{"id":25262,"date":"2023-12-26T17:48:48","date_gmt":"2023-12-26T08:48:48","guid":{"rendered":"https:\/\/www.skyarch.net\/blog\/?p=25262"},"modified":"2023-12-26T17:48:48","modified_gmt":"2023-12-26T08:48:48","slug":"amazon-bedrock%e3%81%a8%e8%a7%a6%e3%82%8c%e5%90%88%e3%81%8a%e3%81%86-%e3%80%9craku%e3%81%abrag%e3%82%92%e6%a7%8b%e7%af%89%e3%81%97%e3%82%88%e3%81%86%e3%80%9c","status":"publish","type":"post","link":"https:\/\/www.skyarch.net\/blog\/amazon-bedrock%e3%81%a8%e8%a7%a6%e3%82%8c%e5%90%88%e3%81%8a%e3%81%86-%e3%80%9craku%e3%81%abrag%e3%82%92%e6%a7%8b%e7%af%89%e3%81%97%e3%82%88%e3%81%86%e3%80%9c\/","title":{"rendered":"Amazon Bedrock\u3068\u89e6\u308c\u5408\u304a\u3046 \u301cRAKU\u306bRAG\u3092\u69cb\u7bc9\u3057\u3088\u3046\u301c"},"content":{"rendered":"<h1>\u306f\u3058\u3081\u306b<\/h1>\n<p>Amazon Bedrock\u306b\u89e6\u308c\u3066\u307f\u3088\u3046\uff01\u306e\u7b2c\u4e8c\u5f3e\u3068\u3057\u3066\u3001\u7c21\u5358\u306bRAG\u6a5f\u80fd\u304c\u69cb\u7bc9\u51fa\u6765\u308b\u300c<strong>Knowledge Base for Amazon Bedrock<\/strong>\u300d\u306b\u3064\u3044\u3066\u3054\u7d39\u4ecb\u3055\u305b\u3066\u9802\u304d\u307e\u3059\u3002<\/p>\n<p>\u7b2c\u4e00\u5f3e\u30d6\u30ed\u30b0\u306f\u3053\u3061\u3089\u3000-&gt; <a href=\"https:\/\/www.skyarch.net\/blog\/amazon-bedrock%e3%81%a8%e8%a7%a6%e3%82%8c%e5%90%88%e3%81%8a%e3%81%86-%e3%80%9c%e3%82%b3%e3%83%b3%e3%82%bd%e3%83%bc%e3%83%ab%e7%94%bb%e9%9d%a2%e3%82%92%e7%9c%ba%e3%82%81%e3%82%88%e3%81%86%e3%80%9c\/\" title=\"Amazon Bedrock\u3068\u89e6\u308c\u5408\u304a\u3046\">Amazon Bedrock\u3068\u89e6\u308c\u5408\u304a\u3046<\/a><\/p>\n<h2>\u76ee\u6b21<\/h2>\n<ul>\n<li><a href=\"#rag\">Knowledge Base for Amazon Bedrock\u3068\u306f\uff1f<\/a><\/li>\n<li><a href=\"#todo\">\u5b9f\u969b\u306b\u4f5c\u6210\u3057\u3066\u307f\u3088\u3046<\/a><\/li>\n<li><a href=\"#kakunin\">\u52d5\u4f5c\u78ba\u8a8d<\/a><\/li>\n<li><a href=\"#chui\">\u6ce8\u610f\u70b9<\/a><\/li>\n<li><a href=\"#kansou\">\u611f\u60f3<\/a><\/li>\n<\/ul>\n<h2 id=\"rag\">Knowledge Base for Amazon Bedrock\u3068\u306f\uff1f<\/h2>\n<h3>RAG\u3068\u306f<\/h3>\n<p>RAG\uff08Retrieval Augmented Generation\uff09\u306f\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3084\u6587\u66f8\u3092\u691c\u7d22\u3057\u3001\u305d\u308c\u3089\u306e\u60c5\u5831\u3092\u6d3b\u7528\u3057\u3066\u56de\u7b54\u3084\u6587\u66f8\u3092\u751f\u6210\u3059\u308b\u6280\u8853\u3067\u3059\u3002<br \/>\n\u63d0\u4f9b\u3055\u308c\u308b\u57fa\u76e4\u30e2\u30c7\u30eb\u306f\u3001\u901a\u5e38\u3001\u5b66\u7fd2\u6642\u306e\u8a13\u7df4\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u3044\u307e\u3059\u304c\u3001RAG\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u5b9f\u969b\u306e\u30c7\u30fc\u30bf\u3084\u6587\u66f8\u306b\u57fa\u3065\u3044\u305f\u60c5\u5831\u3092\u53d6\u308a\u5165\u308c\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<br \/>\n\u3053\u308c\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u306e\u56de\u7b54\u3084\u751f\u6210\u7269\u306e\u8cea\u304c\u5411\u4e0a\u3059\u308b\u3068\u3044\u3046\u5229\u70b9\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3>Knowledge Base for Amazon Bedrock\u3068\u306f<\/h3>\n<p>\u3053\u308c\u307e\u3067\u56f0\u96e3\u3068\u3055\u308c\u3066\u3044\u305fRAG\u69cb\u7bc9\u304c\u3001Knowledge Base for Amazon Bedrock\uff08\u4ee5\u4e0b\u3001Knowledge Base\uff09\u306eGA\u306b\u3088\u308a\u6570\u30af\u30ea\u30c3\u30af\u7a0b\u5ea6\u3067\u7c21\u5358\u306b\u69cb\u7bc9\u51fa\u6765\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<br \/>\nKnowledge Base\u306e\u69cb\u6210\u56f3\u306f\u3053\u306e\u3088\u3046\u306a\u30a4\u30e1\u30fc\u30b8\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<a href=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/628e88091a09fda07ffa645582d5a454-1.