{"id":6835,"date":"2026-02-24T09:39:17","date_gmt":"2026-02-24T00:39:17","guid":{"rendered":"https:\/\/techfun.cc\/?p=6835"},"modified":"2026-02-24T09:39:17","modified_gmt":"2026-02-24T00:39:17","slug":"bedrock-knowledge-base-s3-vectors-cdk-pitfall","status":"publish","type":"post","link":"https:\/\/techfun.cc\/generative-ai\/bedrock-knowledge-base-s3-vectors-cdk-pitfall.html","title":{"rendered":"Knowledge Base \u00d7 S3 Vectors Index \u8a2d\u5b9a\u306e\u843d\u3068\u3057\u7a74"},"content":{"rendered":"<h3 id=\"section-1\" class=\"Heading Title Title--m\">\u4eca\u56de\u306e\u30dd\u30a4\u30f3\u30c8<\/h3>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\">S3 Vectors \u3067\u306f\u3001\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u53ef\u80fd\u306a\u30e1\u30bf\u30c7\u30fc\u30bf\uff08filterable metadata\uff09\u306f 2KB \u307e\u3067\u3068\u3044\u3046\u5236\u9650\u304c\u3042\u308b<\/li>\n<li class=\"Base-list__child\">Knowledge Base \u306f\u5185\u90e8\u7684\u306b AMAZON_BEDROCK_TEXT \u3084 AMAZON_BEDROCK_METADATA \u3092\u81ea\u52d5\u4ed8\u4e0e\u3059\u308b<\/li>\n<li class=\"Base-list__child\">\u3053\u308c\u3089\u304c filterable \u6271\u3044\u306b\u306a\u308b\u3068\u3001\u30c1\u30e3\u30f3\u30af\u672c\u6587\u304c\u305d\u306e\u307e\u307e\u30e1\u30bf\u30c7\u30fc\u30bf\u306b\u5165\u308a\u30012KB\u5236\u9650\u3092\u8d85\u3048\u3066\u540c\u671f\u30a8\u30e9\u30fc\u306b\u306a\u308b<\/li>\n<li class=\"Base-list__child\">\u3053\u306e\u8a2d\u5b9a\u306f\u81ea\u5206\u3067 S3 Vectors Index \u3092\u4f5c\u6210\u3057\u3001\u305d\u308c\u3092 Knowledge Base \u3068\u9023\u643a\u3059\u308b\u5834\u5408\u306b\u6ce8\u610f\u304c\u5fc5\u8981\uff08Knowledge Base\u306b\u3088\u308b\u81ea\u52d5\u751f\u6210\u3067\u306f\u554f\u984c\u306a\u3044\uff09<\/li>\n<li class=\"Base-list__child\">CDK \u306a\u3069\u3067 Index \u3092\u4f5c\u308b\u5834\u5408\u306f\u3001metadataConfiguration.nonFilterableMetadataKeys \u306b  AMAZON_BEDROCK_TEXT \u3068 AMAZON_BEDROCK_METADATA \u3092\u660e\u793a\u7684\u306b\u6307\u5b9a\u3059\u308b\u3053\u3068<\/li>\n<\/ul>\n<h3 id=\"section-2\" class=\"Heading Title Title--m\">\u306f\u3058\u3081\u306b<\/h3>\n<p>CDK \u3092\u4f7f\u3063\u3066 Knowledge Base \u3068 S3 Vectors \u3092\u69cb\u7bc9\u3057\u3001\u30c7\u30d7\u30ed\u30a4\u3057\u305f\u74b0\u5883\u3092\u5229\u7528\u3057\u3088\u3046\u3068\u3057\u305f\u3068\u3053\u308d\u3001\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u540c\u671f\u304c\u3059\u3079\u3066\u5931\u6557\u3059\u308b\u3068\u3044\u3046\u4e8b\u8c61\u306b\u906d\u9047\u3057\u307e\u3057\u305f\u3002\u4ee5\u524d\u306e\u8a18\u4e8b\u3067\u306f\u3001\u30b3\u30f3\u30bd\u30fc\u30eb\u304b\u3089 Knowledge Base \u3092\u4f5c\u6210\u3057\u3001\u305d\u306e\u307e\u307e\u5229\u7528\u3057\u305f\u969b\u306b\u306f\u554f\u984c\u306a\u304f\u540c\u671f\u3067\u304d\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n<a class=\"Internal-post\" href=\"https:\/\/techfun.cc\/generative-ai\/bedrock-knowledge-base-quick-start-rag.html\"><div class=\"Internal-post__thumb\" style=\"background: url(\/wp-content\/uploads\/2026\/02\/bedrock-knowledge-base-quick-start-rag-scaled.png) no-repeat; background-size: cover; background-position: 50% 50%;\"><\/div><div class=\"Internal-post-content\"><div class=\"Category Category--generative-ai\"> \u751f\u6210AI\u95a2\u9023<\/div><div class=\"Internal-post__title\">Amazon Bedrock Knowledge Base \u00d7 S3 Vectors\u3067RAG\u3092\u4f5c\u3063\u3066\u2026<\/div><\/div><\/a>\n<a class=\"Internal-post\" href=\"https:\/\/techfun.cc\/generative-ai\/bedrock-knowledge-base-metadata-guide.html\"><div class=\"Internal-post__thumb\" style=\"background: url(\/wp-content\/uploads\/2026\/02\/bedrock-knowledge-base-metadata-guide-scaled.png) no-repeat; background-size: cover; background-position: 50% 50%;\"><\/div><div class=\"Internal-post-content\"><div class=\"Category Category--generative-ai\"> \u751f\u6210AI\u95a2\u9023<\/div><div class=\"Internal-post__title\">Amazon Bedrock Knowledge Base\u3067\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u6d3b\u7528\u6cd5<\/div><\/div><\/a>\n<p>\u3057\u304b\u3082\u4eca\u56de\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u305f\u30d5\u30a1\u30a4\u30eb\u304a\u3088\u3073\u30e1\u30bf\u30c7\u30fc\u30bf\u306f\u3001<strong>\u4ee5\u524d\u306e\u8a18\u4e8b\u3067\u5229\u7528\u3057\u305f\u3082\u306e\u3068\u307e\u3063\u305f\u304f\u540c\u3058\u5185\u5bb9<\/strong>\u3067\u3059\u3002<\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\">\u540c\u3058\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/li>\n<li