- \n
- \u6709\u52b9\u306aAWS\u30a2\u30ab\u30a6\u30f3\u30c8\u304c\u5fc5\u8981\u3067\u3059\u3002\u304a\u6301\u3061\u3067\u306a\u3044\u5834\u5408\u306f\u3001AWS\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3067\u30b5\u30a4\u30f3\u30a2\u30c3\u30d7\u3067\u304d\u307e\u3059\u3002.<\/li>\n
- \u30ed\u30fc\u30ab\u30eb\u30de\u30b7\u30f3\u306bAWS\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\uff08CLI\uff09\u304c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3001\u5fc5\u8981\u306a\u8a8d\u8a3c\u60c5\u5831\u3068\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u30ea\u30fc\u30b8\u30e7\u30f3\u304c\u9069\u5207\u306b\u8a2d\u5b9a\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002aws configure\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u8a2d\u5b9a\u3067\u304d\u307e\u3059\u3002.<\/li>\n
- Docker Engine\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002\u304a\u4f7f\u3044\u306e\u30aa\u30da\u30ec\u30fc\u30c6\u30a3\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u624b\u9806\u306b\u5f93\u3063\u3066\u304f\u3060\u3055\u3044\u3002.<\/li>\n<\/ul>\n
\u4f55\u3092\u69cb\u7bc9\u3059\u308b\u306e\u3067\u3057\u3087\u3046\u304b?<\/h2>\n
\u3053\u306e\u4f8b\u3067\u306f\u3001\u591a\u304f\u306e\u4f01\u696d\u304c\u76f4\u9762\u3057\u3066\u3044\u308b\u554f\u984c\u3092\u6a21\u5023\u3057\u307e\u3059\u3002\u4eca\u65e5\u306e\u30c7\u30fc\u30bf\u306e\u591a\u304f\u306f\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3067\u3059\u304c\u3001\u97f3\u58f0\u3084\u52d5\u753b\u306e\u30c8\u30e9\u30f3\u30b9\u30af\u30ea\u30d7\u30c8\u3001PDF\u3084Word\u6587\u66f8\u3001\u30de\u30cb\u30e5\u30a2\u30eb\u3001\u30b9\u30ad\u30e3\u30f3\u3057\u305f\u30e1\u30e2\u3001\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u306e\u30c8\u30e9\u30f3\u30b9\u30af\u30ea\u30d7\u30c8\u306a\u3069\u3001\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3067\u3042\u308b\u3053\u3068\u304c\u307b\u3068\u3093\u3069\u3067\u3059\u3002LLM\uff08\u5b66\u7fd2\u30e2\u30c7\u30eb\uff09\u3068\u3057\u3066\u3001Flan-T5 XXL\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002\u3053\u306e\u30e2\u30c7\u30eb\u306f\u3001\u975e\u69cb\u9020\u5316\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u8981\u7d04\u3084Q&A\u3092\u751f\u6210\u3067\u304d\u307e\u3059\u3002\u4e0b\u306e\u56f3\u306f\u3001\u5404\u69cb\u6210\u8981\u7d20\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002.<\/p>\n
\n\u307e\u305a\u306f\u57fa\u672c\u304b\u3089\u59cb\u3081\u307e\u3057\u3087\u3046\u3002<\/h2>\n\u30a4\u30f3\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u5b66\u7fd2\u3068\u547c\u3070\u308c\u308b\u624b\u6cd5\u3092\u7528\u3044\u3066\u3001\u30c9\u30e1\u30a4\u30f3\u307e\u305f\u306f\u30b1\u30fc\u30b9\u56fa\u6709\u306e\u300c\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u300d\u3092LLM\u306b\u6ce8\u5165\u3057\u307e\u3059\u3002\u4eca\u56de\u306e\u30b1\u30fc\u30b9\u3067\u306f\u3001\u69cb\u9020\u5316\u3055\u308c\u3066\u3044\u306a\u3044\u81ea\u52d5\u8eca\u306ePDF\u30de\u30cb\u30e5\u30a2\u30eb\u3092LLM\u306e\u300c\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u300d\u3068\u3057\u3066\u8ffd\u52a0\u3057\u3001LLM\u304c\u3053\u306e\u30de\u30cb\u30e5\u30a2\u30eb\u306b\u95a2\u3059\u308b\u8cea\u554f\u306b\u7b54\u3048\u3089\u308c\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\u5b9f\u306b\u30b7\u30f3\u30d7\u30eb\u3067\u3059\uff01\u76ee\u6a19\u306f\u3001\u3053\u308c\u3092\u3055\u3089\u306b\u4e00\u6b69\u9032\u3081\u3001\u8cea\u554f\u3092\u53d7\u4fe1\u3057\u3066\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u306b\u9001\u4fe1\u3057\u3001\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u306b\u57cb\u3081\u8fbc\u307e\u308c\u305f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u304b\u3089\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0API\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u5168\u4f53\u3092\u69cb\u7bc9\u3057\u3001\u30d7\u30ed\u30bb\u30b9\u5168\u4f53\u3092\u901a\u3057\u3066\u69d8\u3005\u306a\u6982\u5ff5\u3084\u30c4\u30fc\u30eb\u306b\u3064\u3044\u3066\u306e\u6d1e\u5bdf\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002.<\/p>\n
- \n
- \u30c6\u30ad\u30b9\u30c8\u5185\u5b66\u7fd2\u3092\u63d0\u4f9b\u3059\u308b\u305f\u3081\u306e\u6700\u521d\u306e\u30b9\u30c6\u30c3\u30d7\u306f\u3001PDF \u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u53d6\u308a\u8fbc\u3093\u3067\u305d\u308c\u3092\u30c6\u30ad\u30b9\u30c8 \u30c1\u30e3\u30f3\u30af\u306b\u5909\u63db\u3057\u3001\u300c\u57cb\u3081\u8fbc\u307f\u300d\u3068\u547c\u3070\u308c\u308b\u3053\u308c\u3089\u306e\u30c6\u30ad\u30b9\u30c8 \u30c1\u30e3\u30f3\u30af\u306e\u30d9\u30af\u30c8\u30eb\u8868\u73fe\u3092\u751f\u6210\u3057\u3001\u6700\u5f8c\u306b\u3053\u308c\u3089\u306e\u57cb\u3081\u8fbc\u307f\u3092\u30d9\u30af\u30c8\u30eb \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u4fdd\u5b58\u3059\u308b\u3053\u3068\u3067\u3059\u3002.<\/li>\n
- \u30d9\u30af\u30bf\u30fc \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u305d\u3053\u306b\u4fdd\u5b58\u3055\u308c\u3066\u3044\u308b\u30c6\u30ad\u30b9\u30c8\u57cb\u3081\u8fbc\u307f\u306b\u5bfe\u3057\u3066\u300c\u985e\u4f3c\u6027\u691c\u7d22\u300d\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002.<\/li>\n
- Amazon SageMaker JumpStart \u306f\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u30e2\u30c7\u30eb\u7528\u306e\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u30ef\u30f3\u30af\u30ea\u30c3\u30af\u30c7\u30d7\u30ed\u30a4\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002Amazon SageMaker JumpStart \u3092\u4f7f\u7528\u3057\u3066\u3001\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3068\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u30c7\u30d7\u30ed\u30a4\u3057\u307e\u3059\u3002.<\/li>\n
- Amazon OpenSearch \u306f\u3001\u30d9\u30af\u30c8\u30eb\u7a7a\u9593\u5185\u306e\u70b9\u306e\u6700\u8fd1\u508d\u3092\u691c\u7d22\u3067\u304d\u308b\u691c\u7d22\u304a\u3088\u3073\u5206\u6790\u30a8\u30f3\u30b8\u30f3\u3067\u3042\u308a\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u3057\u3066\u9069\u3057\u3066\u3044\u307e\u3059\u3002.<\/li>\n<\/ol>\n
\u30c1\u30e3\u30fc\u30c8: PDF \u304b\u3089\u30d9\u30af\u30bf\u30fc \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u57cb\u3081\u8fbc\u3080\u305f\u3081\u306e\u5909\u63db<\/h2>\n
\n\u30b9\u30c6\u30c3\u30d7 1 - Amazon SageMaker JumpStart \u3092\u4f7f\u7528\u3057\u3066 GPT-J 6B FP16 \u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u30c7\u30d7\u30ed\u30a4\u3059\u308b<\/h2>\nAmazon SageMaker \u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u8a18\u8f09\u3055\u308c\u3066\u3044\u308b\u624b\u9806\u306b\u5f93\u3063\u3066\u304f\u3060\u3055\u3044\u3002Amazon SageMaker Studio \u306e\u30e1\u30a4\u30f3\u30e1\u30cb\u30e5\u30fc\u304b\u3089\u300cJumpStart\u300d\u30bb\u30af\u30b7\u30e7\u30f3\u3092\u958b\u304d\u3001Amazon SageMaker JumpStart \u30ce\u30fc\u30c9\u3092\u8d77\u52d5\u3057\u307e\u3059\u3002\u300c\u30e2\u30c7\u30eb\u3001\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3001\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u300d\u3092\u9078\u629e\u3057\u3001\u4e0b\u306e\u753b\u50cf\u306b\u793a\u3059\u3088\u3046\u306b\u300cGPT-J 6B Embedding FP16\u300d\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u9078\u629e\u3057\u307e\u3059\u3002\u300c\u30c7\u30d7\u30ed\u30a4\u300d\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u3001Amazon SageMaker JumpStart \u304c\u3001\u3053\u306e\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u30e2\u30c7\u30eb\u3092 SageMaker \u74b0\u5883\u306b\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u305f\u3081\u306e\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306e\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3092\u884c\u3044\u307e\u3059\u3002.<\/p>\n