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/628e88091a09fda07ffa645582d5a454-1.png\" alt=\"\" width=\"772\" height=\"291\" class=\"alignnone size-full wp-image-25425\" srcset=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/628e88091a09fda07ffa645582d5a454-1.png 772w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/628e88091a09fda07ffa645582d5a454-1-300x113.png 300w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/628e88091a09fda07ffa645582d5a454-1-768x289.png 768w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/628e88091a09fda07ffa645582d5a454-1-728x274.png 728w\" sizes=\"auto, (max-width: 772px) 100vw, 772px\" \/><\/a>\n<p>\u4f7f\u3044\u65b9\u3068\u3057\u3066\u306f\u4e0b\u8a18\u306e\u6d41\u308c\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<ol>\n<li>S3\u306bRAG\u306b\u8aad\u307f\u8fbc\u307e\u305b\u305f\u3044\u6587\u66f8\u3092\u683c\u7d0d\u3057\u307e\u3059\u3002\u5bfe\u5fdc\u3057\u3066\u308b\u62e1\u5f35\u5b50\u306f<a href=\"https:\/\/docs.aws.amazon.com\/bedrock\/latest\/userguide\/knowledge-base-setup.html\" title=\"\u3053\u3061\u3089\">\u3053\u3061\u3089<\/a>\u306b\u8a18\u8f09\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n<li>Amazon Titan Embeddings\u306b\u3088\u308a\u30d9\u30af\u30c8\u30eb\u5316\u3055\u308c\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u4fdd\u5b58<\/li>\n<li>\u5c02\u7528\u306eAPI\u3092\u901a\u3058\u3066\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u6295\u3052\u308b<\/li>\n<\/ol>\n<p>\u3067\u306f\u5b9f\u969b\u306bRAG\u69cb\u7bc9\u3092\u3057\u3066\u307f\u307e\u3057\u3087\u3046\uff01<\/p>\n<h2 id=\"todo\">\u5b9f\u969b\u306b\u4f5c\u6210\u3057\u3066\u307f\u3088\u3046<\/h2>\n<p>2023\/12\u6642\u70b9\u3067\u306f\u3001Knowledge Base\u306f<strong>\u30d0\u30fc\u30b8\u30cb\u30a2\u5317\u90e8\/\u30aa\u30ec\u30b4\u30f3\u306e\u307f<\/strong>\u5bfe\u5fdc\u3057\u3066\u3044\u308b\u6a5f\u80fd\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<ol>\n<li>\u30d0\u30fc\u30b8\u30cb\u30a2\u5317\u90e8\u3092\u9078\u629e\u3057\u3001Bedrock\u306e\u30b3\u30f3\u30bd\u30fc\u30eb\u753b\u9762\u3088\u308a Orchestration -&gt; Knowledge base -&gt; Create knowledge base \u306e\u9806\u756a\u3067\u69cb\u7bc9\u3092\u9032\u3081\u307e\u3059\u3002<br \/>\n<a href=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-4.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-4.png\" alt=\"\" width=\"1865\" height=\"758\" class=\"alignnone size-full wp-image-25423\" srcset=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-4.png 1865w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-4-300x122.png 300w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-4-1024x416.png 1024w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-4-768x312.png 768w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-4-1536x624.png 1536w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-4-728x296.png 728w\" sizes=\"auto, (max-width: 1865px) 100vw, 1865px\" \/><\/a><\/p>\n<\/li>\n<li>\n<p>Step1 Provide knowledge base details<br \/>\nKnowledge Base\u306e\u540d\u79f0\u3084IAM\u30ed\u30fc\u30eb\u3001\u30bf\u30b0\u306e\u8a2d\u5b9a\u3092\u884c\u3044\u307e\u3059\u3002<br \/>\nIAM\u30ed\u30fc\u30eb\u306f\u5fc5\u8981\u6700\u4f4e\u9650\u306e\u30dd\u30ea\u30b7\u30fc\u306e\u3092\u81ea\u52d5\u7684\u306b\u4f5c\u6210\u3057\u3066\u304f\u308c\u308b\u305f\u3081\u3001\u300cCreate and use a new service role\u300d\u3092\u9078\u629e\u3057\u307e\u3057\u305f\u3002<br \/>\n<a href=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/3d4c69de601727b1cf819172530873d1.