: {\n            &quot;analyzer&quot;: {\n                &quot;kuromoji_text&quot;: {\n                    &quot;tokenizer&quot;: &quot;kuromoji_tokenizer&quot;\n                }\n            }\n        }\n    },\n    &quot;mappings&quot;: {\n        &quot;properties&quot;: {\n            &quot;book_title&quot;: {\n                &quot;type&quot;: &quot;text&quot;,\n                &quot;analyzer&quot;: &quot;kuromoji_text&quot;,\n                &quot;index&quot;: true\n            }\n        }\n    }\n}<\/code><\/pre><\/div>\n\n\n\n<p>\u3053\u306e\u72b6\u614b\u3067\u3001\u4e00\u65e6\u30a2\u30ca\u30e9\u30a4\u30ba\u306e\u72b6\u614b\u3092\u898b\u3066\u307f\u307e\u3059<br>(\u30bf\u30a4\u30c8\u30eb\u304c\u9577\u3044\u30e9\u30ce\u30d9\u3092\u5229\u7528\u3055\u305b\u3066\u3044\u305f\u3060\u304d\u307e\u3057\u305f)<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\"><code>GET \/book\/_analyze\n{\n  &quot;analyzer&quot;: &quot;kuromoji_text&quot;,\n  &quot;text&quot; : &quot;\u7121\u99c4\u3060\u3068\u8ffd\u653e\u3055\u308c\u305f\u3010\u5bae\u5ef7\u7363\u533b\u3011\u3001\u7363\u306e\u56fd\u306b\u597d\u5f85\u9047\u3067\u62db\u304b\u308c\u308b\uff5e\u68ee\u3067\u52a9\u3051\u305f\u795e\u7363\u3068\u30b1\u30e2\u8033\u7f8e\u5c11\u5973\u9054\u306b\u3081\u3061\u3083\u304f\u3061\u3083\u6eba\u611b\u3055\u308c\u306a\u304c\u3089\u30b9\u30ed\u30fc\u30e9\u30a4\u30d5\u3092\u697d\u3057\u3093\u3067\u308b\u300c\u52d5\u7269\u304c\u8a00\u3046\u3053\u3068\u805e\u304b\u306a\u304f\u306a\u3063\u305f\u304b\u3089\u5e30\u3063\u3066\u6765\u3044\uff1f\u4eca\u66f4\u3082\u3046\u9045\u3044\u300d\uff5e&quot;\n}<\/code><\/pre><\/div>\n\n\n\n<p>\u7d50\u679c\u306f\u4ee5\u4e0b\u306e\u901a\u308a<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\"><code>{\n  &quot;tokens&quot;: [\n    {\n      &quot;token&quot;: &quot;\u7121\u99c4&quot;,\n      &quot;start_offset&quot;: 0,\n      &quot;end_offset&quot;: 2,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 0\n    },\n    {\n      &quot;token&quot;: &quot;\u3060&quot;,\n      &quot;start_offset&quot;: 2,\n      &quot;end_offset&quot;: 3,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 1\n    },\n    {\n      &quot;token&quot;: &quot;\u3068&quot;,\n      &quot;start_offset&quot;: 3,\n      &quot;end_offset&quot;: 4,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 2\n    },\n    {\n      &quot;token&quot;: &quot;\u8ffd\u653e&quot;,\n      &quot;start_offset&quot;: 4,\n      &quot;end_offset&quot;: 6,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 3\n    },\n    {\n      &quot;token&quot;: &quot;\u3055&quot;,\n      &quot;start_offset&quot;: 6,\n      &quot;end_offset&quot;: 7,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 4\n    },\n    {\n      &quot;token&quot;: &quot;\u308c&quot;,\n      &quot;start_offset&quot;: 7,\n      &quot;end_offset&quot;: 8,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 5\n    },\n    {\n      &quot;token&quot;: &quot;\u305f&quot;,\n      &quot;start_offset&quot;: 8,\n      &quot;end_offset&quot;: 9,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 6\n    },\n    {\n      &quot;token&quot;: &quot;\u5bae\u5ef7&quot;,\n      &quot;start_offset&quot;: 10,\n      &quot;end_offset&quot;: 12,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 7\n    },\n    {\n      &quot;token&quot;: &quot;\u7363\u533b&quot;,\n      &quot;start_offset&quot;: 12,\n      &quot;end_offset&quot;: 14,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 8\n    },\n    {\n      &quot;token&quot;: &quot;\u7363&quot;,\n      &quot;start_offset&quot;: 16,\n      &quot;end_offset&quot;: 17,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 9\n    },\n    {\n      &quot;token&quot;: &quot;\u306e&quot;,\n      &quot;start_offset&quot;: 17,\n      &quot;end_offset&quot;: 18,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 10\n    },\n    {\n      &quot;token&quot;: &quot;\u56fd&quot;,\n      &quot;start_offset&quot;: 18,\n      &quot;end_offset&quot;: 19,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 11\n    },\n    {\n      &quot;token&quot;: &quot;\u306b&quot;,\n      &quot;start_offset&quot;: 19,\n      &quot;end_offset&quot;: 20,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 12\n    },\n    {\n      &quot;token&quot;: &quot;\u597d&quot;,\n      &quot;start_offset&quot;: 20,\n      &quot;end_offset&quot;: 21,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 13\n    },\n    {\n      &quot;token&quot;: &quot;\u5f85\u9047&quot;,\n      &quot;start_offset&quot;: 21,\n      &quot;end_offset&quot;: 23,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 14\n    },\n    {\n      &quot;token&quot;: &quot;\u3067&quot;,\n      &quot;start_offset&quot;: 23,\n      &quot;end_offset&quot;: 24,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 15\n    },\n    {\n      &quot;token&quot;: &quot;\u62db\u304b&quot;,\n      &quot;start_offset&quot;: 24,\n      &quot;end_offset&quot;: 26,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 16\n    },\n    {\n      &quot;token&quot;: &quot;\u308c\u308b&quot;,\n      &quot;start_offset&quot;: 26,\n      &quot;end_offset&quot;: 28,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 17\n    },\n    {\n      &quot;token&quot;: &quot;\u68ee&quot;,\n      &quot;start_offset&quot;: 29,\n      &quot;end_offset&quot;: 30,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 18\n    },\n    {\n      &quot;token&quot;: &quot;\u3067&quot;,\n      &quot;start_offset&quot;: 30,\n      &quot;end_offset&quot;: 31,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 19\n    },\n    {\n      &quot;token&quot;: &quot;\u52a9\u3051&quot;,\n      &quot;start_offset&quot;: 31,\n      &quot;end_offset&quot;: 33,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 20\n    },\n    {\n      &quot;token&quot;: &quot;\u305f&quot;,\n      &quot;start_offset&quot;: 33,\n      &quot;end_offset&quot;: 34,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 21\n    },\n    {\n      &quot;token&quot;: &quot;\u795e&quot;,\n      &quot;start_offset&quot;: 34,\n      &quot;end_offset&quot;: 35,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 22\n    },\n    {\n      &quot;token&quot;: &quot;\u7363&quot;,\n      &quot;start_offset&quot;: 35,\n      &quot;end_offset&quot;: 36,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 23\n    },\n    {\n      &quot;token&quot;: &quot;\u3068&quot;,\n      &quot;start_offset&quot;: 36,\n      &quot;end_offset&quot;: 37,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 24\n    },\n    {\n      &quot;token&quot;: &quot;\u30b1\u30e2&quot;,\n      &quot;start_offset&quot;: 37,\n      &quot;end_offset&quot;: 39,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 25\n    },\n    {\n      &quot;token&quot;: &quot;\u8033&quot;,\n      &quot;start_offset&quot;: 39,\n      &quot;end_offset&quot;: 40,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 26\n    },\n    {\n      &quot;token&quot;: &quot;\u7f8e\u5c11\u5973&quot;,\n      &quot;start_offset&quot;: 40,\n      &quot;end_offset&quot;: 43,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 27\n    },\n    {\n      &quot;token&quot;: &quot;\u9054&quot;,\n      &quot;start_offset&quot;: 43,\n      &quot;end_offset&quot;: 44,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 28\n    },\n    {\n      &quot;token&quot;: &quot;\u306b&quot;,\n      &quot;start_offset&quot;: 44,\n      &quot;end_offset&quot;: 45,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 29\n    },\n    {\n      &quot;token&quot;: &quot;\u3081\u3061\u3083\u304f\u3061\u3083&quot;,\n      &quot;start_offset&quot;: 45,\n      &quot;end_offset&quot;: 51,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 30\n    },\n    {\n      &quot;token&quot;: &quot;\u6eba\u611b&quot;,\n      &quot;start_offset&quot;: 51,\n      &quot;end_offset&quot;: 53,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 31\n    },\n    {\n      &quot;token&quot;: &quot;\u3055&quot;,\n      &quot;start_offset&quot;: 53,\n      &quot;end_offset&quot;: 54,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 32\n    },\n    {\n      &quot;token&quot;: &quot;\u308c&quot;,\n      &quot;start_offset&quot;: 54,\n      &quot;end_offset&quot;: 55,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 33\n    },\n    {\n      &quot;token&quot;: &quot;\u306a\u304c\u3089&quot;,\n      &quot;start_offset&quot;: 55,\n      &quot;end_offset&quot;: 58,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 34\n    },\n    {\n      &quot;token&quot;: &quot;\u30b9\u30ed\u30fc&quot;,\n      &quot;start_offset&quot;: 58,\n      &quot;end_offset&quot;: 61,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 35\n    },\n    {\n      &quot;token&quot;: &quot;\u30e9\u30a4\u30d5&quot;,\n      &quot;start_offset&quot;: 61,\n      &quot;end_offset&quot;: 64,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 36\n    },\n    {\n      &quot;token&quot;: &quot;\u3092&quot;,\n      &quot;start_offset&quot;: 64,\n      &quot;end_offset&quot;: 65,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 37\n    },\n    {\n      &quot;token&quot;: &quot;\u697d\u3057\u3093&quot;,\n      &quot;start_offset&quot;: 65,\n      &quot;end_offset&quot;: 68,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 38\n    },\n    {\n      &quot;token&quot;: &quot;\u3067\u308b&quot;,\n      &quot;start_offset&quot;: 68,\n      &quot;end_offset&quot;: 70,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 39\n    },\n    {\n      &quot;token&quot;: &quot;\u52d5\u7269&quot;,\n      &quot;start_offset&quot;: 71,\n      &quot;end_offset&quot;: 73,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 40\n    },\n    {\n      &quot;token&quot;: &quot;\u304c&quot;,\n      &quot;start_offset&quot;: 73,\n      &quot;end_offset&quot;: 74,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 41\n    },\n    {\n      &quot;token&quot;: &quot;\u8a00\u3046&quot;,\n      &quot;start_offset&quot;: 74,\n      &quot;end_offset&quot;: 76,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 42\n    },\n    {\n      &quot;token&quot;: &quot;\u3053\u3068&quot;,\n      &quot;start_offset&quot;: 76,\n      &quot;end_offset&quot;: 