\n
\n\u30b9\u30c6\u30c3\u30d7 2 - Amazon SageMaker JumpStart \u3092\u4f7f\u7528\u3057\u3066 Flan T5 XXL LLM \u3092\u30c7\u30d7\u30ed\u30a4\u3059\u308b<\/h2>\n\u6b21\u306b\u3001Amazon SageMaker JumpStart \u3067 Flan-T5 XXL LLM \u3092\u9078\u629e\u3057\u3001\u300c\u30c7\u30d7\u30ed\u30a4\u300d\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u81ea\u52d5\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306e\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3092\u958b\u59cb\u3057\u3001\u30e2\u30c7\u30eb\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092 Amazon SageMaker \u74b0\u5883\u306b\u30c7\u30d7\u30ed\u30a4\u3057\u307e\u3059\u3002.<\/p>\n
\n\u30b9\u30c6\u30c3\u30d73 - \u30c7\u30d7\u30ed\u30a4\u3055\u308c\u305f\u30e2\u30c7\u30eb\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306e\u30b9\u30c6\u30fc\u30bf\u30b9\u3092\u78ba\u8a8d\u3059\u308b<\/h2>\nAmazon SageMaker \u30b3\u30f3\u30bd\u30fc\u30eb\u3067\u3001\u30b9\u30c6\u30c3\u30d7 1 \u3068\u30b9\u30c6\u30c3\u30d7 2 \u3067\u30c7\u30d7\u30ed\u30a4\u3057\u305f\u30e2\u30c7\u30eb\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306e\u30b9\u30c6\u30fc\u30bf\u30b9\u3092\u78ba\u8a8d\u3057\u3001\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u540d\u3092\u66f8\u304d\u7559\u3081\u3066\u304a\u304d\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u540d\u306f\u30b3\u30fc\u30c9\u5185\u3067\u4f7f\u7528\u3057\u307e\u3059\u3002\u30e2\u30c7\u30eb\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092\u30c7\u30d7\u30ed\u30a4\u3057\u305f\u5f8c\u306e\u30b3\u30f3\u30bd\u30fc\u30eb\u306e\u8868\u793a\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u3002.<\/p>\n
\n\u30b9\u30c6\u30c3\u30d74 \u2013 Amazon Open Search Cluster\u3092\u4f5c\u6210\u3059\u308b<\/h2>\nAmazon OpenSearch \u306f\u3001k\u8fd1\u508d\u6cd5\uff08kNN\uff09\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u691c\u7d22\u30fb\u5206\u6790\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002\u3053\u306e\u6a5f\u80fd\u306f\u985e\u4f3c\u6027\u30d9\u30fc\u30b9\u306e\u691c\u7d22\u306b\u975e\u5e38\u306b\u5f79\u7acb\u3061\u3001OpenSearch \u3092\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u3057\u3066\u52b9\u679c\u7684\u306b\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002kNN \u30d7\u30e9\u30b0\u30a4\u30f3\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b Elasticsearch\/OpenSearch \u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u306f\u3001k-NN \u30d7\u30e9\u30b0\u30a4\u30f3\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002.<\/p>\n
AWS CLI \u3092\u4f7f\u7528\u3057\u3066\u3001GitHub \u306e\u5834\u6240\u304b\u3089 AWS CloudFormation \u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u30d5\u30a1\u30a4\u30eb\u3092\u30c7\u30d7\u30ed\u30a4\u3057\u307e\u3059\u3002
\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\/opensearch-vectordb.yaml<\/code> aws \u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002cloudformation \u30b9\u30bf\u30c3\u30af\u4f5c\u6210<\/code> Amazon Open Search \u30af\u30e9\u30b9\u30bf\u30fc\u3092\u4f5c\u6210\u3059\u308b\u306b\u306f\u3001\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3059\u308b\u524d\u306b\u3001\u5024\u3092\u7f6e\u304d\u63db\u3048\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u540d<\/code> \u305d\u3057\u3066\u30d1\u30b9\u30ef\u30fc\u30c9<\/code> \u3084\u308a\u307e\u3057\u3087\u3046\u3002.<\/p>\n\naws cloudformation create-stack --stack-name opensearch-vectordb \\\r\n--template-body file:\/\/opensearch-vectordb.yaml \\\r\n--parameters ParameterKey=ClusterName,ParameterValue=opensearch-vectordb \\\r\nParameterKey=MasterUserName,ParameterValue=<username> \\\r\nParameterKey=MasterUserPassword,ParameterValue=<password> <\/code><\/pre>\n<\/div>\n\u30b9\u30c6\u30c3\u30d75 \u2013 \u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u30ad\u30e3\u30d7\u30c1\u30e3\u3068\u57cb\u3081\u8fbc\u307f\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u69cb\u7bc9\u3059\u308b<\/h2>\n
\u3053\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u306f\u3001Amazon Simple Storage Service (S3) \u30d0\u30b1\u30c3\u30c8\u306b\u683c\u7d0d\u3055\u308c\u305f PDF \u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u8aad\u307f\u53d6\u308b\u305f\u3081\u306e\u53d6\u308a\u8fbc\u307f\u304a\u3088\u3073\u51e6\u7406\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\u3053\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306f\u4ee5\u4e0b\u306e\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n
- \n
- PDF \u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u304b\u3089\u30c6\u30ad\u30b9\u30c8\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002.<\/li>\n
- \u30c6\u30ad\u30b9\u30c8\u30d5\u30e9\u30b0\u30e1\u30f3\u30c8\u3092\u57cb\u3081\u8fbc\u307f\uff08\u30d9\u30af\u30c8\u30eb\u8868\u73fe\uff09\u306b\u5909\u63db\u3057\u307e\u3059\u3002.<\/li>\n
- Amazon Open Search \u306b\u57cb\u3081\u8fbc\u307f\u3092\u4fdd\u5b58\u3057\u307e\u3059\u3002.<\/li>\n<\/ol>\n
PDF\u30d5\u30a1\u30a4\u30eb\u3092S3\u30d0\u30b1\u30c3\u30c8\u306b\u30c9\u30ed\u30c3\u30d7\u3059\u308b\u3068\u3001AWS Fargate\u30b8\u30e7\u30d6\u3092\u542b\u3080\u30a4\u30d9\u30f3\u30c8\u30c9\u30ea\u30d6\u30f3\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u304c\u30c8\u30ea\u30ac\u30fc\u3055\u308c\u307e\u3059\u3002\u3053\u306e\u30b8\u30e7\u30d6\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u3092\u57cb\u3081\u8fbc\u307f\u30c7\u30fc\u30bf\u306b\u5909\u63db\u3057\u3001Amazon Open Search\u306b\u633f\u5165\u3059\u308b\u5f79\u5272\u3092\u62c5\u3044\u307e\u3059\u3002.<\/p>\n
\u56f3\u306b\u3088\u308b\u6982\u8981<\/h5>\n
\u4ee5\u4e0b\u306f\u3001Amazon OpenSearch \u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u57cb\u3081\u8fbc\u307e\u308c\u305f\u30c6\u30ad\u30b9\u30c8\u30b9\u30cb\u30da\u30c3\u30c8\u3092\u4fdd\u5b58\u3059\u308b\u305f\u3081\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u8ee2\u9001\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u793a\u3059\u56f3\u3067\u3059\u3002<\/p>\n
\n\u8d77\u52d5\u30b9\u30af\u30ea\u30d7\u30c8\u3068\u30d5\u30a1\u30a4\u30eb\u69cb\u9020<\/h5>\n\u30d5\u30a1\u30a4\u30eb\u5185\u306e\u30e1\u30a4\u30f3\u30ed\u30b8\u30c3\u30af
