{"id":48544,"date":"2023-06-07T20:42:32","date_gmt":"2023-12-27T18:40:31","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e6%88%91%e5%b0%9d%e8%af%95%e5%9c%a8aws%e4%b8%8a%e5%88%9b%e5%bb%ba%e4%ba%86%e4%b8%80%e4%b8%aa%e7%94%a8%e4%ba%8e%e4%b8%9a%e5%8a%a1%e7%94%9f%e6%88%90%e7%9a%84ai-slack%e6%9c%ba%e5%99%a8%e4%ba%ba%e3%80%82\/"},"modified":"2024-04-30T07:46:56","modified_gmt":"2024-04-29T23:46:56","slug":"%e6%88%91%e5%b0%9d%e8%af%95%e5%9c%a8aws%e4%b8%8a%e5%88%9b%e5%bb%ba%e4%ba%86%e4%b8%80%e4%b8%aa%e7%94%a8%e4%ba%8e%e4%b8%9a%e5%8a%a1%e7%94%9f%e6%88%90%e7%9a%84ai-slack%e6%9c%ba%e5%99%a8%e4%ba%ba%e3%80%82","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e6%88%91%e5%b0%9d%e8%af%95%e5%9c%a8aws%e4%b8%8a%e5%88%9b%e5%bb%ba%e4%ba%86%e4%b8%80%e4%b8%aa%e7%94%a8%e4%ba%8e%e4%b8%9a%e5%8a%a1%e7%94%9f%e6%88%90%e7%9a%84ai-slack%e6%9c%ba%e5%99%a8%e4%ba%ba%e3%80%82\/","title":{"rendered":"\u6211\u5c1d\u8bd5\u5728AWS\u4e0a\u521b\u5efa\u4e86\u4e00\u4e2a\u7528\u4e8e\u4e1a\u52a1\u751f\u6210\u7684AI Slack\u673a\u5668\u4eba"},"content":{"rendered":"

\u6982\u8981\uff1a\u7b80\u8981\u6982\u62ec<\/h1>\n

\u8fd9\u662f AWS for Games Advent Calendar 2023 \u7b2c\u516b\u5929\u7684\u6587\u7ae0\u3002<\/p>\n

\u5f53\u5de5\u4f5c\u9047\u5230\u56f0\u96be\u65f6\uff0c\u6211\u60f3\u5411\u50cfChatGPT\u8fd9\u6837\u7684\u4eba\u5de5\u667a\u80fd\u8be2\u95ee\uff01<\/p>\n

\u867d\u7136\u8fd9\u6837\u8bf4\uff0c\u4f46\u6211\u8ba4\u4e3a\u5c06\u4e1a\u52a1\u6570\u636e\u8bfb\u53d6\u5230ChatGPT\u4e2d\u5728\u5b89\u5168\u65b9\u9762\u591a\u6570\u60c5\u51b5\u4e0b\u662f\u4e0d\u88ab\u5141\u8bb8\u7684\u3002
\n\u6240\u4ee5\uff01\u6211\u6253\u7b97\u4f7f\u7528\u63d0\u4f9b\u5b89\u5168\u63aa\u65bd\u7684AWS\u6765\u5f00\u53d1\u5de5\u5177\u3002<\/p>\n

\u8fd9\u7bc7\u6587\u7ae0\u662f\u4e00\u4f4d\u5e73\u65f6\u4e0d\u63a5\u89e6AI\u7684\u666e\u901a\u5de5\u7a0b\u5e08\u6839\u636e\u5404\u79cd\u8d44\u6599\u7f16\u5199\u800c\u6210\u3002<\/p>\n

\u6211\u6309\u7167\u7ec6\u5206\u7684\u6b65\u9aa4\u5b9e\u65bd\uff0c\u56e0\u6b64\u5982\u679c\u4f60\u53ef\u4ee5\u8ffd\u8e2a\u4e0b\u53bb\uff0c\u5c31\u53ef\u4ee5\u5728\u7406\u89e3\u7684\u57fa\u7840\u4e0a\u521b\u5efa\u4e00\u4e2a\u673a\u5668\u4eba\uff08\u771f\u597d\uff09\u3002\u4ee3\u7801\u6709\u70b9\u7cdf\u7cd5\uff0c\u8bf7\u5e2e\u5fd9\u91cd\u6784\u4e00\u4e0bmm\u3002<\/div>\n

\u8c03\u67e5<\/h1>\n

\u9996\u5148\uff0c\u6211\u67e5\u4e86\u4e00\u4e0b\u6709\u54ea\u4e9b\u670d\u52a1\u53ef\u7528\u3002<\/p>\n

AI \u751f\u6210\u7cfb\u7edf = \u9690\u55bb\u9053\u771f<\/h2>\n

\u542c\u8bf4Bedrock\u633a\u63a8\u8350\u7684\u3002
\n\u597d\u50cf\u5728\u9690\u79c1\u3001\u5408\u89c4\u548c\u5b89\u5168\u65b9\u9762\u8868\u73b0\u4e0d\u9519\u5462\uff08\u53ef\u80fd\u662f\u6211\u7406\u89e3\u9519\u8bef\uff09\u3002<\/p>\n

\u6839\u636e\u4e1a\u52a1\u5904\u7406\u7684\u4fe1\u606f\u7ed9\u51fa\u7b54\u6848\uff0c\u53ef\u4ee5\u5417\uff1f<\/h2>\n

\u5514\uff0c\u597d\u50cf\u5728 Kendra \u4e0a\u4f7f\u7528 Bedrock \u8fdb\u884c RAG\uff08\u53ec\u56de\u589e\u5f3a\u751f\u6210\uff09\u6548\u679c\u5f88\u4e0d\u9519\uff01\uff08\u4f46\u6211\u4e0d\u61c2\uff09<\/p>\n

\u203b\u5305\u62ecRAG\u5728\u5185\u7684\u8868\u8fbe\u771f\u662f\u633a\u96be\u7684\u5462\u3002\u3002\u56e0\u4e3a\u662f\u4e00\u79cd\u65b9\u6cd5\uff0c\u6240\u4ee5\u597d\u50cf\u53ef\u4ee5\u8bf4”\u8fdb\u884cRAG”\u5427..??<\/p>\n

\u987a\u4fbf\u8bf4\u4e00\u53e5\uff0c\u636e\u8bf4\u8fd8\u6709\u88ab\u53d1\u5e03\u7684Knowledge base\u4ee5\u53ca\u5bf9RAG\u7684\u9009\u62e9\u4e5f\u5728\u589e\u52a0\u3002
\n\u5e0c\u671b\u80fd\u628a\u4e1c\u4eac\u5730\u533a\u4e5f\u52a0\u5165\u8fdb\u6765\uff01<\/div>\n

\u6784\u6210\u6848 \u00e0n)<\/h1>\n

\u5728UI\u7684\u8bbe\u8ba1\u4e2d\u53ef\u80fd\u6709\u5404\u79cd\u4e0d\u540c\u7684\u53d8\u4f53\u3002<\/p>\n

    \n
  1. \n
      \u5728\u4e13\u7528\u7684\u7f51\u7ad9\u4e0a\u63d0\u95ee\u5e76\u5f97\u5230\u7b54\u6848\u3002<\/ol>\n<\/li>\n<\/ol>\n

      \u53ef\u80fd\u662f\u7528Amplify + Cognito + API Gateway + Lambda + Kendra + Bedrock\uff1f<\/p>\n

      \u901a\u8fc7Slack\u8fdb\u884c\u4ea4\u6d41\u3002<\/p>\n

      \u53ef\u80fd\u662f\u7528API Gateway + Lambda + Kendra + Bedrock\uff1f<\/p>\n

      \u203bLambda \u7684\u90e8\u5206\u53ef\u80fd\u6709\u5f88\u591a\u5176\u4ed6\u9009\u62e9\uff01<\/p>\n

      \u4e24\u8005\u770b\u8d77\u6765\u90fd\u5f88\u4e0d\u9519\uff0c\u4f46\u662f\u7531\u4e8e\u4e4b\u524d\u4e00\u76f4\u8ff7\u8ff7\u7cca\u7cca\u7684\uff0c\u6211\u6ca1\u6709\u5b8c\u6210\u8fd9\u7bc7\u6587\u7ae0\u7684\u4f59\u5730\uff01\uff08\u81ea\u4f5c\u81ea\u53d7\uff09\u6240\u4ee5\u6211\u4eec\u4f1a\u9009\u62e9\u76f8\u5bf9\u7b80\u5355\u7684\u65b9\u9488\uff0c\u5373\u901a\u8fc7Slack\u8fdb\u884c\u6c9f\u901a\u4ea4\u6d41\u6765\u8fdb\u884c\u3002<\/p>\n

      \u8bf7\u5c0f\u5fc3<\/h1>\n

      \u5982\u679c\u4f60\u6253\u7b97\u521b\u5efa\u548c\u4f7f\u7528\u8fd9\u4e9b\u670d\u52a1\uff0c\u8bf7\u6ce8\u610f\u6bcf\u4e2a\u670d\u52a1\u7684\u4f7f\u7528\u8d39\u7528\u3002\u5c24\u5176\u662f Kendra\uff0c\u56e0\u4e3a\u5b83\u662f\u4e00\u9879\u5546\u4e1a\u670d\u52a1\uff0c\u6240\u4ee5\u8d39\u7528\u8f83\u9ad8\u4e14\u6309\u91cf\u8ba1\u8d39\u3002\u8bf7\u786e\u4fdd\u5728\u4f7f\u7528\u4e4b\u524d\u68c0\u67e5\u4e0b\u9762\u7684\u8bf4\u660e\uff0c\u622a\u81f32023\u5e7412\u670806\u65e5\u3002<\/p>\n

      \u4f60\u53ef\u4ee5\u514d\u8d39\u5f00\u59cb\u4f7f\u7528Amazon Kendra\u5f00\u53d1\u8005\u7248\uff0c\u6700\u521d\u768430\u5929\u5185\u63d0\u4f9b\u6700\u591a750\u5c0f\u65f6\u7684\u514d\u8d39\u4f7f\u7528\u989d\u5ea6\u3002<\/div>\n

      \u8fdb\u884c\u5b9e\u65bd<\/h1>\n

      \u7531\u4e8e\u6253\u7b97\u4f7f\u7528Lambda\u548cAPI Gateway\uff0c\u56e0\u6b64\u6211\u8ba1\u5212\u5728\u8fd9\u91cc\u521b\u5efaGitHub\u5b58\u50a8\u5e93\uff0c\u5e76\u4f7f\u7528Terraform\u7ba1\u7406AWS\u8d44\u6e90\u3002
      \n*Kendra\u6570\u636e\u6e90\u76ee\u524dTerraform\u7684\u517c\u5bb9\u6027\u6709\u4e9b\u95ee\u9898\uff0c\u6240\u4ee5\u6211\u51b3\u5b9a\u624b\u52a8\u914d\u7f6e\u3002
      \n*Terraform\u4f7f\u7528\u7684IAM\u524d\u63d0\u662f\u672c\u5730\u5b58\u5728\u7684\u3002<\/p>\n

      \u521b\u5efa\u9879\u76ee<\/h2>\n

      \u7531\u4e8e\u4f7f\u7528\u4e86Bedrock\u548cKendra\uff0c\u56e0\u6b64\u6211\u5c06\u79f0\u4e4b\u4e3aBot”.bks=(Bedrock Kendra System)”\u3002
      \n*\u5982\u679c\u60a8\u8fdb\u884c\u6d4b\u8bd5\uff0c\u8bf7\u4f7f\u7528\u4e0d\u540c\u7684\u540d\u79f0\uff0c\u8fd9\u6837\u53ef\u4ee5\u907f\u514d\u4e0eS3\u5b58\u50a8\u6876\u540d\u79f0\u91cd\u590d\uff0c\u4ece\u800c\u66f4\u52a0\u987a\u5229\u3002<\/p>\n