class=\"Base-list__child\">\u540c\u3058 metadata.json<\/li>\n<li class=\"Base-list__child\">\u540c\u3058\u30c1\u30e3\u30f3\u30af\u8a2d\u5b9a<\/li>\n<\/ul>\n<p>\u305d\u308c\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u4eca\u56de\u306f\u540c\u671f\u304c\u5931\u6557\u3057\u307e\u3057\u305f\u3002\u9055\u3044\u306f\u305f\u3060\u4e00\u3064\u3067\u3059\u3002<\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\">\u4ee5\u524d\uff1aKnowledge Base \u3092\u30b3\u30f3\u30bd\u30fc\u30eb\u304b\u3089\u4f5c\u6210\uff08S3 Vectors\u306f\u81ea\u52d5\u4f5c\u6210\uff09<\/li>\n<li class=\"Base-list__child\">\u4eca\u56de\uff1aS3 Vectors Index \u3068 Knowledge Base \u3092CDK\u3067\u81ea\u4f5c\u3057\u3001\u305d\u308c\u3092\u9023\u643a<\/li>\n<\/ul>\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001\u3053\u306e\u30a8\u30e9\u30fc\u3092\u3069\u306e\u3088\u3046\u306b\u5207\u308a\u5206\u3051\u3001\u6700\u7d42\u7684\u306b\u3069\u3053\u306b\u539f\u56e0\u304c\u3042\u3063\u305f\u306e\u304b\u3092\u3001\u5b9f\u969b\u306e\u691c\u8a3c\u306e\u6d41\u308c\u306b\u6cbf\u3063\u3066\u6574\u7406\u3057\u307e\u3059\u3002<\/p>\n<h3 id=\"section-3\" class=\"Heading Title Title--m\">\u4e8b\u8c61\uff1a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u540c\u671f\u304c\u3059\u3079\u3066\u5931\u6557<\/h3>\n<p>\u540c\u671f\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u3059\u3079\u3066\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u304c\u30a8\u30e9\u30fc\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p><img decoding=\"async\" src=\"\/wp-content\/uploads\/2026\/02\/data-source-sync-failed.png\" alt=\"\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u540c\u671f\u304c\u5168\u6ec5\" class=\"content_img\" \/><\/p>\n<div class=\"Image-caption\">\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u540c\u671f\u304c\u5168\u6ec5\u3057\u305f\u69d8\u5b50<\/div>\n<p>\u8868\u793a\u3055\u308c\u305f\u30a8\u30e9\u30fc\u30e1\u30c3\u30bb\u30fc\u30b8\u306f\u6b21\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n<blockquote class=\"Post-blockquote\"><p>\nEncountered error: Invalid record for key &#x27;fe734cb8-98ff-4720-bd94-01f6ae634119&#x27;: Filterable metadata must have at most 2048 bytes (Service: S3Vectors, Status Code: 400, Request ID: 8efb6bea-703f-4ff9-8e5b-cbf79762e54c) (SDK Attempt Count: 1). Call to Amazon S3 Vectors did not succeed.\n<\/p><\/blockquote>\n<p>\u30a8\u30e9\u30fc\u30b3\u30fc\u30c9\u306b\u3088\u308b\u3068\u300cFilterable metadata must have at most 2048 bytes\u300d\u3068\u3042\u308a\u3001\u30d5\u30a3\u30eb\u30bf\u30fc\u306b\u4f7f\u3046\u30e1\u30bf\u30c7\u30fc\u30bf\uff08filterable metadata\uff09\u306f 2KB \u4ee5\u4e0b\u3067\u3042\u308b\u5fc5\u8981\u304c\u3042\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002<br \/>\n\u3057\u304b\u3057\u3001\u767b\u9332\u3057\u3066\u3044\u305f metadata \u306f\u5b9f\u6e2c\u3067300B \u7a0b\u5ea6\u3067\u3057\u305f\u3002\u4e00\u898b\u3059\u308b\u3068\u30012KB \u5236\u9650\u306b\u62b5\u89e6\u3059\u308b\u7406\u7531\u306f\u898b\u5f53\u305f\u308a\u307e\u305b\u3093\u3002\u3053\u3053\u304b\u3089\u8abf\u67fb\u3092\u958b\u59cb\u3057\u307e\u3057\u305f\u3002<\/p>\n<h3 id=\"section-4\" class=\"Heading Title Title--m\">\u8abf\u67fb<\/h3>\n<h4 id=\"section-4-1\" class=\"Heading Title Title--s\">\u691c\u8a3c\u2460\uff1a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u30b5\u30a4\u30ba\u304c\u5f71\u97ff\u3057\u3066\u3044\u308b\u306e\u304b\uff1f<\/h4>\n<p>\u30a8\u30e9\u30fc\u30e1\u30c3\u30bb\u30fc\u30b8\u306b\u306f metadata \u3068\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u304c\u3001<\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\">\u672c\u6587\u30b5\u30a4\u30ba<\/li>\n<li class=\"Base-list__child\">\u30c1\u30e3\u30f3\u30af\u30b5\u30a4\u30ba<\/li>\n<li class=\"Base-list__child\">\u57cb\u3081\u8fbc\u307f\u5bfe\u8c61\u30c6\u30ad\u30b9\u30c8<\/li>\n<\/ul>\n<p>\u3068\u3044\u3063\u305f\u8981\u7d20\u304c\u5185\u90e8\u7684\u306b\u5f71\u97ff\u3057\u3066\u3044\u308b\u53ef\u80fd\u6027\u3082\u8003\u3048\u3089\u308c\u307e\u3059\u3002\u305d\u3053\u3067\u3001\u6975\u7aef\u306b\u5c0f\u3055\u306a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u7528\u610f\u3057\u3066\u691c\u8a3c\u3057\u307e\u3057\u305f\u3002<\/p>\n<div class=\"Pre-title\">\u30c9\u30ad\u30e5\u30e1\u30f3\u30c81.md<\/div>\n<pre class=\"Copy\"><code>\r\n\u30c9\u30ad\u30e5\u30e1\u30f3\u30c81\u3067\u3059\u3002\r\n\u5408\u8a00\u8449\u306f\u3001\u300c\u72ac\u300d\u3067\u3059\u3002\r\n<\/code><\/pre>\n<div class=\"Pre-title\">\u30c9\u30ad\u30e5\u30e1\u30f3\u30c81.md.metadata.json<\/div>\n<pre