\u57cb\u3081\u8fbc\u307f\u3092\u4f5c\u6210\u3057\u3066 VectorDB \u306b\u4fdd\u5b58\\\u30b9\u30bf\u30fc\u30c8\u30a2\u30c3\u30d7 \u30b9\u30af\u30ea\u30d7\u30c8.py<\/code> \u3053\u306ePython\u30b9\u30af\u30ea\u30d7\u30c8\u306f\u6b21\u306e\u5834\u6240\u306b\u3042\u308a\u307e\u3059\u3002\u30b9\u30bf\u30fc\u30c8\u30a2\u30c3\u30d7\u30b9\u30af\u30ea\u30d7\u30c8.py<\/code>\u306f\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u51e6\u7406\u3001\u30c6\u30ad\u30b9\u30c8\u306e\u57cb\u3081\u8fbc\u307f\u3001Amazon Open Search \u30af\u30e9\u30b9\u30bf\u30fc\u3078\u306e\u633f\u5165\u306b\u95a2\u9023\u3059\u308b\u3044\u304f\u3064\u304b\u306e\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002\u30b9\u30af\u30ea\u30d7\u30c8\u306f\u3001Amazon S3 \u30d0\u30b1\u30c3\u30c8\u304b\u3089 PDF \u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3001\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u305f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u5c0f\u3055\u306a\u30c6\u30ad\u30b9\u30c8\u30c1\u30e3\u30f3\u30af\u306b\u5206\u5272\u3057\u307e\u3059\u3002\u5404\u30c1\u30e3\u30f3\u30af\u306e\u30c6\u30ad\u30b9\u30c8\u30b3\u30f3\u30c6\u30f3\u30c4\u306f\u3001Amazon SageMaker \u306b\u30c7\u30d7\u30ed\u30a4\u3055\u308c\u305f GPT-J 6B FP16 \u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8 (TEXT_EMBEDDING_MODEL_ENDPOINT_NAME \u74b0\u5883\u5909\u6570\u304b\u3089\u53d6\u5f97) \u306b\u9001\u4fe1\u3055\u308c\u3001\u30c6\u30ad\u30b9\u30c8\u57cb\u3081\u8fbc\u307f\u304c\u4f5c\u6210\u3055\u308c\u307e\u3059\u3002\u4f5c\u6210\u3055\u308c\u305f\u57cb\u3081\u8fbc\u307f\u306f\u3001\u4ed6\u306e\u60c5\u5831\u3068\u3068\u3082\u306b Amazon Open Search \u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306b\u914d\u7f6e\u3055\u308c\u307e\u3059\u3002\u30b9\u30af\u30ea\u30d7\u30c8\u306f\u3001\u74b0\u5883\u5909\u6570\u304b\u3089\u8a2d\u5b9a\u3068\u691c\u8a3c\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u3001\u74b0\u5883\u9593\u3067\u4e00\u8cab\u6027\u3092\u4fdd\u3061\u307e\u3059\u3002\u3053\u306e\u30b9\u30af\u30ea\u30d7\u30c8\u306f\u3001Docker \u30b3\u30f3\u30c6\u30ca\u5185\u3067\u5747\u4e00\u306b\u5b9f\u884c\u3055\u308c\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002.<\/p>\nDocker\u30a4\u30e1\u30fc\u30b8\u3092\u30d3\u30eb\u30c9\u3057\u3066\u516c\u958b\u3059\u308b<\/h5>\n
\u30b3\u30fc\u30c9\u3092\u7406\u89e3\u3057\u305f\u5f8c
\u30b9\u30bf\u30fc\u30c8\u30a2\u30c3\u30d7\u30b9\u30af\u30ea\u30d7\u30c8.py<\/code>\u30d5\u30a9\u30eb\u30c0\u304b\u3089Dockerfile\u3092\u69cb\u7bc9\u3057\u307e\u3059\u57cb\u3081\u8fbc\u307f\u3092\u4f5c\u6210\u3057\u3066 VectorDB \u306b\u4fdd\u5b58\u3059\u308b<\/code> \u30a4\u30e1\u30fc\u30b8\u3092Amazon Elastic Container Registry (Amazon ECR) \u306b\u30d7\u30c3\u30b7\u30e5\u3057\u307e\u3059\u3002Amazon Elastic Container Registry (Amazon ECR) \u306f\u3001\u9ad8\u6027\u80fd\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u3092\u63d0\u4f9b\u3059\u308b\u30d5\u30eb\u30de\u30cd\u30fc\u30b8\u30c9\u306e\u30b3\u30f3\u30c6\u30ca\u30ec\u30b8\u30b9\u30c8\u30ea\u3067\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30a4\u30e1\u30fc\u30b8\u3068\u30a2\u30fc\u30c6\u30a3\u30d5\u30a1\u30af\u30c8\u3092\u3069\u3053\u306b\u3067\u3082\u78ba\u5b9f\u306b\u30c7\u30d7\u30ed\u30a4\u3067\u304d\u307e\u3059\u3002AWS CLI\u3068Docker CLI\u3092\u4f7f\u7528\u3057\u3066Docker\u30a4\u30e1\u30fc\u30b8\u3092\u30d3\u30eb\u30c9\u3057\u3001Amazon ECR\u306b\u30d7\u30c3\u30b7\u30e5\u3057\u307e\u3059\u3002\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u306f\u3059\u3079\u3066\u3001\u6b63\u3057\u3044 AWS \u30a2\u30ab\u30a6\u30f3\u30c8\u756a\u53f7\u306b\u7f6e\u304d\u63db\u3048\u3066\u304f\u3060\u3055\u3044\u3002.<\/p>\n\u8a8d\u8a3c\u30c8\u30fc\u30af\u30f3\u3092\u53d6\u5f97\u3057\u3001AWS CLI \u3067\u30ec\u30b8\u30b9\u30c8\u30ea\u306b\u5bfe\u3057\u3066 Docker \u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3092\u8a8d\u8a3c\u3057\u307e\u3059\u3002.<\/p>\n
\naws ecr get-login-password --region us-east-1 | docker login --username AWS --password-stdin <AWS Account Number>.dkr.ecr.us-east-1.amazonaws.com <\/code><\/pre>\n<\/div>\n\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u3066 Docker \u30a4\u30e1\u30fc\u30b8\u3092\u30d3\u30eb\u30c9\u3057\u307e\u3059\u3002.<\/p>\n
\ndocker build -t save-embedding-vectordb .\r\n<\/code><\/pre>\n<\/div>\n\u30d3\u30eb\u30c9\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001\u30a4\u30e1\u30fc\u30b8\u306b\u30bf\u30b0\u3092\u4ed8\u3051\u3001\u3053\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u306b\u30a4\u30e1\u30fc\u30b8\u3092\u30d7\u30c3\u30b7\u30e5\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n
\ndocker tag save-embedding-vectordb:latest <AWS Account Number>.dkr.ecr.us-east-1.amazonaws.com\/save-embedding-vectordb:latest\r\n<\/code><\/pre>\n<\/div>\n\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066\u3001\u3053\u306e\u30a4\u30e1\u30fc\u30b8\u3092\u65b0\u3057\u3044 Amazon ECR \u30ea\u30dd\u30b8\u30c8\u30ea\u306b\u30d7\u30c3\u30b7\u30e5\u3057\u307e\u3059\u3002<\/p>\n
\ndocker push <AWS Account Number>.dkr.ecr.us-east-1.amazonaws.com\/save-embedding-vectordb:latest\r\n<\/code><\/pre>\n<\/div>\nDocker \u30a4\u30e1\u30fc\u30b8\u304c Amazon ECR \u30ea\u30dd\u30b8\u30c8\u30ea\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3055\u308c\u308b\u3068\u3001\u6b21\u306e\u30a4\u30e1\u30fc\u30b8\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n
\n\u30a4\u30d9\u30f3\u30c8\u30d9\u30fc\u30b9\u306ePDF\u57cb\u3081\u8fbc\u307f\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3092\u69cb\u7bc9\u3059\u308b<\/h5>\nAWS \u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9 (AWS CLI) \u3092\u4f7f\u3063\u3066\u3001\u6307\u5b9a\u3055\u308c\u305f\u30d1\u30e9\u30e1\u30fc\u30bf\u3067\u30a4\u30d9\u30f3\u30c8\u99c6\u52d5\u578b\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u7528\u306e CloudFormation \u30b9\u30bf\u30c3\u30af\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002CloudFormation \u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u306f\u3001GitHub \u30ea\u30dd\u30b8\u30c8\u30ea\u304b\u3089\u5165\u624b\u3067\u304d\u307e\u3059\u3002
\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\/fargate-embeddings-vectordb-save.yaml<\/code> AWS \u74b0\u5883\u306b\u5408\u308f\u305b\u3066\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u7121\u8996\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002.<\/p>\n\u30b3\u30de\u30f3\u30c9\u3067\u66f4\u65b0\u3059\u308b\u4e3b\u306a\u30d1\u30e9\u30e1\u30fc\u30bf\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059
aws cloudformation \u30b9\u30bf\u30c3\u30af\u4f5c\u6210<\/code> \u6b21\u306e\u3088\u3046\u306b\u8ff0\u3079\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n- \n
- BucketName: \u3053\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u306f\u3001PDF \u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u30c9\u30ed\u30c3\u30d7\u3059\u308b Amazon S3 \u30d0\u30b1\u30c3\u30c8\u3092\u8868\u3057\u307e\u3059\u3002.<\/li>\n
- VpcId \u3068 SubnetId: \u3053\u308c\u3089\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u306f\u3001Fargate \u30bf\u30b9\u30af\u304c\u5b9f\u884c\u3055\u308c\u308b\u5834\u6240\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002.<\/li>\n
- ImageName: \u3053\u308c\u306f\u3001save-embedding-vectordb \u306e Amazon Elastic Container Registry (ECR) \u5185\u306e Docker \u30a4\u30e1\u30fc\u30b8\u306e\u540d\u524d\u3067\u3059\u3002.<\/li>\n
- TextEmbeddingModelEndpointName: \u3053\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u3066\u3001\u624b\u9806 1 \u3067 Amazon SageMaker \u306b\u30c7\u30d7\u30ed\u30a4\u3055\u308c\u305f\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u306e\u540d\u524d\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002.<\/li>\n