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/3d4c69de601727b1cf819172530873d1-1024x581.png\" alt=\"\" width=\"728\" height=\"413\" class=\"alignnone size-full wp-image-25428\" srcset=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/3d4c69de601727b1cf819172530873d1-1024x581.png 1024w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/3d4c69de601727b1cf819172530873d1-300x170.png 300w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/3d4c69de601727b1cf819172530873d1-768x436.png 768w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/3d4c69de601727b1cf819172530873d1-1536x872.png 1536w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/3d4c69de601727b1cf819172530873d1-728x413.png 728w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/3d4c69de601727b1cf819172530873d1.png 1920w\" sizes=\"auto, (max-width: 728px) 100vw, 728px\" \/><\/a><\/p>\n<\/li>\n<li>\n<p>Step 2 Set up data source<br \/>\n\u6b21\u306b\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002<br \/>\nKendra\u3068\u7570\u306a\u308a\u3001Web\u30af\u30ed\u30fc\u30e9\u30fc\u7b49\u306e\u8a2d\u5b9a\u306f\u3067\u304d\u306a\u3044\u305f\u3081S3\u306e\u307f\u304c\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u5bfe\u8c61\u3068\u306a\u308a\u307e\u3059\u3002<br \/>\n\u540c\u4e00\u30ea\u30fc\u30b8\u30e7\u30f3\u306b\u4e8b\u524d\u306b\u4f5c\u6210\u3057\u3066\u3044\u305fS3\u30d0\u30b1\u30c3\u30c8\u3092\u9078\u629e\u3057\u3001KMS Key\u306fDefault\u3092\u9078\u629e\u3057\u307e\u3059\u3002<br \/>\nChunking strategy\u306f\u30c6\u30ad\u30b9\u30c8\u306e\u5206\u5272\u65b9\u6cd5\u306b\u306a\u308a\u307e\u3059\u304c\u3001\u5024\u3092\u5909\u3048\u308b\u3053\u3068\u3067\u3069\u3046\u7d50\u679c\u304c\u7570\u306a\u3063\u3066\u304f\u308b\u304b\u4e0d\u660e\u306e\u305f\u3081\u4e00\u65e6\u306fDefault\u3092\u9078\u629e\u3057\u307e\u3059\u3002<br \/>\n<a href=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/682a920628c628381a6e24f699f6d9fd.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/682a920628c628381a6e24f699f6d9fd.png\" alt=\"\" width=\"1920\" height=\"895\" class=\"alignnone size-full wp-image-25427\" srcset=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/682a920628c628381a6e24f699f6d9fd.png 1920w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/682a920628c628381a6e24f699f6d9fd-300x140.png 300w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/682a920628c628381a6e24f699f6d9fd-1024x477.png 1024w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/682a920628c628381a6e24f699f6d9fd-768x358.png 768w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/682a920628c628381a6e24f699f6d9fd-1536x716.png 1536w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/682a920628c628381a6e24f699f6d9fd-728x339.png 728w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><\/a><\/p>\n<\/li>\n<li>\n<p>Step 3 Configure vector store<br \/>\n\u6b21\u306b\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002<br \/>\n\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u30d9\u30af\u30c8\u30eb\u5316\u3059\u308b\u30e2\u30c7\u30eb\uff08Embeddings model\uff09\u3067\u3059\u304c\u3001\u73fe\u5728\u306f <strong>Amazon Titan Embeddings G1 - Text v1.2<\/strong>\u306e\u307f\u304c\u5bfe\u5fdc\u3068\u306a\u308b\u3088\u3046\u3067\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n<p>\u307e\u305f\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u3059\u304c\u3001\u73fe\u5728\u306f\u4e0b\u8a184\u3064\u304c\u5bfe\u5fdc\u3057\u3066\u304a\u308a\u307e\u3059\u3002<br \/>\n\u30fbAmazon OpenSearch Serverless\uff08\u63a8\u5968\uff09<br \/>\n\u30fbAmazon Aurora PostgreSQL\uff08<a href=\"https:\/\/aws.amazon.com\/jp\/about-aws\/whats-new\/2023\/12\/amazon-aurora-postgresql-integration-bedrock-generative-ai\/\">2023\/12\/21\u306eUpdate\u3067\u8ffd\u52a0<\/a>\uff09<br \/>\n\u30fbPinecone\uff08AWS\u5916\u30b5\u30fc\u30d3\u30b9\uff09<br \/>\n\u30fbRedis Enterprise Cloud\uff08AWS\u5916\u30b5\u30fc\u30d3\u30b9\uff09<br \/>\n<a href=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-5.