      \u9996\u5148\uff0c\u8ba9\u6211\u4eec\u51c6\u5907\u597dTerraform\uff01<\/p>\n

      mkdir <\/span>bks\r\ncd <\/span>bks\r\nmkdir <\/span>terraform # \u632f\u308a\u8fd4\u308b\u3068\u3053\u306e\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3044\u3089\u3093\u304b\u3063\u305f...<\/span>\r\ntouch <\/span>terraform\/provider.tf\r\n<\/code><\/pre>\n
      Terraform \u63d0\u4f9b\u5668\u8bbe\u7f6e<\/h3>\n
      \u203b\u7531\u4e8e\u6211\u4eec\u5c06\u5728staging\u73af\u5883\u8fdb\u884c\u6d4b\u8bd5\uff0c\u56e0\u6b64\u5728\u6b64\u5904\u79f0\u4e4b\u4e3astaging\uff0c\u4f46\u60a8\u53ef\u4ee5\u6839\u636e\u9700\u8981\u8fdb\u884c\u66f4\u6539\u3002<\/p>\n
      \u4ee5\u4e0b\u662fTerraform\u7684\u4ee3\u7801\uff1aterraform\/provider.tf
      \nterraform {
      \nrequired_version = “>=1.3.5”
      \nrequired_providers {
      \naws = {
      \nsource = “hashicorp\/aws”
      \nversion = “~>5.22.0”
      \n}
      \n}
      \n# \u5c06tfstate\u4fdd\u5b58\u5230S3\uff08https:\/\/developer.hashicorp.com\/terraform\/language\/settings\/backends\/s3\uff09
      \nbackend “s3” {
      \nbucket = “bks-tfstate-staging” # \u9700\u8981\u6839\u636e\u5b9e\u9645\u60c5\u51b5\u8fdb\u884c\u66f4\u6539\u3002
      \nkey = “bks.tfstate” # \u9700\u8981\u6839\u636e\u5b9e\u9645\u60c5\u51b5\u8fdb\u884c\u66f4\u6539\u3002
      \nregion = “ap-northeast-1” # \u5982\u679c\u6ca1\u6709\u8981\u6c42\uff0c\u4e0d\u4e00\u5b9a\u975e\u5f97\u662f\u4e1c\u4eac\u3002
      \nprofile = “terraform” # \u9700\u8981\u6839\u636e\u5b9e\u9645\u60c5\u51b5\u8fdb\u884c\u66f4\u6539\u3002
      \n}
      \n}<\/p>\n
      # —————————–
      \n# Provider
      \n# —————————–
      \nprovider “aws” {
      \nprofile = “terraform” # \u9700\u8981\u6839\u636e\u5b9e\u9645\u60c5\u51b5\u8fdb\u884c\u66f4\u6539\u3002
      \nregion = “ap-northeast-1”<\/p>\n
      default_tags {
      \ntags = {
      \nEnv = “stg” # \u9700\u8981\u6839\u636e\u5b9e\u9645\u60c5\u51b5\u8fdb\u884c\u66f4\u6539\u3002
      \nSystem = “bks” # \u9700\u8981\u6839\u636e\u5b9e\u9645\u60c5\u51b5\u8fdb\u884c\u66f4\u6539\u3002
      \n}
      \n}
      \n}<\/p>\n<\/details>\n
      \u5c06tfstate\u6587\u4ef6\u4fdd\u5b58\u5728S3\u4e0a\u3002<\/h3>\n
      \u8bf7\u968f\u610f\u521b\u5efa\u3002<\/p>\n
      terraform \u7684\u521d\u59cb\u5904\u7406<\/h3>\n
      # `terraform` \u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3067\u5b9f\u884c<\/span>\r\n# cd terraform<\/span>\r\nterraform init\r\n<\/code><\/pre>\n
      \u5c06\u6570\u636e\u653e\u5165Kendra<\/h2>\n
      \u521b\u5efaKendra\u6307\u6570<\/h3>\n
      \"Amazon_Kendra___ap-northeast-1.png\"<\/div>\n
      \u4f7f\u7528Terraform\u521b\u5efaKendra\u7d22\u5f15\u3002<\/h3>\n
      \u4f7f\u7528Terraform\u6267\u884c\uff0c\u4f46\u5b9e\u9645\u4e0a\u6240\u505a\u7684\u51e0\u4e4e\u7b49\u540c\u4e8e\u5728\u63a7\u5236\u53f0\u4e0a\u4f7f\u7528\u9ed8\u8ba4\u8bbe\u7f6e\u521b\u5efa\u3002<\/p>\n
      # \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30eb\u30fc\u30c8\u3067\u5b9f\u884c<\/span>\r\ntouch <\/span>terraform\/main.tf\r\ntouch <\/span>terraform\/variables.tf\r\nmkdir<\/span> -p<\/span> terraform\/modules\/kendra\r\ntouch <\/span>terraform\/modules\/kendra\/main.tf\r\ntouch <\/span>terraform\/modules\/kendra\/variables.tf\r\n<\/code><\/pre>\n
      Terraform \u4ee3\u7801\u94fe\u63a5\u5982\u4e0b\uff1aterraform\/main.tf
      \ndata “aws_caller_identity” “current” {}
      \ndata “aws_region” “current” {}<\/p>\n
      module “kendra” {
      \nsource = “.\/modules\/kendra”
      \naccount_id = data.aws_caller_identity.current.account_id
      \nregion_name = data.aws_region.current.name
      \nservice_name = var.service_name
      \nenvironment = var.environment
      \nretention_in_days = var.retention_in_days
      \n}<\/p>\n
      terraform\/variables.tf
      \nvariable “service_name” {
      \ntype = string
      \ndefault = “bks”
      \n}<\/p>\n
      variable “environment” {
      \ntype = string
      \ndefault = “stg”
      \n}<\/p>\n
      variable “retention_in_days” {
      \ntype = number
      \ndefault = 1
      \n}<\/p>\n
      terraform\/modules\/kendra\/main.tf
      \n# —————————–
      \n# Kendra \u7d22\u5f15
      \n# —————————–
      \nresource “aws_kendra_index” “bks_kendra” {
      \nname = “bks”
      \nedition = “DEVELOPER_EDITION”
      \nrole_arn = aws_iam_role.bks_kendra.arn
      \n}<\/p>\n
      # —————————–
      \n# Kendra \u7d22\u5f15 IAM \u89d2\u8272
      \n# —————————–
      \nresource “aws_iam_role” “bks_kendra” {
      \nname = “${var.service_name}-${var.environment}-kendra-index”
      \nassume_role_policy = data.aws_iam_policy_document.kendra_assume_role.json
      \n}<\/p>\n
      \/\/ \u89d2\u8272\u626e\u6f14
      \ndata “aws_iam_policy_document” “kendra_assume_role” {
      \nstatement {
      \nactions = [“sts:AssumeRole”]
      \neffect = “Allow”<\/p>\n
      principals {
      \nidentifiers = [“kendra.amazonaws.com”]
      \ntype = “Service”
      \n}
      \n}
      \n}<\/p>\n
      # \u4e0e\u7b56\u7565\u5173\u8054
      \nresource “aws_iam_role_policy_attachment” “bks_kendra” {
      \nrole = aws_iam_role.bks_kendra.name
      \npolicy_arn = aws_iam_policy.bks_kendra.arn
      \n}<\/p>\n
      # \u7b56\u7565
      \nresource “aws_iam_policy” “bks_kendra” {
      \nname = “${var.service_name}-${var.environment}-kendra-index-policy”
      \npolicy = data.aws_iam_policy_document.bks_kendra.json
      \n}
      \ndata “aws_iam_policy_document” “bks_kendra” {
      \nstatement {
      \neffect = “Allow”
      \nactions = [“cloudwatch:PutMetricData”]<\/p>\n
      resources = [“*”]
      \ncondition {
      \ntest = “StringEquals”
      \nvalues = [“Kendra”]
      \nvariable = “cloudwatch:namespace”
      \n}
      \n}
      \nstatement {
      \neffect = “Allow”
      \nactions = [“logs:CreateLogGroup”]
      \nresources = [“arn:aws:logs:${var.region_name}:${var.account_id}:log-group:\/aws\/kendra\/*”]
      \n}<\/p>\n
      statement {
      \neffect = “Allow”
      \nactions = [
      \n“logs:DescribeLogStreams”,
      \n“logs:CreateLogStream”,
      \n“logs:PutLogEvents”
      \n]
      \nresources = [“arn:aws:logs:${var.region_name}:${var.account_id}:log-group:\/aws\/kendra\/*:log-stream:*”]
      \n}<\/p>\n
      statement {
      \neffect = “Allow”
      \nactions = [“logs:DescribeLogGroups”]
      \nresources = [“*”]
      \n}
      \n}<\/p>\n
      # —————————–
      \n# \u65e5\u5fd7
      \n# —————————–
      \nresource “aws_cloudwatch_log_group” “bks_kendra” {
      \nname = “\/aws\/kendra\/${aws_kendra_index.bks_kendra.id}”
      \nretention_in_days = var.retention_in_days
      \n}<\/p>\n
      terraform\/modules\/kendra\/variables.tf
      \nvariable “account_id” {
      \ntype = string
      \n}<\/p>\n
      variable “region_name” {
      \ntype = string
      \n}<\/p>\n
      variable “service_name” {
      \ntype = string
      \n}<\/p>\n
      variable “environment” {
      \ntype = string
      \n}<\/p>\n
      variable “retention_in_days” {
      \ntype = number
      \n}<\/p>\n<\/details>\n
      \u5728\u6267\u884c\u4e4b\u524d\uff0c\u8bf7\u786e\u8ba4\u5dee\u5f02\uff01<\/p>\n
      terraform init # \u30e2\u30b8\u30e5\u30fc\u30eb\u8ffd\u52a0\u5f8c\u306e1\u56de\u76ee\u306f\u5fc5\u8981\uff01<\/span>\r\nterraform plan\r\n# \u3088\u3051\u308c\u3070<\/span>\r\nterraform apply \r\n# \u3053\u3053\u3067\u307b\u3093\u307e\u306b\u30c7\u30d7\u30ed\u30a4\u3059\u308b\uff1f\u3068\u805e\u304b\u308c\u308b\u306e\u3067\u3001 yes \u3068\u7b54\u3048\u305f\u3089\u30c7\u30d7\u30ed\u30a4\u3055\u308c\u307e\u3059\u3002<\/span>\r\n<\/code><\/pre>\n
      \u56e0\u4e3a\u542c\u8bf4\u8981\u82b1\u5927\u7ea630\u5206\u949f\u65f6\u95f4\u624d\u80fd\u5b8c\u6210\uff0c\u6240\u4ee5\u6211\u4f1a\u5728\u8fd9\u91cc\u7b49\u5f85\u3002<\/p>\n
      \u521b\u5efaKendra\u6570\u636e\u6e90<\/h3>\n
      \u8bf7\u5728\u4e0b\u9762\u7684\u9009\u9879\u4e2d\u9009\u62e9\u521b\u5efa\u7684\u7d22\u5f15\uff0c\u7136\u540e\u6dfb\u52a0\u6570\u636e\u6e90\u3002
      \n\u7531\u4e8e Terraform \u7684\u652f\u6301\u53ef\u80fd\u8fd8\u4e0d\u7a33\u5b9a\uff0c\u6240\u4ee5\u8ba9\u6211\u4eec\u4ece\u63a7\u5236\u53f0\u8fdb\u884c\u64cd\u4f5c\u5427\uff01<\/p>\n
      \u6211\u5c06\u6307\u5b9a\u6211\u4eec\u7684\u516c\u53f8\u7f51\u7ad9\u3002<\/p>\n
      \"Amazon_Kendra___ap-northeast-1.png\"<\/div>\n
        \n
      • \n
          Data source name: homepage<\/ul>\n<\/li>\n<\/ul>\n
          Default language: Japanese(ja)<\/p>\n
          Source URLs: (\u305d\u308c\u305e\u308c\u30af\u30ed\u30fc\u30eb\u3057\u3066\u3082\u826f\u3044URL\u3092\u6307\u5b9a\u3057\u3066\u4e0b\u3055\u3044)<\/p>\n
          IAM role: Create a new role(Recommended)<\/p>\n
          Role name: AmazonKendra-(\u30b5\u30a4\u30c8\u540d\u3068\u304b) (\u4efb\u610f)
          \nFrequency: Run on demand<\/p>\n
          \u5728\u6b64\u6b21\u4e2d\uff0c\u6211\u4eec\u9009\u62e9\u624b\u52a8\u83b7\u53d6\u6570\u636e\u7684\u65b9\u5f0f\u6765\u8fdb\u884c\u8bd5\u9a8c\uff0c\u5c3d\u7ba1\u901a\u8fc7\u8bbe\u7f6e\u9891\u7387\u53ef\u4ee5\u5b9e\u73b0\u81ea\u52a8\u6570\u636e\u66f4\u65b0\u3002<\/p>\n
          \u5c06Kendra\u7684\u6570\u636e\u6e90\u4e0e\u540c\u6b65\u3002<\/h3>\n
          \"Amazon_Kendra___ap-northeast-1.png\"<\/div>\n
          \u56e0\u4e3a\u9700\u8981\u51e0\u5206\u949f\u5230\u5341\u51e0\u5206\u949f\u7684\u65f6\u95f4\uff0c\u6240\u4ee5\u6211\u4f1a\u8010\u5fc3\u7b49\u5f85\u3002<\/p>\n
          \u5982\u679c\u60a8\u662f\u624b\u52a8\u8bbe\u7f6e\u7684\u8bdd\uff0c\u6211\u8ba4\u4e3a\u5728CloudWatch\u4e2d\u4f1a\u521b\u5efa\u4e00\u4e2a\u540d\u4e3a\/aws\/kendra\/(kendra index \u7684 id)\u7684\u65e5\u5fd7\u7ec4\uff0c\u5982\u679c\u60f3\u8981\u66f4\u6539\u4fdd\u7559\u671f\u9650\uff0c\u8bf7\u8fdb\u884c\u76f8\u5e94\u7684\u8bbe\u7f6e\u3002
          \n\uff08\u4e3a\u4e86\u65b9\u4fbf\u8fa8\u8bc6\u65e5\u5fd7\u7ec4\u540d\u79f0\uff0c\u5e0c\u671b\u4e0d\u8981\u4f7f\u7528ID\uff0c\u800c\u662f\u4f7f\u7528\u552f\u4e00\u7684Name\u6765\u521b\u5efa…\uff09<\/div>\n
          \u5728Kendra\u4e2d\u8fdb\u884c\u6570\u636e\u641c\u7d22\u7684\u64cd\u4f5c\u786e\u8ba4<\/h3>\n
          \"Amazon_Kendra___ap-northeast-1.png\"<\/div>\n
          \"Cursor_\u3068_Amazon_Kendra___ap-northeast-1.png\"<\/div>\n
          \u8ba9\u6211\u4eec\u8bd5\u7740\u641c\u7d22\u4e00\u4e0b\u5427\uff01
          \n\u203b\u6211\u5fd8\u8bb0\u4e0a\u4f20\u56fe\u7247\u4e86…<\/p>\n
          \u505a\u5f97\u5f88\u597d\u554a\uff01<\/p>\n
          \u4f7f\u7528Bedrock<\/h2>\n
          \u6fc0\u6d3bClaude Instant\u3002<\/h3>\n
          \u6211\u5bf9\u8fd9\u4e2a\u6a21\u578b\u4e0d\u592a\u4e86\u89e3\uff0c\u4f46\u8fd9\u6b21\u6211\u5c06\u4f7f\u7528\u5b98\u65b9\u6559\u7a0b\u6240\u4ecb\u7ecd\u7684Claude Instant\u3002<\/p>\n
          \u5728Amazon Bedrock\u4e0a\u8fdb\u884c\u641c\u7d22