- VectorDatabaseEndpoint: Amazon OpenSearch \u30c9\u30e1\u30a4\u30f3\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u30a2\u30c9\u30ec\u30b9\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002.<\/li>\n
- VectorDatabaseUsername \u304a\u3088\u3073 VectorDatabasePassword: \u3053\u308c\u3089\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u306f\u3001\u624b\u9806 4 \u3067\u4f5c\u6210\u3057\u305f Amazon Open Search \u30af\u30e9\u30b9\u30bf\u30fc\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u8a8d\u8a3c\u60c5\u5831\u3067\u3059\u3002.<\/li>\n
- VectorDatabaseIndex: PDF \u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u57cb\u3081\u8fbc\u307f\u304c\u4fdd\u5b58\u3055\u308c\u308b Amazon Open Search \u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u540d\u524d\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002.<\/li>\n<\/ul>\n
CloudFormation \u30b9\u30bf\u30c3\u30af\u306e\u4f5c\u6210\u3092\u5b9f\u884c\u3059\u308b\u306b\u306f\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u5024\u3092\u66f4\u65b0\u3057\u305f\u5f8c\u3001\u6b21\u306e AWS CLI \u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n
\naws cloudformation create-stack \\\r\n--stack-name ecs-embeddings-vectordb \\\r\n--template-body file:\/\/fargate-embeddings-vectordb-save.yaml \\\r\n--parameters \\\r\nParameterKey=BucketName,ParameterValue=car-manuals-12345 \\\r\nParameterKey=VpcId,ParameterValue=vpc-123456 \\\r\nParameterKey=SubnetId,ParameterValue=subnet-123456,subnet-123456 \\\r\nParameterKey=Imagename,ParameterValue=123456.dkr.ecr.us-east-1.amazonaws.com\/save-embedding-vectordb:latest \\\r\nParameterKey=TextEmbeddingModelEndpointName,ParameterValue=jumpstart-dft-hf-textembedding-gpt-j-6b-fp16 \\\r\nParameterKey=VectorDatabaseEndpoint,ParameterValue=https:\/\/search-cfnopensearch2-xxxxxxxx.us-east-1.es.amazonaws.com \\\r\nParameterKey=VectorDatabaseUsername,ParameterValue=master \\\r\nParameterKey=VectorDatabasePassword,ParameterValue=vectordbpassword \\\r\nParameterKey=VectorDatabaseIndex,ParameterValue=carmanual<\/code><\/pre>\n<\/div>\n\u4e0a\u8a18\u306eCloudFormation\u30b9\u30bf\u30c3\u30af\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u3067\u3001S3\u30d0\u30b1\u30c3\u30c8\u3092\u8a2d\u5b9a\u3057\u3001Lambda\u95a2\u6570\u3092\u8d77\u52d5\u3059\u308bS3\u901a\u77e5\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\u3053\u306eLambda\u95a2\u6570\u306fFargate\u30bf\u30b9\u30af\u3092\u958b\u59cb\u3057\u307e\u3059\u3002Fargate\u30bf\u30b9\u30af\u306f\u3001\u4ee5\u4e0b\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u542b\u3080Docker\u30b3\u30f3\u30c6\u30ca\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002
\u8d77\u52d5\u30b9\u30af\u30ea\u30d7\u30c8.py<\/code> Amazon OpenSearch\u306b\u65b0\u3057\u3044OpenSearch\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u4e0b\u306b\u57cb\u3081\u8fbc\u307f\u3092\u4f5c\u6210\u3059\u308b\u5f79\u5272\u3092\u62c5\u3046\u5b9f\u88c5\u3067\u3059\u3002\u8eca\u306e\u30de\u30cb\u30e5\u30a2\u30eb<\/code> \u305d\u3046\u3067\u3059\u3002.<\/p>\nPDF\u30b5\u30f3\u30d7\u30eb\u3067\u30c6\u30b9\u30c8\u3059\u308b<\/h5>\n
CloudFormation\u30b9\u30bf\u30c3\u30af\u304c\u8d77\u52d5\u3057\u305f\u3089\u3001\u30de\u30b7\u30f3\u30de\u30cb\u30e5\u30a2\u30eb\u306ePDF\u30d5\u30a1\u30a4\u30eb\u3092S3\u30d0\u30b1\u30c3\u30c8\u306b\u30c9\u30ed\u30c3\u30d7\u3057\u307e\u3059\u3002\u79c1\u306f\u3053\u3061\u3089\u304b\u3089\u30de\u30b7\u30f3\u30de\u30cb\u30e5\u30a2\u30eb\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u307e\u3057\u305f\u3002\u30a4\u30d9\u30f3\u30c8\u30d9\u30fc\u30b9\u306e\u30c8\u30e9\u30f3\u30b9\u30dd\u30fc\u30c8\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u5b9f\u884c\u304c\u5b8c\u4e86\u3059\u308b\u3068\u3001Amazon Open Search\u30af\u30e9\u30b9\u30bf\u30fc\u306b\u306f\u4ee5\u4e0b\u306e\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb\u304c\u542b\u307e\u308c\u308b\u306f\u305a\u3067\u3059\u3002
\u8eca\u306e\u30de\u30cb\u30e5\u30a2\u30eb<\/code> \u57cb\u3081\u8fbc\u307f\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u3002.<\/p>\n
\n
\n\u30b9\u30c6\u30c3\u30d76 \u2013 Llm\u30c6\u30ad\u30b9\u30c8\u30b5\u30dd\u30fc\u30c8\u3092\u5099\u3048\u305f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0Q&A API\u306e\u5b9f\u88c5<\/h2>\nAmazon Open Search \u3092\u5229\u7528\u3057\u305f\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u30c6\u30ad\u30b9\u30c8\u3092\u57cb\u3081\u8fbc\u3093\u3060\u306e\u3067\u3001\u6b21\u306e\u30b9\u30c6\u30c3\u30d7\u306b\u9032\u307f\u307e\u3057\u3087\u3046\u3002\u3053\u3053\u3067\u306f\u3001T5 Flan XXL LLM \u306e\u6a5f\u80fd\u3092\u6d3b\u7528\u3057\u3066\u3001\u8eca\u306e\u30de\u30cb\u30e5\u30a2\u30eb\u306b\u95a2\u3059\u308b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u56de\u7b54\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002.<\/p>\n
\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u4fdd\u5b58\u3055\u308c\u305f\u57cb\u3081\u8fbc\u307f\u60c5\u5831\u3092\u7528\u3044\u3066\u3001LLM\u306b\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u3053\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u3088\u308a\u3001LLM\u306f\u81ea\u52d5\u8eca\u30de\u30cb\u30e5\u30a2\u30eb\u306b\u95a2\u3059\u308b\u8cea\u554f\u3092\u52b9\u679c\u7684\u306b\u7406\u89e3\u3057\u3001\u56de\u7b54\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306b\u3001LangChain\u3068\u547c\u3070\u308c\u308b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002\u3053\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001LLM\u304c\u8a2d\u8a08\u3057\u305f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30c6\u30ad\u30b9\u30c8\u8a8d\u8b58\u578b\u8cea\u7591\u5fdc\u7b54\u30b7\u30b9\u30c6\u30e0\u306b\u5fc5\u8981\u306a\u69d8\u3005\u306a\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306e\u9023\u643a\u3092\u7c21\u7d20\u5316\u3057\u307e\u3059\u3002.<\/p>\n
\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u4fdd\u5b58\u3055\u308c\u305f\u57cb\u3081\u8fbc\u307f\u306f\u3001\u5358\u8a9e\u306e\u610f\u5473\u3068\u95a2\u4fc2\u6027\u3092\u8868\u3057\u3001\u610f\u5473\u7684\u985e\u4f3c\u6027\u306b\u57fa\u3065\u304f\u8a08\u7b97\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u57cb\u3081\u8fbc\u307f\u306f\u30c6\u30ad\u30b9\u30c8\u30b9\u30cb\u30da\u30c3\u30c8\u306e\u30d9\u30af\u30c8\u30eb\u8868\u73fe\u3092\u4f5c\u6210\u3057\u3066\u610f\u5473\u3068\u95a2\u4fc2\u6027\u3092\u6349\u3048\u307e\u3059\u304c\u3001T5 Flan LLM\u306f\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u3084\u30af\u30a8\u30ea\u306b\u633f\u5165\u3055\u308c\u305f\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u57fa\u3065\u3044\u3066\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u95a2\u9023\u3059\u308b\u56de\u7b54\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u306b\u7279\u5316\u3057\u3066\u3044\u307e\u3059\u3002\u76ee\u6a19\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u306b\u5bfe\u5fdc\u3059\u308b\u57cb\u3081\u8fbc\u307f\u3092\u4f5c\u6210\u3057\u3001\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u4fdd\u5b58\u3055\u308c\u3066\u3044\u308b\u4ed6\u306e\u57cb\u3081\u8fbc\u307f\u3068\u306e\u985e\u4f3c\u6027\u3092\u6e2c\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u3068\u30c6\u30ad\u30b9\u30c8\u30b9\u30cb\u30da\u30c3\u30c8\u3092\u4e00\u81f4\u3055\u305b\u308b\u3053\u3068\u3067\u3059\u3002.<\/p>\n