78,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 43\n    },\n    {\n      &quot;token&quot;: &quot;\u805e\u304b&quot;,\n      &quot;start_offset&quot;: 78,\n      &quot;end_offset&quot;: 80,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 44\n    },\n    {\n      &quot;token&quot;: &quot;\u306a\u304f&quot;,\n      &quot;start_offset&quot;: 80,\n      &quot;end_offset&quot;: 82,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 45\n    },\n    {\n      &quot;token&quot;: &quot;\u306a\u3063&quot;,\n      &quot;start_offset&quot;: 82,\n      &quot;end_offset&quot;: 84,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 46\n    },\n    {\n      &quot;token&quot;: &quot;\u305f&quot;,\n      &quot;start_offset&quot;: 84,\n      &quot;end_offset&quot;: 85,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 47\n    },\n    {\n      &quot;token&quot;: &quot;\u304b\u3089&quot;,\n      &quot;start_offset&quot;: 85,\n      &quot;end_offset&quot;: 87,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 48\n    },\n    {\n      &quot;token&quot;: &quot;\u5e30\u3063&quot;,\n      &quot;start_offset&quot;: 87,\n      &quot;end_offset&quot;: 89,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 49\n    },\n    {\n      &quot;token&quot;: &quot;\u3066&quot;,\n      &quot;start_offset&quot;: 89,\n      &quot;end_offset&quot;: 90,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 50\n    },\n    {\n      &quot;token&quot;: &quot;\u6765\u3044&quot;,\n      &quot;start_offset&quot;: 90,\n      &quot;end_offset&quot;: 92,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 51\n    },\n    {\n      &quot;token&quot;: &quot;\u4eca\u66f4&quot;,\n      &quot;start_offset&quot;: 93,\n      &quot;end_offset&quot;: 95,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 52\n    },\n    {\n      &quot;token&quot;: &quot;\u3082\u3046&quot;,\n      &quot;start_offset&quot;: 95,\n      &quot;end_offset&quot;: 97,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 53\n    },\n    {\n      &quot;token&quot;: &quot;\u9045\u3044&quot;,\n      &quot;start_offset&quot;: 97,\n      &quot;end_offset&quot;: 99,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 54\n    }\n  ]\n}<\/code><\/pre><\/div>\n\n\n\n<p>\u304b\u306a\u308a\u7d30\u5207\u308c\u306b\u5206\u6790\u3055\u308c\u305f\u3088\u3046\u3067\u3059<br>\u7279\u306b\u4e00\u6587\u5b57\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306f\u4e0d\u8981\u306a\u305f\u3081\u3001kuromoji_part_of_speech\u3092\u8ffd\u52a0\u3057\u3066\u9664\u53bb\u3057\u3066\u307f\u307e\u3059<br>\u8a66\u3057\u305f\u3068\u3053\u308d\u3001settings\u306f\u4e00\u65e6\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u524a\u9664\u3057\u306a\u3044\u3068\u5909\u66f4\u3067\u304d\u306a\u3044\u3088\u3046\u306a\u306e\u3067\u3001\u4e00\u65e6book\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u524a\u9664\u3057\u3001\u4ee5\u4e0b\u306e\u8a2d\u5b9a\u3067\u518d\u4f5c\u6210\u3057\u307e\u3059<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\"><code>PUT book\n{\n    &quot;settings&quot;: {\n        &quot;analysis&quot;: {\n            &quot;analyzer&quot;: {\n                &quot;kuromoji_text&quot;: {\n                    &quot;tokenizer&quot;: &quot;kuromoji_tokenizer&quot;,\n                    &quot;filter&quot;: [&quot;kuromoji_part_of_speech&quot;]\n                }\n            }\n        }\n    },\n    &quot;mappings&quot;: {\n        &quot;properties&quot;: {\n            &quot;book_title&quot;: {\n                &quot;type&quot;: &quot;text&quot;,\n                &quot;analyzer&quot;: &quot;kuromoji_text&quot;,\n                &quot;index&quot;: true\n            }\n        }\n    }\n}<\/code><\/pre><\/div>\n\n\n\n<p>\u3053\u306e\u72b6\u614b\u3067\u3082\u3046\u4e00\u5ea6\u30e9\u30ce\u30d9\u306e\u30bf\u30a4\u30c8\u30eb\u3092\u5206\u6790\u3055\u305b\u3066\u307f\u307e\u3059<br>\u7d50\u679c\u306f\u4ee5\u4e0b\u306e\u901a\u308a<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\"><code>{\n  &quot;tokens&quot;: [\n    {\n      &quot;token&quot;: &quot;\u7121\u99c4&quot;,\n      &quot;start_offset&quot;: 0,\n      &quot;end_offset&quot;: 2,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 0\n    },\n    {\n      &quot;token&quot;: &quot;\u8ffd\u653e&quot;,\n      &quot;start_offset&quot;: 4,\n      &quot;end_offset&quot;: 6,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 3\n    },\n    {\n      &quot;token&quot;: &quot;\u3055&quot;,\n      &quot;start_offset&quot;: 6,\n      &quot;end_offset&quot;: 7,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 4\n    },\n    {\n      &quot;token&quot;: &quot;\u308c&quot;,\n      &quot;start_offset&quot;: 7,\n      &quot;end_offset&quot;: 8,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 5\n    },\n    {\n      &quot;token&quot;: &quot;\u5bae\u5ef7&quot;,\n      &quot;start_offset&quot;: 10,\n      &quot;end_offset&quot;: 12,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 7\n    },\n    {\n      &quot;token&quot;: &quot;\u7363\u533b&quot;,\n      &quot;start_offset&quot;: 12,\n      &quot;end_offset&quot;: 14,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 8\n    },\n    {\n      &quot;token&quot;: &quot;\u7363&quot;,\n      &quot;start_offset&quot;: 16,\n      &quot;end_offset&quot;: 17,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 9\n    },\n    {\n      &quot;token&quot;: &quot;\u56fd&quot;,\n      &quot;start_offset&quot;: 18,\n      &quot;end_offset&quot;: 19,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 11\n    },\n    {\n      &quot;token&quot;: &quot;\u597d&quot;,\n      &quot;start_offset&quot;: 20,\n      &quot;end_offset&quot;: 21,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 13\n    },\n    {\n      &quot;token&quot;: &quot;\u5f85\u9047&quot;,\n      &quot;start_offset&quot;: 21,\n      &quot;end_offset&quot;: 23,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 14\n    },\n    {\n      &quot;token&quot;: &quot;\u62db\u304b&quot;,\n      &quot;start_offset&quot;: 24,\n      &quot;end_offset&quot;: 26,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 16\n    },\n    {\n      &quot;token&quot;: &quot;\u308c\u308b&quot;,\n      &quot;start_offset&quot;: 26,\n      &quot;end_offset&quot;: 28,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 17\n    },\n    {\n      &quot;token&quot;: &quot;\u68ee&quot;,\n      &quot;start_offset&quot;: 29,\n      &quot;end_offset&quot;: 30,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 18\n    },\n    {\n      &quot;token&quot;: &quot;\u52a9\u3051&quot;,\n      &quot;start_offset&quot;: 31,\n      &quot;end_offset&quot;: 33,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 20\n    },\n    {\n      &quot;token&quot;: &quot;\u795e&quot;,\n      &quot;start_offset&quot;: 34,\n      &quot;end_offset&quot;: 35,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 22\n    },\n    {\n      &quot;token&quot;: &quot;\u7363&quot;,\n      &quot;start_offset&quot;: 35,\n      &quot;end_offset&quot;: 36,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 23\n    },\n    {\n      &quot;token&quot;: &quot;\u30b1\u30e2&quot;,\n      &quot;start_offset&quot;: 37,\n      &quot;end_offset&quot;: 39,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 25\n    },\n    {\n      &quot;token&quot;: &quot;\u8033&quot;,\n      &quot;start_offset&quot;: 39,\n      &quot;end_offset&quot;: 40,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 26\n    },\n    {\n      &quot;token&quot;: &quot;\u7f8e\u5c11\u5973&quot;,\n      &quot;start_offset&quot;: 40,\n      &quot;end_offset&quot;: 43,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 27\n    },\n    {\n      &quot;token&quot;: &quot;\u9054&quot;,\n      &quot;start_offset&quot;: 43,\n      &quot;end_offset&quot;: 44,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 28\n    },\n    {\n      &quot;token&quot;: &quot;\u3081\u3061\u3083\u304f\u3061\u3083&quot;,\n      &quot;start_offset&quot;: 45,\n      &quot;end_offset&quot;: 51,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 30\n    },\n    {\n      &quot;token&quot;: &quot;\u6eba\u611b&quot;,\n      &quot;start_offset&quot;: 51,\n      &quot;end_offset&quot;: 53,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 31\n    },\n    {\n      &quot;token&quot;: &quot;\u3055&quot;,\n      &quot;start_offset&quot;: 53,\n      &quot;end_offset&quot;: 54,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 32\n    },\n    {\n      &quot;token&quot;: &quot;\u308c&quot;,\n      &quot;start_offset&quot;: 54,\n      &quot;end_offset&quot;: 55,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 33\n    },\n    {\n      &quot;token&quot;: &quot;\u30b9\u30ed\u30fc&quot;,\n      &quot;start_offset&quot;: 58,\n      &quot;end_offset&quot;: 61,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 35\n    },\n    {\n      &quot;token&quot;: &quot;\u30e9\u30a4\u30d5&quot;,\n      &quot;start_offset&quot;: 61,\n      &quot;end_offset&quot;: 64,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 36\n    },\n    {\n      &quot;token&quot;: &quot;\u697d\u3057\u3093&quot;,\n      &quot;start_offset&quot;: 65,\n      &quot;end_offset&quot;: 68,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 38\n    },\n    {\n      &quot;token&quot;: &quot;\u3067\u308b&quot;,\n      &quot;start_offset&quot;: 68,\n      &quot;end_offset&quot;: 70,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 39\n    },\n    {\n      &quot;token&quot;: &quot;\u52d5\u7269&quot;,\n      &quot;start_offset&quot;: 71,\n      &quot;end_offset&quot;: 73,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 40\n    },\n    {\n      &quot;token&quot;: &quot;\u8a00\u3046&quot;,\n      &quot;start_offset&quot;: 74,\n      &quot;end_offset&quot;: 76,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 42\n    },\n    {\n      &quot;token&quot;: &quot;\u3053\u3068&quot;,\n      &quot;start_offset&quot;: 76,\n      &quot;end_offset&quot;: 78,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 43\n    },\n    {\n      &quot;token&quot;: &quot;\u805e\u304b&quot;,\n      &quot;start_offset&quot;: 78,\n      &quot;end_offset&quot;: 80,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 