class=\"Copy\"><code>\r\n{\r\n\t&quot;metadataAttributes&quot;: {\r\n\t\t&quot;name&quot;: &quot;\u30c9\u30ad\u30e5\u30e1\u30f3\u30c81&quot;,\r\n\t\t&quot;version&quot;: 1.3,\r\n\t\t&quot;year&quot;: 2024\r\n\t}\r\n}\r\n<\/code><\/pre>\n<p>\u65e2\u5b58\u30c7\u30fc\u30bf\u3092\u524a\u9664\u3057\u3001\u3053\u306e\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u306e\u307f\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u3066\u540c\u671f\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"\/wp-content\/uploads\/2026\/02\/data-source-sync-test-completed.png\" alt=\"\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u540c\u671f\u306b\u6210\u529f\" class=\"content_img\" \/><\/p>\n<div class=\"Image-caption\">\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u540c\u671f\u306b\u6210\u529f<\/div>\n<p>\u540c\u671f\u306f\u6210\u529f\u3057\u307e\u3057\u305f\u3002<br \/>\n\u3053\u306e\u6642\u70b9\u3067\u5206\u304b\u3063\u305f\u306e\u306f\u3001<\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\">\u5c0f\u3055\u306a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u554f\u984c\u304c\u767a\u751f\u3057\u306a\u3044<\/li>\n<li class=\"Base-list__child\">\u4f55\u3089\u304b\u306e\u300c\u30b5\u30a4\u30ba\u4f9d\u5b58\u306e\u8981\u7d20\u300d\u304c\u95a2\u4fc2\u3057\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u3044<\/li>\n<\/ul>\n<p>\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002<br \/>\n\u307e\u3060\u539f\u56e0\u306f\u7279\u5b9a\u3067\u304d\u3066\u3044\u307e\u305b\u3093\u304c\u3001\u300cmetadata \u5358\u4f53\u306e\u554f\u984c\u3067\u306f\u306a\u3055\u305d\u3046\u300d\u3068\u3044\u3046\u611f\u89e6\u304c\u5f97\u3089\u308c\u307e\u3057\u305f\u3002<\/p>\n<h4 id=\"section-4-2\" class=\"Heading Title Title--s\">\u691c\u8a3c\u2461\uff1aKnowledge Base \u304c\u81ea\u52d5\u4ed8\u4e0e\u3059\u308b\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u78ba\u8a8d\u3059\u308b<\/h4>\n<p>\u6b21\u306b\u3001Knowledge Base \u304b\u3089 retrieve \u3092\u5b9f\u884c\u3057\u3001metadata \u306e\u4e2d\u8eab\u3092\u78ba\u8a8d\u3057\u307e\u3057\u305f\u3002<\/p>\n<div class=\"Pre-title\">kb_retrieve.py<\/div>\n<pre class=\"Copy\"><code>\r\nimport json\r\n\r\nimport boto3\r\nfrom dotenv import load_dotenv\r\n\r\nload_dotenv()\r\n\r\nREGION = &quot;ap-northeast-1&quot;   # \u3054\u81ea\u8eab\u306e\u30ea\u30fc\u30b8\u30e7\u30f3\u306b\u7f6e\u304d\u63db\u3048\u3066\u304f\u3060\u3055\u3044\r\nKNOWLEDGE_BASE_ID = &quot;XXXXXXXXXX&quot;  # \u3054\u81ea\u8eab\u306eKnowledge Base ID\u306b\u7f6e\u304d\u63db\u3048\u3066\u304f\u3060\u3055\u3044\r\n\r\n\r\ndef make_kb_client():\r\n    session = boto3.Session()\r\n    return session.client(&quot;bedrock-agent-runtime&quot;, region_name=REGION)\r\n\r\n\r\ndef retrieve_documents(query: str) -&gt; None:\r\n    bedrock_client = make_kb_client()\r\n\r\n    response = bedrock_client.retrieve(\r\n        knowledgeBaseId=KNOWLEDGE_BASE_ID,\r\n        retrievalQuery={&quot;text&quot;: query},\r\n        retrievalConfiguration={\r\n            &quot;vectorSearchConfiguration&quot;: {\r\n                &quot;numberOfResults&quot;: 3,\r\n            }\r\n        },\r\n    )\r\n\r\n    print(&quot;----------- retrieve -----------&quot;)\r\n    print(json.dumps(response, indent=2, ensure_ascii=False))\r\n    print(&quot;--------------------------------&quot;)\r\n\r\n\r\nif __name__ == &quot;__main__&quot;:\r\n    retrieve_documents(&quot;test&quot;)\r\n<\/code><\/pre>\n<div class=\"Pre-title\">\u5b9f\u884c\u7d50\u679c<\/div>\n<pre class=\"Copy\"><code>\r\n----------- retrieve -----------\r\n{\r\n  &quot;ResponseMetadata&quot;: {\r\n    \uff08\u7701\u7565\uff09\r\n  },\r\n  &quot;retrievalResults&quot;: [\r\n    {\r\n      &quot;content&quot;: {\r\n        &quot;text&quot;: &quot;\u30c9\u30ad\u30e5\u30e1\u30f3\u30c81\u3067\u3059\u3002 \u5408\u8a00\u8449\u306f\u3001\u300c\u72ac\u300d\u3067\u3059\u3002&quot;,\r\n        &quot;type&quot;: &quot;TEXT&quot;\r\n      },\r\n      &quot;location&quot;: {\r\n        &quot;s3Location&quot;: {\r\n          &quot;uri&quot;: &quot;s3:\/\/\uff08\u7701\u7565\uff09&quot;\r\n        },\r\n        &quot;type&quot;: &quot;S3&quot;\r\n      },\r\n      &quot;metadata&quot;: {\r\n        &quot;name&quot;: &quot;\u30c9\u30ad\u30e5\u30e1\u30f3\u30c81&quot;,\r\n        &quot;x-amz-bedrock-kb-source-file-modality&quot;: &quot;TEXT&quot;,\r\n        &quot;year&quot;: 2024.0,\r\n        &quot;version&quot;: 1.3,\r\n        &quot;x-amz-bedrock-kb-chunk-id&quot;: &quot;c8f9c02a-a1b0-431b-a11c-35ff1691e36a&quot;,\r\n        &quot;x-amz-bedrock-kb-data-source-id&quot;: &quot;H4YXHZENRS&quot;\r\n      },\r\n      &quot;score&quot;: 0.5249484777450562\r\n    }\r\n  ]\r\n}\r\n--------------------------------\r\n<\/code><\/pre>\n<p>\u3053\u3053\u3067\u3001\u81ea\u5206\u3067\u8a2d\u5b9a\u3057\u3066\u3044\u306a\u3044\u4ee5\u4e0b\u306e\u30ad\u30fc\u304c\u4ed8\u4e0e\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002<\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\"><span class=\"Post-inline\">x-amz-bedrock-kb-chunk-id<\/span><\/li>\n<li class=\"Base-list__child\"><span class=\"Post-inline\">x-amz-bedrock-kb-data-source-id<\/span><\/li>\n<li class=\"Base-list__child\"><span class=\"Post-inline\">x-amz-bedrock-kb-source-file-modality<\/span><\/li>\n<\/ul>\n<p>\u3064\u307e\u308a\u3001Knowledge Base \u306f\u5185\u90e8\u7684\u306b\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u81ea\u52d5\u4ed8\u4e0e\u3057\u3066\u3044\u308b\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002\u305f\u3060\u3057\u3001\u3053\u308c\u3089\u306f ID \u3084\u30d5\u30a1\u30a4\u30eb\u7a2e\u5225\u3068\u3044\u3063\u305f\u7ba1\u7406\u60c5\u5831\u3067\u3042\u308a\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u672c\u6587\u306e\u30b5\u30a4\u30ba\u306b\u306f\u4f9d\u5b58\u3057\u307e\u305b\u3093\u3002\u305d\u306e\u305f\u3081\u3001\u3053\u308c\u3089\u304c\u8ffd\u52a0\u3055\u308c\u305f\u3068\u3057\u3066\u3082 2KB \u3092\u8d85\u3048\u308b\u3068\u306f\u8003\u3048\u306b\u304f\u3044\u72b6\u6cc1\u3067\u3057\u305f\u3002<\/p>\n<h4 id=\"section-4-3\" class=\"Heading Title Title--s\">\u691c\u8a3c\u2462\uff1aS3 Vectors \u306b\u683c\u7d0d\u3055\u308c\u305f\u5b9f\u30c7\u30fc\u30bf\u3092\u76f4\u63a5\u78ba\u8a8d\u3059\u308b<\/h4>\n<p>\u6b21\u306b\u3001S3 Vectors \u304b\u3089\u76f4\u63a5\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u307e\u3057\u305f\u3002<\/p>\n<div class=\"Pre-title\">get_metadata.py<\/div>\n<pre class=\"Copy\"><code>\r\nimport json\r\n\r\nimport boto3\r\nfrom dotenv import load_dotenv\r\n\r\nload_dotenv()\r\n\r\nREGION = &quot;ap-northeast-1&quot;   # \u3054\u81ea\u8eab\u306e\u30ea\u30fc\u30b8\u30e7\u30f3\u306b\u7f6e\u304d\u63db\u3048\u3066\u304f\u3060\u3055\u3044\r\nVECTOR_BUCKET = &quot;xxxx-xxxxxxxxx-xxxxx&quot;   # \u3054\u81ea\u8eab\u306eS3 Vector\u30d0\u30b1\u30c3\u30c8\u540d\u306b\u7f6e\u304d\u63db\u3048\u3066\u304f\u3060\u3055\u3044\r\nVECTOR_INDEX_NAME = &quot;yyyy-yyyyyyyyy-yyyyy&quot;   # \u3054\u81ea\u8eab\u306eS3 Vector\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u540d\u306b\u7f6e\u304d\u63db\u3048\u3066\u304f\u3060\u3055\u3044\r\n\r\n\r\ndef get_vectors_with_metadata(limit: int = 5):\r\n    client = boto3.client(&quot;s3vectors&quot;, region_name=REGION)\r\n\r\n    response = client.list_vectors(\r\n        vectorBucketName=VECTOR_BUCKET,\r\n        indexName=VECTOR_INDEX_NAME,\r\n        maxResults=limit,\r\n    )\r\n\r\n    for vector in response.get(&quot;vectors&quot;, []):\r\n        key = vector[&quot;key&quot;]\r\n\r\n        # \u5b9f\u30c7\u30fc\u30bf\u53d6\u5f97\r\n        item = client.get_vectors(\r\n            vectorBucketName=VECTOR_BUCKET,\r\n            indexName=VECTOR_INDEX_NAME,\r\n            keys=[key],\r\n            returnData=True,\r\n            returnMetadata=True,\r\n        )\r\n\r\n        print(json.dumps(item, indent=2, ensure_ascii=False))\r\n\r\n\r\nif __name__ == &quot;__main__&quot;:\r\n    get_vectors_with_metadata()\r\n<\/code><\/pre>\n<div class=\"Pre-title\">\u5b9f\u884c\u7d50\u679c<\/div>\n<pre class=\"Copy\"><code>\r\n{\r\n  &quot;ResponseMetadata&quot;: {\r\n    &quot;RequestId&quot;: &quot;a9c00bfb-c746-42eb-a557-7e58abc904b4&quot;,\r\n    &quot;HostId&quot;: &quot;&quot;,\r\n    &quot;HTTPStatusCode&quot;: 200,\r\n    &quot;HTTPHeaders&quot;: {\r\n      &quot;date&quot;: &quot;Thu, 12 Feb 2026 09:00:11 GMT&quot;,\r\n      &quot;content-type&quot;: &quot;application\/json&quot;,\r\n      &quot;content-length&quot;: &quot;22584&quot;,\r\n      &quot;connection&quot;: &quot;keep-alive&quot;,\r\n      &quot;x-amz-request-id&quot;: &quot;a9c00bfb-c746-42eb-a557-7e58abc904b4&quot;,\r\n      &quot;access-control-allow-origin&quot;: &quot;*&quot;,\r\n      &quot;vary&quot;: &quot;origin, access-control-request-method, access-control-request-headers&quot;,\r\n      &quot;access-control-expose-headers&quot;: &quot;*&quot;\r\n    },\r\n    &quot;RetryAttempts&quot;: 0\r\n  },\r\n  &quot;vectors&quot;: [\r\n    {\r\n      &quot;key&quot;: &quot;c8f9c02a-a1b0-431b-a11c-35ff1691e36a&quot;,\r\n      &quot;data&quot;: {\r\n        &quot;float32&quot;: [\r\n          -0.0544898696243763,\r\n          (1,024\u6b21\u5143\u3001\u7701\u7565)\r\n          -0.06755758076906204\r\n        ]\r\n      },\r\n      &quot;metadata&quot;: {\r\n        &quot;version&quot;: 1.3,\r\n        &quot;x-amz-bedrock-kb-data-source-id&quot;: &quot;H4YXHZENRS&quot;,\r\n        &quot;AMAZON_BEDROCK_METADATA&quot;: &quot;{\\&quot;text\\&quot;:null,\\&quot;author\\&quot;:null,\\&quot;createDate\\&quot;:\\&quot;2026-02-12T08:39:51Z\\&quot;,\\&quot;modifiedDate\\&quot;:\\&quot;2026-02-12T08:39:51Z\\&quot;,\\&quot;source\\&quot;:{\\&quot;sourceLocation\\&quot;:\\&quot;s3:\/\/\uff08\u7701\u7565\uff09\/\u30c9\u30ad\u30e5\u30e1\u30f3\u30c81.md\\&quot;,\\&quot;sourceType\\&quot;:null},\\&quot;descriptionText\\&quot;:null,\\&quot;pageNumber\\&quot;:null,\\&quot;pageSizes\\&quot;:null,\\&quot;graphDocument\\&quot;:{\\&quot;entities\\&quot;:[]},\\&quot;parentText\\&quot;:null,\\&quot;relatedContents\\&quot;:null,\\&quot;sourceDocumentId\\&quot;:\\&quot;9sOnR6eTCvL7d7hbp62iaQt0A0dvqA1AqZYGjyaIjbauPuGsUG6w\/CzDfkL9zyII\\&quot;,\\&quot;additionalMetadata\\&quot;:null}&quot;,\r\n        &quot;AMAZON_BEDROCK_TEXT&quot;: &quot;\u30c9\u30ad\u30e5\u30e1\u30f3\u30c81\u3067\u3059\u3002 \u5408\u8a00\u8449\u306f\u3001\u300c\u72ac\u300d\u3067\u3059\u3002&quot;,\r\n        &quot;name&quot;: &quot;\u30c9\u30ad\u30e5\u30e1\u30f3\u30c81&quot;,\r\n        &quot;x-amz-bedrock-kb-source-file-modality&quot;: &quot;TEXT&quot;,\r\n        &quot;year&quot;: 2024.0\r\n      }\r\n    }\r\n  ]\r\n}\r\n<\/code><\/pre>\n<p>\u3053\u3053\u3067\u6c7a\u5b9a\u7684\u306a\u60c5\u5831\u304c\u898b\u3064\u304b\u308a\u307e\u3059\u3002<\/p>\n<blockquote class=\"Post-blockquote\"><p>\n&quot;AMAZON_BEDROCK_METADATA&quot;: &quot;&#8230;&quot;,<br \/>\n&quot;AMAZON_BEDROCK_TEXT&quot;: &quot;\u30c9\u30ad\u30e5\u30e1\u30f3\u30c81\u3067\u3059\u3002 \u5408\u8a00\u8449\u306f\u3001\u300c\u72ac\u300d\u3067\u3059\u3002&quot;\n<\/p><\/blockquote>\n<p><span class=\"Post-inline\">AMAZON_BEDROCK_METADATA<\/span>\u306b\u306f\u3001\u591a\u304f\u306e\u5185\u90e8\u5229\u7528\u30c7\u30fc\u30bf\u3001\u305d\u3057\u3066<span class=\"Post-inline\">AMAZON_BEDROCK_TEXT<\/span> \u306b\u306f\u672c\u6587\u306e\u5168\u6587\u304c\u683c\u7d0d\u3055\u308c\u3066\u3044\u307e\u3057\u305f\uff08\u304a\u305d\u3089\u304f\u3001\u30c1\u30e3\u30f3\u30af\u5206\u5272\u3055\u308c\u305f\u5f8c\u306e\u5024\uff09\u3002<br \/>\n\u3053\u306e\u6642\u70b9\u3067\u521d\u3081\u3066\u3001<\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\">\u672c\u6587\u304c metadata \u3068\u3057\u3066\u4fdd\u5b58\u3055\u308c\u3066\u3044\u308b<\/li>\n<li class=\"Base-list__child\">\u305d\u308c\u304c filterable metadata \u3068\u3057\u3066\u6271\u308f\u308c\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b<\/li>\n<\/ul>\n<p>\u3068\u3044\u3046\u4eee\u8aac\u306b\u305f\u3069\u308a\u7740\u304d\u307e\u3057\u305f\u3002<\/p>\n<h3 id=\"section-5\" class=\"Heading Title Title--m\">S3 Vectors \u306e\u5236\u9650\u4ed5\u69d8\u3092\u78ba\u8a8d\u3059\u308b<\/h3>\n<p>\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u3088\u308b\u3068\u3001S3 Vectors \u306b\u306f\u4ee5\u4e0b\u306e\u5236\u9650\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<blockquote class=\"Post-blockquote\"><p>\n\u30d9\u30af\u30c8\u30eb\u3042\u305f\u308a\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u5408\u8a08: \u6700\u5927 40 KB (\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u53ef\u80fd + \u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u4e0d\u53ef)<br \/>\n\u30d9\u30af\u30c8\u30eb\u3042\u305f\u308a\u306e\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u53ef\u80fd\u306a\u30e1\u30bf\u30c7\u30fc\u30bf: \u6700\u5927 2 KB<\/p>\n<div class=\"Source\"><a href=\"https:\/\/docs.aws.amazon.com\/ja_jp\/AmazonS3\/latest\/userguide\/s3-vectors-limitations.html\" class=\"Ext\">\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8 &gt; Amazon Simple Storage Service (S3) &gt; \u30e6\u30fc\u30b6\u30fc\u30ac\u30a4\u30c9 &gt; \u5236\u9650\u3068\u5236\u7d04<\/a><\/div>\n<\/blockquote>\n<p>\u307e\u305f\u3001S3 Vectors\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u306b\u306f\u3001\u4e0b\u8a18\u306e\u3088\u3046\u306b\u8a18\u8f09\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<blockquote class=\"Post-blockquote\"><p>\n\u30d9\u30af\u30c8\u30eb\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u4e0d\u53ef\u80fd\u306a\u30e1\u30bf\u30c7\u30fc\u30bf\u30d5\u30a3\u30fc\u30eb\u30c9\u306e\u8a2d\u5b9a<br \/>\n\u30d9\u30af\u30c8\u30eb\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u4f5c\u6210\u3059\u308b\u969b\u306f\u3001\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u4e0d\u53ef\u80fd\u306a\u30e1\u30bf\u30c7\u30fc\u30bf\u30ad\u30fc\u3068\u3057\u3066\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3092\u5fc5\u8981\u3068\u3057\u306a\u3044\u30e1\u30bf\u30c7\u30fc\u30bf\u30d5\u30a3\u30fc\u30eb\u30c9\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u30d9\u30af\u30c8\u30eb\u57cb\u3081\u8fbc\u307f\u306e\u30c6\u30ad\u30b9\u30c8\u30c1\u30e3\u30f3\u30af\u306f\u3001\u53c2\u7167\u306e\u307f\u304c\u5fc5\u8981\u306a\u5834\u5408\u3001\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u4e0d\u53ef\u80fd\u306a\u30e1\u30bf\u30c7\u30fc\u30bf\u30d5\u30a3\u30fc\u30eb\u30c9\u3068\u3057\u3066\u4fdd\u5b58\u3057\u307e\u3059\u3002\u8a73\u7d30\u306b\u3064\u3044\u3066\u306f\u3001\u300c\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u4e0d\u53ef\u80fd\u306a\u30e1\u30bf\u30c7\u30fc\u30bf\u300d\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<div class=\"Source\"><a href=\"https:\/\/docs.aws.amazon.com\/ja_jp\/AmazonS3\/latest\/userguide\/s3-vectors-best-practices.html\" class=\"Ext\">\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8 &gt; Amazon Simple Storage Service (S3) &gt; \u30e6\u30fc\u30b6\u30fc\u30ac\u30a4\u30c9<\/a><\/div>\n<\/blockquote>\n<p>\u3064\u307e\u308a\u3001Knowledge Base\u3068\u9023\u643a\u3055\u305b\u308b\u5834\u5408\u3001\u81ea\u52d5\u4ed8\u4e0e\u3055\u308c\u308b\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u628a\u63e1\u3057\u3001\u81ea\u8eab\u3067\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u4e0d\u53ef\u80fd\u306a\u30e1\u30bf\u30c7\u30fc\u30bf\uff08non-filterable metadata\uff09\u3092\u8a2d\u5b9a\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u306e\u3067\u3059\u3002<\/p>\n<p>\u4eca\u56de\u306e\u8a2d\u5b9a\u3067\u306f\u3001\u300c\u30c1\u30e3\u30f3\u30af\u30b5\u30a4\u30ba\uff1a3,072 \u30c8\u30fc\u30af\u30f3\u300d\u3068\u3057\u3066\u3044\u305f\u306e\u3067\u3001\u4eee\u306b 1\u6587\u5b571\u30d0\u30a4\u30c8\u3068\u3057\u3066\u30822KB \u3092\u8d85\u3048\u3066\u3057\u307e\u3044\u307e\u3059\u3002\u5168\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u540c\u671f\u304c\u5931\u6557\u3057\u3066\u3044\u305f\u7406\u7531\u306f\u3001\u3053\u308c\u304c\u539f\u56e0\u3067\u3042\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u3044\u3068\u8003\u3048\u3089\u308c\u307e\u3057\u305f\u3002<\/p>\n<h3 id=\"section-6\" class=\"Heading Title Title--m\">\u306a\u305c\u4ee5\u524d\u306f\u554f\u984c\u304c\u8d77\u304d\u306a\u304b\u3063\u305f\u306e\u304b\uff1f<\/h3>\n<p>\u4ee5\u524d\u306e\u8a18\u4e8b\u3067\u306f\u3001\u307e\u3063\u305f\u304f\u540c\u3058\u30d5\u30a1\u30a4\u30eb\u3068 metadata \u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3057\u305f\u3002<br \/>\n\u9055\u3044\u306f\u3001S3 Vectors Index \u306e\u4f5c\u6210\u65b9\u6cd5\u3067\u3059\u3002<\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\">\u4ee5\u524d\uff1aKnowledge Base \u4f5c\u6210\u6642\u306b\u81ea\u52d5\u751f\u6210\u3055\u308c\u305f Index<\/li>\n<li class=\"Base-list__child\">\u4eca\u56de\uff1aCDK \u3067\u81ea\u5206\u3067\u4f5c\u6210\u3057\u305f Index<\/li>\n<\/ul>\n<p>\u4ee5\u524d\u306e\u74b0\u5883\u306e Index \u8a2d\u5b9a\u3092\u78ba\u8a8d\u3059\u308b\u3068\u3001\u6b21\u306e\u8a2d\u5b9a\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n<div class=\"Pre-title\">get_s3_vector_setting.py<\/div>\n<pre class=\"Copy\"><code>\r\nimport json\r\n\r\nimport boto3\r\nfrom dotenv import load_dotenv\r\n\r\nload_dotenv()\r\n\r\nREGION = &quot;ap-northeast-1&quot;   # \u3054\u81ea\u8eab\u306e\u30ea\u30fc\u30b8\u30e7\u30f3\u306b\u7f6e\u304d\u63db\u3048\u3066\u304f\u3060\u3055\u3044\r\nVECTOR_BUCKET = &quot;xxxx-xxxxxxxxx-xxxxx&quot;   # \u3054\u81ea\u8eab\u306eS3 Vector\u30d0\u30b1\u30c3\u30c8\u540d\u306b\u7f6e\u304d\u63db\u3048\u3066\u304f\u3060\u3055\u3044\r\nVECTOR_INDEX_NAME = &quot;yyyy-yyyyyyyyy-yyyyy&quot;   # \u3054\u81ea\u8eab\u306eS3 Vector\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u540d\u306b\u7f6e\u304d\u63db\u3048\u3066\u304f\u3060\u3055\u3044\r\n\r\n\r\ndef get_vector_index_metadata():\r\n    client = boto3.client(&quot;s3vectors&quot;, region_name=REGION)\r\n\r\n    response = client.get_index(\r\n        vectorBucketName=VECTOR_BUCKET,\r\n        indexName=VECTOR_INDEX_NAME,\r\n    )\r\n\r\n    print(json.dumps(response, indent=2, default=str))\r\n\r\n\r\nif __name__ == &quot;__main__&quot;:\r\n    