\u30c6\u30ad\u30b9\u30c8\u30b9\u30cb\u30da\u30c3\u30c8\u3068\u30e6\u30fc\u30b6\u30fc\u30af\u30a8\u30ea\u3092\u30d9\u30af\u30c8\u30eb\u3068\u3057\u3066\u8868\u73fe\u3059\u308b\u3053\u3068\u3067\u3001\u6570\u5b66\u7684\u306a\u8a08\u7b97\u3092\u5b9f\u884c\u3057\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u8003\u616e\u3057\u305f\u985e\u4f3c\u691c\u7d22\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u30022\u3064\u306e\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u9593\u306e\u985e\u4f3c\u5ea6\u3092\u6e2c\u5b9a\u3059\u308b\u305f\u3081\u306b\u3001\u591a\u6b21\u5143\u7a7a\u9593\u306b\u304a\u3051\u308b\u8ddd\u96e2\u6307\u6a19\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002.<\/p>\n
\u4e0b\u306e\u56f3\u306f\u3001LangChain \u3068\u5f53\u793e\u306e T5 Flan LLM \u304c\u63d0\u4f9b\u3059\u308b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 Q&A \u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002.<\/p>\n
T5-Flan-XXL LLM \u306b\u3088\u308b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 Q&A \u30b5\u30dd\u30fc\u30c8\u306e\u30b0\u30e9\u30d5\u30a3\u30ab\u30eb\u306a\u6982\u8981<\/h5>\n
\nAPI\u3092\u69cb\u7bc9\u3059\u308b<\/h5>\nLangChain\u3068T5 Flask LLM\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u78ba\u8a8d\u3057\u305f\u3068\u3053\u308d\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u3092\u53d7\u3051\u4ed8\u3051\u3001\u72b6\u6cc1\u306b\u5fdc\u3058\u305f\u56de\u7b54\u3092\u63d0\u4f9b\u3059\u308bAPI\u30b3\u30fc\u30c9\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u3053\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0Q&A API\u306f\u3001GitHub\u30ea\u30dd\u30b8\u30c8\u30ea\u306eRAG-langchain-questionanswer-t5-llm\u30d5\u30a9\u30eb\u30c0\u306b\u914d\u7f6e\u3055\u308c\u3066\u304a\u308a\u3001\u30b3\u30a2\u30ed\u30b8\u30c3\u30af\u306fapp.py\u30d5\u30a1\u30a4\u30eb\u306b\u3042\u308a\u307e\u3059\u3002\u3053\u306eFlask\u30d9\u30fc\u30b9\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u8cea\u554f\u306b\u56de\u7b54\u3059\u308b\u305f\u3081\u306e\/qa\u30eb\u30fc\u30c8\u3092\u5b9a\u7fa9\u3057\u3066\u3044\u307e\u3059\u3002.<\/p>\n
\u30e6\u30fc\u30b6\u30fc\u304cAPI\u306b\u30af\u30a8\u30ea\u3092\u9001\u4fe1\u3059\u308b\u3068\u3001API\u306fTEXT_EMBEDDING_MODEL_ENDPOINT_NAME\u74b0\u5883\u5909\u6570\u3092\u4f7f\u7528\u3057\u3066Amazon SageMaker\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092\u6307\u5b9a\u3057\u3001\u30af\u30a8\u30ea\u3092\u57cb\u3081\u8fbc\u307f\u3068\u547c\u3070\u308c\u308b\u6570\u5024\u30d9\u30af\u30c8\u30eb\u8868\u73fe\u306b\u5909\u63db\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u57cb\u3081\u8fbc\u307f\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u306e\u610f\u5473\u3092\u6349\u3048\u307e\u3059\u3002.<\/p>\n
\u3055\u3089\u306b\u3001API \u306f Amazon OpenSearch \u3092\u6d3b\u7528\u3057\u3066\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u8a8d\u8b58\u578b\u306e\u985e\u4f3c\u691c\u7d22\u3092\u5b9f\u884c\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u30af\u30a8\u30ea\u304b\u3089\u53d6\u5f97\u3057\u305f\u57cb\u3081\u8fbc\u307f\u306b\u57fa\u3065\u3044\u3066\u3001OpenSearch \u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u30ef\u30fc\u30af\u30ac\u30a4\u30c9\u304b\u3089\u95a2\u9023\u3059\u308b\u30c6\u30ad\u30b9\u30c8\u30b9\u30cb\u30da\u30c3\u30c8\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002\u3053\u306e\u30b9\u30c6\u30c3\u30d7\u306e\u5f8c\u3001API \u306f T5 Flan LLM \u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092\u547c\u3073\u51fa\u3057\u307e\u3059\u3002\u3053\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306f\u3001T5FLAN_XXL_ENDPOINT_NAME \u74b0\u5883\u5909\u6570\u3067\u8b58\u5225\u3055\u308c\u3001Amazon SageMaker \u306b\u3082\u30c7\u30d7\u30ed\u30a4\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306f\u3001Amazon OpenSearch \u304b\u3089\u53d6\u5f97\u3057\u305f\u30c6\u30ad\u30b9\u30c8\u30b9\u30cb\u30da\u30c3\u30c8\u3092\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3068\u3057\u3066\u4f7f\u7528\u3057\u3066\u5fdc\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002Amazon OpenSearch \u304b\u3089\u53d6\u5f97\u3057\u305f\u3053\u308c\u3089\u306e\u30c6\u30ad\u30b9\u30c8\u30b9\u30cb\u30da\u30c3\u30c8\u306f\u3001T5 Flan LLM \u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306b\u3068\u3063\u3066\u8cb4\u91cd\u306a\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3068\u3057\u3066\u6a5f\u80fd\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u30af\u30a8\u30ea\u306b\u5bfe\u3057\u3066\u610f\u5473\u306e\u3042\u308b\u5fdc\u7b54\u3092\u63d0\u4f9b\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002API \u30b3\u30fc\u30c9\u306f\u3001LangChain \u3092\u4f7f\u7528\u3057\u3066\u3053\u308c\u3089\u3059\u3079\u3066\u306e\u3084\u308a\u53d6\u308a\u3092\u8abf\u6574\u3057\u307e\u3059\u3002.<\/p>\n
API\u7528\u306eDocker\u30a4\u30e1\u30fc\u30b8\u3092\u30d3\u30eb\u30c9\u3057\u3066\u516c\u958b\u3059\u308b<\/h5>\n
app.py \u306e\u30b3\u30fc\u30c9\u3092\u7406\u89e3\u3057\u305f\u3089\u3001RAG-langchain-questionanswer-t5-llm \u30d5\u30a9\u30eb\u30c0\u304b\u3089 Dockerfile \u3092\u30d3\u30eb\u30c9\u3057\u3001\u30a4\u30e1\u30fc\u30b8\u3092 Amazon ECR \u306b\u30d7\u30c3\u30b7\u30e5\u3057\u307e\u3059\u3002AWS CLI \u3068 Docker CLI \u3092\u4f7f\u7528\u3057\u3066 Docker \u30a4\u30e1\u30fc\u30b8\u3092\u30d3\u30eb\u30c9\u3057\u3001Amazon ECR \u306b\u30d7\u30c3\u30b7\u30e5\u3057\u307e\u3059\u3002\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u306f\u3059\u3079\u3066\u3001\u6b63\u3057\u3044 AWS \u30a2\u30ab\u30a6\u30f3\u30c8\u756a\u53f7\u306b\u7f6e\u304d\u63db\u3048\u3066\u304f\u3060\u3055\u3044\u3002.<\/p>\n
\u8a8d\u8a3c\u30c8\u30fc\u30af\u30f3\u3092\u53d6\u5f97\u3057\u3001AWS CLI \u3067\u30ec\u30b8\u30b9\u30c8\u30ea\u306b\u5bfe\u3057\u3066 Docker \u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3092\u8a8d\u8a3c\u3057\u307e\u3059\u3002.<\/p>\n
\naws ecr get-login-password --region us-east-1 | docker login --username AWS --password-stdin <AWS Account Number>.dkr.ecr.us-east-1.amazonaws.com \r\n<\/code><\/pre>\n<\/div>\n\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u3066 Docker \u30a4\u30e1\u30fc\u30b8\u3092\u30d3\u30eb\u30c9\u3057\u307e\u3059\u3002.<\/p>\n
\ndocker build -t qa-container .\r\n<\/code><\/pre>\n<\/div>\n\u30d3\u30eb\u30c9\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001\u30a4\u30e1\u30fc\u30b8\u306b\u30bf\u30b0\u3092\u4ed8\u3051\u3001\u3053\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u306b\u30a4\u30e1\u30fc\u30b8\u3092\u30d7\u30c3\u30b7\u30e5\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n
\ndocker tag qa-container:latest <AWS Account Number>.dkr.ecr.us-east-1.amazonaws.com\/qa-container:latest\r\n<\/code><\/pre>\n<\/div>\n\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066\u3001\u3053\u306e\u30a4\u30e1\u30fc\u30b8\u3092\u65b0\u3057\u3044 Amazon ECR \u30ea\u30dd\u30b8\u30c8\u30ea\u306b\u30d7\u30c3\u30b7\u30e5\u3057\u307e\u3059\u3002<\/p>\n