          \n\u70b9\u51fb\u4fa7\u8fb9\u680f\u7684\u6a21\u578b\u8bbf\u95ee
          \n\u70b9\u51fb\u53f3\u4e0a\u89d2\u7684\u7ba1\u7406\u6a21\u578b\u8bbf\u95ee
          \n\u52fe\u9009\u5e76\u4fdd\u5b58\u66f4\u6539\u5373\u53ef\u542f\u7528\u3002<\/p>\n
          \u5982\u679c\u88ab\u95ee\u5230\u4f7f\u7528\u6848\u4f8b\uff0c\u8bf7\u6839\u636e\u9700\u8981\u586b\u5199\u3002
          \n\u82f1\u8bed\u5e76\u4e0d\u9700\u8981\u90a3\u4e48\u51c6\u786e\uff0c\u597d\u50cf\u4e5f\u6ca1\u5173\u7cfb\u3002<\/p>\n
          \"Amazon_Bedrock___ap-northeast-1.png\"<\/div>\n
          \u5c1d\u8bd5\u4e0eBedrock\u8fdb\u884c\u5bf9\u8bdd<\/h3>\n
          \u9996\u5148\u6211\u4eec\u6765\u8bd5\u7528\u4e00\u4e0b\u3002<\/p>\n
          \u5728\u4fa7\u8fb9\u680f\u4e2d\u9009\u62e9\u201cChat\u201d\uff0c\u7136\u540e\u4ece\u201cSelect model\u201d\u4e2d\u9009\u62e9Anthropic\u7684Claude Instant 1.2\u3002<\/p>\n
          \"Amazon_Bedrock___ap-northeast-1.png\"<\/div>\n
          \u73b0\u5728\u6211\u60f3\u5728 Kendra \u4e0a\u8fd0\u884c RAG\uff0c\u4f46\u662f\u6211\u60f3\u5feb\u901f\u786e\u8ba4\u4e00\u4e0b\u662f\u5426\u53ef\u4ee5\u4f7f\u7528 Bedrock\uff0c\u4f60\u77e5\u9053\u5417\uff1f<\/p>\n
          \"Amazon_Bedrock___ap-northeast-1.png\"<\/div>\n
          \u770b\u6765\u9700\u8981\u4ee3\u7801\u5462\u3002
          \n\u5373\u4f7f\u6ca1\u6709 RAG\uff0c\u5b83\u4f3c\u4e4e\u4e5f\u80fd\u7ed9\u51fa\u5f88\u597d\u7684\u7b54\u6848\u3002\u592a\u68d2\u4e86\uff01<\/p>\n
          \u4f7f\u7528Bedrock\u66ff\u4ee3Lambda<\/h2>\n
          \u56e0\u4e3a\u5f53Kendra\u8fde\u63a5\u7a81\u7136\u65e0\u6cd5\u8fd0\u884c\u65f6\uff0c\u6211\u4f1a\u611f\u5230\u7d27\u5f20\uff0c\u6240\u4ee5\u9996\u5148\u6211\u5c06\u5c1d\u8bd5\u521b\u5efa\u4e00\u4e2a\u6765\u81eaBedrock\u7684Lambda\u56de\u7b54\u3002
          \n\u203b\u6839\u636e\u53c2\u8003\u7f51\u7ad9\u7f16\u5199\uff0c\u4f46\u6211\u5f88\u5c11\u5199Python\uff0c\u6240\u4ee5\u4e00\u4e9b\u5730\u65b9\u53ef\u80fd\u6709\u6240\u4e0d\u5f53\u3002<\/p>\n
          \u5f15\u7528:<\/p>\n
            \n
          • \n
              https:\/\/dev.classmethod.jp\/articles\/terraform-lambda-deployment\/<\/ul>\n<\/li>\n<\/ul>\n
               <\/p>\n
                \n
              • \n
                  https:\/\/zenn.dev\/not75743\/articles\/7a7d3a2fc7e788<\/ul>\n<\/li>\n<\/ul>\n
                   <\/p>\n
                    \n
                  • \n
                      https:\/\/www.insurtechlab.net\/use_amazon_bedrock\/<\/ul>\n<\/li>\n<\/ul>\n
                       <\/p>\n
                        https:\/\/dev.classmethod.jp\/articles\/invoke-bedrock-form-lambda-function\/<\/ul>\n
                        \u521b\u5efa Lambda<\/h3>\n
                        \u6211\u89c9\u5f97\u6ca1\u6709\u5fc5\u8981\u5206\u6210\u6a21\u5757\uff0c\u4f46\u7531\u4e8e\u4e4b\u524d\u4f7f\u7528\u4e86Kendra\u628a\u5b83\u5206\u5f00\u4e86\uff0c\u6240\u4ee5\u8fd8\u662f\u5206\u5f00\u5427\u3002
                        \n\u203b\u56de\u5934\u770b\u7684\u8bdd\uff0c\u80af\u5b9a\u662f\u4e0d\u9700\u8981\u5206\u5f00\u7684\u3002<\/p>\n
                        # `terraform` \u3067\u5b9f\u884c<\/span>\r\n# cd terraform<\/span>\r\ntouch <\/span>main.tf\r\ntouch <\/span>variables.tf\r\n\r\nmkdir<\/span> -p<\/span> modules\/lambda\r\ntouch <\/span>modules\/lambda\/main.tf\r\ntouch <\/span>modules\/lambda\/variables.tf\r\ntouch <\/span>modules\/lambda\/build-lambda.sh\r\nchmod <\/span>755 modules\/lambda\/build-lambda.sh\r\n<\/code><\/pre>\n
                        \u8fd9\u91cc\u662f\u4ee3\u7801
                        \n\u4e00\u8d77\u7f16\u8f91\u4e4b\u540e\u53d8\u6210\u4e86\u8fd9\u6837\u3002terraform\/main.tf
                        \ndata “aws_caller_identity” “current” {}
                        \ndata “aws_region” “current” {}<\/p>\n
                        module “kendra” {
                        \nsource = “.\/modules\/kendra”
                        \naccount_id = data.aws_caller_identity.current.account_id
                        \nregion_name = data.aws_region.current.name
                        \nservice_name = var.service_name
                        \nenvironment = var.environment
                        \nretention_in_days = var.retention_in_days
                        \n}<\/p>\n
                        module “lambda” {
                        \nsource = “.\/modules\/lambda”
                        \nservice_name = var.service_name
                        \nenvironment = var.environment
                        \nretention_in_days = var.retention_in_days
                        \n}<\/p>\n
                        terraform\/variables.tf
                        \nvariable “service_name” {
                        \ntype = string
                        \ndefault = “bks”
                        \n}<\/p>\n
                        variable “environment” {
                        \ntype = string
                        \ndefault = “stg”
                        \n}<\/p>\n
                        variable “retention_in_days” {
                        \ntype = number
                        \ndefault = 1
                        \n}<\/p>\n
                        terraform\/modules\/lambda\/main.tf
                        \nresource “null_resource” “run_script” {
                        \ntriggers = {
                        \nfile_hashes = jsonencode({
                        \nfor fn in fileset(“${path.module}\/src”, “**”) :
                        \nfn => filesha256(“${path.module}\/src\/${fn}”)
                        \n})
                        \n}<\/p>\n
                        provisioner “local-exec” {
                        \ncommand = “${path.module}\/build-lambda.sh”
                        \n}
                        \n}<\/p>\n
                        # —————————–
                        \n# Lambda\u5c42
                        \n# —————————–
                        \ndata “archive_file” “layer_zip” {
                        \ndepends_on = [
                        \nnull_resource.run_script
                        \n]
                        \ntype = “zip”
                        \nsource_dir = “${path.module}\/build\/layer”
                        \noutput_path = “${path.module}\/build\/layer.zip”
                        \n}<\/p>\n
                        resource “aws_lambda_layer_version” “bks_lambda” {
                        \nlayer_name = “${var.service_name}_${var.environment}_bks_lambda”
                        \nfilename = data.archive_file.layer_zip.output_path
                        \nsource_code_hash = data.archive_file.layer_zip.output_base64sha256
                        \n}<\/p>\n
                        # —————————–
                        \n# \u4f7f\u7528Kendra\u7ed3\u679c\u8c03\u7528Bedrock\u7684Lambda\u4ee3\u7801
                        \n# —————————–
                        \ndata “archive_file” “bks_lambda” {
                        \ndepends_on = [
                        \nnull_resource.run_script
                        \n]
                        \ntype = “zip”
                        \nsource_dir = “${path.module}\/build\/function”
                        \noutput_path = “${path.module}\/build\/function.zip”
                        \n}<\/p>\n
                        resource “aws_lambda_function” “bks_lambda” {
                        \nfunction_name = “${var.service_name}-${var.environment}-bks-lambda”
                        \nfilename = data.archive_file.bks_lambda.output_path
                        \nhandler = “main.handler”
                        \nruntime = “python3.10”
                        \nsource_code_hash = data.archive_file.bks_lambda.output_base64sha256
                        \ntimeout = 10
                        \nlayers = [aws_lambda_layer_version.bks_lambda.arn]
                        \nrole = aws_iam_role.bks_lambda.arn<\/p>\n
                        environment {
                        \nvariables = {
                        \nKENDRA_INDEX_ID = var.kendra_index_id
                        \n}
                        \n}
                        \n}<\/p>\n
                        # —————————–
                        \n# IAM
                        \n# —————————–
                        \nresource “aws_iam_role” “bks_lambda” {
                        \nname = “${var.service_name}-${var.environment}-bks-lambda”
                        \nassume_role_policy = data.aws_iam_policy_document.lambda_assume_role.json
                        \n}<\/p>\n
                        # \u4fe1\u4efb\u7b56\u7565
                        \ndata “aws_iam_policy_document” “lambda_assume_role” {
                        \nstatement {
                        \nactions = [“sts:AssumeRole”]
                        \neffect = “Allow”<\/p>\n
                        principals {
                        \nidentifiers = [“lambda.amazonaws.com”]
                        \ntype = “Service”
                        \n}
                        \n}
                        \n}<\/p>\n
                        # \u4e0e\u7b56\u7565\u5173\u8054
                        \nresource “aws_iam_role_policy_attachment” “lambda_bedrock” {
                        \nrole = aws_iam_role.bks_lambda.name
                        \npolicy_arn = aws_iam_policy.lambda_bedrock.arn
                        \n}<\/p>\n
                        # \u7b56\u7565
                        \nresource “aws_iam_policy” “lambda_bedrock” {
                        \nname = “${var.service_name}-${var.environment}-bks-lambda-policy”
                        \npolicy = data.aws_iam_policy_document.lambda_bedrock.json
                        \n}
                        \ndata “aws_iam_policy_document” “lambda_bedrock” {
                        \nversion = “2012-10-17”
                        \nstatement {
                        \neffect = “Allow”
                        \nactions = [
                        \n“logs:CreateLogGroup”,
                        \n“logs:CreateLogStream”,
                        \n“logs:PutLogEvents”
                        \n]
                        \nresources = [
                        \naws_cloudwatch_log_group.bks_lambda.arn,
                        \n“${aws_cloudwatch_log_group.bks_lambda.arn}:*”
                        \n]
                        \n}<\/p>\n
                        statement {
                        \neffect = “Allow”
                        \nactions = [
                        \n“bedrock:*”,
                        \n]
                        \nresources = [“*”]
                        \n}
                        \n}<\/p>\n
                        # —————————–
                        \n# log
                        \n# —————————–
                        \nresource “aws_cloudwatch_log_group” “bks_lambda” {