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-5.png\" alt=\"\" width=\"1500\" height=\"621\" class=\"alignnone size-full wp-image-25431\" srcset=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-5.png 1500w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-5-300x124.png 300w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-5-1024x424.png 1024w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-5-768x318.png 768w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-5-728x301.png 728w\" sizes=\"auto, (max-width: 1500px) 100vw, 1500px\" \/><\/a><\/p>\n<p>\u672c\u30d6\u30ed\u30b0\u3067\u306f\u63a8\u5968\u3068\u3055\u308c\u308bAmazon OpenSearch Serverless\u3092\u9078\u629e\u3057\u307e\u3059\u3002<br \/>\nAmazon OpenSearch Serverless\u81ea\u4f53\u306e\u69cb\u7bc9\u3082\u88cf\u5074\u3067\u884c\u3063\u3066\u304f\u308c\u307e\u3059\u3002\u4fbf\u5229\u3067\u3059\u306a\u3041<br \/>\n<a href=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/d5011e3d2e47239f84691aa20567d165.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/d5011e3d2e47239f84691aa20567d165.png\" alt=\"\" width=\"1920\" height=\"705\" class=\"alignnone size-full wp-image-25430\" srcset=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/d5011e3d2e47239f84691aa20567d165.png 1920w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/d5011e3d2e47239f84691aa20567d165-300x110.png 300w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/d5011e3d2e47239f84691aa20567d165-1024x376.png 1024w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/d5011e3d2e47239f84691aa20567d165-768x282.png 768w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/d5011e3d2e47239f84691aa20567d165-1536x564.png 1536w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/d5011e3d2e47239f84691aa20567d165-728x267.png 728w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><\/a><\/p>\n<p>\u6700\u5f8c\u306b\u78ba\u8a8d\u753b\u9762\u3067\u5185\u5bb9\u3092\u78ba\u8a8d\u3057\u3001Create knowledge base\u3067RAG\u304c\u4f5c\u6210\u3055\u308c\u308b\u306e\u3092\u5f85\u3061\u307e\u3059\u3002<br \/>\nAmazon OpenSearch Serveice\u306e\u30b5\u30fc\u30d0\u30ec\u30b9\u306b\u4f5c\u6210\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u78ba\u8a8d\u51fa\u6765\u307e\u3059\u3002<br \/>\n<a href=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/80acb2b1e7b05f4dc42910c7c66557b2.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/80acb2b1e7b05f4dc42910c7c66557b2.png\" alt=\"\" width=\"1920\" height=\"666\" class=\"alignnone size-full wp-image-25432\" srcset=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/80acb2b1e7b05f4dc42910c7c66557b2.png 1920w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/80acb2b1e7b05f4dc42910c7c66557b2-300x104.png 300w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/80acb2b1e7b05f4dc42910c7c66557b2-1024x355.png 1024w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/80acb2b1e7b05f4dc42910c7c66557b2-768x266.png 768w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/80acb2b1e7b05f4dc42910c7c66557b2-1536x533.png 1536w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/80acb2b1e7b05f4dc42910c7c66557b2-728x253.png 728w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><\/a><\/p>\n<p>Knowledge Base\u306e\u4e00\u89a7\u753b\u9762\u304b\u3089\u3082RAG\u304c\u4f5c\u6210\u3055\u308c\u305f\u3053\u3068\u304c\u78ba\u8a8d\u51fa\u6765\u307e\u3059\u3002<br \/>\n<a href=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-6.