\ndocker push <AWS Account Number>.dkr.ecr.us-east-1.amazonaws.com\/qa-container:latest\r\n<\/code><\/pre>\n<\/div>\nDocker \u30a4\u30e1\u30fc\u30b8\u304c Amazon ECR \u30ea\u30dd\u30b8\u30c8\u30ea\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3055\u308c\u308b\u3068\u3001\u6b21\u306e\u30a4\u30e1\u30fc\u30b8\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n
\nAPI\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092\u30db\u30b9\u30c8\u3059\u308b\u305f\u3081\u306eCloudFormation\u30b9\u30bf\u30c3\u30af\u3092\u69cb\u7bc9\u3059\u308b<\/h5>\nAWS \u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9 (CLI) \u3092\u4f7f\u7528\u3057\u3066\u3001API \u3092\u516c\u958b\u3059\u308b\u305f\u3081\u306e Fargate \u30bf\u30b9\u30af\u3092\u30db\u30b9\u30c8\u3059\u308b Amazon ECS \u30af\u30e9\u30b9\u30bf\u30fc\u7528\u306e CloudFormation \u30b9\u30bf\u30c3\u30af\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002CloudFormation \u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u306f\u3001GitHub \u30ea\u30dd\u30b8\u30c8\u30ea\u306e Infrastructure\/fargate-api-rag-llm-langchain.yaml \u306b\u3042\u308a\u307e\u3059\u3002AWS \u74b0\u5883\u306b\u5408\u308f\u305b\u3066\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u30aa\u30fc\u30d0\u30fc\u30e9\u30a4\u30c9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002aws cloudformation create-stack \u30b3\u30de\u30f3\u30c9\u3067\u66f4\u65b0\u3059\u308b\u4e3b\u8981\u306a\u30d1\u30e9\u30e1\u30fc\u30bf\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n
- \n
- DemoVPC: \u3053\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u306f\u3001\u30b5\u30fc\u30d3\u30b9\u304c\u5b9f\u884c\u3055\u308c\u308b\u4eee\u60f3\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8 \u30af\u30e9\u30a6\u30c9 (VPC) \u3092\u6307\u5b9a\u3057\u307e\u3059\u3002.<\/li>\n
- PublicSubnetIds: \u3053\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u306b\u306f\u3001\u30ed\u30fc\u30c9\u30d0\u30e9\u30f3\u30b5\u3068\u30bf\u30b9\u30af\u304c\u914d\u7f6e\u3055\u308c\u308b\u30d1\u30d6\u30ea\u30c3\u30af\u30b5\u30d6\u30cd\u30c3\u30c8 ID \u306e\u30ea\u30b9\u30c8\u304c\u5fc5\u8981\u3067\u3059\u3002.<\/li>\n
- IMAGENAME: qa \u30b3\u30f3\u30c6\u30ca\u306e Amazon Elastic Container Registry (ECR) \u5185\u306e Docker \u30a4\u30e1\u30fc\u30b8\u540d\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002.<\/li>\n
- TextEmbeddingModelEndpointName: \u30b9\u30c6\u30c3\u30d7 1 \u3067 Amazon SageMaker \u306b\u30c7\u30d7\u30ed\u30a4\u3055\u308c\u305f Embeddings \u30e2\u30c7\u30eb\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u540d\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002.<\/li>\n
- T5FlanXXLEndpointName: \u30b9\u30c6\u30c3\u30d7 2 \u3067 Amazon SageMaker \u306b\u30c7\u30d7\u30ed\u30a4\u3057\u305f T5-FLAN \u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u540d\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002.<\/li>\n
- VectorDatabaseEndpoint: Amazon OpenSearch \u30c9\u30e1\u30a4\u30f3\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u30a2\u30c9\u30ec\u30b9\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002.<\/li>\n
- VectorDatabaseUsername \u304a\u3088\u3073 VectorDatabasePassword: \u3053\u308c\u3089\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u306f\u3001\u624b\u9806 4 \u3067\u4f5c\u6210\u3057\u305f OpenSearch \u30af\u30e9\u30b9\u30bf\u30fc\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u8cc7\u683c\u60c5\u5831\u3067\u3059\u3002.<\/li>\n
- VectorDatabaseIndex: \u30b5\u30fc\u30d3\u30b9\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3059\u308bAmazon OpenSearch\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u540d\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002\u3053\u306e\u4f8b\u3067\u306f\u300ccarmanual\u300d\u3068\u3044\u3046\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u540d\u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002.<\/li>\n<\/ul>\n
CloudFormation \u30b9\u30bf\u30c3\u30af\u306e\u4f5c\u6210\u3092\u5b9f\u884c\u3059\u308b\u306b\u306f\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u5024\u3092\u66f4\u65b0\u3057\u305f\u5f8c\u3001\u6b21\u306e AWS CLI \u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n
\naws cloudformation create-stack \\\r\n--stack-name ecs-questionanswer-llm \\\r\n--template-body file:\/\/fargate-api-rag-llm-langchain.yaml \\\r\n--parameters \\\r\nParameterKey=DemoVPC,ParameterValue=vpc-123456 \\\r\nParameterKey=PublicSubnetIds,ParameterValue=subnet-123456,subnet-789012 \\\r\nParameterKey=Imagename,ParameterValue=123456.dkr.ecr.us-east-1.amazonaws.com\/qa-container:latest \\\r\nParameterKey=TextEmbeddingModelEndpointName,ParameterValue=jumpstart-dft-hf-textembedding-gpt-j-6b-fp16 \\\r\nParameterKey=T5FlanXXLEndpointName,ParameterValue=jumpstart-example-huggingface-text2text-2023-08-06-16-40-45-080 \\\r\nParameterKey=VectorDatabaseEndpoint,ParameterValue=https:\/\/search-cfnopensearch2-xxxxxxxx.us-east-1.es.amazonaws.com \\\r\nParameterKey=VectorDatabaseUsername,ParameterValue=master \\\r\nParameterKey=VectorDatabasePassword,ParameterValue=vectordbpassword \\\r\nParameterKey=VectorDatabaseIndex,ParameterValue=carmanual<\/code><\/pre>\n<\/div>\n\u4e0a\u8a18\u306eCloudFormation\u30b9\u30bf\u30c3\u30af\u306e\u5b9f\u884c\u306b\u6210\u529f\u3057\u305f\u3089\u3001AWS\u30b3\u30f3\u30bd\u30fc\u30eb\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001ecs-questionanswer-llm\u30b9\u30bf\u30c3\u30af\u306e\u300cCloudFormation Outputs\u300d\u30bf\u30d6\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u3053\u306e\u30bf\u30d6\u306b\u306f\u3001API\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306a\u3069\u306e\u5fc5\u8981\u306a\u60c5\u5831\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002\u51fa\u529b\u4f8b\u3092\u4ee5\u4e0b\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n
\nAPI\u3092\u30c6\u30b9\u30c8\u3059\u308b<\/h5>\n\u6b21\u306e\u3088\u3046\u306b curl \u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u3066 API \u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092\u30c6\u30b9\u30c8\u3067\u304d\u307e\u3059\u3002<\/p>\n
\ncurl -X POST -H \"Content-Type: application\/json\" -d '{\"question\":\"How can I clean my windshield?\"}' http:\/\/quest-Publi-abc-xxxx.us-east-1.elb.amazonaws.com\/qa\r\n<\/code><\/pre>\n<\/div>\n\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u5fdc\u7b54\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n
\n{\"response\":\"To clean sensors and camera lenses, use a cloth moistened with a small amount of glass detergent.\"}\r\n<\/code><\/pre>\n<\/div>\n\u30b9\u30c6\u30c3\u30d77 \u2013 \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u7d71\u5408\u3057\u305f\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3092\u4f5c\u6210\u3057\u3066\u5c55\u958b\u3059\u308b<\/h2>\n
