{"id":16290,"date":"2026-10-23T17:55:17","date_gmt":"2026-10-23T08:55:17","guid":{"rendered":"https:\/\/debono.co.jp\/media\/ai-usecase\/opensearch-print-job-history-search\/"},"modified":"2026-10-23T17:55:17","modified_gmt":"2026-10-23T08:55:17","slug":"opensearch-print-job-history-search","status":"publish","type":"ai_usecase","link":"https:\/\/debono.co.jp\/media\/ai-usecase\/opensearch-print-job-history-search\/","title":{"rendered":"\u5370\u5237\u4f1a\u793e\u306e\u55b6\u696d\u304c\u3001\u65b0\u3057\u3044\u898b\u7a4d\u306e\u4f9d\u983c\u306b\u8fd1\u3044\u904e\u53bb\u306e\u53d7\u6ce8\u3092\u3001\u7d19\u30fb\u52a0\u5de5\u30fb\u90e8\u6570\u30fb\u5224\u578b\u306e\u4ed5\u69d8\u304b\u3089\u63a2\u3057\u3001\u5f53\u6642\u306e\u539f\u4fa1\u306e\u5185\u8a33\u3068\u4ed5\u69d8\u306e\u9055\u3044\u3092\u4e26\u3079\u308b"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"<p>\u5f97\u610f\u5148\u304b\u3089\u5c4a\u3044\u305f\u898b\u7a4d\u306e\u4f9d\u983c\u304b\u3089\u3001\u5224\u578b\u30fb\u30da\u30fc\u30b8\u6570\u30fb\u7d19\u30fb\u8272\u6570\u30fb\u52a0\u5de5\u30fb\u90e8\u6570\u306e\u4ed5\u69d8\u3092\u53d6\u308a\u51fa\u3057\u3001\u7d19\u306e\u539a\u3055\u3084\u52a0\u5de5\u306e\u66f8\u304d\u65b9\u3092\u305d\u308d\u3048\u305f\u3046\u3048\u3067\u3001\u904e\u53bb\u306e\u53d7\u6ce8\u304b\u3089\u4ed5\u69d8\u306e\u8fd1\u3044\u6848\u4ef6\u3092\u63a2\u3057\u307e\u3059\u3002 \u5f53\u6642\u306e\u53d7\u6ce8\u91d1\u984d\u3068\u539f\u4fa1\u306e\u5185\u8a33\u3001\u4ed5\u69d8\u306e\u9055\u3044\u3001\u53d7\u6ce8\u306e\u6642\u671f\u3092\u4e26\u3079\u3001\u55b6\u696d\u304c\u898b\u7a4d\u3092\u7d44\u3080\u6750\u6599\u306b\u3057\u307e\u3059\u3002<\/p>\n","protected":false},"author":5,"featured_media":0,"template":"","meta":{"swell_btn_cv_data":"","usecase_id":"UC-1717","platform_main":"OpenSearch","publish_date":"","last_updated":"2026-10-23","tech_verified_date":"2026-10-15","trigger":"**\u8d77\u70b9\u306f2\u3064\u3042\u308a\u307e\u3059\u3002\u6bce\u6669\u306e\u53d6\u308a\u8fbc\u307f\u3068\u3001\u55b6\u696d\u306e\u30dc\u30bf\u30f3\u3067\u3059\u3002**\n\n\u6bce\u6669\u306e\u53d6\u308a\u8fbc\u307f\u306f\u3001\u57fa\u5e79\u306e\u4ed5\u7d44\u307f\u304b\u3089\u305d\u306e\u65e5\u306b\u539f\u4fa1\u304c\u78ba\u5b9a\u3057\u305f\u53d7\u6ce8\u3092\u66f8\u304d\u51fa\u3057\u3066\u7d22\u5f15\u306b\u8db3\u3057\u307e\u3059\u3002**\u539f\u4fa1\u304c\u78ba\u5b9a\u3057\u3066\u3044\u306a\u3044\u53d7\u6ce8\u306f\u5165\u308c\u307e\u305b\u3093\u3002** \u898b\u7a4d\u306e\u91d1\u984d\u3060\u3051\u3067\u539f\u4fa1\u306e\u7121\u3044\u8a18\u9332\u306f\u3001\u898b\u7a4d\u306e\u6750\u6599\u306b\u306a\u308a\u307e\u305b\u3093\u3002\n\n\u30dc\u30bf\u30f3\u306f\u3001\u55b6\u696d\u304c\u4f9d\u983c\u306e\u6587\u3092\u753b\u9762\u306b\u8cbc\u3063\u305f\u5f8c\u306b\u62bc\u3057\u307e\u3059\u3002**\u90e8\u6570\u304c\u8907\u6570\u3042\u308b\u4f9d\u983c\uff083,000\u90e8\u30fb5,000\u90e8\u30fb10,000\u90e8\u306e\u898b\u7a4d\uff09\u306f\u3001\u90e8\u6570\u3054\u3068\u306b\u63a2\u3057\u3066\u4e26\u3079\u307e\u3059\u3002** \u90e8\u6570\u3067\u539f\u4fa1\u306e\u5185\u8a33\u306e\u5272\u5408\u304c\u5927\u304d\u304f\u5909\u308f\u308b\u304b\u3089\u3067\u3059\u3002","input_data":"| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u898b\u7a4d\u306e\u4f9d\u983c | \u5f97\u610f\u5148\u304b\u3089\u306e\u30e1\u30fc\u30eb\u306e\u672c\u6587\u3001PDF\u306e\u4ed5\u69d8\u66f8\u306e\u6587 | \u55b6\u696d\u304c\u8cbc\u308b |\n| \u53d7\u6ce8\u306e\u8a18\u9332 | \u53d7\u6ce8\u756a\u53f7\u3001\u5f97\u610f\u5148\u306e\u696d\u7a2e\u3001\u54c1\u76ee\u3001\u5224\u578b\u3001\u30da\u30fc\u30b8\u6570\u3001\u7d19\u306e\u9298\u67c4\u3068\u539a\u3055\u3001\u8272\u6570\uff08\u8868\u30fb\u88cf\uff09\u3001\u52a0\u5de5\u3001\u90e8\u6570\u3001\u53d7\u6ce8\u91d1\u984d\u3001\u539f\u4fa1\u306e\u5185\u8a33\uff08\u7528\u7d19\u30fb\u5237\u7248\u30fb\u5370\u5237\u30fb\u52a0\u5de5\u30fb\u5916\u6ce8\u30fb\u914d\u9001\uff09\u3001\u5916\u6ce8\u5148\u3001\u53d7\u6ce8\u65e5 | \u57fa\u5e79\u306e\u4ed5\u7d44\u307f |\n| \u7d19\u306e\u8868 | \u7d19\u306e\u9298\u67c4\u3001\u7d19\u306e\u7a2e\u985e\uff08\u30b3\u30fc\u30c8\u30fb\u30de\u30c3\u30c8\u30fb\u4e0a\u8cea\u306a\u3069\uff09\u3001\u9023\u91cf\u3068\u576a\u91cf\u306e\u5bfe\u5fdc | \u5de5\u52d9\u306e\u62c5\u5f53\u3067\u4f5c\u308b\u8868 |\n| \u52a0\u5de5\u306e\u8868 | \u52a0\u5de5\u306e\u547c\u3073\u65b9\u3068\u533a\u5206\uff08\u300cPP\u300d\u300cPP\u8cbc\u308a\u300d\u300c\u30b0\u30ed\u30b9PP\u300d\u2192 PP\u30fb\u30b0\u30ed\u30b9\uff09 | \u5de5\u52d9\u306e\u62c5\u5f53\u3067\u4f5c\u308b\u8868 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u7d19\u306e\u8868\u3067\u3059\u3002** \u7d19\u306e\u539a\u3055\u306f\u3001\u9023\u91cf\uff08\u6c7a\u307e\u3063\u305f\u5bf8\u6cd5\u306e\u7d191,000\u679a\u306e\u91cd\u3055\u3001kg\uff09\u3068\u576a\u91cf\uff081\u5e73\u65b9\u30e1\u30fc\u30c8\u30eb\u3042\u305f\u308a\u306e\u91cd\u3055\u3001g\/m\u00b2\uff09\u306e2\u3064\u306e\u66f8\u304d\u65b9\u304c\u3042\u308a\u3001**\u9023\u91cf\u306f\u7d19\u306e\u5bf8\u6cd5\uff08\u56db\u516d\u5224\u30fb\u83ca\u5224\u306a\u3069\uff09\u306b\u3088\u3063\u3066\u540c\u3058\u7d19\u3067\u3082\u5024\u304c\u5909\u308f\u308a\u307e\u3059\u3002** \u5de5\u52d9\u306e\u62c5\u5f53\u304c\u3001\u9298\u67c4\u3068\u5bf8\u6cd5\u3054\u3068\u306b\u576a\u91cf\u3078\u306e\u63db\u7b97\u3092\u8868\u306b\u3057\u3001\u53d6\u308a\u8fbc\u307f\u3067\u3059\u3079\u3066\u576a\u91cf\u306b\u305d\u308d\u3048\u307e\u3059\u3002\n\n**\u539f\u4fa1\u306e\u5185\u8a33\u306f\u3001\u9805\u76ee\u3092\u5206\u3051\u305f\u307e\u307e\u6301\u3061\u307e\u3059\u3002** \u5408\u8a08\u3060\u3051\u3067\u306f\u3001\u7d19\u4ee3\u3092\u4eca\u306e\u5024\u6bb5\u3067\u7f6e\u304d\u63db\u3048\u3089\u308c\u307e\u305b\u3093\u3002","data_source":"| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u3069\u3046\u53d6\u308b\u304b |\n|:--|:--|:--|\n| \u540c\u3058\u54c1\u76ee\u30fb\u5224\u578b\u306e\u6848\u4ef6 | \u53d7\u6ce8\u306e\u7d22\u5f15 | `bool` \u306e `filter` \u306b `term`\uff08\u54c1\u76ee\u3001\u5224\u578b\uff09 |\n| \u30da\u30fc\u30b8\u6570\u306e\u8fd1\u3044\u6848\u4ef6 | \u53d7\u6ce8\u306e\u7d22\u5f15 | `filter` \u306b `range`\uff08\u4f9d\u983c\u306e\u30da\u30fc\u30b8\u6570\u306e\u524d\u5f8c\uff09 |\n| \u7d19\u30fb\u8272\u6570\u306e\u8fd1\u3044\u6848\u4ef6 | \u53d7\u6ce8\u306e\u7d22\u5f15 | `should` \u306b `term`\uff08\u7d19\u306e\u7a2e\u985e\u3001\u8272\u6570\uff09\u3068 `range`\uff08\u576a\u91cf\u306e\u524d\u5f8c\uff09 |\n| \u52a0\u5de5\u306e\u91cd\u306a\u308b\u6848\u4ef6 | \u53d7\u6ce8\u306e\u7d22\u5f15 | `should` \u306b `nested`\uff08\u52a0\u5de5\u306e\u533a\u5206\u3054\u3068\uff09\u3001`inner_hits` \u3067\u5f53\u305f\u3063\u305f\u52a0\u5de5 |\n| \u90e8\u6570\u30fb\u6642\u671f\u306e\u8fd1\u3055 | \u53d7\u6ce8\u306e\u7d22\u5f15 | `function_score` \u306e `gauss`\uff08\u90e8\u6570\u306e\u5bfe\u6570\u3001\u53d7\u6ce8\u65e5\uff09 |\n\n\u7d22\u5f15\u306e\u4e3b\u306a\u9805\u76ee\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002\n\n```json\nPUT \/print_jobs\n{ \"mappings\": { \"properties\": {\n    \"job_no\":       { \"type\": \"keyword\" },\n    \"product\":      { \"type\": \"keyword\" },\n    \"size\":         { \"type\": \"keyword\" },\n    \"pages\":        { \"type\": \"integer\" },\n    \"paper_type\":   { \"type\": \"keyword\" },\n    \"paper_gsm\":    { \"type\": \"float\" },\n    \"paper_brand\":  { \"type\": \"keyword\" },\n    \"colors\":       { \"type\": \"keyword\" },\n    \"qty\":          { \"type\": \"integer\" },\n    \"qty_log10\":    { \"type\": \"float\" },\n    \"ordered_on\":   { \"type\": \"date\" },\n    \"processes\": { \"type\": \"nested\", \"properties\": {\n      \"kind\":   { \"type\": \"keyword\" },\n      \"side\":   { \"type\": \"keyword\" },\n      \"vendor\": { \"type\": \"keyword\" } } },\n    \"cost\": { \"properties\": {\n      \"paper\": { \"type\": \"integer\" }, \"plate\": { \"type\": \"integer\" },\n      \"press\": { \"type\": \"integer\" }, \"finishing\": { \"type\": \"integer\" },\n      \"outsourced\": { \"type\": \"integer\" }, \"delivery\": { \"type\": \"integer\" } } },\n    \"order_amount\": { \"type\": \"integer\" }\n} } }\n```\n\n**\u90e8\u6570\u306f\u5bfe\u6570\uff08`qty_log10`\uff09\u3067\u3082\u6301\u3061\u307e\u3059\u3002** 3,000\u90e8\u30686,000\u90e8\u306e\u9055\u3044\u3068\u300130,000\u90e8\u306860,000\u90e8\u306e\u9055\u3044\u306f\u3001\u539f\u4fa1\u306e\u69cb\u9020\u306e\u4e0a\u3067\u306f\u540c\u3058\u304f\u3089\u3044\u306e\u9055\u3044\u3067\u3059\u3002**\u90e8\u6570\u306e\u307e\u307e\u8fd1\u3055\u3092\u6e2c\u308b\u3068\u3001\u5927\u304d\u306a\u90e8\u6570\u306e\u6848\u4ef6\u307b\u3069\u8fd1\u3055\u304c\u53b3\u3057\u304f\u306a\u308a\u307e\u3059\u3002** \u5bfe\u6570\u306b\u3059\u308c\u3070\u3001\u300c\u500d\u30fb\u534a\u5206\u300d\u3092\u540c\u3058\u5e45\u3067\u6271\u3048\u307e\u3059\u3002\n\n\u63a2\u3059\u5f62\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\uff08\u4f9d\u983c\u306f A4\u30fb16\u30da\u30fc\u30b8\u306e\u518a\u5b50\u30015,000\u90e8\uff09\u3002\n\n```json\nPOST \/print_jobs\/_search\n{ \"query\": { \"function_score\": {\n    \"query\": { \"bool\": {\n      \"filter\": [\n        { \"term\":  { \"product\": \"booklet\" } },\n        { \"term\":  { \"size\": \"A4\" } },\n        { \"range\": { \"pages\": { \"gte\": 12, \"lte\": 20 } } },\n        { \"exists\": { \"field\": \"qty_log10\" } },\n        { \"exists\": { \"field\": \"ordered_on\" } } ],\n      \"should\": [\n        { \"term\":  { \"paper_type\": \"matte_coated\" } },\n        { \"range\": { \"paper_gsm\": { \"gte\": 115, \"lte\": 140 } } },\n        { \"term\":  { \"colors\": \"4\/4\" } },\n        { \"nested\": { \"path\": \"processes\",\n            \"query\": { \"term\": { \"processes.kind\": \"pp_matte\" } },\n            \"inner_hits\": {} } },\n        { \"nested\": { \"path\": \"processes\",\n            \"query\": { \"term\": { \"processes.kind\": \"saddle_stitch\" } } } } ] } },\n    \"functions\": [\n      { \"gauss\": { \"qty_log10\": { \"origin\": 3.7, \"offset\": 0.1, \"scale\": 0.3 } } },\n      { \"gauss\": { \"ordered_on\": { \"origin\": \"now\", \"offset\": \"180d\", \"scale\": \"730d\" } } } ],\n    \"score_mode\": \"multiply\",\n    \"boost_mode\": \"multiply\" } },\n  \"size\": 10 }\n```\n\n**`qty_log10` \u306e `origin` \u306f\u4f9d\u983c\u306e\u90e8\u6570\u306e\u5bfe\u6570\uff085,000\u90e8\u306a\u3089\u7d043.7\uff09\u3067\u3059\u3002** `scale` \u306e0.3\u306f\u90e8\u6570\u3067\u304a\u3088\u305d2\u500d\u30fb\u534a\u5206\u306b\u3042\u305f\u308a\u3001\u305d\u3053\u3067\u70b9\u6570\u304c\u534a\u5206\u306b\u306a\u308a\u307e\u3059\u3002**\u53d7\u6ce8\u65e5\u306f\u534a\u5e74\u307e\u3067\u306f\u6e80\u70b9\u3001\u305d\u3053\u304b\u30892\u5e74\u3067\u534a\u5206**\u306b\u3057\u307e\u3059\u3002\n\n**\u52a0\u5de5\u306f nested \u3067\u6301\u3061\u307e\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001\u7269\u306e\u914d\u5217\u306f\u5404\u9805\u76ee\u306e\u5024\u304c\u5e73\u3089\u306b\u307e\u3068\u3081\u3066\u6301\u305f\u308c\u3001**\u3069\u306e\u5024\u304c\u540c\u3058\u7269\u306e\u3082\u306e\u304b\u304c\u5206\u304b\u3089\u306a\u304f\u306a\u308a\u307e\u3059\u3002** nested \u306b\u3059\u308b\u3068\u5404\u7269\u304c\u5225\u306e\u96a0\u308c\u305f\u6587\u66f8\u3068\u3057\u3066\u6301\u305f\u308c\u307e\u3059\u3002\u300c\u30de\u30c3\u30c8PP\u3092\u8868\u7d19\u306e\u7247\u9762\u306b\u300d\u3068\u300c\u30b0\u30ed\u30b9PP\u3092\u4e21\u9762\u306b\u300d\u306e\u3088\u3046\u306b\u3001**\u52a0\u5de5\u306e\u533a\u5206\u3068\u9762\u306e\u7d44\u307f\u5408\u308f\u305b\u3092\u5d29\u3055\u305a\u306b\u63a2\u3059\u305f\u3081\u3067\u3059\u3002** nested \u306e\u691c\u7d22\u306f\u89aa\u306e\u6587\u66f8\u3092\u8fd4\u3059\u306e\u3067\u3001`inner_hits` \u3067\u5f53\u305f\u3063\u305f\u52a0\u5de5\u3092\u753b\u9762\u306b\u51fa\u3057\u307e\u3059\u3002","preprocessing":"1. **\u7d19\u306e\u539a\u3055\u3092\u576a\u91cf\u306b\u305d\u308d\u3048\u308b** \u2026 \u7d19\u306e\u8868\u3067\u3001\u9023\u91cf\uff08kg\uff09\u3068\u5bf8\u6cd5\u304b\u3089\u576a\u91cf\uff08g\/m\u00b2\uff09\u3092\u5f15\u304d\u307e\u3059\u3002\u8868\u306b\u7121\u3044\u9298\u67c4\u306f `paper_gsm` \u3092\u5165\u308c\u305a\u3001\u5370\u3092\u4ed8\u3051\u307e\u3059\n2. **\u7d19\u306e\u7a2e\u985e\u3092\u305d\u308d\u3048\u308b** \u2026 \u9298\u67c4\u304b\u3089\u3001\u30b3\u30fc\u30c8\u30fb\u30de\u30c3\u30c8\u30b3\u30fc\u30c8\u30fb\u4e0a\u8cea\u30fb\u7279\u6b8a\u7d19\u306a\u3069\u306e\u533a\u5206\u3092\u5f15\u304d\u307e\u3059\n3. **\u52a0\u5de5\u306e\u547c\u3073\u65b9\u3092\u305d\u308d\u3048\u308b** \u2026 \u52a0\u5de5\u306e\u8868\u3067\u3001\u547c\u3073\u65b9\u3092\u533a\u5206\u3068\u9762\u306b\u5206\u3051\u307e\u3059\uff08\u300c\u8868\u7d19\u306e\u307f\u30de\u30c3\u30c8PP\u300d\u2192 `pp_matte`\u30fb`cover`\uff09\n4. **\u5224\u578b\u3068\u54c1\u76ee\u3092\u305d\u308d\u3048\u308b** \u2026 \u300cA4\u300d\u300c210\u00d7297\u300d\u3092\u540c\u3058\u5024\u306b\u3001\u300c\u30d1\u30f3\u30d5\u300d\u300c\u4f1a\u793e\u6848\u5185\u300d\u3092\u54c1\u76ee\u306e\u533a\u5206\u306b\u5f53\u3066\u307e\u3059\n5. **\u90e8\u6570\u306e\u5bfe\u6570\u3092\u8db3\u3059** \u2026 `qty_log10` \u3092\u8a08\u7b97\u3057\u3066\u5165\u308c\u307e\u3059\n6. **\u539f\u4fa1\u304c\u78ba\u5b9a\u3057\u3066\u3044\u306a\u3044\u8a18\u9332\u3092\u5916\u3059** \u2026 \u539f\u4fa1\u306e\u5185\u8a33\u304c\u7a7a\u306e\u53d7\u6ce8\u306f\u53d6\u308a\u8fbc\u307f\u307e\u305b\u3093\n7. **\u4f9d\u983c\u306e\u6587\u3092\u6574\u3048\u308b** \u2026 \u5f97\u610f\u5148\u306e\u62c5\u5f53\u8005\u306e\u540d\u524d\u3068\u96fb\u8a71\u756a\u53f7\u306f\u3001Claude \u306b\u6e21\u3059\u524d\u306b\u4f0f\u305b\u307e\u3059\n\n**1\u756a\u76ee\u3092\u8efd\u304f\u898b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u576a\u91cf\u304c\u5165\u3089\u306a\u3044\u8a18\u9332\u306f\u3001\u7d19\u306e\u539a\u3055\u306e `range` \u306b\u5f53\u305f\u3089\u305a\u3001\u7d19\u306e\u8fd1\u3055\u3067\u70b9\u6570\u304c\u4e0a\u304c\u308a\u307e\u305b\u3093\u3002**\u8868\u306b\u7121\u3044\u9298\u67c4\u306e\u4e00\u89a7\u3092\u6bce\u6708\u51fa\u3057\u3001\u5de5\u52d9\u306e\u62c5\u5f53\u304c\u8868\u306b\u8db3\u3057\u307e\u3059\u3002**","ai_processing":"**AI\u306e\u4ed5\u4e8b\u306f\u3001\u4f9d\u983c\u306e\u6587\u304b\u3089\u63a2\u3059\u305f\u3081\u306e\u4ed5\u69d8\u3092\u53d6\u308a\u51fa\u3059\u3053\u3068\u3060\u3051\u3067\u3059\u3002** \u63a2\u3059\u306e\u3082\u3001\u8fd1\u3055\u3092\u6e2c\u308b\u306e\u3082\u3001\u539f\u4fa1\u3092\u4e26\u3079\u308b\u306e\u3082\u3001\u898f\u5247\u3068\u7d22\u5f15\u306e\u4ed5\u4e8b\u3067\u3059\u3002\n\n| \u3055\u305b\u308b\u3053\u3068 | \u3055\u305b\u306a\u3044\u3053\u3068 |\n|:--|:--|\n| \u54c1\u76ee\u30fb\u5224\u578b\u30fb\u30da\u30fc\u30b8\u6570\u30fb\u8272\u6570\u3092\u53d6\u308a\u51fa\u3059 | \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u4ed5\u69d8\u3092\u88dc\u3046\u3053\u3068 |\n| \u7d19\u306e\u9298\u67c4\u3068\u539a\u3055\u3092\u3001\u66f8\u304b\u308c\u305f\u307e\u307e\u53d6\u308a\u51fa\u3059 | \u9023\u91cf\u3068\u576a\u91cf\u306e\u63db\u7b97 |\n| \u52a0\u5de5\u3092\u3001\u66f8\u304b\u308c\u305f\u307e\u307e\u53d6\u308a\u51fa\u3057\u3001\u52a0\u5de5\u306e\u8868\u306e\u533a\u5206\u306b\u5f53\u3066\u308b | \u8868\u306b\u7121\u3044\u533a\u5206\u3092\u4f5c\u308b\u3053\u3068 |\n| \u90e8\u6570\u3092\u3001\u3059\u3079\u3066\u306e\u6570\u91cf\u3054\u3068\u306b\u53d6\u308a\u51fa\u3059 | \u90e8\u6570\u30921\u3064\u306b\u307e\u3068\u3081\u308b\u3053\u3068 |\n| \u8db3\u308a\u306a\u3044\u4ed5\u69d8\u3092\u6319\u3052\u308b\uff08\u7d19\u306e\u6307\u5b9a\u304c\u7121\u3044\u3001\u52a0\u5de5\u306e\u9762\u304c\u5206\u304b\u3089\u306a\u3044\uff09 | \u898b\u7a4d\u306e\u91d1\u984d\u3084\u5358\u4fa1\u3092\u51fa\u3059\u3053\u3068 |\n\n**\u300c\u63db\u7b97\u3092\u3055\u305b\u306a\u3044\u300d\u304c\u3001\u3044\u3061\u3070\u3093\u5927\u4e8b\u306a\u7dda\u3067\u3059\u3002** \u9023\u91cf\u304b\u3089\u576a\u91cf\u3078\u306e\u63db\u7b97\u306f\u7d19\u306e\u5bf8\u6cd5\u306b\u3088\u3063\u3066\u5909\u308f\u308a\u3001**AI\u304c\u3082\u3063\u3068\u3082\u3089\u3057\u3044\u5024\u3092\u51fa\u3059\u3068\u3001\u8868\u306e\u63db\u7b97\u3068\u98df\u3044\u9055\u3063\u305f\u3068\u304d\u306b\u8ffd\u3048\u307e\u305b\u3093\u3002** \u63db\u7b97\u306f\u524d\u51e6\u7406\u306e\u8868\u3060\u3051\u3067\u884c\u3044\u307e\u3059\u3002\n\n**\u300c\u898b\u7a4d\u306e\u91d1\u984d\u3092\u51fa\u3055\u306a\u3044\u300d\u3082\u660e\u8a18\u3057\u307e\u3059\u3002** \u4f9d\u983c\u306e\u6587\u306b\u300c\u524d\u56de\u3068\u540c\u3058\u304f\u3089\u3044\u3067\u300d\u3068\u66f8\u304b\u308c\u3066\u3044\u3066\u3082\u3001\u91d1\u984d\u306f\u55b6\u696d\u304c\u6c7a\u3081\u307e\u3059\u3002","prompt_example":"```\n\u3042\u306a\u305f\u306f\u5370\u5237\u4f1a\u793e\u306e\u55b6\u696d\u3092\u624b\u4f1d\u3046\u7acb\u5834\u3067\u3059\u3002\n\u5f97\u610f\u5148\u304b\u3089\u306e\u898b\u7a4d\u306e\u4f9d\u983c\u306e\u6587\u304b\u3089\u3001\u904e\u53bb\u306e\u6848\u4ef6\u3092\u63a2\u3059\u305f\u3081\u306e\u4ed5\u69d8\u3092\u53d6\u308a\u51fa\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u3060\u3051\u3092\u4f7f\u3044\u3001\u63a8\u6e2c\u3067\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53d6\u308a\u51fa\u3059\u3082\u306e\u3011\n- product: \u54c1\u76ee\u3092\u3010\u54c1\u76ee\u306e\u533a\u5206\u3011\u306e\u3069\u308c\u304b\u306b\u5f53\u3066\u308b\u3002\u6c7a\u3081\u3089\u308c\u306a\u3051\u308c\u3070 \"unknown\"\n- size: \u4ed5\u4e0a\u304c\u308a\u306e\u5224\u578b\uff08\u66f8\u304b\u308c\u305f\u307e\u307e\uff09\n- pages: \u30da\u30fc\u30b8\u6570\u3002\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 null\n- colors: \u8272\u6570\uff08\u8868\/\u88cf\uff09\u3002\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 null\n- paper: \u7d19\u306e\u9298\u67c4\u3068\u539a\u3055\u3092\u3001\u66f8\u304b\u308c\u305f\u8868\u8a18\u306e\u307e\u307e\uff08\"\u30de\u30c3\u30c8\u30b3\u30fc\u30c8 110kg\" \u306a\u3069\uff09\n- processes: \u52a0\u5de5\u3092\u3010\u52a0\u5de5\u306e\u533a\u5206\u3011\u306b\u5f53\u3066\u3001\u9762\uff08\u8868\u7d19\u30fb\u672c\u6587\u30fb\u7247\u9762\u30fb\u4e21\u9762\uff09\u3082\u66f8\u304f\n- quantities: \u90e8\u6570\u3092\u3059\u3079\u3066\u3002\u8907\u6570\u3042\u308c\u3070\u914d\u5217\u3067\n- due: \u7d0d\u671f\uff08\u66f8\u304b\u308c\u305f\u307e\u307e\uff09\n- missing: \u63a2\u3059\u306e\u306b\u8db3\u308a\u306a\u3044\u4ed5\u69d8\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u7d19\u306e\u539a\u3055\u3092\u63db\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002kg \u3092 g\/m\u00b2 \u306b\u3001g\/m\u00b2 \u3092 kg \u306b\u76f4\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u7d19\u30fb\u8272\u6570\u30fb\u52a0\u5de5\u3092\u3001\u54c1\u76ee\u304b\u3089\u306e\u4e00\u822c\u8ad6\u3067\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u4f8b\uff1a\u518a\u5b50\u3060\u304b\u3089\u4e2d\u7db4\u3058\u3001\u3068\u306f\u6c7a\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002missing \u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u300c8P\u300d\u300c8\u9801\u300d\u306f8\u30da\u30fc\u30b8\u3068\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u300c4\u679a\u4e21\u9762\u300d\u306e\u3088\u3046\u306a\u66f8\u304d\u65b9\u306f\u3001\u30da\u30fc\u30b8\u6570\u306b\u76f4\u3055\u305a missing \u306b\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u91d1\u984d\u3001\u5358\u4fa1\u3001\u5024\u5f15\u304d\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u4f9d\u983c\u306e\u6587\u306b\u524d\u56de\u306e\u91d1\u984d\u304c\u66f8\u304b\u308c\u3066\u3044\u3066\u3082\u3001\u53d6\u308a\u51fa\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u52a0\u5de5\u306e\u9762\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u3001\u9762\u3092 \"unspecified\" \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u54c1\u76ee\u306e\u533a\u5206\u3011{product_list}\n\u3010\u52a0\u5de5\u306e\u533a\u5206\u3011{process_list}\n\u3010\u4f9d\u983c\u306e\u6587\u3011{request_text}\n```\n\n**\u300c\u518a\u5b50\u3060\u304b\u3089\u4e2d\u7db4\u3058\u3068\u6c7a\u3081\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001AI\u306f\u54c1\u76ee\u304b\u3089\u52a0\u5de5\u3092\u88dc\u3044\u307e\u3059\u3002** 16\u30da\u30fc\u30b8\u306e\u518a\u5b50\u306a\u3089\u4e2d\u7db4\u3058\u304c\u591a\u3044\u306e\u306f\u78ba\u304b\u3067\u3059\u304c\u3001**\u7121\u7dda\u7db4\u3058\u3067\u983c\u307e\u308c\u3066\u3044\u308c\u3070\u539f\u4fa1\u304c\u307e\u3063\u305f\u304f\u9055\u3044\u307e\u3059\u3002** \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u52a0\u5de5\u306f\u3001\u55b6\u696d\u304c\u5f97\u610f\u5148\u306b\u78ba\u304b\u3081\u308b\u3053\u3068\u306b\u3057\u307e\u3059\u3002","output_data":"**Bedrock \u306e Converse API \u306e `outputConfig.textFormat` \u306b JSON \u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3057\u3001\u6b21\u306e\u5f62\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n  \"product\": \"flyer | leaflet | brochure | booklet | envelope | ... | unknown\",\n  \"size\": \"\",\n  \"pages\": null,\n  \"colors\": null,\n  \"paper\": { \"as_written\": \"\" },\n  \"processes\": [ { \"kind\": \"pp_matte | pp_gloss | saddle_stitch | perfect_bind | foil | die_cut | ...