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-6.png\" alt=\"\" width=\"1868\" height=\"758\" class=\"alignnone size-full wp-image-25434\" srcset=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-6.png 1868w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-6-300x122.png 300w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-6-1024x416.png 1024w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-6-768x312.png 768w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-6-1536x623.png 1536w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-6-728x295.png 728w\" sizes=\"auto, (max-width: 1868px) 100vw, 1868px\" \/><\/a><\/p>\n<p>Knowledge Base\u306e\u753b\u9762\u304b\u3089\u4f5c\u6210\u304c\u5b8c\u4e86\u3059\u308b\u3068\u81ea\u52d5\u7684\u306b\u3053\u306e\u3088\u3046\u306a\u753b\u9762\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<br \/>\n\u7b46\u8005\u306f\u4e8b\u524d\u306b\u5bfe\u8c61\u30d0\u30b1\u30c3\u30c8\u306b\u6587\u66f8\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u3066\u3044\u307e\u3059\u306e\u3067\u3001Sync\u3092\u62bc\u4e0b\u3057\u3066\u30d9\u30af\u30c8\u30eb\u5316\u3092\u5b9f\u884c\u3055\u305b\u307e\u3059\u3002<br \/>\n<a href=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/d6712e9a67161960a224e309dc6c92c3.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/d6712e9a67161960a224e309dc6c92c3.png\" alt=\"\" width=\"1920\" height=\"1464\" class=\"alignnone size-full wp-image-25433\" srcset=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/d6712e9a67161960a224e309dc6c92c3.png 1920w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/d6712e9a67161960a224e309dc6c92c3-300x229.png 300w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/d6712e9a67161960a224e309dc6c92c3-1024x781.png 1024w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/d6712e9a67161960a224e309dc6c92c3-768x586.png 768w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/d6712e9a67161960a224e309dc6c92c3-1536x1171.png 1536w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/d6712e9a67161960a224e309dc6c92c3-728x555.png 728w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><\/a><\/p>\n<p>Sync\u304c\u5b8c\u4e86\u3059\u308b\u3068\u3001Last sync time\u306b\u53cd\u6620\u3055\u308c\u307e\u3059\u3002<br \/>\n<a href=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-7.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-7.png\" alt=\"\" width=\"1880\" height=\"691\" class=\"alignnone size-full wp-image-25435\" srcset=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-7.png 1880w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-7-300x110.png 300w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-7-1024x376.png 1024w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-7-768x282.png 768w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-7-1536x565.png 1536w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-7-728x268.png 728w\" sizes=\"auto, (max-width: 1880px) 100vw, 1880px\" \/><\/a><\/p>\n<p>Amazon Titan Embeddings\u306b\u3088\u3063\u3066\u30d9\u30af\u30c8\u30eb\u5316\u3055\u308c\u3066\u308b\u3053\u3068\u304cBedrock\u306e\u30ed\u30b0\u304b\u3089\u78ba\u8a8d\u51fa\u6765\u307e\u3059\u306d\u3002<br \/>\n<a href=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/75133b0496ed607383f91306f504ebff-1.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/75133b0496ed607383f91306f504ebff-1.png\" alt=\"\" width=\"1739\" height=\"764\" class=\"alignnone size-full wp-image-25436\" srcset=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/75133b0496ed607383f91306f504ebff-1.png 1739w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/75133b0496ed607383f91306f504ebff-1-300x132.png 300w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/75133b0496ed607383f91306f504ebff-1-1024x450.png 1024w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/75133b0496ed607383f91306f504ebff-1-768x337.png 768w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/75133b0496ed607383f91306f504ebff-1-1536x675.png 