\u6b21\u306b\u3001\u30d5\u30eb\u30b9\u30bf\u30c3\u30af\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u6700\u7d42\u30b9\u30c6\u30c3\u30d7\u306b\u9032\u307f\u3001HTML\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u306b\u57cb\u3081\u8fbc\u307e\u308c\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068API\u3092\u7d71\u5408\u3057\u307e\u3059\u3002\u3053\u306e\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3068\u57cb\u3081\u8fbc\u307f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306f\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068\u3057\u3066\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306ebotkit.js\u3092\u7d71\u5408\u3057\u305findex.html\u3067\u69cb\u6210\u3055\u308c\u308bNodejs\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u3059\u3002\u4f5c\u696d\u3092\u7c21\u7d20\u5316\u3059\u308b\u305f\u3081\u306b\u3001Dockerfile\u3092\u4f5c\u6210\u3057\u3001homegrown_website_and_bot\u30d5\u30a9\u30eb\u30c0\u306b\u30b3\u30fc\u30c9\u3068\u4e00\u7dd2\u306b\u914d\u7f6e\u3057\u307e\u3057\u305f\u3002AWS CLI\u3068Docker CLI\u3092\u4f7f\u7528\u3057\u3066\u3001\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u7528\u306eDocker\u30a4\u30e1\u30fc\u30b8\u3092\u30d3\u30eb\u30c9\u3057\u3001Amazon ECR\u306b\u30d7\u30c3\u30b7\u30e5\u3057\u307e\u3059\u3002\u4ee5\u4e0b\u306e\u3059\u3079\u3066\u306e\u30b3\u30de\u30f3\u30c9\u3067\u3001\u6b63\u3057\u3044 AWS \u30a2\u30ab\u30a6\u30f3\u30c8\u756a\u53f7\u306b\u7f6e\u304d\u63db\u3048\u3066\u304f\u3060\u3055\u3044\u3002.<\/p>\n
\u8a8d\u8a3c\u30c8\u30fc\u30af\u30f3\u3092\u53d6\u5f97\u3057\u3001AWS CLI \u3067\u30ec\u30b8\u30b9\u30c8\u30ea\u306b\u5bfe\u3057\u3066 Docker \u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3092\u8a8d\u8a3c\u3057\u307e\u3059\u3002.<\/p>\n
\naws ecr get-login-password --region us-east-1 | docker login --username AWS --password-stdin <AWS Account Number>.dkr.ecr.us-east-1.amazonaws.com \r\n<\/code><\/pre>\n<\/div>\n\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u3066 Docker \u30a4\u30e1\u30fc\u30b8\u3092\u30d3\u30eb\u30c9\u3057\u307e\u3059\u3002<\/p>\n
\ndocker build -t web-chat-frontend .\r\n<\/code><\/pre>\n<\/div>\n\u30d3\u30eb\u30c9\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001\u30a4\u30e1\u30fc\u30b8\u306b\u30bf\u30b0\u3092\u4ed8\u3051\u3001\u3053\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u306b\u30a4\u30e1\u30fc\u30b8\u3092\u30d7\u30c3\u30b7\u30e5\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n
\ndocker tag web-chat-frontend:latest <AWS Account Number>.dkr.ecr.us-east-1.amazonaws.com\/web-chat-frontend:latest\r\n<\/code><\/pre>\n<\/div>\n\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066\u3001\u3053\u306e\u30a4\u30e1\u30fc\u30b8\u3092\u65b0\u3057\u3044 Amazon ECR \u30ea\u30dd\u30b8\u30c8\u30ea\u306b\u30d7\u30c3\u30b7\u30e5\u3057\u307e\u3059\u3002<\/p>\n
\ndocker push <AWS Account Number>.dkr.ecr.us-east-1.amazonaws.com\/web-chat-frontend:latest\r\n<\/code><\/pre>\n<\/div>\n\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u306eDocker\u30a4\u30e1\u30fc\u30b8\u3092ECR\u30ea\u30dd\u30b8\u30c8\u30ea\u306b\u30d7\u30c3\u30b7\u30e5\u3057\u305f\u5f8c\u3001Infrastructure\\fargate-website-chatbot.yaml\u30d5\u30a1\u30a4\u30eb\u3092\u5b9f\u884c\u3057\u3066\u3001\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u7528\u306eCloudFormation\u30b9\u30bf\u30c3\u30af\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002AWS\u74b0\u5883\u306b\u5408\u308f\u305b\u3066\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u4e0a\u66f8\u304d\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002aws cloudformation create-stack\u30b3\u30de\u30f3\u30c9\u3067\u66f4\u65b0\u3059\u308b\u4e3b\u8981\u306a\u30d1\u30e9\u30e1\u30fc\u30bf\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n
- \n
- DemoVPC: \u3053\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u306f\u3001Web \u30b5\u30a4\u30c8\u304c\u30c7\u30d7\u30ed\u30a4\u3055\u308c\u308b\u4eee\u60f3\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8 \u30af\u30e9\u30a6\u30c9 (VPC) \u3092\u6307\u5b9a\u3057\u307e\u3059\u3002.<\/li>\n
- PublicSubnetIds: \u3053\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u306b\u306f\u3001Web \u30b5\u30a4\u30c8\u306e\u30ed\u30fc\u30c9\u30d0\u30e9\u30f3\u30b5\u30fc\u3068\u30bf\u30b9\u30af\u304c\u914d\u7f6e\u3055\u308c\u308b\u30d1\u30d6\u30ea\u30c3\u30af\u30b5\u30d6\u30cd\u30c3\u30c8 ID \u306e\u30ea\u30b9\u30c8\u304c\u5fc5\u8981\u3067\u3059\u3002.<\/li>\n
- IMAGENAME: \u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u306e Amazon Elastic Container Registry (ECR) \u306b\u3042\u308b Docker \u30a4\u30e1\u30fc\u30b8\u306e\u540d\u524d\u3092\u5165\u529b\u3057\u307e\u3059\u3002.<\/li>\n
- QUESTURL: \u30b9\u30c6\u30c3\u30d76\u3067\u30c7\u30d7\u30ed\u30a4\u3057\u305fAPI\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306eURL\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002\u5f62\u5f0f\u306fhttp:\/\/\u3067\u3059\u3002 \/qa\u3067\u3059\u3002.<\/li>\n<\/ul>\n
CloudFormation \u30b9\u30bf\u30c3\u30af\u306e\u4f5c\u6210\u3092\u5b9f\u884c\u3059\u308b\u306b\u306f\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u5024\u3092\u66f4\u65b0\u3057\u305f\u5f8c\u3001\u6b21\u306e AWS CLI \u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n
\naws cloudformation create-stack \\\r\n--stack-name ecs-website-chatbot \\\r\n--template-body file:\/\/fargate-website-chatbot.yaml \\\r\n--parameters \\\r\nParameterKey=DemoVPC,ParameterValue=vpc-12345 \\\r\nParameterKey=PublicSubnetIds,ParameterValue=subnet-1,subnet-2 \\\r\nParameterKey=Imagename,ParameterValue=123456.dkr.ecr.us-east-1.amazonaws.com\/web-chat-frontend:latest \\\r\nParameterKey=QUESTURL,ParameterValue=http:\/\/your-api-alb-dns-name\/qa<\/code><\/pre>\n<\/div>\n\u30b9\u30c6\u30c3\u30d78 \u2013 Car Savvy AI\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3092\u30c1\u30a7\u30c3\u30af\u3059\u308b<\/h2>\n
\u4e0a\u8a18\u306eCloudFormation\u30b9\u30bf\u30c3\u30af\u306e\u69cb\u7bc9\u306b\u6210\u529f\u3057\u305f\u3089\u3001AWS\u30b3\u30f3\u30bd\u30fc\u30eb\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001ecs-website-chatbot\u30b9\u30bf\u30c3\u30af\u306eCloudFormation\u51fa\u529b\u30bf\u30d6\u306b\u30a2\u30af\u30bb\u30b9\u3057\u307e\u3059\u3002\u3053\u306e\u30bf\u30d6\u306b\u306f\u3001\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u306b\u95a2\u9023\u4ed8\u3051\u3089\u308c\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30ed\u30fc\u30c9\u30d0\u30e9\u30f3\u30b5\u30fc\uff08ALB\uff09\u306eDNS\u540d\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002\u51fa\u529b\u4f8b\u3092\u4ee5\u4e0b\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n
\n\u30d6\u30e9\u30a6\u30b6\u3067\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8URL\u3092\u547c\u3073\u51fa\u3057\u3066\u3001\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u306e\u8868\u793a\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u57cb\u3081\u8fbc\u307e\u308c\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306b\u81ea\u7136\u8a00\u8a9e\u3067\u8cea\u554f\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u4f8b\u3048\u3070\u3001\u300c\u30d5\u30ed\u30f3\u30c8\u30ac\u30e9\u30b9\u306e\u6383\u9664\u65b9\u6cd5\u306f\uff1f\u300d\u300c\u8eca\u53f0\u756a\u53f7\u306f\u3069\u3053\u3067\u78ba\u8a8d\u3067\u304d\u307e\u3059\u304b\uff1f\u300d\u300c\u5b89\u5168\u4e0a\u306e\u6b20\u9665\u3092\u5831\u544a\u3059\u308b\u306b\u306f\u3069\u3046\u3059\u308c\u3070\u3044\u3044\u3067\u3059\u304b\uff1f\u300d\u3068\u3044\u3063\u305f\u8cea\u554f\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u3002\u201c<\/p>\n