                        \nname = “\/aws\/lambda\/${aws_lambda_function.bks_lambda.function_name}”
                        \nretention_in_days = var.retention_in_days
                        \n}<\/p>\n
                        terraform\/modules\/lambda\/variables.tf
                        \nvariable “service_name” {
                        \ntype = string
                        \n}<\/p>\n
                        variable “environment” {
                        \ntype = string
                        \n}<\/p>\n
                        variable “retention_in_days” {
                        \ntype = number
                        \n}<\/p>\n
                        terraform\/modules\/lambda\/build-lambda.sh
                        \n#!\/usr\/bin\/env bash<\/p>\n
                        cd `dirname $0`<\/p>\n
                        if [ -d build ]; then
                        \nrm -rf build
                        \nfi<\/p>\n
                        # \u91cd\u65b0\u521b\u5efa\u6784\u5efa\u76ee\u5f55
                        \nmkdir -p build\/function\/ build\/layer\/<\/p>\n
                        # \u590d\u5236\u6e90\u6587\u4ef6
                        \necho “\u590d\u5236\u6e90\u6587\u4ef6”
                        \ncp -r src\/ build\/function<\/p>\n
                        # \u6253\u5305Python\u5e93
                        \necho “\u6253\u5305Python\u5e93”
                        \npip3 install -r requirements.txt -t build\/layer\/python<\/p>\n
                        # \u5728\u6784\u5efa\u76ee\u5f55\u4e2d\u5220\u9664pycache
                        \nfind build -type f | grep -E “(__pycache__|\\.pyc|\\.pyo$)” | xargs rm<\/p>\n
                        terraform\/modules\/lambda\/src\/main.py
                        \nimport boto3
                        \nimport json<\/p>\n
                        bedrock_runtime = boto3.client(‘bedrock-runtime’, region_name=’ap-northeast-1′)<\/p>\n
                        def handler(event, _):
                        \n# \u83b7\u53d6\u8981\u8bbe\u7f6e\u5728\u63d0\u793a\u4e2d\u7684\u5185\u5bb9
                        \nprompt = event.get(‘prompt’)<\/p>\n
                        # \u6307\u5b9a\u5404\u79cd\u53c2\u6570
                        \nmodel_id = ‘anthropic.claude-instant-v1’
                        \naccept = ‘application\/json’
                        \ncontent_type = ‘application\/json’<\/p>\n
                        # \u6307\u5b9a\u8bf7\u6c42BODY
                        \nbody = json.dumps({
                        \n“prompt”: f”\\n\\nHuman: ${prompt}.\\\\n\\\\nAssistant:”,
                        \n“max_tokens_to_sample”: 300,
                        \n“temperature”: 0.8,
                        \n“top_p”: 0.999,
                        \n“top_k”: 250,
                        \n“stop_sequences”: [“\\\\n\\\\nHuman:”],
                        \n“anthropic_version”: “bedrock-2023-05-31”
                        \n})<\/p>\n
                        # \u8c03\u7528Bedrock API
                        \nresponse = bedrock_runtime.invoke_model(
                        \nmodelId=model_id,
                        \naccept=accept,
                        \ncontentType=content_type,
                        \nbody=body
                        \n)
                        \n# \u4eceAPI\u54cd\u5e94\u4e2d\u63d0\u53d6BODY
                        \nresponse_body = json.loads(response.get(‘body’).read())
                        \n# \u4ece\u54cd\u5e94BODY\u4e2d\u63d0\u53d6\u54cd\u5e94\u6587\u672c
                        \noutputText = response_body.get(‘completion’)
                        \nprint(outputText)<\/p>\n<\/details>\n
                        \u4e3aLambda\u5c42\u505a\u51c6\u5907\u5de5\u4f5c\u3002
                        \n\u6211\u4f1a\u4f7f\u7528venv\u505a\u4e00\u4e9b\u51c6\u5907\u5de5\u4f5c\u3002<\/p>\n
                        # terraform\/modules\/lambda \u3067\u5b9f\u884c<\/span>\r\npython3 -m<\/span> venv venv # \u4e00\u5ea6\u3060\u3051\u3067OK<\/span>\r\nsource <\/span>venv\/bin\/activate # \u4eee\u60f3\u74b0\u5883\u3092\u6709\u52b9\u5316(\u7121\u52b9\u306b\u3057\u305f\u5f8c\u306f\u90fd\u5ea6\u5b9f\u884c)<\/span>\r\npip install <\/span>boto3\r\npip freeze ><\/span> requirements.txt\r\n<\/code><\/pre>\n
                        \u8ba9\u6211\u4eec\u90e8\u7f72\u4e00\u4e0b\u5427\uff01<\/p>\n
                        terraform init\r\nterraform plan\r\n# \u3053\u306e\u6bb5\u968e\u3067\u306f`terraform\/lambda\/build` \u306b\u30d5\u30a1\u30a4\u30eb\u3067\u304d\u3066\u3044\u307e\u305b\u3093<\/span>\r\nterraform apply\r\n# \u3053\u3053\u3067 yes \u3068\u3059\u308b\u3068 build \u306b\u30d5\u30a1\u30a4\u30eb\u304c\u751f\u6210\u3055\u308c\u3066\u30c7\u30d7\u30ed\u30a4\u3055\u308c\u308b\u306f\u305a\u3067\u3059\u3002<\/span>\r\n<\/code><\/pre>\n
                        \u592a\u68d2\u4e86\uff0c\u4f60\u6210\u529f\u4e86\uff01<\/p>\n
                        \u4eceAWS\u63a7\u5236\u53f0\u6d4b\u8bd5Lambda<\/h3>\n
                        \"bks-stg-bks-lambda_-_Lambda.png\"<\/div>\n
                        \"Cursor_\u3068_bks-stg-bks-lambda_-_Lambda.png\"<\/div>\n
                        \u6211\u5df2\u7ecf\u786e\u8ba4\u4e86\u901a\u8fc7Lambda\u53ef\u4ee5\u8c03\u7528Bedrock\uff01<\/p>\n
                        \u7528Kendra\u6267\u884cRAG\u6765\u8c03\u7528Bedrock\u3002<\/h2>\n
                        \u63a5\u4e0b\u6765\u6211\u4eec\u8ba9Bedrock\u6839\u636eKendra\u7684\u4fe1\u606f\u6765\u56de\u7b54\u5427\uff01<\/p>\n
                        \u7f16\u8f91Lambda\u4ee3\u7801<\/h3>\n
                        \u8bf7\u53c2\u8003\u4ee5\u4e0b\u9009\u9879\uff1a<\/p>\n
                          https:\/\/dev.classmethod.jp\/articles\/amazon-bedrock-kendra-lambda-rag\/<\/ul>\n
                          \u7531\u4e8e\u53c2\u8003\u7f51\u7ad9\u975e\u5e38\u51fa\u8272\uff0c\u6240\u4ee5\u6211\u7acb\u5373\u5f00\u59cb\u7f16\u5199\u4ee3\u7801\u3002<\/p>\n
                          \u4e0b\u9762\u662f\u4ee3\u7801\uff1a\u770b\u8d77\u6765\u8981\u4f7f\u7528Kendra\u7d22\u5f15ID\uff0c\u56e0\u6b64\u5728\u6a21\u5757\u4e4b\u95f4\u8fdb\u884c\u4f20\u9012\u3002
                          \ntouch terraform\/modules\/kendra\/outputs.tf<\/p>\n
                          terraform\/modules\/kendra\/outputs.tf
                          \noutput “kendra_index_id” {
                          \nvalue = aws_kendra_index.bks_kendra.id
                          \n}<\/p>\n
                          terraform\/modules\/lambda\/variables.tf
                          \n— a\/terraform\/modules\/lambda\/variables.tf
                          \n+++ b\/terraform\/modules\/lambda\/variables.tf
                          \nvariable “retention_in_days” {
                          \ntype = number
                          \n}
                          \n+
                          \n+variable “kendra_index_id” {
                          \n+ type = string
                          \n+}<\/p>\n
                          terraform\/modules\/lambda\/main.tf
                          \ntimeout = 10
                          \nlayers = [aws_lambda_layer_version.bks_lambda.arn]
                          \nrole = aws_iam_role.bks_lambda.arn
                          \n+
                          \n+ environment {
                          \n+ variables = {
                          \n+ KENDRA_INDEX_ID = var.kendra_index_id
                          \n+ }
                          \n+ }
                          \n}<\/p>\n
                          +# \u4e3a\u4e86\u4f7f\u7528Kendra\u8fdb\u884c\u9644\u52a0
                          \n+resource “aws_iam_role_policy_attachment” “lambda_kendra” {
                          \n+ role = aws_iam_role.bks_lambda.name
                          \n+ policy_arn = data.aws_iam_policy.kendra_full_access.arn
                          \n+}
                          \n+
                          \n+data “aws_iam_policy” “kendra_full_access” {
                          \n+ arn = “arn:aws:iam::aws:policy\/AmazonKendraFullAccess”
                          \n+}<\/p>\n
                          terraform\/main.tf
                          \ndata “aws_caller_identity” “current” {}
                          \ndata “aws_region” “current” {}<\/p>\n
                          module “kendra” {
                          \nsource = “.\/modules\/kendra”
                          \naccount_id = data.aws_caller_identity.current.account_id
                          \nregion_name = data.aws_region.current.name
                          \nservice_name = var.service_name
                          \nenvironment = var.environment
                          \nretention_in_days = var.retention_in_days
                          \n}<\/p>\n
                          module “lambda” {
                          \nsource = “.\/modules\/lambda”
                          \nservice_name = var.service_name
                          \nenvironment = var.environment
                          \nretention_in_days = var.retention_in_days
                          \nkendra_index_id = module.kendra.kendra_index_id # \u6dfb\u52a0
                          \n}<\/p>\n
                          terraform\/modules\/lambda\/src\/main.py
                          \nimport os
                          \nimport boto3
                          \nimport json<\/p>\n
                          kendra = boto3.client(‘kendra’)
                          \nbedrock_runtime = boto3.client(‘bedrock-runtime’, region_name=’ap-northeast-1′)<\/p>\n
                          def get_retrieval_result(query_text, index_id):
                          \nresponse = kendra.retrieve(
                          \nQueryText=query_text,
                          \nIndexId=index_id,
                          \nAttributeFilter={
                          \n“EqualsTo”: {
                          \n“Key”: “_language_code”,
                          \n“Value”: {“StringValue”: “ja”},
                          \n},
                          \n},
                          \n)<\/p>\n
                          # \u4eceKendra\u7684\u54cd\u5e94\u4e2d\u63d0\u53d6\u524d5\u4e2a\u7ed3\u679c
                          \nresults = response[‘ResultItems’][:5] if response[‘ResultItems’] else []<\/p>\n
                          extracted_results = []
                          \nfor item in results:
                          \ncontent = item.get(‘Content’)
                          \ndocument_uri = item.get(‘DocumentURI’)<\/p>\n
                          extracted_results.append({
                          \n‘Content’: content,
                          \n‘DocumentURI’: document_uri,
                          \n})
                          \nprint(“Kendra\u63d0\u53d6\u7684\u7ed3\u679c:” + json.dumps(extracted_results, ensure_ascii=False))