1536w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/75133b0496ed607383f91306f504ebff-1-728x320.png 728w\" sizes=\"auto, (max-width: 1739px) 100vw, 1739px\" \/><\/a><\/p>\n<p>\u3067\u306f\u6b21\u306b\u4f5c\u6210\u3055\u308c\u305fRAG\u3092\u4f7f\u3063\u3066\u52d5\u4f5c\u78ba\u8a8d\u306b\u53c2\u308a\u307e\u3057\u3087\u3046\uff01<\/p>\n<h2 id=\"kakunin\">\u52d5\u4f5c\u78ba\u8a8d<\/h2>\n<p>RAG\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u308b\u57fa\u76e4\u30e2\u30c7\u30eb\u3068\u3057\u3066\u306f\u73fe\u5728\u4e0b\u8a182\u30e2\u30c7\u30eb\u306e\u307f\u3068\u306a\u308a\u307e\u3059\u3002<br \/>\n\u30fbClaude Instant v1.2<br \/>\n\u30fbClaude v2<\/p>\n<p>\u672c\u30d6\u30ed\u30b0\u3067\u306fClaude v2\u3092\u7528\u3044\u3066\u691c\u8a3c\u3092\u9032\u3081\u307e\u3059\u3002<br \/>\n\u30b5\u30f3\u30d7\u30eb\u3068\u3057\u3066\u3001\u5f0a\u793e\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30b5\u30fc\u30d3\u30b9\u300cCyberNEO\u300d\u306ehtml\u30da\u30fc\u30b8\u306e\u60c5\u5831\u3092\u5143\u306b\u8cea\u554f\u3057\u3066\u307f\u3088\u3046\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<h3>\u30b3\u30f3\u30bd\u30fc\u30eb\u753b\u9762\u306e\u30c6\u30b9\u30c8\u30da\u30fc\u30b8\u306b\u3066\u691c\u8a3c<\/h3>\n<p>\u304a\u304a\uff01\u304d\u3061\u3093\u3068\u6b63\u3057\u3044\u7d50\u679c\u304c\u8fd4\u3063\u3066\u6765\u3066\u3044\u307e\u3059\u306d\u3002<br \/>\n\u6839\u62e0\u3068\u306a\u308b\u6587\u66f8\u306e\u30ea\u30f3\u30af\u3082\u8a18\u8f09\u3055\u308c\u3066\u3044\u307e\u3059\u3002<br \/>\n<a href=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-8.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-8.png\" alt=\"\" width=\"1847\" height=\"779\" class=\"alignnone size-full wp-image-25437\" srcset=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-8.png 1847w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-8-300x127.png 300w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-8-1024x432.png 1024w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-8-768x324.png 768w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-8-1536x648.png 1536w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-8-728x307.png 728w\" sizes=\"auto, (max-width: 1847px) 100vw, 1847px\" \/><\/a><\/p>\n<p>\u3044\u3044\u611f\u3058\u306b\u7d50\u679c\u304c\u8fd4\u3063\u3066\u6765\u3066\u307e\u3059\u306d\u3002<br \/>\n\u5225\u306e\u6a5f\u4f1a\u306b\u3001html\u4ee5\u5916\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u691c\u8a3c\u3057\u305f\u969b\u306b\u540c\u69d8\u306e\u7cbe\u5ea6\u3067\u8fd4\u5374\u3055\u308c\u308b\u304b\u8a66\u3057\u3066\u307f\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<br \/>\n<a href=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-10.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-10.png\" alt=\"\" width=\"929\" height=\"745\" class=\"alignnone size-full wp-image-25439\" srcset=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-10.png 929w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-10-300x241.png 300w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-10-768x616.png 768w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/0c1345d50822242f0aacf5cce0615b38-10-728x584.png 728w\" sizes=\"auto, (max-width: 929px) 100vw, 929px\" \/><\/a><\/p>\n<h3>boto3\u3092\u4f7f\u3063\u3066\u306e\u691c\u8a3c<\/h3>\n<p>\u3067\u306f\u6b21\u306b\u30b3\u30f3\u30bd\u30fc\u30eb\u753b\u9762\u3067\u306a\u304f\u3001SDK for Python\u3067\u3042\u308bboto3\u3092\u7528\u3044\u3066\u547c\u3073\u51fa\u3057\u3066\u307f\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<h4>\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9<\/h4>\n<p><a