\n\u6b21\u306f\u4f55?<\/h5>\n\u4ee5\u4e0a\u3067\u3001LLM\u5411\u3051\u306e\u672c\u756a\u74b0\u5883\u5bfe\u5fdc\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u69cb\u7bc9\u3057\u3001\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3084\u7d44\u307f\u8fbc\u307fNLP\u3068\u7d71\u5408\u3059\u308b\u65b9\u6cd5\u3092\u3054\u7d39\u4ecb\u3067\u304d\u305f\u304b\u3068\u601d\u3044\u307e\u3059\u3002\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3001\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001AWS\u306e\u6d3b\u7528\u306b\u95a2\u3059\u308b\u4ed6\u306b\u8aad\u307f\u305f\u3044\u8a18\u4e8b\u304c\u3042\u308c\u3070\u3001\u305c\u3072\u6559\u3048\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n
\u5b66\u7fd2\u3092\u7d9a\u3051\u308b\u4e2d\u3067\u3001\u57cb\u3081\u8fbc\u307f\u3001\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001LangChain\u3001\u305d\u306e\u4ed6\u3044\u304f\u3064\u304b\u306eLLM\u306b\u3064\u3044\u3066\u6df1\u304f\u6398\u308a\u4e0b\u3052\u3066\u307f\u308b\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306fAmazon SageMaker JumpStart\u3060\u3051\u3067\u306a\u304f\u3001\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u4f7f\u7528\u3057\u305fAmazon OpenSearch\u3001Docker\u30b3\u30f3\u30c6\u30ca\u3001Fargate\u306a\u3069\u306eAWS\u30c4\u30fc\u30eb\u3067\u3082\u5229\u7528\u53ef\u80fd\u3067\u3059\u3002\u3053\u308c\u3089\u306e\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3092\u7fd2\u5f97\u3059\u308b\u305f\u3081\u306e\u6b21\u306e\u30b9\u30c6\u30c3\u30d7\u3092\u3044\u304f\u3064\u304b\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n
- \n
- Amazon SageMaker: SageMaker \u3092\u4f7f\u3044\u306a\u304c\u3089\u3001SageMaker \u304c\u63d0\u4f9b\u3059\u308b\u4ed6\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u3082\u6163\u308c\u3066\u304f\u3060\u3055\u3044\u3002.<\/li>\n
- AMAZON-OPEN SEARCH: K-NN\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3068\u305d\u306e\u4ed6\u306e\u8ddd\u96e2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u3064\u3044\u3066\u5b66\u3076<\/li>\n
- Langchain: LangChain \u306f\u3001LLM \u3092\u4f7f\u7528\u3057\u3066\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u4f5c\u6210\u3092\u7c21\u7d20\u5316\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u305f\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002.<\/li>\n
- \u57cb\u3081\u8fbc\u307f: \u57cb\u3081\u8fbc\u307f\u3068\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3001\u753b\u50cf\u3001\u97f3\u58f0\u306a\u3069\u306e\u60c5\u5831\u306e\u6570\u5024\u8868\u73fe\u3067\u3059\u3002.<\/li>\n
- Amazon SageMaker JumpStart: SageMaker JumpStart \u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u3092\u59cb\u3081\u308b\u306e\u306b\u5f79\u7acb\u3064\u3001\u3055\u307e\u3056\u307e\u306a\u554f\u984c\u30bf\u30a4\u30d7\u306b\u5bfe\u5fdc\u3059\u308b\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30e2\u30c7\u30eb\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002.<\/li>\n<\/ol>\n
\u6d88\u53bb<\/h5>\n
- \n
- AWS CLI \u306b\u30ed\u30b0\u30a4\u30f3\u3057\u307e\u3059\u3002AWS CLI \u304c\u3053\u308c\u3089\u306e\u30a2\u30af\u30b7\u30e7\u30f3\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u6a29\u9650\u3067\u9069\u5207\u306b\u8a2d\u5b9a\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002.<\/li>\n
- \u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066\u3001Amazon S3 \u30d0\u30b1\u30c3\u30c8\u304b\u3089 PDF \u30d5\u30a1\u30a4\u30eb\u3092\u524a\u9664\u3057\u307e\u3059\u3002\u30d0\u30b1\u30c3\u30c8\u540d\u3092\u5b9f\u969b\u306e Amazon S3 \u30d0\u30b1\u30c3\u30c8\u540d\u306b\u7f6e\u304d\u63db\u3048\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066 PDF \u30d5\u30a1\u30a4\u30eb\u3078\u306e\u30d1\u30b9\u3092\u8abf\u6574\u3057\u3066\u304f\u3060\u3055\u3044\u3002.<\/li>\n<\/ol>\n\n
aws s3 rm s3:\/\/your-bucket-name\/path\/to\/your-pdf-file.pdf\r\n<\/code><\/pre>\n<\/div>\nCloudFormation \u30b9\u30bf\u30c3\u30af\u3092\u524a\u9664\u3057\u307e\u3059\u3002\u30b9\u30bf\u30c3\u30af\u540d\u3092\u5b9f\u969b\u306e CloudFormation \u30b9\u30bf\u30c3\u30af\u306e\u540d\u524d\u306b\u7f6e\u304d\u63db\u3048\u307e\u3059\u3002.<\/p>\n
\n# Delete 'ecs-website-chatbot' stack\r\naws cloudformation delete-stack --stack-name ecs-website-chatbot\r\n# Delete 'ecs-questionanswer-llm' stack\r\naws cloudformation delete-stack --stack-name ecs-questionanswer-llm\r\n# Delete 'ecs-embeddings-vectordb' stack\r\naws cloudformation delete-stack --stack-name ecs-embeddings-vectordb\r\n# Delete 'opensearch-vectordb' stack\r\naws cloudformation delete-stack --stack-name opensearch-vectordb<\/code><\/pre>\n<\/div>\nSageMaker\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092\u524a\u9664\u3057\u307e\u3059\u3002endpoint-name-1\u3068endpoint-name-2\u3092SageMaker\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306e\u540d\u524d\u306b\u7f6e\u304d\u63db\u3048\u307e\u3059\u3002.<\/div>\n\n\n# Delete SageMaker endpoint 1\r\naws sagemaker delete-endpoint --endpoint-name endpoint-name-1\r\n# Delete SageMaker endpoint 2\r\naws sagemaker delete-endpoint --endpoint-name endpoint-name-2<\/code><\/pre>\n<\/div>\n<\/div>\n\u7d50\u679c<\/h2>\n
\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001AWS\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3068\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u30d5\u30eb\u30b9\u30bf\u30c3\u30af\u306eQ&A\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3057\u307e\u3057\u305f\u3002Amazon OpenSearch\u3092\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u3057\u3066\u7d71\u5408\u3057\u3001GPT-J 6B FP16\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3068Langchain\u3092LLM\u3068\u9023\u643a\u3055\u305b\u307e\u3057\u305f\u3002\u3053\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u3001\u975e\u69cb\u9020\u5316\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u304b\u3089\u6d1e\u5bdf\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002.<\/p>","protected":false},"excerpt":{"rendered":"\u306f\u3058\u3081\u306b \u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3068\u4f1a\u8a71\u3057\u3001\u8cb4\u91cd\u306a\u60c5\u5831\u3092\u63d0\u4f9b\u3067\u304d\u308b\u3068\u60f3\u50cf\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u2026","protected":false},"author":1,"featured_media":15159,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_yoast_wpseo_focuskw":"\u0633\u0627\u062e\u062a \u06cc\u06a9 \u0686\u062a \u0628\u0627\u062a Full Stack","_yoast_wpseo_title":"","_yoast_wpseo_metadesc":"","_yoast_wpseo_canonical":"","_yoast_wpseo_opengraph-description":"","_yoast_wpseo_opengraph-image":"","_yoast_wpseo_twitter-description":"","_yoast_wpseo_twitter-image":"","_yoast_wpseo_focuskeywords":"","_yoast_wpseo_primary_category":"220","footnotes":""},"categories":[220,193],"tags":[366],"class_list":{"0":"post-15132","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-amazon","8":"category-tutorials","9":"tag-366"},"yoast_head":"\n
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