                          \nreturn extracted_results<\/p>\n
                          def handler(event, _):
                          \n# \u83b7\u53d6\u8981\u8bbe\u7f6e\u4e3a\u63d0\u793a\u7684\u5185\u5bb9
                          \nuser_prompt = event.get(‘user_prompt’)
                          \nkendra_index_id = os.environ[‘WEB_HOOK_URL’]<\/p>\n
                          prompt = f”””\\n\\nHuman:
                          \n[\u53c2\u8003]\u6839\u636e[\u95ee\u9898]\u9002\u5f53\u56de\u7b54\u3002
                          \n[\u95ee\u9898]
                          \n{user_prompt}
                          \n[\u53c2\u8003]
                          \n{get_retrieval_result(user_prompt, kendra_index_id)}
                          \nAssistant:
                          \n“””<\/p>\n
                          # \u6307\u5b9a\u5404\u79cd\u53c2\u6570
                          \nmodel_id = ‘anthropic.claude-instant-v1’
                          \naccept = ‘application\/json’
                          \ncontent_type = ‘application\/json’<\/p>\n
                          # \u6307\u5b9a\u8bf7\u6c42BODY
                          \nbody = json.dumps({
                          \n“prompt”: f”\\n\\nHuman: ${prompt}.\\\\n\\\\nAssistant:”,
                          \n“max_tokens_to_sample”: 600,
                          \n“temperature”: 0.8,
                          \n“top_p”: 0.999,
                          \n“top_k”: 250,
                          \n“stop_sequences”: [“\\\\n\\\\nHuman:”],
                          \n“anthropic_version”: “bedrock-2023-05-31”
                          \n})<\/p>\n
                          # \u8c03\u7528Bedrock API
                          \nresponse = bedrock_runtime.invoke_model(
                          \nmodelId=model_id,
                          \naccept=accept,
                          \ncontentType=content_type,
                          \nbody=body
                          \n)
                          \n# \u4eceAPI\u54cd\u5e94\u4e2d\u63d0\u53d6BODY
                          \nresponse_body = json.loads(response.get(‘body’).read())
                          \n# \u4ece\u54cd\u5e94BODY\u4e2d\u63d0\u53d6\u8fd4\u56de\u6587\u672c
                          \nreturn response_body.get(‘completion’)<\/p>\n<\/details>\n
                          \u804a\u5929\u4e00\u4e0b\uff0c\u5199\u7684\u65f6\u5019\u4f1a\u53d1\u73b0 Terraform \u6a21\u5757\u4e4b\u95f4\u7684\u4f9d\u8d56\u592a\u5f3a\u4e86\uff0c\u5bfc\u81f4\u914d\u7f6e\u5931\u8d25\u5bf9\u5427\uff1f
                          \n\u662f\u7684\uff0c\u6211\u9519\u8bef\u5730\u5206\u914d\u4e86\u5b83\u4eec\u3002
                          \n\u672c\u6765\u5e94\u8be5\u4fee\u6b63\uff0c\u4f46\u6211\u4eec\u8fd8\u662f\u7ee7\u7eed\u5427\uff01<\/p>\n
                          terraform plan\r\nterraform apply\r\n# OK\u306a\u3089\u3000yes<\/span>\r\n<\/code><\/pre>\n
                          \u90e8\u7f72\u5b8c\u6210\u4e86\u5427\uff01<\/p>\n
                          \u4eceAWS\u63a7\u5236\u53f0\u6d4b\u8bd5Lambda\u3002<\/h3>\n
                          \"Cursor_\u3068_bks-stg-bks-lambda_-_Lambda.png\"<\/div>\n
                          \u6211\u521a\u624d\u95ee\u4e86\u4e0eKendra\u6536\u96c6\u7684\u4fe1\u606f\u6709\u5173\u7684\u95ee\u9898\uff0c\u5f97\u5230\u4e86\u6b63\u786e\u7684\u7b54\u6848\uff01<\/p>\n
                          \u8fd9\u6837\u4e00\u6765\uff0cKendra\u548cBedrock\u7684\u8c03\u7528\u5c31\u5b8c\u6210\u4e86\u3002
                          \n\u592a\u5389\u5bb3\u4e86\uff0c\u6574\u4e2a\u8c03\u7528\u8fc7\u7a0b\u90fd\u975e\u5e38\u51fa\u8272\uff0c\u8ba9\u4eba\u611f\u52a8\u2026!!<\/p>\n
                          \u548cSlack\u8fdb\u884c\u8fde\u63a5<\/h2>\n
                          \u521b\u5efa API Gateway<\/h3>\n
                          \u6700\u540e\u7684\u5de5\u4f5c\u662f\u5728AWS\u4e0a\u521b\u5efaSlack\u673a\u5668\u4eba\u3002<\/p>\n
                          \u9996\u5148\uff0c\u6211\u4eec\u5c06\u901a\u8fc7 API Gateway \u7684 REST API \u6765\u63a5\u6536\u6765\u81ea Slack \u7684\u4e8b\u4ef6\u5e76\u4ee3\u7406\u7ed9 Lambda\uff0c\u6784\u5efa\u67b6\u6784\u3002\u5148\u642d\u5efa API Gateway\uff0c\u7136\u540e\u53ef\u4ee5\u7a0d\u540e\u5bf9 Lambda \u8fdb\u884c\u4fee\u6539\u3002<\/p>\n
                          \u8003\u8651\u4e00\u4e0b\u8fd9\u4e2a\u5efa\u8bae\uff0c\u5e76\u51b3\u5b9a\u662f\u5426\u63a5\u53d7\u3002<\/p>\n
                            https:\/\/www.beex-inc.com\/blog\/slackbot-aws-lambda<\/ul>\n
                            \u4ee5\u4e0b\u662f\u4ee3\u7801\uff1a
                            \n\uff08\u4f3c\u4e4e\u4e0d\u9700\u8981\u5206\u6a21\u5757.. \u4f46\u662f\u8fd8\u662f\u5728\u8fd9\u91cc\u516c\u5f00\uff0cRTA\u554a\u554a\uff09
                            \nmkdir terraform\/modules\/lambda
                            \ntouch terraform\/modules\/lambda\/api_gateway.tfterraform\/modules\/lambda\/api_gateway.tf
                            \n# —————————–
                            \n# \u4eceSlack\u63a5\u6536\u8bf7\u6c42\u5e76\u4f20\u9012\u7ed9Lambda\u7684API Gatway
                            \n# —————————–
                            \nresource “aws_api_gateway_rest_api” “bks” {
                            \nname = “${var.service_name}-${var.environment}-api”
                            \nendpoint_configuration {
                            \ntypes = [“REGIONAL”] # \u4e0d\u9700\u8981\u592a\u5feb\u7684\u901f\u5ea6\uff0c\u6240\u4ee5\u9009\u62e9\u5730\u533a
                            \n}
                            \nbody = jsonencode({
                            \nopenapi = “3.0.1”
                            \ninfo = {
                            \ntitle = “api”
                            \nversion = “1.0”
                            \n}
                            \npaths = {
                            \n“\/slack\/events” = {
                            \npost = {
                            \nx-amazon-apigateway-integration = {
                            \nhttpMethod = “POST”
                            \npayloadFormatVersion = “1.0”
                            \ntype = “AWS_PROXY”
                            \nuri = aws_lambda_function.bks_lambda.invoke_arn
                            \ncredentials = aws_iam_role.api_gateway_role.arn
                            \n}
                            \n}
                            \n}
                            \n}
                            \n})
                            \n}<\/p>\n
                            resource “aws_api_gateway_deployment” “deployment” {
                            \ndepends_on = [
                            \naws_api_gateway_rest_api.bks
                            \n]
                            \nrest_api_id = aws_api_gateway_rest_api.bks.id
                            \nstage_name = var.environment
                            \ntriggers = {
                            \nredeployment = sha1(jsonencode(aws_api_gateway_rest_api.bks))
                            \n}
                            \n}<\/p>\n
                            data “aws_iam_policy_document” “api_gateway_policy” {
                            \nstatement {
                            \neffect = “Allow”
                            \nprincipals {
                            \ntype = “*”
                            \nidentifiers = [“*”]
                            \n}
                            \nactions = [“execute-api:Invoke”]
                            \nresources = [“${aws_api_gateway_rest_api.bks.execution_arn}\/*”]
                            \n}
                            \n}<\/p>\n
                            resource “aws_api_gateway_rest_api_policy” “policy” {
                            \nrest_api_id = aws_api_gateway_rest_api.bks.id
                            \npolicy = data.aws_iam_policy_document.api_gateway_policy.json
                            \n}<\/p>\n
                            # —————————–
                            \n# IAM
                            \n# —————————–
                            \nresource “aws_iam_role” “api_gateway_role” {
                            \nname = “${var.service_name}-${var.environment}-apigateway-role”
                            \nassume_role_policy = data.aws_iam_policy_document.api_gateway_assume_role.json
                            \n}<\/p>\n
                            resource “aws_iam_role_policy_attachment” “api_gateway_policy_logs” {
                            \nrole = aws_iam_role.api_gateway_role.name
                            \npolicy_arn = “arn:aws:iam::aws:policy\/service-role\/AmazonAPIGatewayPushToCloudWatchLogs”
                            \n}<\/p>\n
                            resource “aws_iam_role_policy_attachment” “api_gateway_policy_lambda” {
                            \nrole = aws_iam_role.api_gateway_role.name
                            \npolicy_arn = “arn:aws:iam::aws:policy\/service-role\/AWSLambdaRole”
                            \n}<\/p>\n
                            data “aws_iam_policy_document” “api_gateway_assume_role” {
                            \nstatement {
                            \nactions = [“sts:AssumeRole”]
                            \neffect = “Allow”
                            \nprincipals {
                            \ntype = “Service”
                            \nidentifiers = [“apigateway.amazonaws.com”]
                            \n}
                            \n}
                            \n}<\/p>\n<\/details>\n
                            \u90a3\u4e48\u8ba9\u6211\u4eec\u8fdb\u884c\u90e8\u7f72\u5427\uff01<\/p>\n
                            terraform plan \r\nterraform apply \r\n# OK \u306a\u3089 yes<\/span>\r\n<\/code><\/pre>\n
                            \"API_Gateway_-_\u30ea\u30bd\u30fc\u30b9.png\"<\/div>\n
                            \u5f53\u67e5\u770b\u4e8b\u4ef6\u5185\u5bb9\u5e76\u5728 CloudWatchLogs \u4e0a\u67e5\u770b\u65e5\u5fd7\u65f6\uff0c\u4f3c\u4e4e\u914d\u7f6e\u4e2d\u5b58\u5728\u4e00\u4e2a\u8bf7\u6c42\u4e3b\u4f53\u7684 body \u5b57\u6bb5\u3002<\/p>\n
                            \u91cd\u65b0\u7f16\u5199Lambda\uff0c\u4ee5\u4fbf\u901a\u8fc7API Gateway\u8fdb\u884c\u6d4b\u8bd5\u3002<\/h3>\n
                            \u6211\u4f1a\u91cd\u65b0\u5199\uff01<\/p>\n
                            \u5728\u8fd9\u91cc\u4fee\u6539\u5e76\u8fdb\u884c\u64cd\u4f5c\u786e\u8ba4\u3002
                            \n\u4e3a\u4e86\u4f7fLambda\u63a7\u5236\u53f0\u4e0a\u7684\u6d4b\u8bd5\u4e5f\u80fd\u901a\u8fc7\uff0c\u6211\u5c06\u5c1d\u8bd5\u8ba9\u5b83\u65e0\u8bba\u662fbody\u8fd8\u662fbody\u5b57\u6bb5\u90fd\u80fd\u8fd0\u884c\u3002\u5173\u4e8e\u53cd\u9988\u8bc4\u8bba