\",\n                   \"side\": \"cover | body | one_side | both_sides | unspecified\" } ],\n  \"quantities\": [0],\n  \"due\": \"\",\n  \"missing\": [\"\"]\n}\n```\n\n\u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001Converse API \u306e `outputConfig.textFormat` \u306b JSON \u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3059\u3068\u5fdc\u7b54\u304c\u30b9\u30ad\u30fc\u30de\u306b\u6cbf\u3044\u3001`enum` \u304c\u4f7f\u3048\u307e\u3059\u3002**`product` \u3068 `processes.kind` \u3092 `enum` \u3067\u9589\u3058\u3001\u8868\u306b\u7121\u3044\u533a\u5206\u304c\u8fd4\u3089\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059\u3002** \u6570\u5024\u306e\u7bc4\u56f2\u306e\u5236\u7d04\u306b\u306f\u5bfe\u5fdc\u3057\u3066\u3044\u306a\u3044\u306e\u3067\u3001\u30da\u30fc\u30b8\u6570\u3068\u90e8\u6570\u306e\u5024\u306e\u78ba\u304b\u3081\u306f Lambda \u3067\u884c\u3044\u307e\u3059\u3002\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001\u4ed5\u69d8\u306e\u9805\u76ee\u304c\u305d\u306e\u307e\u307e\u691c\u7d22\u306e\u6761\u4ef6\u306b\u306a\u308b\u3053\u3068\u3067\u3059\u3002** `product` \u3068 `size` \u306f `filter`\u3001`paper` \u306f\u524d\u51e6\u7406\u306e\u8868\u3067\u576a\u91cf\u306b\u3057\u3066 `range`\u3001`processes` \u306f `nested` \u306e\u6761\u4ef6\u306b\u306a\u308a\u307e\u3059\u3002\n\n**2\u3064\u76ee\u306f\u3001`quantities` \u3092\u90e8\u6570\u3054\u3068\u306e\u691c\u7d22\u306b\u5206\u3051\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u914d\u5217\u306e\u6570\u3060\u3051\u3001`qty_log10` \u306e `origin` \u3092\u5909\u3048\u3066\u63a2\u3057\u307e\u3059\u3002\n\n**3\u3064\u76ee\u306f\u3001`missing` \u304c\u305d\u306e\u307e\u307e\u5f97\u610f\u5148\u3078\u306e\u78ba\u8a8d\u306b\u306a\u308b\u3053\u3068\u3067\u3059\u3002**\n\n\u753b\u9762\u306b\u51fa\u3059\u5019\u88dc\u306e\u4e00\u89a7\u306f\u3001\u691c\u7d22\u306e\u7d50\u679c\u304b\u3089 Lambda \u304c\u4f5c\u308a\u307e\u3059\u3002\n\n| \u5217 | \u4e2d\u8eab |\n|:--|:--|\n| \u6848\u4ef6 | \u53d7\u6ce8\u756a\u53f7\u3001\u5f97\u610f\u5148\u306e\u696d\u7a2e\u3001\u53d7\u6ce8\u65e5 |\n| \u4ed5\u69d8 | \u54c1\u76ee\u3001\u5224\u578b\u3001\u30da\u30fc\u30b8\u6570\u3001\u7d19\u3001\u8272\u6570\u3001\u52a0\u5de5\u3001\u90e8\u6570 |\n| \u4f9d\u983c\u3068\u306e\u9055\u3044 | \u898f\u5247\u3067\u66f8\u304d\u51fa\u3057\u305f\u9055\u3044\uff08\u300c\u90e8\u6570\uff1a\u4f9d\u983c\u306e1.6\u500d\u300d\u300c\u52a0\u5de5\uff1a\u30b0\u30ed\u30b9PP\uff08\u4f9d\u983c\u306f\u30de\u30c3\u30c8PP\uff09\u300d\uff09 |\n| \u539f\u4fa1\u306e\u5185\u8a33 | \u7528\u7d19\u30fb\u5237\u7248\u30fb\u5370\u5237\u30fb\u52a0\u5de5\u30fb\u5916\u6ce8\u30fb\u914d\u9001\u3068\u5408\u8a08\u3001\u53d7\u6ce8\u91d1\u984d |\n| \u6642\u671f\u306e\u6ce8\u610f | \u53d7\u6ce8\u65e5\u3068\u3001\u305d\u306e\u5f8c\u306e\u7d19\u306e\u5024\u6bb5\u306e\u6539\u5b9a\u306e\u6709\u7121 |\n\n**\u300c\u6642\u671f\u306e\u6ce8\u610f\u300d\u306e\u5217\u304c\u3001\u3053\u306e\u4e00\u89a7\u3067\u3044\u3061\u3070\u3093\u5927\u4e8b\u306a\u5217\u3067\u3059\u3002** \u7d19\u306e\u5024\u6bb5\u306e\u6539\u5b9a\u306e\u65e5\u3092\u5de5\u52d9\u306e\u62c5\u5f53\u304c\u8868\u306b\u3057\u3066\u304a\u304d\u3001**\u53d7\u6ce8\u65e5\u3088\u308a\u5f8c\u306b\u6539\u5b9a\u304c\u3042\u308c\u3070\u300c\u7d19\u4ee3\u306f\u6539\u5b9a\u524d\u306e\u5024\u6bb5\u300d\u3068\u5370\u3092\u4ed8\u3051\u307e\u3059\u3002**","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u57fa\u5e79\u306e\u4ed5\u7d44\u307f | \u53d7\u6ce8\u306e\u8a18\u9332\u306e\u66f8\u304d\u51fa\u3057\uff08\u6bce\u6669\u3001\u8aad\u307f\u53d6\u308a\u306e\u307f\uff09 | \u53d7\u6ce8\u306e\u7d22\u5f15\u306e\u5143 |\n| Amazon OpenSearch Service | Lambda \u304b\u3089\u306e\u7d22\u5f15\u3078\u306e\u767b\u9332\u3068\u691c\u7d22 | \u53d7\u6ce8\u306e\u7d22\u5f15 |\n| Amazon Bedrock | Converse API\uff08Claude\uff09 | \u4f9d\u983c\u306e\u6587\u304b\u3089\u306e\u53d6\u308a\u51fa\u3057 |\n| \u55b6\u696d\u306e\u753b\u9762 | \u793e\u5185\u306e\u753b\u9762 | \u4f9d\u983c\u306e\u6587\u306e\u8cbc\u308a\u4ed8\u3051\u3001\u4ed5\u69d8\u306e\u78ba\u304b\u3081\u3001\u5019\u88dc\u306e\u4e00\u89a7 |\n\n**\u898b\u7a4d\u306e\u8868\u8a08\u7b97\u3068\u306f\u3064\u306a\u304e\u307e\u305b\u3093\u3002** \u5019\u88dc\u306e\u539f\u4fa1\u3092\u898b\u7a4d\u306b\u5199\u3059\u306e\u306f\u55b6\u696d\u306e\u624b\u3067\u3059\u3002**\u5199\u3059\u624b\u9593\u3092\u6b8b\u3059\u306e\u306f\u3001\u4eca\u306e\u5024\u6bb5\u306b\u7f6e\u304d\u63db\u3048\u308b\u5224\u65ad\u3092\u305d\u306e\u5834\u3067\u5fc5\u305a\u901a\u3059\u305f\u3081\u3067\u3059\u3002**","human_review":"1. **\u53d6\u308a\u51fa\u3057\u305f\u4ed5\u69d8\u3092\u898b\u308b** \u2026 \u7279\u306b\u30da\u30fc\u30b8\u6570\u3001\u52a0\u5de5\u306e\u9762\u3001\u90e8\u6570\u3092\u78ba\u304b\u3081\u307e\u3059\n2. **missing \u3092\u5f97\u610f\u5148\u306b\u805e\u304f** \u2026 \u7d19\u306e\u6307\u5b9a\u304c\u7121\u3044\u3001\u52a0\u5de5\u306e\u9762\u304c\u5206\u304b\u3089\u306a\u3044\u3001\u306a\u3069\u3092\u78ba\u304b\u3081\u307e\u3059\n3. **\u6642\u671f\u306e\u6ce8\u610f\u3092\u898b\u308b** \u2026 \u7d19\u306e\u5024\u6bb5\u306e\u6539\u5b9a\u306e\u524d\u306e\u6848\u4ef6\u306a\u3089\u3001\u7d19\u4ee3\u3092\u4eca\u306e\u5024\u6bb5\u3067\u7f6e\u304d\u63db\u3048\u307e\u3059\n4. **\u5916\u6ce8\u5148\u3092\u898b\u308b** \u2026 \u52a0\u5de5\u306e\u5916\u6ce8\u5148\u304c\u4eca\u3082\u540c\u3058\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\n\n**3\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u4e00\u89a7\u306e\u539f\u4fa1\u306f\u5f53\u6642\u306e\u539f\u4fa1\u3067\u3059\u3002**\u4eca\u306e\u898b\u7a4d\u306b\u4f7f\u3048\u308b\u306e\u306f\u3001\u4ed5\u69d8\u306e\u8fd1\u3055\u3068\u539f\u4fa1\u306e\u69cb\u9020\u3067\u3001\u91d1\u984d\u305d\u306e\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002**","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u54c1\u76ee\u304c `unknown` | \u691c\u7d22\u3092\u305b\u305a\u3001\u55b6\u696d\u306b\u54c1\u76ee\u3092\u9078\u3093\u3067\u3082\u3089\u3046 |\n| \u8fd1\u3044\u6848\u4ef6\u304c0\u4ef6 | \u30da\u30fc\u30b8\u6570\u306e\u7bc4\u56f2\u3092\u5e83\u3052\u3001\u6b21\u306b\u7d19\u30fb\u52a0\u5de5\u306e `should` \u3060\u3051\u3067\u63a2\u3059\u3002\u5e83\u3052\u305f\u3053\u3068\u3092\u4e00\u89a7\u306b\u66f8\u304f |\n| \u7d19\u306e\u9298\u67c4\u304c\u8868\u306b\u7121\u3044 | \u7d19\u306e\u7a2e\u985e\u3060\u3051\u3067\u63a2\u3057\u3001\u8868\u3078\u306e\u8ffd\u52a0\u3092\u5de5\u52d9\u306e\u62c5\u5f53\u306b\u983c\u3080 |\n| \u90e8\u6570\u306e\u6b04\u304c\u7a7a\u306e\u8a18\u9332 | `exists` \u306e\u6761\u4ef6\u3067\u691c\u7d22\u304b\u3089\u5916\u308c\u308b\u3002\u53d6\u308a\u8fbc\u307f\u306e\u8a18\u9332\u306b\u4ef6\u6570\u3092\u51fa\u3059 |\n| \u52a0\u5de5\u306e\u9762\u304c `unspecified` | \u9762\u3092\u6761\u4ef6\u306b\u305b\u305a\u3001\u533a\u5206\u3060\u3051\u3067\u63a2\u3059 |\n| \u69cb\u9020\u5316\u51fa\u529b\u304c\u8fd4\u3089\u306a\u3044 | \u55b6\u696d\u304c\u4ed5\u69d8\u3092\u753b\u9762\u306e\u9805\u76ee\u3067\u5165\u308c\u3066\u691c\u7d22\u3060\u3051\u3092\u4f7f\u3046 |\n| \u4f9d\u983c\u306e\u6587\u306b\u8907\u6570\u306e\u54c1\u76ee\u304c\u3042\u308b | \u54c1\u76ee\u3054\u3068\u306b\u5206\u3051\u3066\u63a2\u3059 |\n\n**4\u884c\u76ee\u306f\u3001\u6e1b\u8870\u306e\u95a2\u6570\u306e\u6027\u8cea\u306b\u3088\u308b\u3082\u306e\u3067\u3059\u3002** \u9805\u76ee\u304c\u7121\u3044\u3068\u6e80\u70b9\u306b\u306a\u308b\u306e\u3067\u3001\u6761\u4ef6\u3067\u5916\u3055\u306a\u3051\u308c\u3070\u3001\u90e8\u6570\u306e\u5206\u304b\u3089\u306a\u3044\u53e4\u3044\u8a18\u9332\u304c\u4e0a\u306b\u4e26\u3073\u307e\u3059\u3002","log_storage":"- \u691c\u7d22\u3054\u3068\u306e\u3001\u4f9d\u983c\u306e\u6587\uff08\u4f0f\u305b\u305f\u3082\u306e\uff09\u3001\u53d6\u308a\u51fa\u3057\u305f JSON\u3001\u55b6\u696d\u304c\u76f4\u3057\u305f\u7b87\u6240\n- \u691c\u7d22\u306e\u6761\u4ef6\u3068\u3001\u5e83\u3052\u305f\u6761\u4ef6\n- \u5019\u88dc\u306e\u4e00\u89a7\u3068\u3001\u55b6\u696d\u304c\u53c2\u8003\u306b\u3057\u305f\u6848\u4ef6\n- \u6700\u7d42\u306e\u898b\u7a4d\u306e\u91d1\u984d\u3068\u3001\u305d\u306e\u5f8c\u306e\u53d7\u6ce8\u306e\u7d50\u679c\uff08\u53d7\u6ce8\u30fb\u5931\u6ce8\uff09\n\n**\u6700\u5f8c\u306e\u884c\u3092\u6b8b\u3059\u306e\u306f\u3001\u53c2\u8003\u306b\u3057\u305f\u6848\u4ef6\u3068\u898b\u7a4d\u306e\u7d50\u679c\u3092\u7d50\u3073\u4ed8\u3051\u308b\u305f\u3081\u3067\u3059\u3002** \u540c\u3058\u6848\u4ef6\u3092\u53c2\u8003\u306b\u3057\u3066\u5931\u6ce8\u304c\u7d9a\u304f\u306a\u3089\u3001\u305d\u306e\u6848\u4ef6\u306e\u539f\u4fa1\u306e\u69cb\u9020\u304c\u4eca\u306b\u5408\u3063\u3066\u3044\u306a\u3044\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002","implementation_level":"\u672c\u683c\u69cb\u6210","difficulty":3,"cost_band":"\u5927","cost_level_label":"RAG\u30fb\u500b\u5225\u958b\u767a","security_level":"\u4e2d","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":12,"assumption_frequency":300,"assumption_workdays":20,"volume_month":300,"before_minutes_per_case":14,"after_minutes_per_case":4,"hourly_cost":3200,"before_hours_month":70,"after_hours_month":20,"saved_hours_month":50,"reduction_rate":71,"saved_hours_year":600,"annual_cost_effect":1920000,"summary":"\u5f97\u610f\u5148\u304b\u3089\u5c4a\u3044\u305f\u898b\u7a4d\u306e\u4f9d\u983c\u304b\u3089\u3001\u5224\u578b\u30fb\u30da\u30fc\u30b8\u6570\u30fb\u7d19\u30fb\u8272\u6570\u30fb\u52a0\u5de5\u30fb\u90e8\u6570\u306e\u4ed5\u69d8\u3092\u53d6\u308a\u51fa\u3057\u3001\u7d19\u306e\u539a\u3055\u3084\u52a0\u5de5\u306e\u66f8\u304d\u65b9\u3092\u305d\u308d\u3048\u305f\u3046\u3048\u3067\u3001\u904e\u53bb\u306e\u53d7\u6ce8\u304b\u3089\u4ed5\u69d8\u306e\u8fd1\u3044\u6848\u4ef6\u3092\u63a2\u3057\u307e\u3059\u3002 \u5f53\u6642\u306e\u53d7\u6ce8\u91d1\u984d\u3068\u539f\u4fa1\u306e\u5185\u8a33\u3001\u4ed5\u69d8\u306e\u9055\u3044\u3001\u53d7\u6ce8\u306e\u6642\u671f\u3092\u4e26\u3079\u3001\u55b6\u696d\u304c\u898b\u7a4d\u3092\u7d44\u3080\u6750\u6599\u306b\u3057\u307e\u3059\u3002","before_flow":"1. \u5f97\u610f\u5148\u304b\u3089\u306e\u30e1\u30fc\u30eb\u3068PDF\u306e\u4ed5\u69d8\u66f8\u3092\u8aad\u307f\u3001\u4ed5\u69d8\u3092\u898b\u7a4d\u306e\u8868\u8a08\u7b97\u306b\u66f8\u304d\u5199\u3059\n2. \u57fa\u5e79\u306e\u4ed5\u7d44\u307f\u3067\u3001\u54c1\u76ee\u3068\u5224\u578b\u3067\u904e\u53bb\u306e\u53d7\u6ce8\u3092\u7d5e\u308b\n3. \u7d19\u306e\u9298\u67c4\u3084\u52a0\u5de5\u306e\u540d\u524d\u3067\u63a2\u3057\u3001\u66f8\u304d\u65b9\u3092\u5909\u3048\u3066\u63a2\u3057\u76f4\u3059\n4. \u5f53\u305f\u3063\u305f\u6848\u4ef6\u30921\u4ef6\u305a\u3064\u958b\u304d\u3001\u30da\u30fc\u30b8\u6570\u30fb\u90e8\u6570\u30fb\u52a0\u5de5\u304c\u8fd1\u3044\u304b\u3092\u898b\u308b\n5. \u8fd1\u3044\u6848\u4ef6\u306e\u539f\u4fa1\u306e\u5185\u8a33\u3092\u898b\u3066\u3001\u7d19\u4ee3\u3092\u4eca\u306e\u5024\u6bb5\u3067\u7f6e\u304d\u63db\u3048\u308b\n6. \u898b\u7a4d\u3092\u7d44\u307f\u3001\u4e0a\u9577\u306e\u78ba\u8a8d\u3092\u7d4c\u3066\u5f97\u610f\u5148\u306b\u51fa\u3059\n\n**\uff08a\uff09\u66f8\u304d\u65b9\u306e\u9055\u3044\u3067\u5f53\u305f\u3089\u306a\u3044\u3002** 3\u756a\u76ee\u304c\u6642\u9593\u3092\u98df\u3044\u307e\u3059\u3002**\u300c\u30de\u30c3\u30c8PP\u300d\u3067\u5f15\u304f\u3068\u300cPP\uff08\u30de\u30c3\u30c8\uff09\u300d\u3068\u66f8\u304b\u308c\u305f\u6848\u4ef6\u304c\u6f0f\u308c\u3001** \u7d19\u306e\u539a\u3055\u3092 kg \u3067\u5f15\u304f\u3068 g\/m\u00b2 \u3067\u66f8\u304b\u308c\u305f\u6848\u4ef6\u304c\u6f0f\u308c\u307e\u3059\u3002\n\n**\uff08b\uff09\u8fd1\u3055\u306e\u898b\u65b9\u304c\u4eba\u306b\u3088\u3063\u3066\u9055\u3046\u3002** 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**\u3010\u81ea\u52d5\u3011** \u6bce\u6669\u3001\u57fa\u5e79\u306e\u4ed5\u7d44\u307f\u304b\u3089\u53d7\u6ce8\u306e\u8a18\u9332\u3092\u53d6\u308a\u8fbc\u307f\u3001\u7d19\u306e\u539a\u3055\u3068\u52a0\u5de5\u306e\u66f8\u304d\u65b9\u3092\u305d\u308d\u3048\u3066\u7d22\u5f15\u306b\u5165\u308c\u308b\n2. **\u3010\u4eba\u3011** \u55b6\u696d\u304c\u3001\u5f97\u610f\u5148\u304b\u3089\u306e\u30e1\u30fc\u30eb\u306e\u672c\u6587\u3068PDF\u306e\u4ed5\u69d8\u66f8\u306e\u6587\u3092\u753b\u9762\u306b\u8cbc\u308a\u3001\u300c\u8fd1\u3044\u6848\u4ef6\u3092\u63a2\u3059\u300d\u3092\u62bc\u3059\n3. **\u3010\u81ea\u52d5\u3011** Claude \u304c\u3001\u54c1\u76ee\u30fb\u5224\u578b\u30fb\u30da\u30fc\u30b8\u6570\u30fb\u7d19\u30fb\u8272\u6570\u30fb\u52a0\u5de5\u30fb\u90e8\u6570\u30fb\u7d0d\u671f\u3092\u53d6\u308a\u51fa\u3057\u3001\u8db3\u308a\u306a\u3044\u4ed5\u69d8\u3092\u6319\u3052\u308b\n4. **\u3010\u4eba\u3011** 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\u304c\u3001\u54c1\u76ee\u30fb\u5224\u578b\u30fb\u30da\u30fc\u30b8\u6570\u30fb\u7d19\u30fb\u8272\u6570\u30fb\u52a0\u5de5\u30fb\u90e8\u6570\u30fb\u7d0d\u671f\u3092\u53d6\u308a\u51fa\u3057\u3001\u8db3\u308a\u306a\u3044\u4ed5\u69d8\u3092\u6319\u3052\u308b","**\u3010\u4eba\u3011** \u55b6\u696d\u304c\u53d6\u308a\u51fa\u3057\u305f\u4ed5\u69d8\u3092\u898b\u3066\u3001\u9055\u3063\u3066\u3044\u308c\u3070\u76f4\u3059","**\u3010\u81ea\u52d5\u3011** OpenSearch \u304c\u3001\u54c1\u76ee\u3068\u5224\u578b\u3067\u7d5e\u308a\u3001\u7d19\u30fb\u52a0\u5de5\u30fb\u30da\u30fc\u30b8\u6570\u3067\u4e26\u3079\u3001\u90e8\u6570\u3068\u6642\u671f\u306e\u8fd1\u3055\u3067\u70b9\u6570\u3092\u639b\u3051\u308b","**\u3010\u81ea\u52d5\u3011** \u5019\u88dc\u3054\u3068\u306b\u3001\u4f9d\u983c\u3068\u306e\u4ed5\u69d8\u306e\u9055\u3044\u3068\u3001\u5f53\u6642\u306e\u539f\u4fa1\u306e\u5185\u8a33\u3001\u53d7\u6ce8\u306e\u6642\u671f\u3092\u4e26\u3079\u308b","**\u3010\u4eba\u3011** \u55b6\u696d\u304c\u8fd1\u3044\u6848\u4ef6\u3092\u9078\u3073\u3001\u7d19\u4ee3\u3092\u4eca\u306e\u5024\u6bb5\u3067\u7f6e\u304d\u63db\u3048\u3066\u898b\u7a4d\u3092\u7d44\u3080"],"architecture":"```\n\u57fa\u5e79\u306e\u4ed5\u7d44\u307f\uff08\u53d7\u6ce8\u306e\u8a18\u9332\uff1a\u4ed5\u69d8\u30fb\u53d7\u6ce8\u91d1\u984d\u30fb\u539f\u4fa1\u306e\u5185\u8a33\u30fb\u5916\u6ce8\u5148\uff09\n   \u25bc\u3010\u30c8\u30ea\u30ac\u30fc\u3011\u6bce\u6669\u306e\u53d6\u308a\u8fbc\u307f\nAWS Lambda \u2500\u2500 \u7d19\u306e\u539a\u3055\u3092\u576a\u91cf\u306b\u305d\u308d\u3048\u308b\u3001\u52a0\u5de5\u306e\u547c\u3073\u65b9\u3092\u305d\u308d\u3048\u308b\n   \u25bc\nAmazon OpenSearch Service\n   \u2502   \u533a\u5206\uff1a\u54c1\u76ee\u30fb\u5224\u578b\u30fb\u8272\u6570\u30fb\u7d19\u306e\u7a2e\u985e\uff08keyword\uff09\n   \u2502   \u6570\u5024\uff1a\u30da\u30fc\u30b8\u6570\u30fb\u576a\u91cf\u30fb\u90e8\u6570\uff08\u5bfe\u6570\uff09\u30fb\u53d7\u6ce8\u65e5\uff08range\u3001decay\uff09\n   \u2502   \u52a0\u5de5\uff1anested\uff08\u52a0\u5de5\u306e\u533a\u5206\u30fb\u9762\u30fb\u5916\u6ce8\u5148\uff09\n   \u25bc\u3010\u4eba\u3011\u55b6\u696d\u304c\u4f9d\u983c\u306e\u6587\u3092\u8cbc\u308b\nAWS Lambda\n   \u251c\u2500\u2500\u25b6 Claude\uff08Amazon Bedrock\uff09\u2500\u2500 \u4f9d\u983c\u306e\u6587\u304b\u3089\u4ed5\u69d8\u3092\u53d6\u308a\u51fa\u3059\uff08\u69cb\u9020\u5316\u51fa\u529b\uff09\n   \u251c\u2500\u2500\u25b6\u3010\u4eba\u3011\u4ed5\u69d8\u3092\u78ba\u304b\u3081\u308b\n   \u251c\u2500\u2500\u25b6 OpenSearch \u2500\u2500 \u54c1\u76ee\u30fb\u5224\u578b\u3067\u7d5e\u308a\u3001\u7d19\u30fb\u52a0\u5de5\u3067\u4e26\u3079\u3001\u90e8\u6570\u30fb\u6642\u671f\u3067\u70b9\u6570\u3092\u639b\u3051\u308b\n   \u25bc\n\u8fd1\u3044\u6848\u4ef6\u306e\u4e00\u89a7\uff08\u4ed5\u69d8\u306e\u9055\u3044\u30fb\u539f\u4fa1\u306e\u5185\u8a33\u30fb\u53d7\u6ce8\u306e\u6642\u671f\uff09\u2500\u2500\u3010\u4eba\u3011\u898b\u7a4d\u3092\u7d44\u3080\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| \u691c\u7d22\u57fa\u76e4 | Amazon OpenSearch Service\uff08function_score \u306e decay\u3001nested\u3001range\uff09 | Azure AI Search\u3001Vertex AI Search\uff08Agent Search\uff09 |\n| \u751f\u6210AI | Claude\uff08Amazon Bedrock \u306e Converse API\u3001\u69cb\u9020\u5316\u51fa\u529b\uff09 | Azure OpenAI\uff08Microsoft Foundry\uff09\u3001Gemini API |\n| \u9023\u643a | AWS Lambda\uff08\u53d6\u308a\u8fbc\u307f\u3001\u4f9d\u983c\u306e\u6587\u306e\u53d6\u308a\u51fa\u3057\u3068\u691c\u7d22\u306e\u547c\u3073\u51fa\u3057\uff09 | AWS Step Functions |\n| \u4fdd\u7ba1 | Amazon S3\uff08\u53d6\u308a\u8fbc\u3093\u3060\u53d7\u6ce8\u306e\u8a18\u9332\u306e\u5199\u3057\u3001\u4f9d\u983c\u3068\u5019\u88dc\u306e\u8a18\u9332\uff09 | \u793e\u5185\u306e\u30d5\u30a1\u30a4\u30eb\u30b5\u30fc\u30d0\u30fc |\n\n**\u57fa\u5e79\u306e\u4ed5\u7d44\u307f\u3068\u898b\u7a4d\u306e\u8868\u8a08\u7b97\u306b\u306f\u3001\u3053\u306e\u69cb\u6210\u304b\u3089\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u53d7\u6ce8\u306e\u8a18\u9332\u3092\u8aad\u3080\u3060\u3051\u3067\u3001\u898b\u7a4d\u306f\u55b6\u696d\u304c\u3044\u3064\u3082\u306e\u8868\u8a08\u7b97\u3067\u7d44\u307f\u307e\u3059\u3002**\u5019\u88dc\u306e\u539f\u4fa1\u306e\u6570\u5b57\u3092\u898b\u7a4d\u306b\u81ea\u52d5\u3067\u5199\u3059\u7d4c\u8def\u306f\u4f5c\u308a\u307e\u305b\u3093\u3002**\n\n**\u8fd1\u3055\u306e\u70b9\u6570\u306f\u3001function_score \u306e\u6e1b\u8870\uff08decay\uff09\u306e\u95a2\u6570\u3067\u4f5c\u308a\u307e\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001`gauss`\u30fb`exp`\u30fb`linear` \u306e3\u3064\u306e\u66f2\u7dda\u304c\u3042\u308a\u3001\u6570\u5024\u30fb\u65e5\u4ed8\u30fb\u4f4d\u7f6e\u306e\u9805\u76ee\u306b\u4f7f\u3048\u307e\u3059\u3002`origin`\uff08\u57fa\u6e96\u306e\u5024\uff09\u3001`offset`\uff08\u6e80\u70b9\u306e\u307e\u307e\u306e\u5e45\uff09\u3001`scale`\uff08\u6e1b\u308a\u65b9\u306e\u5e45\uff09\u3001`decay`\uff08`offset`\uff0b`scale` \u306e\u8ddd\u96e2\u3067\u306e\u70b9\u6570\u3001\u65e2\u5b9a0.5\uff09\u3067\u5f62\u3092\u6c7a\u3081\u307e\u3059\u3002**\u90e8\u6570\u3068\u53d7\u6ce8\u65e5\u306e\u8fd1\u3055\u3092\u3001\u3053\u306e\u66f2\u7dda\u3067\u70b9\u6570\u306b\u3057\u307e\u3059\u3002**\n\n**\u305f\u3060\u3057\u3001\u6e1b\u8870\u306e\u95a2\u6570\u306b\u306f\u843d\u3068\u3057\u7a74\u304c\u3042\u308a\u307e\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001**\u9805\u76ee\u304c\u6587\u66f8\u306b\u7121\u3044\u3068\u304d\u3001\u6e1b\u8870\u306e\u95a2\u6570\u306f1\uff08\u6e80\u70b9\uff09\u3092\u8fd4\u3057\u307e\u3059\u3002** \u90e8\u6570\u3084\u53d7\u6ce8\u65e5\u306e\u6b04\u304c\u7a7a\u306e\u53e4\u3044\u8a18\u9332\u304c\u3001\u3044\u3061\u3070\u3093\u8fd1\u3044\u6848\u4ef6\u3068\u3057\u3066\u4e0a\u306b\u6765\u307e\u3059\u3002**`exists` \u306e\u6761\u4ef6\u3067\u3001\u6b04\u306e\u57cb\u307e\u3063\u305f\u8a18\u9332\u3060\u3051\u3092\u5bfe\u8c61\u306b\u3057\u307e\u3059\u3002**","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u8d77\u70b9\u306f2\u3064\u3042\u308a\u307e\u3059\u3002\u6bce\u6669\u306e\u53d6\u308a\u8fbc\u307f\u3068\u3001\u55b6\u696d\u306e\u30dc\u30bf\u30f3\u3067\u3059\u3002**\n\n\u6bce\u6669\u306e\u53d6\u308a\u8fbc\u307f\u306f\u3001\u57fa\u5e79\u306e\u4ed5\u7d44\u307f\u304b\u3089\u305d\u306e\u65e5\u306b\u539f\u4fa1\u304c\u78ba\u5b9a\u3057\u305f\u53d7\u6ce8\u3092\u66f8\u304d\u51fa\u3057\u3066\u7d22\u5f15\u306b\u8db3\u3057\u307e\u3059\u3002**\u539f\u4fa1\u304c\u78ba\u5b9a\u3057\u3066\u3044\u306a\u3044\u53d7\u6ce8\u306f\u5165\u308c\u307e\u305b\u3093\u3002** \u898b\u7a4d\u306e\u91d1\u984d\u3060\u3051\u3067\u539f\u4fa1\u306e\u7121\u3044\u8a18\u9332\u306f\u3001\u898b\u7a4d\u306e\u6750\u6599\u306b\u306a\u308a\u307e\u305b\u3093\u3002\n\n\u30dc\u30bf\u30f3\u306f\u3001\u55b6\u696d\u304c\u4f9d\u983c\u306e\u6587\u3092\u753b\u9762\u306b\u8cbc\u3063\u305f\u5f8c\u306b\u62bc\u3057\u307e\u3059\u3002**\u90e8\u6570\u304c\u8907\u6570\u3042\u308b\u4f9d\u983c\uff083,000\u90e8\u30fb5,000\u90e8\u30fb10,000\u90e8\u306e\u898b\u7a4d\uff09\u306f\u3001\u90e8\u6570\u3054\u3068\u306b\u63a2\u3057\u3066\u4e26\u3079\u307e\u3059\u3002** \u90e8\u6570\u3067\u539f\u4fa1\u306e\u5185\u8a33\u306e\u5272\u5408\u304c\u5927\u304d\u304f\u5909\u308f\u308b\u304b\u3089\u3067\u3059\u3002\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u898b\u7a4d\u306e\u4f9d\u983c | \u5f97\u610f\u5148\u304b\u3089\u306e\u30e1\u30fc\u30eb\u306e\u672c\u6587\u3001PDF\u306e\u4ed5\u69d8\u66f8\u306e\u6587 | \u55b6\u696d\u304c\u8cbc\u308b |\n| \u53d7\u6ce8\u306e\u8a18\u9332 | \u53d7\u6ce8\u756a\u53f7\u3001\u5f97\u610f\u5148\u306e\u696d\u7a2e\u3001\u54c1\u76ee\u3001\u5224\u578b\u3001\u30da\u30fc\u30b8\u6570\u3001\u7d19\u306e\u9298\u67c4\u3068\u539a\u3055\u3001\u8272\u6570\uff08\u8868\u30fb\u88cf\uff09\u3001\u52a0\u5de5\u3001\u90e8\u6570\u3001\u53d7\u6ce8\u91d1\u984d\u3001\u539f\u4fa1\u306e\u5185\u8a33\uff08\u7528\u7d19\u30fb\u5237\u7248\u30fb\u5370\u5237\u30fb\u52a0\u5de5\u30fb\u5916\u6ce8\u30fb\u914d\u9001\uff09\u3001\u5916\u6ce8\u5148\u3001\u53d7\u6ce8\u65e5 | \u57fa\u5e79\u306e\u4ed5\u7d44\u307f |\n| \u7d19\u306e\u8868 | \u7d19\u306e\u9298\u67c4\u3001\u7d19\u306e\u7a2e\u985e\uff08\u30b3\u30fc\u30c8\u30fb\u30de\u30c3\u30c8\u30fb\u4e0a\u8cea\u306a\u3069\uff09\u3001\u9023\u91cf\u3068\u576a\u91cf\u306e\u5bfe\u5fdc | \u5de5\u52d9\u306e\u62c5\u5f53\u3067\u4f5c\u308b\u8868 |\n| \u52a0\u5de5\u306e\u8868 | \u52a0\u5de5\u306e\u547c\u3073\u65b9\u3068\u533a\u5206\uff08\u300cPP\u300d\u300cPP\u8cbc\u308a\u300d\u300c\u30b0\u30ed\u30b9PP\u300d\u2192 PP\u30fb\u30b0\u30ed\u30b9\uff09 | \u5de5\u52d9\u306e\u62c5\u5f53\u3067\u4f5c\u308b\u8868 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u7d19\u306e\u8868\u3067\u3059\u3002** \u7d19\u306e\u539a\u3055\u306f\u3001\u9023\u91cf\uff08\u6c7a\u307e\u3063\u305f\u5bf8\u6cd5\u306e\u7d191,000\u679a\u306e\u91cd\u3055\u3001kg\uff09\u3068\u576a\u91cf\uff081\u5e73\u65b9\u30e1\u30fc\u30c8\u30eb\u3042\u305f\u308a\u306e\u91cd\u3055\u3001g\/m\u00b2\uff09\u306e2\u3064\u306e\u66f8\u304d\u65b9\u304c\u3042\u308a\u3001**\u9023\u91cf\u306f\u7d19\u306e\u5bf8\u6cd5\uff08\u56db\u516d\u5224\u30fb\u83ca\u5224\u306a\u3069\uff09\u306b\u3088\u3063\u3066\u540c\u3058\u7d19\u3067\u3082\u5024\u304c\u5909\u308f\u308a\u307e\u3059\u3002** \u5de5\u52d9\u306e\u62c5\u5f53\u304c\u3001\u9298\u67c4\u3068\u5bf8\u6cd5\u3054\u3068\u306b\u576a\u91cf\u3078\u306e\u63db\u7b97\u3092\u8868\u306b\u3057\u3001\u53d6\u308a\u8fbc\u307f\u3067\u3059\u3079\u3066\u576a\u91cf\u306b\u305d\u308d\u3048\u307e\u3059\u3002\n\n**\u539f\u4fa1\u306e\u5185\u8a33\u306f\u3001\u9805\u76ee\u3092\u5206\u3051\u305f\u307e\u307e\u6301\u3061\u307e\u3059\u3002** \u5408\u8a08\u3060\u3051\u3067\u306f\u3001\u7d19\u4ee3\u3092\u4eca\u306e\u5024\u6bb5\u3067\u7f6e\u304d\u63db\u3048\u3089\u308c\u307e\u305b\u3093\u3002\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u3069\u3046\u53d6\u308b\u304b |\n|:--|:--|:--|\n| \u540c\u3058\u54c1\u76ee\u30fb\u5224\u578b\u306e\u6848\u4ef6 | \u53d7\u6ce8\u306e\u7d22\u5f15 | `bool` \u306e `filter` \u306b `term`\uff08\u54c1\u76ee\u3001\u5224\u578b\uff09 |\n| \u30da\u30fc\u30b8\u6570\u306e\u8fd1\u3044\u6848\u4ef6 | \u53d7\u6ce8\u306e\u7d22\u5f15 | `filter` \u306b `range`\uff08\u4f9d\u983c\u306e\u30da\u30fc\u30b8\u6570\u306e\u524d\u5f8c\uff09 |\n| \u7d19\u30fb\u8272\u6570\u306e\u8fd1\u3044\u6848\u4ef6 | \u53d7\u6ce8\u306e\u7d22\u5f15 | `should` \u306b `term`\uff08\u7d19\u306e\u7a2e\u985e\u3001\u8272\u6570\uff09\u3068 `range`\uff08\u576a\u91cf\u306e\u524d\u5f8c\uff09 |\n| \u52a0\u5de5\u306e\u91cd\u306a\u308b\u6848\u4ef6 | \u53d7\u6ce8\u306e\u7d22\u5f15 | `should` \u306b `nested`\uff08\u52a0\u5de5\u306e\u533a\u5206\u3054\u3068\uff09\u3001`inner_hits` \u3067\u5f53\u305f\u3063\u305f\u52a0\u5de5 |\n| \u90e8\u6570\u30fb\u6642\u671f\u306e\u8fd1\u3055 | \u53d7\u6ce8\u306e\u7d22\u5f15 | `function_score` \u306e `gauss`\uff08\u90e8\u6570\u306e\u5bfe\u6570\u3001\u53d7\u6ce8\u65e5\uff09 |\n\n\u7d22\u5f15\u306e\u4e3b\u306a\u9805\u76ee\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002\n\n```json\nPUT \/print_jobs\n{ \"mappings\": { \"properties\": {\n    \"job_no\":       { \"type\": \"keyword\" },\n    \"product\":      { \"type\": \"keyword\" },\n    \"size\":         { \"type\": \"keyword\" },\n    \"pages\":        { \"type\": \"integer\" },\n    \"paper_type\":   { \"type\": \"keyword\" },\n    \"paper_gsm\":    { \"type\": \"float\" },\n    \"paper_brand\":  { \"type\": \"keyword\" },\n    \"colors\":       { \"type\": \"keyword\" },\n    \"qty\":          { \"type\": \"integer\" },\n    \"qty_log10\":    { \"type\": \"float\" },\n    \"ordered_on\":   { \"type\": \"date\" },\n    \"processes\": { \"type\": \"nested\", \"properties\": {\n      \"kind\":   { \"type\": \"keyword\" },\n      \"side\":   { \"type\": \"keyword\" },\n      \"vendor\": { \"type\": \"keyword\" } } },\n    \"cost\": { \"properties\": {\n      \"paper\": { \"type\": \"integer\" }, \"plate\": { \"type\": \"integer\" },\n      \"press\": { \"type\": \"integer\" }, \"finishing\": { \"type\": \"integer\" },\n      \"outsourced\": { \"type\": \"integer\" }, \"delivery\": { \"type\": \"integer\" } } },\n    \"order_amount\": { \"type\": \"integer\" }\n} } }\n```\n\n**\u90e8\u6570\u306f\u5bfe\u6570\uff08`qty_log10`\uff09\u3067\u3082\u6301\u3061\u307e\u3059\u3002** 3,000\u90e8\u30686,000\u90e8\u306e\u9055\u3044\u3068\u300130,000\u90e8\u306860,000\u90e8\u306e\u9055\u3044\u306f\u3001\u539f\u4fa1\u306e\u69cb\u9020\u306e\u4e0a\u3067\u306f\u540c\u3058\u304f\u3089\u3044\u306e\u9055\u3044\u3067\u3059\u3002**\u90e8\u6570\u306e\u307e\u307e\u8fd1\u3055\u3092\u6e2c\u308b\u3068\u3001\u5927\u304d\u306a\u90e8\u6570\u306e\u6848\u4ef6\u307b\u3069\u8fd1\u3055\u304c\u53b3\u3057\u304f\u306a\u308a\u307e\u3059\u3002** \u5bfe\u6570\u306b\u3059\u308c\u3070\u3001\u300c\u500d\u30fb\u534a\u5206\u300d\u3092\u540c\u3058\u5e45\u3067\u6271\u3048\u307e\u3059\u3002\n\n\u63a2\u3059\u5f62\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\uff08\u4f9d\u983c\u306f A4\u30fb16\u30da\u30fc\u30b8\u306e\u518a\u5b50\u30015,000\u90e8\uff09\u3002\n\n```json\nPOST \/print_jobs\/_search\n{ \"query\": { \"function_score\": {\n    \"query\": { \"bool\": {\n      \"filter\": [\n        { \"term\":  { \"product\": \"booklet\" } },\n        { \"term\":  { \"size\": \"A4\" } },\n        { \"range\": { \"pages\": { \"gte\": 12, \"lte\": 20 } } },\n        { \"exists\": { \"field\": \"qty_log10\" } },\n        { \"exists\": { \"field\": \"ordered_on\" } } ],\n      \"should\": [\n        { \"term\":  { \"paper_type\": \"matte_coated\" } },\n        { \"range\": { \"paper_gsm\": { \"gte\": 115, \"lte\": 140 } } },\n        { \"term\":  { \"colors\": \"4\/4\" } },\n        { \"nested\": { \"path\": \"processes\",\n            \"query\": { \"term\": { \"processes.kind\": \"pp_matte\" } },\n            \"inner_hits\": {} } },\n        { \"nested\": { \"path\": \"processes\",\n            \"query\": { \"term\": { \"processes.kind\": \"saddle_stitch\" } } } } ] } },\n    \"functions\": [\n      { \"gauss\": { \"qty_log10\": { \"origin\": 3.7, \"offset\": 0.1, \"scale\": 0.3 } } },\n      { \"gauss\": { \"ordered_on\": { \"origin\": \"now\", \"offset\": \"180d\", \"scale\": \"730d\" } } } ],\n    \"score_mode\": \"multiply\",\n    \"boost_mode\": \"multiply\" } },\n  \"size\": 10 }\n```\n\n**`qty_log10` \u306e `origin` \u306f\u4f9d\u983c\u306e\u90e8\u6570\u306e\u5bfe\u6570\uff085,000\u90e8\u306a\u3089\u7d043.7\uff09\u3067\u3059\u3002** `scale` \u306e0.3\u306f\u90e8\u6570\u3067\u304a\u3088\u305d2\u500d\u30fb\u534a\u5206\u306b\u3042\u305f\u308a\u3001\u305d\u3053\u3067\u70b9\u6570\u304c\u534a\u5206\u306b\u306a\u308a\u307e\u3059\u3002**\u53d7\u6ce8\u65e5\u306f\u534a\u5e74\u307e\u3067\u306f\u6e80\u70b9\u3001\u305d\u3053\u304b\u30892\u5e74\u3067\u534a\u5206**\u306b\u3057\u307e\u3059\u3002\n\n**\u52a0\u5de5\u306f nested \u3067\u6301\u3061\u307e\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001\u7269\u306e\u914d\u5217\u306f\u5404\u9805\u76ee\u306e\u5024\u304c\u5e73\u3089\u306b\u307e\u3068\u3081\u3066\u6301\u305f\u308c\u3001**\u3069\u306e\u5024\u304c\u540c\u3058\u7269\u306e\u3082\u306e\u304b\u304c\u5206\u304b\u3089\u306a\u304f\u306a\u308a\u307e\u3059\u3002** nested \u306b\u3059\u308b\u3068\u5404\u7269\u304c\u5225\u306e\u96a0\u308c\u305f\u6587\u66f8\u3068\u3057\u3066\u6301\u305f\u308c\u307e\u3059\u3002\u300c\u30de\u30c3\u30c8PP\u3092\u8868\u7d19\u306e\u7247\u9762\u306b\u300d\u3068\u300c\u30b0\u30ed\u30b9PP\u3092\u4e21\u9762\u306b\u300d\u306e\u3088\u3046\u306b\u3001**\u52a0\u5de5\u306e\u533a\u5206\u3068\u9762\u306e\u7d44\u307f\u5408\u308f\u305b\u3092\u5d29\u3055\u305a\u306b\u63a2\u3059\u305f\u3081\u3067\u3059\u3002** nested \u306e\u691c\u7d22\u306f\u89aa\u306e\u6587\u66f8\u3092\u8fd4\u3059\u306e\u3067\u3001`inner_hits` \u3067\u5f53\u305f\u3063\u305f\u52a0\u5de5\u3092\u753b\u9762\u306b\u51fa\u3057\u307e\u3059\u3002\n\n### \u524d\u51e6\u7406\n\n1. **\u7d19\u306e\u539a\u3055\u3092\u576a\u91cf\u306b\u305d\u308d\u3048\u308b** \u2026 \u7d19\u306e\u8868\u3067\u3001\u9023\u91cf\uff08kg\uff09\u3068\u5bf8\u6cd5\u304b\u3089\u576a\u91cf\uff08g\/m\u00b2\uff09\u3092\u5f15\u304d\u307e\u3059\u3002\u8868\u306b\u7121\u3044\u9298\u67c4\u306f `paper_gsm` \u3092\u5165\u308c\u305a\u3001\u5370\u3092\u4ed8\u3051\u307e\u3059\n2. **\u7d19\u306e\u7a2e\u985e\u3092\u305d\u308d\u3048\u308b** \u2026 \u9298\u67c4\u304b\u3089\u3001\u30b3\u30fc\u30c8\u30fb\u30de\u30c3\u30c8\u30b3\u30fc\u30c8\u30fb\u4e0a\u8cea\u30fb\u7279\u6b8a\u7d19\u306a\u3069\u306e\u533a\u5206\u3092\u5f15\u304d\u307e\u3059\n3. **\u52a0\u5de5\u306e\u547c\u3073\u65b9\u3092\u305d\u308d\u3048\u308b** \u2026 \u52a0\u5de5\u306e\u8868\u3067\u3001\u547c\u3073\u65b9\u3092\u533a\u5206\u3068\u9762\u306b\u5206\u3051\u307e\u3059\uff08\u300c\u8868\u7d19\u306e\u307f\u30de\u30c3\u30c8PP\u300d\u2192 `pp_matte`\u30fb`cover`\uff09\n4. **\u5224\u578b\u3068\u54c1\u76ee\u3092\u305d\u308d\u3048\u308b** \u2026 \u300cA4\u300d\u300c210\u00d7297\u300d\u3092\u540c\u3058\u5024\u306b\u3001\u300c\u30d1\u30f3\u30d5\u300d\u300c\u4f1a\u793e\u6848\u5185\u300d\u3092\u54c1\u76ee\u306e\u533a\u5206\u306b\u5f53\u3066\u307e\u3059\n5. **\u90e8\u6570\u306e\u5bfe\u6570\u3092\u8db3\u3059** \u2026 `qty_log10` \u3092\u8a08\u7b97\u3057\u3066\u5165\u308c\u307e\u3059\n6. **\u539f\u4fa1\u304c\u78ba\u5b9a\u3057\u3066\u3044\u306a\u3044\u8a18\u9332\u3092\u5916\u3059** \u2026 \u539f\u4fa1\u306e\u5185\u8a33\u304c\u7a7a\u306e\u53d7\u6ce8\u306f\u53d6\u308a\u8fbc\u307f\u307e\u305b\u3093\n7. **\u4f9d\u983c\u306e\u6587\u3092\u6574\u3048\u308b** \u2026 \u5f97\u610f\u5148\u306e\u62c5\u5f53\u8005\u306e\u540d\u524d\u3068\u96fb\u8a71\u756a\u53f7\u306f\u3001Claude \u306b\u6e21\u3059\u524d\u306b\u4f0f\u305b\u307e\u3059\n\n**1\u756a\u76ee\u3092\u8efd\u304f\u898b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u576a\u91cf\u304c\u5165\u3089\u306a\u3044\u8a18\u9332\u306f\u3001\u7d19\u306e\u539a\u3055\u306e `range` \u306b\u5f53\u305f\u3089\u305a\u3001\u7d19\u306e\u8fd1\u3055\u3067\u70b9\u6570\u304c\u4e0a\u304c\u308a\u307e\u305b\u3093\u3002**\u8868\u306b\u7121\u3044\u9298\u67c4\u306e\u4e00\u89a7\u3092\u6bce\u6708\u51fa\u3057\u3001\u5de5\u52d9\u306e\u62c5\u5f53\u304c\u8868\u306b\u8db3\u3057\u307e\u3059\u3002**\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**AI\u306e\u4ed5\u4e8b\u306f\u3001\u4f9d\u983c\u306e\u6587\u304b\u3089\u63a2\u3059\u305f\u3081\u306e\u4ed5\u69d8\u3092\u53d6\u308a\u51fa\u3059\u3053\u3068\u3060\u3051\u3067\u3059\u3002** \u63a2\u3059\u306e\u3082\u3001\u8fd1\u3055\u3092\u6e2c\u308b\u306e\u3082\u3001\u539f\u4fa1\u3092\u4e26\u3079\u308b\u306e\u3082\u3001\u898f\u5247\u3068\u7d22\u5f15\u306e\u4ed5\u4e8b\u3067\u3059\u3002\n\n| \u3055\u305b\u308b\u3053\u3068 | \u3055\u305b\u306a\u3044\u3053\u3068 |\n|:--|:--|\n| \u54c1\u76ee\u30fb\u5224\u578b\u30fb\u30da\u30fc\u30b8\u6570\u30fb\u8272\u6570\u3092\u53d6\u308a\u51fa\u3059 | \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u4ed5\u69d8\u3092\u88dc\u3046\u3053\u3068 |\n| \u7d19\u306e\u9298\u67c4\u3068\u539a\u3055\u3092\u3001\u66f8\u304b\u308c\u305f\u307e\u307e\u53d6\u308a\u51fa\u3059 | \u9023\u91cf\u3068\u576a\u91cf\u306e\u63db\u7b97 |\n| \u52a0\u5de5\u3092\u3001\u66f8\u304b\u308c\u305f\u307e\u307e\u53d6\u308a\u51fa\u3057\u3001\u52a0\u5de5\u306e\u8868\u306e\u533a\u5206\u306b\u5f53\u3066\u308b | \u8868\u306b\u7121\u3044\u533a\u5206\u3092\u4f5c\u308b\u3053\u3068 |\n| \u90e8\u6570\u3092\u3001\u3059\u3079\u3066\u306e\u6570\u91cf\u3054\u3068\u306b\u53d6\u308a\u51fa\u3059 | \u90e8\u6570\u30921\u3064\u306b\u307e\u3068\u3081\u308b\u3053\u3068 |\n| \u8db3\u308a\u306a\u3044\u4ed5\u69d8\u3092\u6319\u3052\u308b\uff08\u7d19\u306e\u6307\u5b9a\u304c\u7121\u3044\u3001\u52a0\u5de5\u306e\u9762\u304c\u5206\u304b\u3089\u306a\u3044\uff09 | \u898b\u7a4d\u306e\u91d1\u984d\u3084\u5358\u4fa1\u3092\u51fa\u3059\u3053\u3068 |\n\n**\u300c\u63db\u7b97\u3092\u3055\u305b\u306a\u3044\u300d\u304c\u3001\u3044\u3061\u3070\u3093\u5927\u4e8b\u306a\u7dda\u3067\u3059\u3002** \u9023\u91cf\u304b\u3089\u576a\u91cf\u3078\u306e\u63db\u7b97\u306f\u7d19\u306e\u5bf8\u6cd5\u306b\u3088\u3063\u3066\u5909\u308f\u308a\u3001**AI\u304c\u3082\u3063\u3068\u3082\u3089\u3057\u3044\u5024\u3092\u51fa\u3059\u3068\u3001\u8868\u306e\u63db\u7b97\u3068\u98df\u3044\u9055\u3063\u305f\u3068\u304d\u306b\u8ffd\u3048\u307e\u305b\u3093\u3002** \u63db\u7b97\u306f\u524d\u51e6\u7406\u306e\u8868\u3060\u3051\u3067\u884c\u3044\u307e\u3059\u3002\n\n**\u300c\u898b\u7a4d\u306e\u91d1\u984d\u3092\u51fa\u3055\u306a\u3044\u300d\u3082\u660e\u8a18\u3057\u307e\u3059\u3002** \u4f9d\u983c\u306e\u6587\u306b\u300c\u524d\u56de\u3068\u540c\u3058\u304f\u3089\u3044\u3067\u300d\u3068\u66f8\u304b\u308c\u3066\u3044\u3066\u3082\u3001\u91d1\u984d\u306f\u55b6\u696d\u304c\u6c7a\u3081\u307e\u3059\u3002\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\n```\n\u3042\u306a\u305f\u306f\u5370\u5237\u4f1a\u793e\u306e\u55b6\u696d\u3092\u624b\u4f1d\u3046\u7acb\u5834\u3067\u3059\u3002\n\u5f97\u610f\u5148\u304b\u3089\u306e\u898b\u7a4d\u306e\u4f9d\u983c\u306e\u6587\u304b\u3089\u3001\u904e\u53bb\u306e\u6848\u4ef6\u3092\u63a2\u3059\u305f\u3081\u306e\u4ed5\u69d8\u3092\u53d6\u308a\u51fa\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u3060\u3051\u3092\u4f7f\u3044\u3001\u63a8\u6e2c\u3067\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53d6\u308a\u51fa\u3059\u3082\u306e\u3011\n- product: \u54c1\u76ee\u3092\u3010\u54c1\u76ee\u306e\u533a\u5206\u3011\u306e\u3069\u308c\u304b\u306b\u5f53\u3066\u308b\u3002\u6c7a\u3081\u3089\u308c\u306a\u3051\u308c\u3070 \"unknown\"\n- size: \u4ed5\u4e0a\u304c\u308a\u306e\u5224\u578b\uff08\u66f8\u304b\u308c\u305f\u307e\u307e\uff09\n- pages: \u30da\u30fc\u30b8\u6570\u3002\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 null\n- colors: \u8272\u6570\uff08\u8868\/\u88cf\uff09\u3002\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 null\n- paper: \u7d19\u306e\u9298\u67c4\u3068\u539a\u3055\u3092\u3001\u66f8\u304b\u308c\u305f\u8868\u8a18\u306e\u307e\u307e\uff08\"\u30de\u30c3\u30c8\u30b3\u30fc\u30c8 110kg\" \u306a\u3069\uff09\n- processes: \u52a0\u5de5\u3092\u3010\u52a0\u5de5\u306e\u533a\u5206\u3011\u306b\u5f53\u3066\u3001\u9762\uff08\u8868\u7d19\u30fb\u672c\u6587\u30fb\u7247\u9762\u30fb\u4e21\u9762\uff09\u3082\u66f8\u304f\n- quantities: \u90e8\u6570\u3092\u3059\u3079\u3066\u3002\u8907\u6570\u3042\u308c\u3070\u914d\u5217\u3067\n- due: \u7d0d\u671f\uff08\u66f8\u304b\u308c\u305f\u307e\u307e\uff09\n- missing: \u63a2\u3059\u306e\u306b\u8db3\u308a\u306a\u3044\u4ed5\u69d8\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u7d19\u306e\u539a\u3055\u3092\u63db\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002kg \u3092 g\/m\u00b2 \u306b\u3001g\/m\u00b2 \u3092 kg \u306b\u76f4\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u7d19\u30fb\u8272\u6570\u30fb\u52a0\u5de5\u3092\u3001\u54c1\u76ee\u304b\u3089\u306e\u4e00\u822c\u8ad6\u3067\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u4f8b\uff1a\u518a\u5b50\u3060\u304b\u3089\u4e2d\u7db4\u3058\u3001\u3068\u306f\u6c7a\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002missing \u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u300c8P\u300d\u300c8\u9801\u300d\u306f8\u30da\u30fc\u30b8\u3068\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u300c4\u679a\u4e21\u9762\u300d\u306e\u3088\u3046\u306a\u66f8\u304d\u65b9\u306f\u3001\u30da\u30fc\u30b8\u6570\u306b\u76f4\u3055\u305a missing \u306b\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u91d1\u984d\u3001\u5358\u4fa1\u3001\u5024\u5f15\u304d\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u4f9d\u983c\u306e\u6587\u306b\u524d\u56de\u306e\u91d1\u984d\u304c\u66f8\u304b\u308c\u3066\u3044\u3066\u3082\u3001\u53d6\u308a\u51fa\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u52a0\u5de5\u306e\u9762\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u3001\u9762\u3092 \"unspecified\" \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u54c1\u76ee\u306e\u533a\u5206\u3011{product_list}\n\u3010\u52a0\u5de5\u306e\u533a\u5206\u3011{process_list}\n\u3010\u4f9d\u983c\u306e\u6587\u3011{request_text}\n```\n\n**\u300c\u518a\u5b50\u3060\u304b\u3089\u4e2d\u7db4\u3058\u3068\u6c7a\u3081\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001AI\u306f\u54c1\u76ee\u304b\u3089\u52a0\u5de5\u3092\u88dc\u3044\u307e\u3059\u3002** 16\u30da\u30fc\u30b8\u306e\u518a\u5b50\u306a\u3089\u4e2d\u7db4\u3058\u304c\u591a\u3044\u306e\u306f\u78ba\u304b\u3067\u3059\u304c\u3001**\u7121\u7dda\u7db4\u3058\u3067\u983c\u307e\u308c\u3066\u3044\u308c\u3070\u539f\u4fa1\u304c\u307e\u3063\u305f\u304f\u9055\u3044\u307e\u3059\u3002** \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u52a0\u5de5\u306f\u3001\u55b6\u696d\u304c\u5f97\u610f\u5148\u306b\u78ba\u304b\u3081\u308b\u3053\u3068\u306b\u3057\u307e\u3059\u3002\n\n### \u51fa\u529b\u5f62\u5f0f\n\n**Bedrock \u306e Converse API \u306e `outputConfig.textFormat` \u306b JSON \u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3057\u3001\u6b21\u306e\u5f62\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n  \"product\": \"flyer | leaflet | brochure | booklet | envelope | ... | unknown\",\n  \"size\": \"\",\n  \"pages\": null,\n  \"colors\": null,\n  \"paper\": { \"as_written\": \"\" },\n  \"processes\": [ { \"kind\": \"pp_matte | pp_gloss | saddle_stitch | perfect_bind | foil | die_cut | ...\",\n                   \"side\": \"cover | body | one_side | both_sides | unspecified\" } ],\n  \"quantities\": [0],\n  \"due\": \"\",\n  \"missing\": [\"\"]\n}\n```\n\n\u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001Converse API \u306e `outputConfig.textFormat` \u306b JSON \u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3059\u3068\u5fdc\u7b54\u304c\u30b9\u30ad\u30fc\u30de\u306b\u6cbf\u3044\u3001`enum` \u304c\u4f7f\u3048\u307e\u3059\u3002**`product` \u3068 `processes.kind` \u3092 `enum` \u3067\u9589\u3058\u3001\u8868\u306b\u7121\u3044\u533a\u5206\u304c\u8fd4\u3089\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059\u3002** \u6570\u5024\u306e\u7bc4\u56f2\u306e\u5236\u7d04\u306b\u306f\u5bfe\u5fdc\u3057\u3066\u3044\u306a\u3044\u306e\u3067\u3001\u30da\u30fc\u30b8\u6570\u3068\u90e8\u6570\u306e\u5024\u306e\u78ba\u304b\u3081\u306f Lambda \u3067\u884c\u3044\u307e\u3059\u3002\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001\u4ed5\u69d8\u306e\u9805\u76ee\u304c\u305d\u306e\u307e\u307e\u691c\u7d22\u306e\u6761\u4ef6\u306b\u306a\u308b\u3053\u3068\u3067\u3059\u3002** `product` \u3068 `size` \u306f `filter`\u3001`paper` \u306f\u524d\u51e6\u7406\u306e\u8868\u3067\u576a\u91cf\u306b\u3057\u3066 `range`\u3001`processes` \u306f `nested` \u306e\u6761\u4ef6\u306b\u306a\u308a\u307e\u3059\u3002\n\n**2\u3064\u76ee\u306f\u3001`quantities` \u3092\u90e8\u6570\u3054\u3068\u306e\u691c\u7d22\u306b\u5206\u3051\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u914d\u5217\u306e\u6570\u3060\u3051\u3001`qty_log10` \u306e `origin` \u3092\u5909\u3048\u3066\u63a2\u3057\u307e\u3059\u3002\n\n**3\u3064\u76ee\u306f\u3001`missing` \u304c\u305d\u306e\u307e\u307e\u5f97\u610f\u5148\u3078\u306e\u78ba\u8a8d\u306b\u306a\u308b\u3053\u3068\u3067\u3059\u3002**\n\n\u753b\u9762\u306b\u51fa\u3059\u5019\u88dc\u306e\u4e00\u89a7\u306f\u3001\u691c\u7d22\u306e\u7d50\u679c\u304b\u3089 Lambda \u304c\u4f5c\u308a\u307e\u3059\u3002\n\n| \u5217 | \u4e2d\u8eab |\n|:--|:--|\n| \u6848\u4ef6 | \u53d7\u6ce8\u756a\u53f7\u3001\u5f97\u610f\u5148\u306e\u696d\u7a2e\u3001\u53d7\u6ce8\u65e5 |\n| \u4ed5\u69d8 | \u54c1\u76ee\u3001\u5224\u578b\u3001\u30da\u30fc\u30b8\u6570\u3001\u7d19\u3001\u8272\u6570\u3001\u52a0\u5de5\u3001\u90e8\u6570 |\n| \u4f9d\u983c\u3068\u306e\u9055\u3044 | \u898f\u5247\u3067\u66f8\u304d\u51fa\u3057\u305f\u9055\u3044\uff08\u300c\u90e8\u6570\uff1a\u4f9d\u983c\u306e1.6\u500d\u300d\u300c\u52a0\u5de5\uff1a\u30b0\u30ed\u30b9PP\uff08\u4f9d\u983c\u306f\u30de\u30c3\u30c8PP\uff09\u300d\uff09 |\n| \u539f\u4fa1\u306e\u5185\u8a33 | \u7528\u7d19\u30fb\u5237\u7248\u30fb\u5370\u5237\u30fb\u52a0\u5de5\u30fb\u5916\u6ce8\u30fb\u914d\u9001\u3068\u5408\u8a08\u3001\u53d7\u6ce8\u91d1\u984d |\n| \u6642\u671f\u306e\u6ce8\u610f | \u53d7\u6ce8\u65e5\u3068\u3001\u305d\u306e\u5f8c\u306e\u7d19\u306e\u5024\u6bb5\u306e\u6539\u5b9a\u306e\u6709\u7121 |\n\n**\u300c\u6642\u671f\u306e\u6ce8\u610f\u300d\u306e\u5217\u304c\u3001\u3053\u306e\u4e00\u89a7\u3067\u3044\u3061\u3070\u3093\u5927\u4e8b\u306a\u5217\u3067\u3059\u3002** \u7d19\u306e\u5024\u6bb5\u306e\u6539\u5b9a\u306e\u65e5\u3092\u5de5\u52d9\u306e\u62c5\u5f53\u304c\u8868\u306b\u3057\u3066\u304a\u304d\u3001**\u53d7\u6ce8\u65e5\u3088\u308a\u5f8c\u306b\u6539\u5b9a\u304c\u3042\u308c\u3070\u300c\u7d19\u4ee3\u306f\u6539\u5b9a\u524d\u306e\u5024\u6bb5\u300d\u3068\u5370\u3092\u4ed8\u3051\u307e\u3059\u3002**\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u57fa\u5e79\u306e\u4ed5\u7d44\u307f | \u53d7\u6ce8\u306e\u8a18\u9332\u306e\u66f8\u304d\u51fa\u3057\uff08\u6bce\u6669\u3001\u8aad\u307f\u53d6\u308a\u306e\u307f\uff09 | \u53d7\u6ce8\u306e\u7d22\u5f15\u306e\u5143 |\n| Amazon OpenSearch Service | Lambda \u304b\u3089\u306e\u7d22\u5f15\u3078\u306e\u767b\u9332\u3068\u691c\u7d22 | \u53d7\u6ce8\u306e\u7d22\u5f15 |\n| Amazon Bedrock | Converse API\uff08Claude\uff09 | \u4f9d\u983c\u306e\u6587\u304b\u3089\u306e\u53d6\u308a\u51fa\u3057 |\n| \u55b6\u696d\u306e\u753b\u9762 | \u793e\u5185\u306e\u753b\u9762 | \u4f9d\u983c\u306e\u6587\u306e\u8cbc\u308a\u4ed8\u3051\u3001\u4ed5\u69d8\u306e\u78ba\u304b\u3081\u3001\u5019\u88dc\u306e\u4e00\u89a7 |\n\n**\u898b\u7a4d\u306e\u8868\u8a08\u7b97\u3068\u306f\u3064\u306a\u304e\u307e\u305b\u3093\u3002** \u5019\u88dc\u306e\u539f\u4fa1\u3092\u898b\u7a4d\u306b\u5199\u3059\u306e\u306f\u55b6\u696d\u306e\u624b\u3067\u3059\u3002**\u5199\u3059\u624b\u9593\u3092\u6b8b\u3059\u306e\u306f\u3001\u4eca\u306e\u5024\u6bb5\u306b\u7f6e\u304d\u63db\u3048\u308b\u5224\u65ad\u3092\u305d\u306e\u5834\u3067\u5fc5\u305a\u901a\u3059\u305f\u3081\u3067\u3059\u3002**\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n1. **\u53d6\u308a\u51fa\u3057\u305f\u4ed5\u69d8\u3092\u898b\u308b** \u2026 \u7279\u306b\u30da\u30fc\u30b8\u6570\u3001\u52a0\u5de5\u306e\u9762\u3001\u90e8\u6570\u3092\u78ba\u304b\u3081\u307e\u3059\n2. **missing \u3092\u5f97\u610f\u5148\u306b\u805e\u304f** \u2026 \u7d19\u306e\u6307\u5b9a\u304c\u7121\u3044\u3001\u52a0\u5de5\u306e\u9762\u304c\u5206\u304b\u3089\u306a\u3044\u3001\u306a\u3069\u3092\u78ba\u304b\u3081\u307e\u3059\n3. **\u6642\u671f\u306e\u6ce8\u610f\u3092\u898b\u308b** \u2026 \u7d19\u306e\u5024\u6bb5\u306e\u6539\u5b9a\u306e\u524d\u306e\u6848\u4ef6\u306a\u3089\u3001\u7d19\u4ee3\u3092\u4eca\u306e\u5024\u6bb5\u3067\u7f6e\u304d\u63db\u3048\u307e\u3059\n4. **\u5916\u6ce8\u5148\u3092\u898b\u308b** \u2026 \u52a0\u5de5\u306e\u5916\u6ce8\u5148\u304c\u4eca\u3082\u540c\u3058\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\n\n**3\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u4e00\u89a7\u306e\u539f\u4fa1\u306f\u5f53\u6642\u306e\u539f\u4fa1\u3067\u3059\u3002**\u4eca\u306e\u898b\u7a4d\u306b\u4f7f\u3048\u308b\u306e\u306f\u3001\u4ed5\u69d8\u306e\u8fd1\u3055\u3068\u539f\u4fa1\u306e\u69cb\u9020\u3067\u3001\u91d1\u984d\u305d\u306e\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002**\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u54c1\u76ee\u304c `unknown` | \u691c\u7d22\u3092\u305b\u305a\u3001\u55b6\u696d\u306b\u54c1\u76ee\u3092\u9078\u3093\u3067\u3082\u3089\u3046 |\n| \u8fd1\u3044\u6848\u4ef6\u304c0\u4ef6 | \u30da\u30fc\u30b8\u6570\u306e\u7bc4\u56f2\u3092\u5e83\u3052\u3001\u6b21\u306b\u7d19\u30fb\u52a0\u5de5\u306e `should` \u3060\u3051\u3067\u63a2\u3059\u3002\u5e83\u3052\u305f\u3053\u3068\u3092\u4e00\u89a7\u306b\u66f8\u304f |\n| \u7d19\u306e\u9298\u67c4\u304c\u8868\u306b\u7121\u3044 | \u7d19\u306e\u7a2e\u985e\u3060\u3051\u3067\u63a2\u3057\u3001\u8868\u3078\u306e\u8ffd\u52a0\u3092\u5de5\u52d9\u306e\u62c5\u5f53\u306b\u983c\u3080 |\n| \u90e8\u6570\u306e\u6b04\u304c\u7a7a\u306e\u8a18\u9332 | `exists` \u306e\u6761\u4ef6\u3067\u691c\u7d22\u304b\u3089\u5916\u308c\u308b\u3002\u53d6\u308a\u8fbc\u307f\u306e\u8a18\u9332\u306b\u4ef6\u6570\u3092\u51fa\u3059 |\n| \u52a0\u5de5\u306e\u9762\u304c `unspecified` | \u9762\u3092\u6761\u4ef6\u306b\u305b\u305a\u3001\u533a\u5206\u3060\u3051\u3067\u63a2\u3059 |\n| \u69cb\u9020\u5316\u51fa\u529b\u304c\u8fd4\u3089\u306a\u3044 | \u55b6\u696d\u304c\u4ed5\u69d8\u3092\u753b\u9762\u306e\u9805\u76ee\u3067\u5165\u308c\u3066\u691c\u7d22\u3060\u3051\u3092\u4f7f\u3046 |\n| \u4f9d\u983c\u306e\u6587\u306b\u8907\u6570\u306e\u54c1\u76ee\u304c\u3042\u308b | \u54c1\u76ee\u3054\u3068\u306b\u5206\u3051\u3066\u63a2\u3059 |\n\n**4\u884c\u76ee\u306f\u3001\u6e1b\u8870\u306e\u95a2\u6570\u306e\u6027\u8cea\u306b\u3088\u308b\u3082\u306e\u3067\u3059\u3002** \u9805\u76ee\u304c\u7121\u3044\u3068\u6e80\u70b9\u306b\u306a\u308b\u306e\u3067\u3001\u6761\u4ef6\u3067\u5916\u3055\u306a\u3051\u308c\u3070\u3001\u90e8\u6570\u306e\u5206\u304b\u3089\u306a\u3044\u53e4\u3044\u8a18\u9332\u304c\u4e0a\u306b\u4e26\u3073\u307e\u3059\u3002\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u691c\u7d22\u3054\u3068\u306e\u3001\u4f9d\u983c\u306e\u6587\uff08\u4f0f\u305b\u305f\u3082\u306e\uff09\u3001\u53d6\u308a\u51fa\u3057\u305f JSON\u3001\u55b6\u696d\u304c\u76f4\u3057\u305f\u7b87\u6240\n- \u691c\u7d22\u306e\u6761\u4ef6\u3068\u3001\u5e83\u3052\u305f\u6761\u4ef6\n- \u5019\u88dc\u306e\u4e00\u89a7\u3068\u3001\u55b6\u696d\u304c\u53c2\u8003\u306b\u3057\u305f\u6848\u4ef6\n- \u6700\u7d42\u306e\u898b\u7a4d\u306e\u91d1\u984d\u3068\u3001\u305d\u306e\u5f8c\u306e\u53d7\u6ce8\u306e\u7d50\u679c\uff08\u53d7\u6ce8\u30fb\u5931\u6ce8\uff09\n\n**\u6700\u5f8c\u306e\u884c\u3092\u6b8b\u3059\u306e\u306f\u3001\u53c2\u8003\u306b\u3057\u305f\u6848\u4ef6\u3068\u898b\u7a4d\u306e\u7d50\u679c\u3092\u7d50\u3073\u4ed8\u3051\u308b\u305f\u3081\u3067\u3059\u3002** \u540c\u3058\u6848\u4ef6\u3092\u53c2\u8003\u306b\u3057\u3066\u5931\u6ce8\u304c\u7d9a\u304f\u306a\u3089\u3001\u305d\u306e\u6848\u4ef6\u306e\u539f\u4fa1\u306e\u69cb\u9020\u304c\u4eca\u306b\u5408\u3063\u3066\u3044\u306a\u3044\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002","minimal_setup":"1. \u5148\u6708\u3001\u904e\u53bb\u306e\u6848\u4ef6\u3092\u53c2\u8003\u306b\u898b\u7a4d\u3092\u7d44\u3093\u3060\u4f9d\u983c\u304b\u308920\u4ef6\u3092\u9078\u3076\n2. \u55b6\u696d\u306b\u3001\u305d\u308c\u305e\u308c\u3069\u306e\u904e\u53bb\u306e\u6848\u4ef6\u3092\u53c2\u8003\u306b\u3057\u305f\u304b\u3092\u66f8\u304d\u51fa\u3057\u3066\u3082\u3089\u3046\n3. \u57fa\u5e79\u306e\u4ed5\u7d44\u307f\u304b\u3089\u53d7\u6ce8\u306e\u8a18\u9332\u3092\u8868\u8a08\u7b97\u306b\u66f8\u304d\u51fa\u3057\u3001\u7d19\u306e\u539a\u3055\u3092\u576a\u91cf\u306b\u305d\u308d\u3048\u305f\u5217\u3068\u3001\u52a0\u5de5\u306e\u547c\u3073\u65b9\u3092\u305d\u308d\u3048\u305f\u5217\u3092\u8db3\u3059\n4. 20\u4ef6\u306e\u4f9d\u983c\u306e\u6587\u3092\u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u306b\u8cbc\u308a\u3001\u4ed5\u69d8\u3092\u53d6\u308a\u51fa\u3055\u305b\u308b\n5. \u53d6\u308a\u51fa\u3057\u305f\u4ed5\u69d8\u3067\u8868\u8a08\u7b97\u3092\u7d5e\u308a\u8fbc\u307f\u3001\u55b6\u696d\u304c\u53c2\u8003\u306b\u3057\u305f\u6848\u4ef6\u304c\u6b8b\u308b\u304b\u3092\u898b\u308b\n\n**2\u756a\u76ee\u306e\u66f8\u304d\u51fa\u3057\u306f\u5fc5\u305a\u5148\u306b\u6e08\u307e\u305b\u3066\u304f\u3060\u3055\u3044\u3002** \u55b6\u696d\u304c\u53c2\u8003\u306b\u3057\u305f\u6848\u4ef6\u304c\u7b54\u3048\u3067\u3001\u305d\u308c\u3068\u6bd4\u3079\u306a\u3044\u3068\u300c\u8fd1\u3044\u300d\u306e\u610f\u5473\u304c\u6c7a\u307e\u308a\u307e\u305b\u3093\u3002**4\u756a\u76ee\u3067\u306f\u3001\u7d19\u306e\u539a\u3055\u3092\u63db\u7b97\u3057\u3066\u3044\u306a\u3044\u304b\u3001\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u52a0\u5de5\u3092\u88dc\u3063\u3066\u3044\u306a\u3044\u304b\u3092\u6700\u512a\u5148\u3067\u898b\u307e\u3059\u3002**\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u53c2\u8003\u306b\u3057\u305f\u6848\u4ef6\u304c\u7d5e\u308a\u8fbc\u307f\u306b\u6b8b\u3063\u305f | **OpenSearch \u306e\u7d22\u5f15\u306b\u9032\u3080** |\n| \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u52a0\u5de5\u3092\u88dc\u3063\u305f | \u6307\u793a\u306e\u66f8\u304d\u65b9\u3067\u76f4\u308b\u3002**\u69cb\u6210\u306f\u6709\u52b9** |\n| \u904e\u53bb\u306e\u8a18\u9332\u306e\u7d19\u306e\u539a\u3055\u304c\u305d\u308d\u308f\u306a\u3044 | **\u7d19\u306e\u8868\u306e\u6574\u5099\u304c\u5148\u3002** \u5de5\u52d9\u306e\u62c5\u5f53\u3068\u8868\u3092\u4f5c\u308b |\n\n**3\u884c\u76ee\u304c\u51fa\u3066\u3082\u3001\u5931\u6557\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u55b6\u696d\u304c\u4f3c\u305f\u6848\u4ef6\u3092\u63a2\u3059\u306e\u306b\u6642\u9593\u304c\u304b\u304b\u3063\u3066\u3044\u305f\u7406\u7531\u304c\u30011\u3064\u5206\u304b\u3063\u305f\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002**\u305d\u308d\u308f\u306a\u3044\u8a18\u9332\u306e\u6570\u3092\u6570\u3048\u3001\u7d19\u306e\u8868\u306e\u6574\u5099\u306b\u3069\u308c\u3060\u3051\u304b\u304b\u308b\u304b\u306e\u898b\u7a4d\u306b\u3057\u307e\u3059\u3002**","minimal_setup_short":"\u8868\u8a08\u7b97\u3067\u7d19\u306e\u539a\u3055\u3068\u52a0\u5de5\u306e\u66f8\u304d\u65b9\u3092\u305d\u308d\u3048\u3001\u4ed5\u69d8\u3067\u7d5e\u308b \uff0f \u66f8\u304d\u65b9\u306e\u9055\u3044\u306e\u5438\u53ce","semi_auto_setup":"\u4e0a\u8a18\uff0bOpenSearch \u306b\u53d7\u6ce8\u306e\u8a18\u9332\u3092\u5165\u308c\u3001\u55b6\u696d\u304c\u4ed5\u69d8\u3092\u5165\u308c\u3066\u8fd1\u3055\u306e\u9806\u306b\u63a2\u3059\u753b\u9762\u3092\u4f5c\u308b \uff0f \u8fd1\u3044\u6848\u4ef6\u306e\u691c\u7d22\u3068\u4e26\u3079\u66ff\u3048","full_setup":"\u4e0a\u8a18\uff0b\u4f9d\u983c\u306e\u6587\u304b\u3089\u4ed5\u69d8\u3092\u53d6\u308a\u51fa\u3057\u3001\u90e8\u6570\u3054\u3068\u306b\u63a2\u3057\u3066\u3001\u4ed5\u69d8\u306e\u9055\u3044\u3068\u6642\u671f\u306e\u6ce8\u610f\u307e\u3067\u4e26\u3079\u308b \uff0f \u4f9d\u983c\u306e\u6587\u304b\u3089\u5019\u88dc\u306e\u4e00\u89a7\u307e\u3067","level_note":"**\u534a\u81ea\u52d5\u5316\u3067\u30011\u4ef614\u5206\u304c8\u5206\u7a0b\u5ea6\u306b\u306a\u308a\u307e\u3059\u3002** \u66f8\u304d\u65b9\u3092\u5909\u3048\u3066\u63a2\u3057\u76f4\u3059\u6642\u9593\u306f\u7121\u304f\u306a\u308a\u307e\u3059\u304c\u3001\u4f9d\u983c\u306e\u6587\u304b\u3089\u4ed5\u69d8\u3092\u66f8\u304d\u5199\u3059\u4f5c\u696d\u3068\u3001\u5019\u88dc\u3068\u4f9d\u983c\u306e\u9055\u3044\u3092\u898b\u6bd4\u3079\u308b\u4f5c\u696d\u304c\u6b8b\u308a\u307e\u3059\u3002**\u672c\u683c\u69cb\u6210\u30674\u5206\u306b\u306a\u308a\u3001\u3053\u306e\u6bb5\u968e\u304c\u672c\u8a18\u4e8b\u306e\u60f3\u5b9a\u3067\u3059\u3002**\n**\u6bb5\u968e\u3092\u98db\u3070\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u534a\u81ea\u52d5\u5316\u306e\u753b\u9762\u30921\u304b\u6708\u4f7f\u3046\u3068\u3001**\u55b6\u696d\u304c\u3069\u306e\u4ed5\u69d8\u306e\u9055\u3044\u3092\u8a31\u3057\u3066\u53c2\u8003\u306b\u3057\u3066\u3044\u308b\u304b**\u304c\u8a18\u9332\u304b\u3089\u5206\u304b\u308a\u307e\u3059\u3002\u305d\u308c\u306b\u5408\u308f\u305b\u3066\u6e1b\u8870\u306e\u5e45\u3092\u76f4\u3057\u3066\u304b\u3089\u4f9d\u983c\u306e\u6587\u306e\u53d6\u308a\u51fa\u3057\u3092\u8db3\u3059\u307b\u3046\u304c\u3001\u8fd1\u3055\u306e\u9806\u304c\u55b6\u696d\u306e\u611f\u899a\u306b\u5408\u3044\u307e\u3059\u3002","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u90e8\u6570\u306e\u6b04\u304c\u7a7a\u306e\u53e4\u3044\u8a18\u9332\u304c\u4e0a\u306b\u6765\u308b | **\u6e1b\u8870\u306e\u95a2\u6570\u306f\u9805\u76ee\u304c\u7121\u3044\u3068\u6e80\u70b9\u3002** `exists` \u306e\u6761\u4ef6\u3067\u5916\u3059 |\n| \u90e8\u6570\u306e\u5927\u304d\u3044\u6848\u4ef6\u307b\u3069\u8fd1\u3055\u304c\u53b3\u3057\u3044 | \u90e8\u6570\u3092\u5bfe\u6570\u3067\u6301\u3061\u3001\u5bfe\u6570\u3067\u6e1b\u8870\u3055\u305b\u308b |\n| \u52a0\u5de5\u306e\u533a\u5206\u3068\u9762\u306e\u7d44\u307f\u5408\u308f\u305b\u304c\u5d29\u308c\u308b | \u52a0\u5de5\u3092 **nested** \u306b\u3059\u308b\u3002\u666e\u901a\u306e\u914d\u5217\u306f\u5024\u304c\u5e73\u3089\u306b\u307e\u3068\u3081\u3089\u308c\u308b |\n| \u3069\u306e\u52a0\u5de5\u3067\u5f53\u305f\u3063\u305f\u304b\u5206\u304b\u3089\u306a\u3044 | `inner_hits` \u3092\u4ed8\u3051\u308b |\n| \u7d19\u306e\u539a\u3055\u3067\u5f53\u305f\u3089\u306a\u3044 | \u9023\u91cf\u3092\u576a\u91cf\u306b\u305d\u308d\u3048\u308b\u3002**\u63db\u7b97\u306f\u8868\u3060\u3051\u3067\u884c\u3044\u3001AI\u306b\u3055\u305b\u306a\u3044** |\n| AI\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u52a0\u5de5\u3092\u88dc\u3046 | \u6307\u793a\u3067\u7981\u3058\u3001`missing` \u306b\u5165\u308c\u3055\u305b\u308b |\n| \u6614\u306e\u539f\u4fa1\u3092\u305d\u306e\u307e\u307e\u4f7f\u3046 | \u53d7\u6ce8\u65e5\u3068\u7d19\u306e\u5024\u6bb5\u306e\u6539\u5b9a\u306e\u8868\u304b\u3089\u300c\u6642\u671f\u306e\u6ce8\u610f\u300d\u3092\u51fa\u3059 |\n| \u539f\u4fa1\u304c\u78ba\u5b9a\u3057\u3066\u3044\u306a\u3044\u8a18\u9332\u304c\u6df7\u3056\u308b | \u539f\u4fa1\u306e\u5185\u8a33\u304c\u7a7a\u306e\u53d7\u6ce8\u306f\u53d6\u308a\u8fbc\u307e\u306a\u3044 |\n\n**\u4e0a\u306e3\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u5931\u6557\u306e\u307b\u3068\u3093\u3069\u3067\u3059\u3002** \u3069\u308c\u3082\u5019\u88dc\u304c\u51fa\u3066\u3057\u307e\u3046\u306e\u3067\u3001\u753b\u9762\u3092\u898b\u305f\u3060\u3051\u3067\u306f\u6c17\u3065\u3051\u307e\u305b\u3093\u3002**\u7d22\u5f15\u3092\u4f5c\u3063\u305f\u3089\u3001\u90e8\u6570\u306e\u6b04\u3092\u7a7a\u306b\u3057\u305f\u8a18\u9332\u30921\u4ef6\u5165\u308c\u3001\u305d\u308c\u304c\u4e0a\u306b\u6765\u306a\u3044\u3053\u3068\u3092\u5fc5\u305a\u78ba\u304b\u3081\u3066\u304f\u3060\u3055\u3044\u3002** \u90e8\u6570\u304c\u4f9d\u983c\u306e10\u500d\u306e\u6848\u4ef6\u3092\u5165\u308c\u3066\u3001\u4e0a\u4f4d\u306b\u6765\u306a\u3044\u3053\u3068\u3082\u540c\u3058\u3088\u3046\u306b\u78ba\u304b\u3081\u307e\u3059\u3002\n\n**\u6e1b\u8870\u306e\u5e45\u306f\u3001\u4e00\u5ea6\u6c7a\u3081\u3066\u7d42\u308f\u308a\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u7d19\u306e\u5024\u6bb5\u304c\u5927\u304d\u304f\u52d5\u3044\u305f\u5e74\u306e\u5f8c\u306f\u3001\u53d7\u6ce8\u65e5\u306e\u5e45\u3092\u72ed\u3081\u3066\u65b0\u3057\u3044\u6848\u4ef6\u3092\u5f37\u304f\u5bc4\u305b\u308b\u307b\u3046\u304c\u5408\u3046\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\u5e45\u3092\u5909\u3048\u305f\u3089\u3001\u55b6\u696d\u304c\u53c2\u8003\u306b\u3057\u305f\u6848\u4ef6\u306e\u9806\u4f4d\u304c\u4e0b\u304c\u3063\u3066\u3044\u306a\u3044\u304b\u3092\u3001\u7b2c8\u7ae0\u306e20\u4ef6\u3067\u6bce\u56de\u78ba\u304b\u3081\u307e\u3059\u3002**\n\n**\u4e0b\u306e2\u884c\u3082\u3001\u65e9\u3044\u3046\u3061\u306b\u52b9\u3044\u3066\u304d\u307e\u3059\u3002** \u6614\u306e\u539f\u4fa1\u3067\u7d44\u3093\u3060\u898b\u7a4d\u306f\u3001\u53d7\u6ce8\u3057\u3066\u3082\u5229\u76ca\u304c\u51fa\u307e\u305b\u3093\u3002**\u6642\u671f\u306e\u6ce8\u610f\u306e\u5217\u306f\u3001\u6700\u521d\u304b\u3089\u4f5c\u308a\u307e\u3059\u3002**","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u5f97\u610f\u5148\u304b\u3089\u306e\u898b\u7a4d\u306e\u4f9d\u983c\uff08\u4ed5\u69d8\u3001\u90e8\u6570\u3001\u7d0d\u671f\uff09\u3001\u904e\u53bb\u306e\u53d7\u6ce8\u306e\u4ed5\u69d8\u30fb\u53d7\u6ce8\u91d1\u984d\u30fb\u539f\u4fa1\u306e\u5185\u8a33\u30fb\u5916\u6ce8\u5148\u3067\u3059\u3002**\u5f97\u610f\u5148\u3054\u3068\u306e\u53d7\u6ce8\u91d1\u984d\u3068\u539f\u4fa1\u306f\u3001\u4f1a\u793e\u306e\u5229\u76ca\u306e\u69cb\u9020\u305d\u306e\u3082\u306e\u3067\u3059\u3002**\n\n1. **\u539f\u4fa1\u306e\u4e00\u89a7\u3092\u793e\u5916\u306b\u51fa\u3055\u306a\u3044** \u2026 \u5019\u88dc\u306e\u4e00\u89a7\u306f\u55b6\u696d\u3068\u5de5\u52d9\u306e\u62c5\u5f53\u3060\u3051\u304c\u898b\u3089\u308c\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002**\u5f97\u610f\u5148\u306b\u51fa\u3059\u898b\u7a4d\u306b\u3001\u4ed6\u306e\u5f97\u610f\u5148\u306e\u6848\u4ef6\u306e\u60c5\u5831\u3092\u66f8\u304d\u307e\u305b\u3093**\n2. **\u5f97\u610f\u5148\u306e\u540d\u524d\u3092\u4e00\u89a7\u306b\u51fa\u3055\u306a\u3044** \u2026 \u5019\u88dc\u306b\u306f\u5f97\u610f\u5148\u306e\u696d\u7a2e\u3060\u3051\u3092\u51fa\u3057\u3001\u540d\u524d\u306f\u53d7\u6ce8\u756a\u53f7\u304b\u3089\u57fa\u5e79\u306e\u4ed5\u7d44\u307f\u3067\u5f15\u304f\u3088\u3046\u306b\u3057\u307e\u3059\n3. **\u4f9d\u983c\u306e\u6587\u304b\u3089\u500b\u4eba\u306e\u60c5\u5831\u3092\u5916\u3059** \u2026 \u5f97\u610f\u5148\u306e\u62c5\u5f53\u8005\u306e\u540d\u524d\u3068\u96fb\u8a71\u756a\u53f7\u306f\u3001Claude \u306b\u6e21\u3059\u524d\u306b\u4f0f\u305b\u307e\u3059\n4. **\u898b\u7a4d\u306e\u91d1\u984d\u306f\u55b6\u696d\u304c\u6c7a\u3081\u308b** \u2026 \u3053\u306e\u69cb\u6210\u306f\u904e\u53bb\u306e\u6848\u4ef6\u3092\u4e26\u3079\u308b\u3060\u3051\u3067\u3059\u3002**\u5024\u5f15\u304d\u3001\u7d0d\u671f\u306e\u7d04\u675f\u306f\u55b6\u696d\u3068\u4e0a\u9577\u304c\u6c7a\u3081\u307e\u3059**\n5. **\u5916\u6ce8\u5148\u306e\u5358\u4fa1\u3092\u5916\u306b\u51fa\u3055\u306a\u3044** \u2026 \u5916\u6ce8\u306e\u539f\u4fa1\u306f\u5916\u6ce8\u5148\u3068\u306e\u53d6\u308a\u6c7a\u3081\u306b\u3088\u308b\u3082\u306e\u3067\u3001\u4e00\u89a7\u3092\u898b\u3089\u308c\u308b\u4eba\u3092\u7d5e\u308a\u307e\u3059\n6. **\u4f9d\u983c\u306e\u6587\u306e\u4ed5\u69d8\u66f8\u3092\u5b66\u7fd2\u3084\u518d\u914d\u5e03\u306b\u4f7f\u308f\u306a\u3044** \u2026 \u5f97\u610f\u5148\u306e\u4ed5\u69d8\u66f8\u306f\u3001\u305d\u306e\u898b\u7a4d\u306e\u305f\u3081\u306b\u9810\u304b\u3063\u305f\u3082\u306e\u3067\u3059\u3002**\u691c\u7d22\u306e\u8a18\u9332\u306b\u6b8b\u3059\u306e\u306f\u53d6\u308a\u51fa\u3057\u305f\u4ed5\u69d8\u3068\u4f0f\u305b\u305f\u6587\u307e\u3067\u306b\u3057\u3001PDF\u306e\u539f\u672c\u306f\u55b6\u696d\u306e\u3044\u3064\u3082\u306e\u7f6e\u304d\u5834\u306b\u6b8b\u3057\u307e\u3059**\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u6614\u306e\u539f\u4fa1\u3084\u4ed5\u69d8\u306e\u9055\u3046\u6848\u4ef6\u306e\u539f\u4fa1\u3067\u898b\u7a4d\u3092\u7d44\u307f\u3001\u8d64\u5b57\u306e\u53d7\u6ce8\u3092\u3059\u308b\u3053\u3068\u3067\u3059\u3002** 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\u7269\u306e\u914d\u5217\u304c\u5e73\u3089\u306b\u307e\u3068\u3081\u3066\u6301\u305f\u308c\u3001\u540c\u3058\u7269\u306e\u4e2d\u306e\u5024\u306e\u7d44\u304c\u5206\u304b\u3089\u306a\u304f\u306a\u308b\u3053\u3068\u3002nested \u306e\u5404\u7269\u304c\u5225\u306e\u96a0\u308c\u305f\u6587\u66f8\u3068\u3057\u3066\u6301\u305f\u308c\u308b\u3053\u3068 | [OpenSearch: Nested field type](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_mappings\/supported-field-types\/nested.md) | 2026-10-15 |\n| nested \u306e\u691c\u7d22\u304c\u89aa\u306e\u6587\u66f8\u3092\u8fd4\u3057\u3001`inner_hits` \u3067\u5f53\u305f\u3063\u305f\u7269\u3092\u8fd4\u305b\u308b\u3053\u3068 | [OpenSearch: Nested query](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_query-dsl\/joining\/nested.md) | 2026-10-15 |\n| `range` \u3067 `gte`\u30fb`gt`\u30fb`lte`\u30fb`lt` \u3092\u4f7f\u3063\u3066\u7bc4\u56f2\u3092\u6307\u5b9a\u3067\u304d\u308b\u3053\u3068 | 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