44\n    },\n    {\n      &quot;token&quot;: &quot;\u306a\u3063&quot;,\n      &quot;start_offset&quot;: 82,\n      &quot;end_offset&quot;: 84,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 46\n    },\n    {\n      &quot;token&quot;: &quot;\u5e30\u3063&quot;,\n      &quot;start_offset&quot;: 87,\n      &quot;end_offset&quot;: 89,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 49\n    },\n    {\n      &quot;token&quot;: &quot;\u6765\u3044&quot;,\n      &quot;start_offset&quot;: 90,\n      &quot;end_offset&quot;: 92,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 51\n    },\n    {\n      &quot;token&quot;: &quot;\u4eca\u66f4&quot;,\n      &quot;start_offset&quot;: 93,\n      &quot;end_offset&quot;: 95,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 52\n    },\n    {\n      &quot;token&quot;: &quot;\u3082\u3046&quot;,\n      &quot;start_offset&quot;: 95,\n      &quot;end_offset&quot;: 97,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 53\n    },\n    {\n      &quot;token&quot;: &quot;\u9045\u3044&quot;,\n      &quot;start_offset&quot;: 97,\n      &quot;end_offset&quot;: 99,\n      &quot;type&quot;: &quot;word&quot;,\n      &quot;position&quot;: 54\n    }\n  ]\n}<\/code><\/pre><\/div>\n\n\n\n<p>\u4e00\u90e8\u306e\u30c8\u30fc\u30af\u30f3\u304c\u524a\u9664\u3055\u308c\u3066\u307e\u3059(\u52d5\u7269\u304c\u8a00\u3046\u3053\u3068\u805e\u304b\u306a\u3044\u306e\u300c\u304c\u300d\u306e\u90e8\u5206\u306a\u3069)<br>\u3053\u308c\u3067\u691c\u7d22\u30ce\u30a4\u30ba\u306b\u306a\u308a\u305d\u3046\u306a\u30c8\u30fc\u30af\u30f3\u304c\u3072\u3068\u307e\u305a\u524a\u9664\u3067\u304d\u307e\u3057\u305f\u304c\u3001\u65e5\u672c\u8a9e\u691c\u7d22\u3092\u884c\u3046\u305f\u3081\u306b\u306f\u307e\u3060\u307e\u3060\u8abf\u6574\u306e\u4f59\u5730\u304c\u3042\u308a\u305d\u3046\u3067\u3059\u3002<br>\u6b21\u56de\u4ee5\u964d\u306f\u3082\u3046\u5c11\u3057\u65e5\u672c\u8a9e\u306e\u8abf\u6574\u306b\u3064\u3044\u3066\u8abf\u3079\u3066\u898b\u305f\u3044\u3068\u601d\u3044\u307e\u3059<\/p>\n\n\n<div id=\"rinkerid563\" class=\"yyi-rinker-contents  yyi-rinker-postid-563 yyi-rinker-img-m yyi-rinker-catid-18 \">\n\t<div class=\"yyi-rinker-box\">\n\t\t<div class=\"yyi-rinker-image\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/af.moshimo.com\/af\/c\/click?a_id=3394378&#038;p_id=54&#038;pc_id=54&#038;pl_id=616&#038;url=https%3A%2F%2Fsearch.rakuten.co.jp%2Fsearch%2Fmall%2Felasticsearch%2F%3Ff%3D1%26grp%3Dproduct\" rel=\"nofollow\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/thumbnail.image.rakuten.co.jp\/@0_mall\/rakutenkobo-ebooks\/cabinet\/8454\/2000008798454.jpg?_ex=128x128\" width=\"128\" height=\"128\" class=\"yyi-rinker-main-img\" style=\"border: none;\"><\/a><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/i.moshimo.com\/af\/i\/impression?a_id=3394378&amp;p_id=54&amp;pc_id=54&amp;pl_id=616\" width=\"1\" height=\"1\" style=\"border:none;\">\t\t\t\t\t<\/div>\n\t\t<div class=\"yyi-rinker-info\">\n\t\t\t<div class=\"yyi-rinker-title\">\n\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/af.moshimo.com\/af\/c\/click?a_id=3394378&#038;p_id=54&#038;pc_id=54&#038;pl_id=616&#038;url=https%3A%2F%2Fsearch.rakuten.co.jp%2Fsearch%2Fmall%2Felasticsearch%2F%3Ff%3D1%26grp%3Dproduct\" rel=\"nofollow\">Elastic Stack\u5b9f\u8df5\u30ac\u30a4\u30c9[Elasticsearch\/Kibana\u7de8]\u3010\u96fb\u5b50\u66f8\u7c4d\u3011[ \u60e3\u9053 \u54f2\u4e5f ]<\/a><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/i.moshimo.com\/af\/i\/impression?a_id=3394378&amp;p_id=54&amp;pc_id=54&amp;pl_id=616\" width=\"1\" height=\"1\" style=\"border:none;\">\t\t\t\t\t\t\t<\/div>\n\t\t\t<div class=\"yyi-rinker-detail\">\n\t\t\t\t\t\t\t<div class=\"credit-box\">created by&nbsp;<a href=\"https:\/\/oyakosodate.com\/rinker\/\" rel=\"nofollow noopener\" target=\"_blank\" >Rinker<\/a><\/div>\n\t\t\t\t\t\t\t\t\t\t<div class=\"price-box\">\n\t\t\t\t\t\t\t<span title=\"\" class=\"price\">\u00a53,300<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"price_at\">(2026\/04\/21 22:21:13\u6642\u70b9&nbsp;\u697d\u5929\u5e02\u5834\u8abf\u3079-<\/span><span title=\"\u3053\u306e\u30b5\u30a4\u30c8\u3067\u63b2\u8f09\u3055\u308c\u3066\u3044\u308b\u60c5\u5831\u306f\u5f53\u30b5\u30a4\u30c8\u306e\u4f5c\u6210\u8005\u306b\u3088\u308a\u904b\u55b6\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4fa1\u683c\u3001\u8ca9\u58f2\u53ef\u80fd\u60c5\u5831\u306f\u3001\u5909\u66f4\u3055\u308c\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u8cfc\u5165\u6642\u306b\u697d\u5929\u5e02\u5834\u5e97\u8217\uff08www.rakuten.co.jp\uff09\u306b\u8868\u793a\u3055\u308c\u3066\u3044\u308b\u4fa1\u683c\u304c\u305d\u306e\u5546\u54c1\u306e\u8ca9\u58f2\u306b\u9069\u7528\u3055\u308c\u307e\u3059\u3002\">\u8a73\u7d30)<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<ul class=\"yyi-rinker-links\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t                    <li class=\"amazonlink\">\n\t\t\t\t\t\t<a href=\"https:\/\/www.amazon.co.jp\/gp\/search?ie=UTF8&amp;keywords=elasticsearch&amp;tag=monodon-22&amp;index=blended&amp;linkCode=ure&amp;creative=6339\" rel=\"nofollow\" class=\"yyi-rinker-link\">Amazon<\/a>\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"rakutenlink\">\n\t\t\t\t\t\t<a href=\"https:\/\/af.moshimo.com\/af\/c\/click?a_id=3394378&amp;p_id=54&amp;pc_id=54&amp;pl_id=616&amp;url=https%3A%2F%2Fsearch.rakuten.co.jp%2Fsearch%2Fmall%2Felasticsearch%2F%3Ff%3D1%26grp%3Dproduct\" rel=\"nofollow\" class=\"yyi-rinker-link\">\u697d\u5929\u5e02\u5834<\/a><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/i.moshimo.com\/af\/i\/impression?a_id=3394378&amp;p_id=54&amp;pc_id=54&amp;pl_id=616\" width=\"1\" height=\"1\" style=\"border:none;\">\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"yahoolink\">\n\t\t\t\t\t\t<a href=\"https:\/\/af.moshimo.com\/af\/c\/click?a_id=3442618&amp;p_id=1225&amp;pc_id=1925&amp;pl_id=18502&amp;url=https%3A%2F%2Fshopping.yahoo.co.jp%2Fsearch%3Fp%3Delasticsearch\" rel=\"nofollow\" class=\"yyi-rinker-link\">Yahoo\u30b7\u30e7\u30c3\u30d4\u30f3\u30b0<\/a><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/i.moshimo.com\/af\/i\/impression?a_id=3442618&amp;p_id=1225&amp;pc_id=1925&amp;pl_id=18502\" width=\"1\" height=\"1\" style=\"border:none;\">\t\t\t\t\t<\/li>\n\t\t\t\t                \t\t\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n<div id=\"rinkerid554\" class=\"yyi-rinker-contents  yyi-rinker-postid-554 yyi-rinker-img-m yyi-rinker-catid-18 \">\n\t<div class=\"yyi-rinker-box\">\n\t\t<div class=\"yyi-rinker-image\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.amazon.co.jp\/dp\/B00NUZ32MU?tag=monodon-22&#038;linkCode=ogi&#038;th=1&#038;psc=1\" rel=\"nofollow\"><img loading=\"lazy\" decoding=\"async\" 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