href=\"https:\/\/boto3.amazonaws.com\/v1\/documentation\/api\/latest\/reference\/services\/bedrock-agent-runtime\/client\/retrieve_and_generate.html\">boto3\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/a>\u3092\u53c2\u8003\u306b\u66f8\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>\u4e0b\u8a18\u8a2d\u5b9a\u306b\u6ce8\u610f\u3057\u306a\u304c\u3089\u30b3\u30fc\u30c9\u3092\u4f5c\u6210\u3057\u3001\u5b9f\u884c\u3057\u3066\u307f\u307e\u3059\uff01<br \/>\n\u30fbknowledgeBaseId\u306b\u306f\u69cb\u7bc9\u3057\u305fKnowledge base ID\u3092\u8a2d\u5b9a<br \/>\n\u30fbboto3\u306eclient\u306f\"bedrock-agent-runtime\"\u3092\u8a2d\u5b9a<br \/>\n\u30fbmodelArn\u306fanthropic.claude-v2\u3092\u8a2d\u5b9a\uff08\u8a73\u7d30\u306f<a href=\"https:\/\/docs.aws.amazon.com\/bedrock\/latest\/userguide\/model-ids-arns.html\">\u3053\u3061\u3089<\/a>\uff09<\/p>\n<pre>\nimport boto3\nimport json\n\n\ndef main():\n    client = boto3.client(\"bedrock-agent-runtime\", region_name=\"us-east-1\")\n    response = client.retrieve_and_generate(\n        input={\n            \"text\": \"Cyberneo\u306e\u30b5\u30fc\u30d3\u30b9\u30d7\u30e9\u30f3\u306f\u4f55\u7a2e\u985e\u3042\u308a\u307e\u3059\u304b\uff1f\",\n        },\n        retrieveAndGenerateConfiguration={\n            \"type\": \"KNOWLEDGE_BASE\",\n            \"knowledgeBaseConfiguration\": {\n                \"knowledgeBaseId\": \"xxxxxxxxx\",\n                \"modelArn\": \"arn:aws:bedrock:us-east-1::foundation-model\/anthropic.claude-v2\",\n            },\n        },\n    )\n    print(json.dumps(response, indent=2, ensure_ascii=False))\n\n\nif __name__ == \"__main__\":\n    main()\n<\/pre>\n<h4>\u30ec\u30b9\u30dd\u30f3\u30b9\u7d50\u679c<\/h4>\n<p>\u30b3\u30f3\u30bd\u30fc\u30eb\u753b\u9762\u304b\u3089\u30c6\u30b9\u30c8\u3057\u305f\u7d50\u679c\u3068\u540c\u69d8\u306e\u7d50\u679c\u304c\u8fd4\u5374\u3055\u308c\u3066\u3044\u307e\u3059\u306d\u3002<br \/>\nboto3\u3092\u4f7f\u3046\u3053\u3068\u3067\u72ec\u81ea\u306e\u30a2\u30d7\u30ea\u304b\u3089\u3082\u7c21\u5358\u306b\u547c\u3073\u51fa\u305b\u308b\u3053\u3068\u304c\u78ba\u8a8d\u51fa\u6765\u307e\u3057\u305f\u3002<br \/>\n<a href=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/edd4dcb7fd0dde6463b0cddc3c1c88ed.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/edd4dcb7fd0dde6463b0cddc3c1c88ed.png\" alt=\"\" width=\"1017\" height=\"808\" class=\"alignnone size-full wp-image-25443\" srcset=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/edd4dcb7fd0dde6463b0cddc3c1c88ed.png 1017w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/edd4dcb7fd0dde6463b0cddc3c1c88ed-300x238.png 300w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/edd4dcb7fd0dde6463b0cddc3c1c88ed-768x610.png 768w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/edd4dcb7fd0dde6463b0cddc3c1c88ed-728x578.png 728w\" sizes=\"auto, (max-width: 1017px) 100vw, 1017px\" \/><\/a><\/p>\n<h2 id=\"chui\">\u6ce8\u610f\u70b9<\/h2>\n<h3>\u6599\u91d1<\/h3>\n<p>Knowledge base\u81ea\u4f53\u306f\u6599\u91d1\u304b\u304b\u308a\u307e\u305b\u3093\u304c\u3001\u88cf\u3067\u5b9f\u884c\u3055\u308c\u308b\u57fa\u76e4\u30e2\u30c7\u30eb\u306eAPI\u6599\u91d1\u3084OpenSearch Serverless\u306e\u6599\u91d1\u304c\u767a\u751f\u3057\u307e\u3059\u3002<\/p>\n<h3>\u524a\u9664\u6642\u306e\u6319\u52d5<\/h3>\n<p>Knowledge base\u81ea\u4f53\u306f\u3001\u4e00\u89a7\u753b\u9762\u304b\u3089\u524a\u9664\u304c\u51fa\u6765\u307e\u3059\u304cOpenSearch Serverless\u306f\u81ea\u52d5\u7684\u306b\u524a\u9664\u3055\u308c\u307e\u305b\u3093\u3002<br \/>\nOpenSearch\u306e\u30b3\u30f3\u30bd\u30fc\u30eb\u753b\u9762\u3088\u308a\u500b\u5225\u306b\u524a\u9664\u3092\u884c\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n\u7121\u99c4\u306a\u30b3\u30b9\u30c8\u304c\u767a\u751f\u3057\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3057\u3087\u3046\uff01<\/p>\n<h2 