get_vector_index_metadata()\r\n<\/code><\/pre>\n<div class=\"Pre-title\">\u5b9f\u884c\u7d50\u679c<\/div>\n<pre class=\"Copy\"><code>\r\n{\r\n  &quot;ResponseMetadata&quot;: {\r\n    &quot;RequestId&quot;: &quot;91663b82-5b43-449b-a3c4-db78501f1a71&quot;,\r\n    &quot;HostId&quot;: &quot;&quot;,\r\n    &quot;HTTPStatusCode&quot;: 200,\r\n    &quot;HTTPHeaders&quot;: {\r\n      &quot;date&quot;: &quot;Thu, 12 Feb 2026 09:19:43 GMT&quot;,\r\n      &quot;content-type&quot;: &quot;application\/json&quot;,\r\n      &quot;content-length&quot;: &quot;491&quot;,\r\n      &quot;connection&quot;: &quot;keep-alive&quot;,\r\n      &quot;x-amz-request-id&quot;: &quot;91663b82-5b43-449b-a3c4-db78501f1a71&quot;,\r\n      &quot;access-control-allow-origin&quot;: &quot;*&quot;,\r\n      &quot;vary&quot;: &quot;origin, access-control-request-method, access-control-request-headers&quot;,\r\n      &quot;access-control-expose-headers&quot;: &quot;*&quot;\r\n    },\r\n    &quot;RetryAttempts&quot;: 0\r\n  },\r\n  &quot;index&quot;: {\r\n    &quot;vectorBucketName&quot;: &quot;bedrock-knowledge-base-t3s18v&quot;,\r\n    &quot;indexName&quot;: &quot;bedrock-knowledge-base-default-index&quot;,\r\n    &quot;indexArn&quot;: &quot;arn:aws:s3vectors:\uff08\u7701\u7565\uff09&quot;,\r\n    &quot;creationTime&quot;: &quot;2026-01-23 14:34:43+09:00&quot;,\r\n    &quot;dataType&quot;: &quot;float32&quot;,\r\n    &quot;dimension&quot;: 3072,\r\n    &quot;distanceMetric&quot;: &quot;euclidean&quot;,\r\n    &quot;metadataConfiguration&quot;: {\r\n      &quot;nonFilterableMetadataKeys&quot;: [\r\n        &quot;AMAZON_BEDROCK_TEXT&quot;,\r\n        &quot;AMAZON_BEDROCK_METADATA&quot;\r\n      ]\r\n    },\r\n    &quot;encryptionConfiguration&quot;: {\r\n      &quot;sseType&quot;: &quot;AES256&quot;\r\n    }\r\n  }\r\n}\r\n<\/code><\/pre>\n<p>\u305f\u3057\u304b\u306b\u3001<span class=\"Post-inline\">nonFilterableMetadataKeys<\/span>\u306e\u8a2d\u5b9a\u304c\u5b58\u5728\u3057\u3066\u3044\u307e\u3059\u3002\u4e00\u65b9\u3001\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3057\u3066\u3044\u305f\u74b0\u5883\u3067\u306f\u3001<span class=\"Post-inline\">nonFilterableMetadataKeys<\/span>\u304c\u7a7a\u306b\u306a\u3063\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n<p>\u3053\u3053\u3067\u3001\u540c\u671f\u30a8\u30e9\u30fc\u306e\u539f\u56e0\u304c\u7279\u5b9a\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<h3 id=\"section-7\" class=\"Heading Title Title--m\">CDK\u3067\u4f5c\u6210\u3059\u308b\u5834\u5408\u306e\u89e3\u6c7a\u65b9\u6cd5<\/h3>\n<p>CDK \u3067 Index \u3092\u4f5c\u6210\u3059\u308b\u969b\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b<span class=\"Post-inline\">nonFilterableMetadataKeys<\/span>\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"Copy\"><code>\r\nconst vectorIndex = new s3vectors.CfnIndex(this, &quot;TestVectorIndex&quot;, {\r\n    vectorBucketArn: vectorBucket.attrVectorBucketArn,\r\n    indexName: vectorIndexName,\r\n    dataType: &quot;float32&quot;,\r\n    dimension: 1024,\r\n    distanceMetric: &quot;cosine&quot;,\r\n    metadataConfiguration: {\r\n        nonFilterableMetadataKeys: [\r\n            &quot;AMAZON_BEDROCK_TEXT&quot;,\r\n            &quot;AMAZON_BEDROCK_METADATA&quot;,\r\n        ],\r\n    },\r\n});\r\n<\/code><\/pre>\n<p>CDK\u306e\u518d\u30c7\u30d7\u30ed\u30a4\u5f8c\u3001Index \u8a2d\u5b9a\u3092\u78ba\u8a8d\u3057\u3001\u518d\u5ea6\u540c\u671f\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"\/wp-content\/uploads\/2026\/02\/data-source-sync-completed.png\" alt=\"\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u540c\u671f\u306b\u6210\u529f\" class=\"content_img\" \/><\/p>\n<div class=\"Image-caption\">\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u540c\u671f\u306b\u6210\u529f<\/div>\n<p>\u7121\u4e8b\u3001\u540c\u671f\u306f\u6210\u529f\u3057\u307e\u3057\u305f\u3002<\/p>\n<h3 id=\"section-8\" class=\"Heading Title Title--m\">\u307e\u3068\u3081<\/h3>\n<p>\u4eca\u56de\u306e\u4e8b\u8c61\u304b\u3089\u5f97\u3089\u308c\u305f\u3053\u3068\u306f\u3001\u6b21\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\">S3 Vectors \u306b\u306f filterable metadata \u306e 2KB \u5236\u9650\u304c\u3042\u308b<\/li>\n<li class=\"Base-list__child\">Knowledge Base \u306f\u672c\u6587\u3092 metadata \u3068\u3057\u3066\u4fdd\u6301\u3057\u3066\u3044\u308b<\/li>\n<li class=\"Base-list__child\">Index \u3092\u81ea\u4f5c\u3059\u308b\u5834\u5408\u3001nonFilterableMetadataKeys \u3092\u660e\u793a\u3057\u306a\u3044\u3068\u3001Knowledge