                            \n\u5728\u4e0eSlack\u7684\u96c6\u6210\u8fc7\u7a0b\u4e2d\uff0c\u53ef\u80fd\u4e0d\u9700\u8981\u4e86\uff0c\u4f46\u662f\u4e00\u76f4\u5230\u4e00\u534a\u65f6\u8fd8\u662f\u5f88\u5bb9\u6613\u8fdb\u884c\u672c\u5730\u8c03\u8bd5\u7684\u3002<\/p>\n
                            terraform\/modules\/lambda\/src\/main.py
                            \nimport os
                            \nimport boto3
                            \nimport json<\/p>\n
                            kendra = boto3.client(‘kendra’)
                            \nbedrock_runtime = boto3.client(‘bedrock-runtime’, region_name=’ap-northeast-1′)<\/p>\n
                            def get_retrieval_result(query_text, index_id):
                            \nresponse = kendra.retrieve(
                            \nQueryText=query_text,
                            \nIndexId=index_id,
                            \nAttributeFilter={
                            \n“EqualsTo”: {
                            \n“Key”: “_language_code”,
                            \n“Value”: {“StringValue”: “ja”},
                            \n},
                            \n},
                            \n)<\/p>\n
                            # \u4eceKendra\u7684\u54cd\u5e94\u4e2d\u63d0\u53d6\u524d5\u4e2a\u7ed3\u679c
                            \nresults = response[‘ResultItems’][:5] if response[‘ResultItems’] else []<\/p>\n
                            extracted_results = []
                            \nfor item in results:
                            \ncontent = item.get(‘Content’)
                            \ndocument_uri = item.get(‘DocumentURI’)<\/p>\n
                            extracted_results.append({
                            \n‘Content’: content,
                            \n‘DocumentURI’: document_uri,
                            \n})
                            \nprint(“Kendra\u63d0\u53d6\u7684\u7ed3\u679c\uff1a” + json.dumps(extracted_results, ensure_ascii=False))
                            \nreturn extracted_results<\/p>\n
                            def handler(event, context):
                            \n# \u83b7\u53d6\u8981\u8bbe\u7f6e\u4e3a\u63d0\u793a\u7684\u5185\u5bb9
                            \nbody = json.loads(event[“body”]) if ‘body’ in event else event
                            \nprint(body)<\/p>\n
                            user_prompt = body.get(‘user_prompt’)
                            \nkendra_index_id = os.environ[‘KENDRA_INDEX_ID’]<\/p>\n
                            prompt = f”””\\n\\n\u4eba\u7c7b:
                            \n[\u53c2\u8003]\u8bf7\u6839\u636e[\u95ee\u9898]\u9002\u5f53\u5730\u8fdb\u884c\u56de\u7b54\u3002
                            \n[\u95ee\u9898]
                            \n{user_prompt}
                            \n[\u53c2\u8003]
                            \n{get_retrieval_result(user_prompt, kendra_index_id)}
                            \n\u52a9\u624b:
                            \n“””<\/p>\n
                            # \u6307\u5b9a\u5404\u79cd\u53c2\u6570
                            \nmodel_id = ‘anthropic.claude-instant-v1’
                            \naccept = ‘application\/json’
                            \ncontent_type = ‘application\/json’<\/p>\n
                            # \u6307\u5b9a\u8bf7\u6c42BODY
                            \nbody = json.dumps({
                            \n“prompt”: f”\\n\\n\u4eba\u7c7b: ${prompt}.\\\\n\\\\n\u52a9\u624b:”,
                            \n“max_tokens_to_sample”: 600,
                            \n“temperature”: 0.8,
                            \n“top_p”: 0.999,
                            \n“top_k”: 250,
                            \n“stop_sequences”: [“\\\\n\\\\n\u4eba\u7c7b:”],
                            \n“anthropic_version”: “bedrock-2023-05-31”
                            \n})<\/p>\n
                            # \u8c03\u7528Bedrock API
                            \nresponse = bedrock_runtime.invoke_model(
                            \nmodelId=model_id,
                            \naccept=accept,
                            \ncontentType=content_type,
                            \nbody=body
                            \n)
                            \n# \u4eceAPI\u54cd\u5e94\u4e2d\u63d0\u53d6\u51faBODY
                            \nresponse_body = json.loads(response.get(‘body’).read())
                            \nanswer = response_body.get(‘completion’)
                            \nprint(answer)
                            \nresponse = {
                            \n“statusCode”: 200,
                            \n‘body’: json.dumps({“text”: answer}, ensure_ascii=False)
                            \n}
                            \nreturn response<\/p>\n
                            # \u7528\u4e8e\u672c\u5730\u8c03\u8bd5
                            \n# print(handler({“user_prompt”: “What is Mount Fuji?”}, None))<\/p>\n<\/details>\n
                            \u90a3\u6211\u4eec\u5f00\u59cb\u90e8\u7f72\u5427\uff01<\/p>\n
                            terraform plan \r\nterraform apply \r\n# OK \u306a\u3089 yes<\/span>\r\n<\/code><\/pre>\n
                            \u7b54\u6848\u6536\u5230\u4e86\uff0c\u771f\u597d\uff01<\/p>\n
                            \u5728Slack\u7684\u7f51\u7ad9\u4e0a\u83b7\u53d6\u7528\u4e8e\u5e94\u7528\u7684\u5bc6\u94a5\u3002<\/h3>\n
                            \u6211\u5c06\u6839\u636e\u53c2\u8003\u7684\u7f51\u7ad9\u5185\u5bb9\u8fdb\u884c\u8bbe\u7f6e\u3002<\/p>\n
                            \u9996\u5148\u6253\u5f00\u8fd9\u4e2a\u7f51\u5740…https:\/\/api.slack.com\/apps<\/p>\n
                            \"Cursor_\u3068_Slack_API__Applications___Slack.png\"<\/div>\n
                            \"Slack_API__Applications___Slack.png\"<\/div>\n
                            \"Cursor_\u3068_Slack_API__Applications___Slack.png\"<\/div>\n
                            \"Slack_API__Applications___DSM_Slack.png\"<\/div>\n
                            \u5728 Scopes \u7684 Bot Token Scopes \u4e2d\u9009\u62e9\u4ee5\u4e0b\u6743\u9650\u4f5c\u4e3a\u5141\u8bb8\u7684\u6743\u9650\u2026<\/p>\n
                              \n
                            • \n
                                chat:write<\/ul>\n<\/li>\n<\/ul>\n
                                 <\/p>\n
                                  \n
                                • \n
                                    app_mentions:read<\/ul>\n<\/li>\n<\/ul>\n
                                     <\/p>\n
                                      channels:history<\/ul>\n
                                      \"Slack_API__Applications___DSM_Slack.png\"<\/div>\n
                                      \"Cursor_\u3068_Slack_API__Applications___DSM_Slack.png\"<\/div>\n
                                      \u5728 OAuth \u548c\u6743\u9650\u4e2d\uff0c\u8bb0\u4e0b Bot \u7528\u6237 OAuth \u4ee4\u724c…
                                      \n\u5728\u57fa\u672c\u4fe1\u606f\u4e2d\uff0c\u8bb0\u4e0b\u5e94\u7528\u51ed\u8bc1\u7684\u7b7e\u540d\u5bc6\u94a5\u3002<\/p>\n
                                      \u8fd9\u5c31\u5b8c\u6210\u4e86Slack\u7684\u5355\u72ec\u8bbe\u7f6e\uff01<\/p>\n
                                      \u8bbe\u7f6e\u63a5\u6536Slack\u4e8b\u4ef6\u7684\u914d\u7f6e\u3002<\/h3>\n
                                      \u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c06\u8fde\u63a5Slack\u548cAWS\u7684\u670d\u52a1\uff08API Gateway + Lambda\uff09\uff01<\/p>\n
                                      \u9996\u5148\u6253\u5f00\u201c\u4e8b\u4ef6\u8ba2\u9605\u201d…<\/p>\n
                                      \"Cursor_\u3068_Slack_API__Applications___DSM_Slack.png\"<\/div>\n
                                      \u7531\u4e8e\u8fd4\u56de\u53c2\u6570challenge\uff0c\u6211\u5c06\u6682\u65f6\u8fd4\u56de\u5b83\uff0c\u4ee5\u907f\u514d\u51fa\u73b0\u6012\u7f5a\u3002<\/p>\n
                                      def handler(event, context):\r\n<\/span>    # \u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u8a2d\u5b9a\u3059\u308b\u5185\u5bb9\u3092\u53d6\u5f97\r\n    body = json.loads(event[\"body\"]) if 'body' in event else event\r\n    print(body)\r\n\r\n+    if \"challenge\" in body:\r\n+        return {\r\n+            \"statusCode\": 200,\r\n+            'body': body.get('challenge')\r\n+        }\r\n<\/span><\/code><\/pre>\n
                                      \u6211\u4eec\u6765\u90e8\u7f72\u5427\u3002<\/p>\n
                                      terraform apply\r\n<\/code><\/pre>\n
                                      \u70b9\u51fb Slack \u8bbe\u7f6e\u754c\u9762\u4e2d Request URL \u65c1\u8fb9\u7684 Retry \u6309\u94ae\uff0c\u4e00\u65e6\u90e8\u7f72\u5b8c\u6210\u3002
                                      \n\u5df2\u9a8c\u8bc1\u901a\u8fc7\u4e86\uff01<\/p>\n
                                      \u7531\u4e8e\u6211\u4eec\u9700\u8981\u9009\u62e9\u63a5\u6536\u4f5c\u4e3a\u4e8b\u4ef6\u7684\u5185\u5bb9\uff0c\u6240\u4ee5\u6211\u4eec\u9009\u62e9\u63a5\u6536\u63d0\u53ca\u7684\u4e8b\u4ef6\u3002<\/p>\n
                                      \u5728 “\u4e8b\u4ef6\u8ba2\u9605” \u4e0b\u9009\u62e9 “\u8ba2\u9605\u673a\u5668\u4eba\u4e8b\u4ef6”\uff0c\u7136\u540e\u70b9\u51fb\u53f3\u4e0b\u89d2\u7684 “\u4fdd\u5b58\u66f4\u6539”\u3002<\/p>\n
                                      \u5b8c\u6210\u540e\uff0c\u6211\u4eec\u5e94\u8be5\u518d\u6b21\u4fdd\u5b58\u8bbe\u7f6e\uff08\u4f5c\u4e3a\u9884\u9632\u63aa\u65bd\uff09\u3002
                                      \n\u9009\u62e9\u5de6\u4fa7\u7684\u201c\u57fa\u672c\u4fe1\u606f\u201d\uff0c\u5c55\u5f00\u201c\u5c06\u60a8\u7684\u5e94\u7528\u5b89\u88c5\u5230\u5de5\u4f5c\u533a\u201d\uff0c\u70b9\u51fb\u201c\u5b89\u88c5\u5230\u5de5\u4f5c\u533a\u7684\u5e94\u7528\u201d\uff0c\u7136\u540e\u70b9\u51fb\u201c\u5141\u8bb8\u201d\u3002<\/p>\n
                                      \u8bf7\u5c06\u5176\u6dfb\u52a0\u5230 Slack \u5e76\u8fdb\u884c\u64cd\u4f5c\u786e\u8ba4\u3002<\/h3>\n
                                      \"times_izumix_-DSM-2_\u500b\u306e\u65b0\u3057\u3044\u30a2\u30a4\u30c6\u30e0-_Slack.png\"<\/div>\n
                                      \u4e0d\u4f1a\u56de\u6765\u3002<\/p>\n
                                      \"times_izumix_-DSM-6_\u500b\u306e\u65b0\u3057\u3044\u30a2\u30a4\u30c6\u30e0-_Slack.png\"<\/div>\n
                                      \u67e5\u770b\u65e5\u5fd7\uff0c\u53d1\u73b0\u60f3\u8981\u83b7\u53d6\u7684\u5b57\u7b26\u4e32\u4f3c\u4e4e\u5b58\u5728\u4e8e\u4e00\u4e9b\u590d\u6742\u7684\u5730\u65b9\u3002
                                      \n\u53e6\u5916\uff0c\u67e5\u9605\u4e86\u4e00\u4e0bSlack Bot\uff0c\u53d1\u73b0\u5373\u4f7f\u56de\u590d\u4e86\u4e8b\u4ef6\u8bf7\u6c42\uff0c\u4f3c\u4e4e\u4e5f\u65e0\u6cd5\u5728Slack\u4e0a\u56de\u590d\u3002