id=\"kansou\">\u611f\u60f3<\/h2>\n<p>\u3055\u3066\u3001\u3053\u3053\u307e\u3067\u3067\u7c21\u5358\u306bRAG\u306e\u69cb\u7bc9\u304c\u51fa\u6765\u305f\u3053\u3068\u304c\u304a\u5206\u304b\u308a\u306b\u306a\u3063\u305f\u304b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>\u4eca\u56de\u306e\u691c\u8a3c\u3067\u306f\u671f\u5f85\u5024\u901a\u308a\u306e\u30ec\u30b9\u30dd\u30f3\u30b9\u304c\u8fd4\u5374\u3055\u308c\u307e\u3057\u305f\u304c\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3084\u683c\u7d0d\u3059\u308b\u30c7\u30fc\u30bf\u306e\u7a2e\u985e\u306b\u3088\u3063\u3066\u306f\u671f\u5f85\u5024\u901a\u308a\u3067\u306a\u3044\u7d50\u679c\u304c\u8fd4\u3063\u3066\u304f\u308b\u3053\u3068\u3082\u3042\u308b\u304b\u3068\u601d\u3044\u307e\u3059\u3002<br \/>\n\u305d\u306e\u305f\u3081\u3001\u5b9f\u969b\u306b\u69cb\u7bc9&amp;\u691c\u8a3c\u3059\u308b\u969b\u306b\u306f\u3001\u98df\u3079\u3055\u305b\u308b\u30c7\u30fc\u30bf\u306e\u6574\u5099\u3084\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u5074\u306e\u8a2d\u5b9a\u7b49\u306e\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u4f5c\u696d\u306f\u767a\u751f\u3059\u308b\u304b\u3068\u601d\u3044\u307e\u3059\u3002<br \/>\nRAG\u69cb\u7bc9\u81ea\u4f53\u306f\u7c21\u5358\u306b\u306a\u3063\u305f\u305f\u3081\u3001\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u65b9\u306b\u6642\u9593\u3092\u304b\u3051\u308c\u308b\u306e\u306f\u3044\u3044\u3053\u3068\u304b\u306a\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u30b3\u30b9\u30c8\u9762\u3067\u306f\u3001OpenSearch Serverless\u306f\u5c11\u3057\u304a\u9ad8\u3044\u30b5\u30fc\u30d3\u30b9\u306b\u306a\u308a\u307e\u3059\u306e\u3067\u3001\u6700\u8fd1\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u5bfe\u5fdc\u3057\u305fAmazon Aurora PostgreSQL\uff08serverless v2\uff09\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u8cbb\u7528\u3092\u6291\u3048\u308b\u3053\u3068\u3082\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<br \/>\n\u3053\u3061\u3089\u306f\u5225\u306e\u6a5f\u4f1a\u306b\u691c\u8a3c\u3092\u9032\u3081\u3066\u307f\u3088\u3046\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u306f\u3058\u3081\u306b Amazon Bedrock\u306b\u89e6\u308c\u3066\u307f\u3088\u3046\uff01\u306e\u7b2c\u4e8c\u5f3e\u3068\u3057\u3066\u3001\u7c21\u5358\u306bRAG\u6a5f\u80fd\u304c\u69cb\u7bc9\u51fa\u6765\u308b\u300cKnowledge Base for Amazon Bedrock\u300d\u306b\u3064\u3044\u3066\u3054\u7d39\u4ecb\u3055\u305b\u3066\u9802\u304d\u307e\u3059\u3002 \u7b2c\u4e00\u5f3e\u30d6\u30ed\u30b0\u306f\u3053\u3061\u3089&#8230;<\/p>\n","protected":false},"author":135,"featured_media":24975,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_locale":"ja","_original_post":"https:\/\/www.skyarch.net\/blog\/?p=25262","footnotes":""},"categories":[1276,1265,1277],"tags":[1275],"class_list":{"0":"post-25262","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-amazon-bedrock","8":"category-aws-reinvent-2023","9":"category-ai","10":"tag-amazon-bedrock","11":"ja"},"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/posts\/25262","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/users\/135"}],"replies":[{"embeddable":true,"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/comments?post=25262"}],"version-history":[{"count":9,"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/posts\/25262\/revisions"}],"predecessor-version":[{"id":25480,"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/posts\/25262\/revisions\/25480"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/media\/24975"}],"wp:attachment":[{"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/media?parent=25262"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/categories?post=25262"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/tags?post=25262"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}