Base\u3068\u306e\u540c\u671f\u304c\u5931\u6557\u3059\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u3044<\/li>\n<\/ul>\n<p>IaC \u3067\u30a4\u30f3\u30d5\u30e9\u3092\u69cb\u7bc9\u3059\u308b\u5834\u5408\u3001\u300c\u30b3\u30f3\u30bd\u30fc\u30eb\u3067\u306f\u7c21\u5358\u306b\u4f5c\u308c\u305f\u304b\u3089\u3001CDK\u3067\u3082\u7279\u306b\u610f\u8b58\u3057\u306a\u304f\u3066\u554f\u984c\u306a\u3044\u306f\u305a\u300d\u3068\u3044\u3046\u524d\u63d0\u306f\u6210\u7acb\u3057\u306a\u3044\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u30c7\u30d5\u30a9\u30eb\u30c8\u8a2d\u5b9a\u306e\u9055\u3044\u304c\u3001\u601d\u308f\u306c\u6319\u52d5\u5dee\u306b\u3064\u306a\u304c\u308b\u3053\u3068\u3082\u3042\u308b\u305f\u3081\u3001\u4ed5\u69d8\u306e\u78ba\u8a8d\u3068\u8a2d\u5b9a\u5024\u306e\u660e\u793a\u306f\u91cd\u8981\u3067\u3059\u3002<\/p>\n<h3 id=\"section-9\" class=\"Heading Title Title--m\">\u751f\u6210AI\u6d3b\u7528\u652f\u63f4\u30b5\u30fc\u30d3\u30b9\u306e\u3054\u7d39\u4ecb<\/h3>\n<p>Tech Fun\u3067\u306f\u3001\u304a\u5ba2\u69d8\u306e\u30d5\u30a7\u30fc\u30ba\u306b\u5408\u308f\u305b\u3001\u751f\u6210AI\u6d3b\u7528\u306b\u5411\u3051\u305f\u652f\u63f4\u30923\u3064\u306e\u30d1\u30c3\u30af\u3067\u3054\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<ol class=\"Base-list Base-list--ol\">\n<li class=\"Base-list__child\">\n        <a href=\"https:\/\/www.techfun.co.jp\/services\/ai\/diagnosis\/\" class=\"Ext\">\u7121\u6599\u8a3a\u65ad\u30d1\u30c3\u30af<\/a>\uff1a\u696d\u52d9\u30fb\u30d7\u30ed\u30bb\u30b9\u306e\u73fe\u72b6\u3092\u7121\u6599\u3067\u8a3a\u65ad\u3057\u3001\u751f\u6210AI\u6d3b\u7528\u306e\u53ef\u80fd\u6027\u3092\u30ec\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002\n    <\/li>\n<li class=\"Base-list__child\">\n        <a href=\"https:\/\/www.techfun.co.jp\/services\/ai\/poc\/\" class=\"Ext\">\u691c\u8a3c\uff08PoC\uff09\u30d1\u30c3\u30af<\/a>\uff1a\u8a3a\u65ad\u3067\u6709\u52b9\u6027\u304c\u78ba\u8a8d\u3055\u308c\u305f\u696d\u52d9\u3092\u5bfe\u8c61\u306b\u3001\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u69cb\u7bc9\u3092\u652f\u63f4\u3057\u307e\u3059\u3002\n    <\/li>\n<li class=\"Base-list__child\">\n        <a href=\"https:\/\/www.techfun.co.jp\/services\/ai\/consulting\/\" class=\"Ext\">\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9<\/a>\uff1a\u751f\u6210AI\u5c0e\u5165\u6226\u7565\u306e\u7b56\u5b9a\u304b\u3089\u904b\u7528\u4f53\u5236\u69cb\u7bc9\u307e\u3067\u3092\u5305\u62ec\u7684\u306b\u652f\u63f4\u3057\u307e\u3059\u3002\n    <\/li>\n<\/ol>\n<p>\u751f\u6210AI\u306b\u9650\u3089\u305a\u3001Web\u30fb\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3084\u30a4\u30f3\u30d5\u30e9\u8a2d\u8a08\u306a\u3069\u3001\u6280\u8853\u9818\u57df\u3092\u554f\u308f\u305a\u3054\u76f8\u8ac7\u3092\u627f\u3063\u3066\u3044\u307e\u3059\u3002\u300c\u4f55\u304b\u3089\u59cb\u3081\u308c\u3070\u826f\u3044\u304b\u5206\u304b\u3089\u306a\u3044\u300d\u3068\u3044\u3046\u6bb5\u968e\u3067\u3082\u69cb\u3044\u307e\u305b\u3093\u306e\u3067\u3001\u305c\u3072\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4eca\u56de\u306e\u30dd\u30a4\u30f3\u30c8 S3 Vectors \u3067\u306f\u3001\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u53ef\u80fd\u306a\u30e1\u30bf\u30c7\u30fc\u30bf\uff08filterable metadata\uff09\u306f 2KB \u307e\u3067\u3068\u3044\u3046\u5236\u9650\u304c\u3042\u308b Knowledge Base \u306f\u5185\u90e8\u7684\u306b AMAZON_BEDROCK\u2026<\/p>\n","protected":false},"author":7,"featured_media":6838,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[91],"class_list":["post-6835","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-generative-ai"],"acf":[],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/techfun.cc\/wp-json\/wp\/v2\/posts\/6835","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/techfun.cc\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/techfun.cc\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/techfun.cc\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/techfun.cc\/wp-json\/wp\/v2\/comments?post=6835"}],"version-history":[{"count":3,"href":"https:\/\/techfun.cc\/wp-json\/wp\/v2\/posts\/6835\/revisions"}],"predecessor-version":[{"id":6843,"href":"https:\/\/techfun.cc\/wp-json\/wp\/v2\/posts\/6835\/revisions\/6843"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/techfun.cc\/wp-json\/wp\/v2\/media\/6838"}],"wp:attachment":[{"href":"https:\/\/techfun.cc\/wp-json\/wp\/v2\/media?parent=6835"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/techfun.cc\/wp-json\/wp\/v2\/categories?post=6835"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}