                                      \n\uff08\u56e0\u4e3a\u5df2\u7ecf\u6709\u5927\u7ea65\u5e74\u6ca1\u6709\u505aSlack bot\u4e86\uff0c\u6240\u4ee5\u521b\u5efabot\u4e5f\u662f\u65b0\u7684\u53d1\u73b0…\u8fd8\u9700\u8981\u505a\u66f4\u591a\u7684\u5de5\u4f5c…!!\uff09<\/p>\n
                                      \u6839\u636eSlack\u7684\u8bf7\u6c42\u4fee\u6539\u4ee3\u7801\u3002<\/h3>\n
                                      \u63a5\u6536\u5230\u6765\u81eaSlack\u7684\u4e8b\u4ef6\u540e\uff0c\u9700\u8981\u8fdb\u884c\u53d1\u5e03\uff0c\u56e0\u6b64\u9700\u8981\u6dfb\u52a0\u5e93\u3002<\/p>\n
                                      # terraform\/modules\/lambda \u306e venv \u74b0\u5883\u3067\u5b9f\u884c<\/span>\r\npip install <\/span>requests \"urllib3<2\"<\/span>\r\npip freeze ><\/span> requirements.txt\r\n<\/code><\/pre>\n
                                      \u6539\u8b8a\u6536\u5230\u7684\u8acb\u6c42\u89e3\u91cb\u4e26\u6dfb\u52a0\u804a\u5929\u767c\u5e03\u3002
                                      \n* \u96d6\u7136\u9019\u6bb5\u7a0b\u5f0f\u78bc\u6709\u4e9b\u51cc\u4e82\uff0c\u4f46\u56e0\u70ba\u6c92\u6709\u6642\u9593\u91cd\u65b0\u6574\u7406\uff0c\u6240\u4ee5\u76f4\u63a5\u8cbc\u4e0a\u3002\u9ebb\u7169\u8ad2\u89e3\u4e00\u4e0b mm<\/p>\n
                                      \"Cursor_\u3068_Amazon_Bedrock___ap-northeast-1.png\"<\/div>\n
                                      \u8fd9\u91cc\u662f\u4ee3\u7801terraform\/modules\/lambda\/src\/main.py
                                      \nimport os
                                      \nimport boto3
                                      \nimport json
                                      \nimport requests<\/p>\n
                                      kendra = boto3.client(‘kendra’)
                                      \nbedrock_runtime = boto3.client(‘bedrock-runtime’, region_name=’us-west-2′)<\/p>\n
                                      url = “https:\/\/slack.com\/api\/chat.postMessage”
                                      \n# \u8bf7\u6ce8\u610f\uff0c\u6700\u597d\u901a\u8fc7\u73af\u5883\u4f20\u9012 Slack \u7684 Bot User OAuth Token\uff01\u975e\u5e38\u62b1\u6b49\u3002
                                      \ntoken = “xoxb-xxxxxxxxxxxxx”<\/p>\n
                                      def get_retrieval_result(query_text, index_id):
                                      \nresponse = kendra.retrieve(
                                      \nQueryText=query_text,
                                      \nIndexId=index_id,
                                      \nAttributeFilter={
                                      \n“EqualsTo”: {
                                      \n“Key”: “_language_code”,
                                      \n“Value”: {“StringValue”: “ja”},
                                      \n},
                                      \n},
                                      \n)<\/p>\n
                                      # \u4ece Kendra \u54cd\u5e94\u4e2d\u63d0\u53d6\u524d5\u4e2a\u7ed3\u679c
                                      \nresults = response[‘ResultItems’][:5] if response[‘ResultItems’] else []<\/p>\n
                                      extracted_results = []
                                      \nfor item in results:
                                      \ncontent = item.get(‘Content’)
                                      \ndocument_uri = item.get(‘DocumentURI’)<\/p>\n
                                      extracted_results.append({
                                      \n‘Content’: content,
                                      \n‘DocumentURI’: document_uri,
                                      \n})
                                      \nprint(“Kendra extracted_results:” + json.dumps(extracted_results, ensure_ascii=False))
                                      \nreturn extracted_results<\/p>\n
                                      def handler(event, context):
                                      \nprint(“event is ” + json.dumps(event))
                                      \n# \u5ffd\u7565\u8d85\u65f6\u8bf7\u6c42\uff0c\u56e0\u4e3a\u5982\u679c\u4e0d\u57283\u79d2\u5185\u8fd4\u56de\uff0c\u4f1a\u91cd\u8bd5
                                      \n# https:\/\/dev.classmethod.jp\/articles\/slack-resend-matome\/
                                      \nif (‘X-Slack-Retry-Num’ in event[‘headers’]
                                      \nand ‘X-Slack-Retry-Reason’ in event[‘headers’]
                                      \nand event[‘headers’][‘X-Slack-Retry-Reason’] == “http_timeout”):
                                      \nreturn {
                                      \n‘statusCode’: 200,
                                      \n‘body’: json.dumps({‘message’: ‘No need to resend’})
                                      \n}<\/p>\n
                                      # \u83b7\u53d6\u8981\u8bbe\u7f6e\u7684\u63d0\u793a\u5185\u5bb9
                                      \nbody = json.loads(event[“body”]) if ‘body’ in event else event
                                      \nprint(“body is” + json.dumps(body))<\/p>\n
                                      # \u7528\u4e8e\u8fde\u63a5\u7684\u4e34\u65f6\u4ee3\u7801\uff08\u7a0d\u540e\u5220\u9664\uff09
                                      \nif “challenge” in body:
                                      \nreturn {
                                      \n“statusCode”: 200,
                                      \n‘body’: body.get(‘challenge’)
                                      \n}<\/p>\n
                                      # \u83b7\u53d6\u6240\u9700\u4fe1\u606f
                                      \nuser_prompt = body.get(‘user_prompt’) \\
                                      \nif ‘user_prompt’ in body else body[‘event’][‘text’].replace(“\u30e1\u30f3\u30b7\u30e7\u30f3\u306e\u6587\u5b57\u5217”, “”)
                                      \nuser_prompt = user_prompt.replace(‘\\n’, ‘ ‘)
                                      \nprint(“user_prompt: ” + user_prompt)
                                      \nchannel = body[‘event’][‘channel’] if ‘event’ in body else ”
                                      \nevent_ts = body[‘event’][‘event_ts’] if ‘event’ in body else 0<\/p>\n
                                      kendra_index_id = os.environ[‘KENDRA_INDEX_ID’]<\/p>\n
                                      prompt = f”””\\n\\nHuman:
                                      \n[\u53c2\u8003]\u60c5\u5831\u3092\u3082\u3068\u306b[\u8cea\u554f]\u306b\u9069\u5207\u306b\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002
                                      \n\u3082\u3057\u3001\u7b54\u3048\u306e\u305f\u3081\u306b\u5229\u7528\u3057\u305f[\u53c2\u8003]\u60c5\u5831\u306bURL\u304c\u3042\u308c\u3070\u3001\u7b54\u3048\u306e\u5f8c\u306b\u30ea\u30b9\u30c8\u5f62\u5f0f\u3067\u8fd4\u3057\u3066\u4e0b\u3055\u3044\u3002
                                      \n\u305f\u3060\u3057\u3001\u91cd\u8907\u3057\u305fURL\u306f\u7d76\u5bfe\u306b\u8fd4\u3055\u306a\u3044\u3088\u3046\u306b\u3057\u3066\u4e0b\u3055\u3044\u3002
                                      \n[\u8cea\u554f]
                                      \n{user_prompt}
                                      \n[\u53c2\u8003]
                                      \n{get_retrieval_result(user_prompt, kendra_index_id)}
                                      \nAssistant:
                                      \n“””<\/p>\n
                                      # \u6307\u5b9a\u5404\u79cd\u53c2\u6570
                                      \nmodel_id = ‘anthropic.claude-instant-v1’
                                      \naccept = ‘application\/json’
                                      \ncontent_type = ‘application\/json’<\/p>\n
                                      # \u6307\u5b9a\u8bf7\u6c42BODY
                                      \nbody = json.dumps({
                                      \n“prompt”: f”\\n\\nHuman: ${prompt}.\\\\n\\\\nAssistant:”,
                                      \n“max_tokens_to_sample”: 600,
                                      \n“temperature”: 0.8,
                                      \n“top_p”: 0.999,
                                      \n“top_k”: 250,
                                      \n“stop_sequences”: [“\\\\n\\\\nHuman:”],
                                      \n“anthropic_version”: “bedrock-2023-05-31”
                                      \n})<\/p>\n
                                      # \u8c03\u7528 Bedrock API
                                      \nresponse = bedrock_runtime.invoke_model(
                                      \nmodelId=model_id,
                                      \naccept=accept,
                                      \ncontentType=content_type,
                                      \nbody=body
                                      \n)
                                      \n# \u4ece API \u54cd\u5e94\u4e2d\u63d0\u53d6 BODY
                                      \nresponse_body = json.loads(response.get(‘body’).read())
                                      \nanswer = response_body.get(‘completion’)
                                      \nprint(answer)<\/p>\n
                                      # \u56de\u590d
                                      \nheader = {
                                      \n“Authorization”: “Bearer {}”.format(token)
                                      \n}
                                      \ndata = {
                                      \n“channel”: channel,
                                      \n“text”: answer,
                                      \n“thread_ts”: event_ts,
                                      \n}
                                      \nres = requests.post(url, headers=header, json=data)
                                      \nprint(res.json())
                                      \nreturn {
                                      \n“statusCode”: 200,
                                      \n“body”: “OK”
                                      \n}<\/p>\n<\/details>\n
                                      \"times_izumix_-DSM-2_\u500b\u306e\u65b0\u3057\u3044\u30a2\u30a4\u30c6\u30e0-_Slack.png\"<\/div>\n
                                      \u611f\u89c9\u4e0d\u9519\uff01<\/p>\n
                                      \u8bf7\u9a8c\u8bc1\u4e00\u4e0b\u8fd9\u662f\u6765\u81eaSlack\u7684\u8bf7\u6c42\u3002<\/h3>\n
                                      \u5c31\u52d5\u4f5c\u672c\u8eab\u800c\u8a00\u662f\u6c92\u554f\u984c\u7684\uff0c\u53ef\u4ee5\u8aaa\u5df2\u7d93\u5b8c\u6210\u4e86\u3002
                                      \n\u7136\u800c\uff0cAPI \u7db2\u95dc\u537b\u662f\u6c92\u6709\u4efb\u4f55\u8eab\u4efd\u9a57\u8b49\u7684\uff0c\u8655\u65bc\u5168\u88f8\u72c0\u614b\u3002\uff08\u5373\u4f7f\u7d50\u679c\u6703\u88ab\u767c\u5e03\u5230 Slack \u4e0a…\uff09
                                      \n\u9019\u662f\u4e00\u500b\u53ef\u80fd\u96b1\u85cf\u8457\u81ea\u52d5\u89f8\u767c\u767c\u5e03\u5230 Slack \u7684\u70b8\u5f48\u7cfb\u7d71\uff0c\u6240\u4ee5\u6211\u5011\u9700\u8981\u9a57\u8b49\u662f\u5426\u771f\u7684\u662f\u5f9e Slack \u767c\u51fa\u7684\u8acb\u6c42\u3002<\/p>\n
                                      \u4f7f\u7528Signing Secret\u3002<\/p>\n
                                      \u53c2\u8003\u8d44\u6599\uff1a
                                      \n– https:\/\/zenn.dev\/t_kakei\/articles\/f61196a47f9b14<\/p>\n
                                      \u4ee5\u4e0b\u662f\u4ee3\u7801\uff1a
                                      \n\u5728\u53c2\u8003\u7f51\u7ad9\u4e0a\uff0c\u8fd8\u4ecb\u7ecd\u4e86\u5c06\u5bc6\u94a5\u5b58\u50a8\u5728AWS Secrets Manager\u5e76\u8c03\u7528\u7684\u65b9\u6cd5\u3002
                                      \n\u5b9e\u9645\u5236\u4f5c\u65f6\uff0c\u6211\u4eec\u5c06\u4f7f\u7528\u8fd9\u79cd\u65b9\u6cd5\uff01
                                      \n\u5728\u8fd9\u91cc\uff0c\u5148\u6682\u65f6\u653e\u5728terraform.tfstate\u4e2d\u3002
                                      \n\uff08\u53ea\u5199\u73af\u5883\u53d8\u91cf\u4f20\u9012\u7684\u90e8\u5206\uff09terraform\/modules\/lambda\/main.tf
                                      \nenvironment {
                                      \nvariables = {
                                      \nKENDRA_INDEX_ID = var.kendra_index_id
                                      \n+ SLACK_API_SIGNING_SECRET = var.slack_api_signing_secret
                                      \n}
                                      \n}<\/p>\n
                                      \u203b\u53ea\u8bb0\u5f55\u66f4\u6539\u7684\u90e8\u5206
                                      \nTIMESTAMP_DIFFERENCE_THRESHOLD = 60 * 5<\/p>\n
                                      def is_valid_request(headers, body):
                                      \nslack_api_signing_secret = os.environ[“SLACK_API_SIGNING_SECRET”]
                                      \ntry:
                                      \nrequest_ts = int(headers[“X-Slack-Request-Timestamp”])
                                      \ncurrent_timestamp = int(datetime.datetime.now().timestamp())
                                      \nif abs(request_ts – current_timestamp) > TIMESTAMP_DIFFERENCE_THRESHOLD:
                                      \nreturn False
                                      \nsignature = headers[“X-Slack-Signature”]
                                      \nmessage = f”v0:{headers[‘X-Slack-Request-Timestamp’]}:{body}”
                                      \nexpected = create_hmac_hash(slack_api_signing_secret, message)
                                      \nexcept Exception:
                                      \nreturn False
                                      \nelse:
                                      \nreturn hmac.compare_digest(expected, signature)<\/p>\n
                                      def create_hmac_hash(secret, message):
                                      \nmessage_hmac = hmac.new(
                                      \nbytes(secret, “UTF-8”), bytes(message, “UTF-8″), hashlib.sha256
                                      \n)
                                      \nreturn f”v0={message_hmac.hexdigest()}”<\/p>\n
                                      def handler(event, context):
                                      \nprint(“event is ” + json.dumps(event))
                                      \n# 3\u79d2\u5185\u672a\u8fd4\u56de\u4f1a\u91cd\u65b0\u53d1\u9001\uff0c\u56e0\u6b64\u5ffd\u7565\u5b83
                                      \n# https:\/\/dev.classmethod.jp\/articles\/slack-resend-matome\/
                                      \nif (‘X-Slack-Retry-Num’ in event[‘headers’]
                                      \nand ‘X-Slack-Retry-Reason’ in event[‘headers’]
                                      \nand event[‘headers’][‘X-Slack-Retry-Reason’] == “http_timeout”):
                                      \nreturn {
                                      \n‘statusCode’: 200,
                                      \n‘body’: json.dumps({‘message’: ‘No need to resend’})
                                      \n}<\/p>\n
                                      # \u83b7\u53d6\u8981\u8bbe\u7f6e\u7684\u63d0\u793a\u5185\u5bb9
                                      \nbody = json.loads(event[“body”])
                                      \nprint(“body is” + json.dumps(body))<\/p>\n
                                      # \u9a8c\u8bc1\u662f\u5426\u4e3a\u6765\u81eaSlack\u7684\u901a\u4fe1
                                      \nif not is_valid_request(event[“headers”], event[“body”]):
                                      \nprint(“\u9a8c\u8bc1Slack\u8bf7\u6c42\u5931\u8d25”)
                                      \nreturn {
                                      \n‘statusCode’: 200,
                                      \n}<\/p>\n<\/details>\n
                                      \u5b8c\u4e86\u4e86\uff01\u90a3\u4e48\u6211\u6765\u8bd5\u7740\u4ece Slack \u4e0a\u63d0\u95ee\uff01
                                      \n\u548c\u4e4b\u524d\u4e00\u6837\uff0c\u6211\u4eec\u6536\u5230\u4e86\u56de\u590d\uff01<\/p>\n
                                      \u73b0\u5728\uff0cKendra \u5df2\u7ecf\u4e0e Bedrock \u4e0a\u8fd0\u884c\u7684 RAG \u5efa\u7acb\u4e86\u8054\u7cfb\uff0cSlack \u673a\u5668\u4eba\u7684\u5f00\u53d1\u5de5\u4f5c\u5706\u6ee1\u5b8c\u6210\uff01<\/p>\n
                                      \u603b\u7ed3<\/h1>\n
                                      \u4e3b\u8981\u4f7f\u7528\u7684\u670d\u52a1<\/h2>\n
                                      \u597d\u50cf\u7528\u4e86\u5f88\u591a\u79cd\u65b9\u6cd5\uff0c\u4f46\u4e3b\u8981\u7684\u53ea\u6709\u56db\u4e2a\u3002
                                      \n\u7b80\u5355…!!<\/p>\n
                                        \n
                                      • \n
                                          API Gateway<\/ul>\n<\/li>\n<\/ul>\n
                                           <\/p>\n
                                            \n
                                          • \n
                                              Lambda<\/ul>\n<\/li>\n<\/ul>\n
                                               <\/p>\n
                                                \n
                                              • \n
                                                  Kendra<\/ul>\n<\/li>\n<\/ul>\n
                                                   <\/p>\n
                                                    Bedrock \u306a\u3069<\/ul>\n
                                                    \u5728AWS\u4e0a\u5f00\u53d1\u751f\u6210\u578bAI\u5de5\u5177\u600e\u4e48\u6837\uff1f<\/h2>\n
                                                    \u5c31\u7b97\u5bf9AI\u7b49\u4e00\u65e0\u6240\u77e5\uff0c\u4e5f\u80fd\u8f7b\u677e\u5236\u4f5c\u51fa\u597d\u7528\u7684\u5de5\u5177\uff0c\u8fd9\u771f\u662f\u592a\u5389\u5bb3\u4e86\u3002<\/p>\n
                                                    \u8fd9\u4e2a\u9009\u62e9\u7684\u52a8\u673a\u662f\u5b89\u5168\u6027\u548c\u5408\u89c4\u6027\u5728\u4e1a\u52a1\u4f7f\u7528\u4e2d\u7684\u9002\u5e94\u6027\uff0c\u800c\u4e14\u529f\u80fd\u4e0a\u6613\u4e8e\u4f7f\u7528\uff0c\u5bf9\u4e8e\u6a21\u578b\u7684\u66f4\u6539\u548c\u6570\u636e\u6e90\u7684\u6269\u5c55\u4e5f\u5f88\u65b9\u4fbf\uff0c\u6211\u8ba4\u4e3a\u8fd9\u4e5f\u662f\u5b83\u7684\u9b45\u529b\u4e4b\u5904\u3002<\/p>\n
                                                    \u5173\u4e8e\u4eca\u540e\u7684\u4f7f\u7528\u4e8b\u5b9c<\/h2>\n
                                                    \u7531\u4e8e\u5728\u9a8c\u8bc1\u73af\u5883\u4e2d\u8fdb\u884c\u4e86\u8bbe\u7f6e\uff0c\u6240\u4ee5\u8bf7\u5927\u5bb6\u7ee7\u7eed\u5c1d\u8bd5\u5e76\u8fdb\u884c\u4ea4\u4e92\uff0c\u53ef\u4ee5\u589e\u52a0\u6570\u636e\u6e90\u3001\u6539\u53d8\u6a21\u578b\u3001\u5c1d\u8bd5\u8c03\u6574\u53c2\u6570\uff0c\u5982\u679c\u80fd\u591f\u5f97\u5230\u9002\u5408\u7684\u53cd\u9988\uff0c\u6211\u4eec\u5c06\u8ba1\u5212\u5728\u6b63\u5f0f\u8fd0\u8425\u73af\u5883\u4e2d\u5168\u9762\u4f7f\u7528\u3002<\/p>\n
                                                    \u8bd5\u7740\u505a\u4e00\u4e0b…<\/h2>\n
                                                    \u867d\u7136\u5bb9\u6613\uff0c\u4f46\u56e0\u4e3a\u4f7f\u7528\u4e86\u5e73\u65f6\u4e0d\u5e38\u7528\u7684\u5de5\u5177\uff0c\u6240\u4ee5\u5230\u5904\u90fd\u9047\u5230\u4e86\u56f0\u96be\uff0c\u975e\u5e38\u8f9b\u82e6\u2014\u2014\u610f\u5916\u5730\uff0c\u53ef\u80fd\u201c\u8ff7\u4e0a\u201d\u4e86Slack\u673a\u5668\u4eba\u2026<\/p>\n
                                                    \u521b\u9020\u5f97\u6709\u70b9\u62c5\u5fc3…
                                                    \n\u6211\u505a\u4e86\u4e00\u4e9b\u5947\u602a\u7684\u6a21\u5757\uff0c\u521b\u5efa\u4e86\u4e00\u4e2a\u552f\u4e00\u7684terraform\u76ee\u5f55… \u8fd8\u9700\u8981\u7ba1\u7406\u5bc6\u94a5… \u8fd8\u9700\u8981\u4e0eSNS\u5408\u4f5c\u4ee5\u68c0\u6d4b\u9519\u8bef…
                                                    \n\u6700\u91cd\u8981\u7684\u662f\uff0cPython\u4ee3\u7801\u4e5f\u5f88\u7cdf\u7cd5\uff0c\u6240\u4ee5\u5728\u5fd8\u8bb0\u524d\u9700\u8981\u6574\u7406\u4e00\u4e0b…<\/p>\n
                                                    \u8ddd\u79bb\u5723\u8bde\u8282\u8fd8\u670917\u5929\uff01\uff01<\/h1>\n","protected":false},"excerpt":{"rendered":"
                                                    \u6982\u8981\uff1a\u7b80\u8981\u6982\u62ec \u8fd9\u662f AWS for Games Advent Calendar 2023 \u7b2c\u516b\u5929\u7684\u6587\u7ae0\u3002 \u5f53 […]<\/p>\n","protected":false},"author":9,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-48544","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"\n\u6211\u5c1d\u8bd5\u5728AWS\u4e0a\u521b\u5efa\u4e86\u4e00\u4e2a\u7528\u4e8e\u4e1a\u52a1\u751f\u6210\u7684AI Slack\u673a\u5668\u4eba - Blog - Silicon Cloud<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.silicloud.com\/zh\/blog\/\u6211\u5c1d\u8bd5\u5728aws\u4e0a\u521b\u5efa\u4e86\u4e00\u4e2a\u7528\u4e8e\u4e1a\u52a1\u751f\u6210\u7684ai-slack\u673a\u5668\u4eba\u3002\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u6211\u5c1d\u8bd5\u5728AWS\u4e0a\u521b\u5efa\u4e86\u4e00\u4e2a\u7528\u4e8e\u4e1a\u52a1\u751f\u6210\u7684AI Slack\u673a\u5668\u4eba\" \/>\n<meta property=\"og:description\" content=\"\u6982\u8981\uff1a\u7b80\u8981\u6982\u62ec \u8fd9\u662f AWS for Games Advent Calendar 2023 \u7b2c\u516b\u5929\u7684\u6587\u7ae0\u3002 \u5f53 […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/\u6211\u5c1d\u8bd5\u5728aws\u4e0a\u521b\u5efa\u4e86\u4e00\u4e2a\u7528\u4e8e\u4e1a\u52a1\u751f\u6210\u7684ai-slack\u673a\u5668\u4eba\u3002\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - 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