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按 IAM 角色配置 S3 访问权限

本主题介绍如何在使用 Helm 安装 Milvus 时,按 IAM 角色配置 s3 访问。 更多详情,请参阅IAM 角色

开始之前

将 IAM 角色与 Kubernetes 服务账户关联

  • 创建 AWS S3 存储桶。

    阅读 "桶命名规则",并在命名 AWS S3 桶时遵守命名规则。

    milvus_bucket_name="milvus-bucket-$(openssl rand -hex 12)"
    
    aws s3api create-bucket --bucket "$milvus_bucket_name" --region 'us-east-2' --acl private  --object-ownership ObjectWriter --create-bucket-configuration LocationConstraint='us-east-2'
    
    
    # Output
    #
    # "Location": "http://milvus-bucket-039dd013c0712f085d60e21f.s3.amazonaws.com/"
    
  • 创建一个 IAM 策略,用于读取和写入上述桶中的对象。请使用您自己的名称替换桶的名称。

    echo '{
      "Version": "2012-10-17",
      "Statement": [
        {
          "Effect": "Allow",
          "Action": [
            "s3:ListBucket"
          ],
          "Resource": [
            "arn:aws:s3:::<bucket-name>"
          ]
        },
        {
          "Effect": "Allow",
          "Action": [
            "s3:DeleteObject",
            "s3:GetObject",
            "s3:PutObject"
          ],
          "Resource": [
            "arn:aws:s3:::<bucket-name>/*"
          ]
        }
      ]
    }' > milvus-s3-policy.json
    
    aws iam create-policy --policy-name MilvusS3ReadWrite --policy-document file://milvus-s3-policy.json
    
    
    # Get the ARN from the command output as follows:
    # {
    #     "Policy": {
    #         "PolicyName": "MilvusS3ReadWrite",
    #         "PolicyId": "AN5QQVVPM1BVTFlBNkdZT",
    #         "Arn": "arn:aws:iam::12345678901:policy/MilvusS3ReadWrite",
    #         "Path": "/",
    #         "DefaultVersionId": "v1",
    #         "AttachmentCount": 0,
    #         "PermissionsBoundaryUsageCount": 0,
    #         "IsAttachable": true,
    #         "CreateDate": "2023-11-16T06:00:01+00:00",
    #        "UpdateDate": "2023-11-16T06:00:01+00:00"
    #     }
    # }    
    
  • 创建一个 IAM 角色,并将其与 Kubernetes 服务账户关联。将your-account-id 替换为账户 ID。

eksctl create iamserviceaccount --name milvus-s3-access-sa --namespace milvus --cluster milvus-eks-cluster --role-name milvus-s3-access-sa \
    --attach-policy-arn arn:aws:iam::<your-account-id>:policy/MilvusS3ReadWrite --approve

验证角色和服务账户设置

请参考IAM 角色

  • 确认 IAM 角色的信任策略配置正确。
aws iam get-role --role-name milvus-s3-access-sa --query Role.AssumeRolePolicyDocument
# An example output is as follows
{
    "Version": "2012-10-17",
    "Statement": [
        {
            "Effect": "Allow",
            "Principal": {
                "Federated": "arn:aws:iam::111122223333:oidc-provider/oidc.eks.region-code.amazonaws.com/id/EXAMPLED539D4633E53DE1B71EXAMPLE"
            },
            "Action": "sts:AssumeRoleWithWebIdentity",
            "Condition": {
                "StringEquals": {
                    "oidc.eks.region-code.amazonaws.com/id/EXAMPLED539D4633E53DE1B71EXAMPLE:sub": "system:serviceaccount:default:my-service-account",
                    "oidc.eks.region-code.amazonaws.com/id/EXAMPLED539D4633E53DE1B71EXAMPLE:aud": "sts.amazonaws.com"
                }
            }
        }
    ]
}
  • 确认您在上一步中附加到角色的策略已附加到角色。
aws iam list-attached-role-policies --role-name milvus-s3-access-sa --query 'AttachedPolicies[].PolicyArn' --output text
# An example output is as follows
arn:aws:iam::12345678901:policy/MilvusS3ReadWrite
  • 查看策略的默认版本。
export policy_arn='arn:aws:iam::12345678901:policy/MilvusS3ReadWrite'
aws iam get-policy --policy-arn $policy_arn
# An example output is as follows
{
    "Policy": {
        "PolicyName": "MilvusS3ReadWrite",
        "PolicyId": "EXAMPLEBIOWGLDEXAMPLE",
        "Arn": "arn:aws:iam::12345678901:policy/MilvusS3ReadWrite",
        "Path": "/",
        "DefaultVersionId": "v2",
        [...]
    }
}
  • 查看策略内容,确保策略包含 Pod 需要的所有权限。如有必要,请将以下命令中的 1 替换为上一步输出中返回的版本。
aws iam get-policy-version --policy-arn $policy_arn --version-id v2
# An example output is as follows
{
    "PolicyVersion": {
        "Document": {
            "Version": "2012-10-17",
            "Statement": [
                {
                    "Effect": "Allow",
                    "Action": [
                        "s3:GetObject",
                        "s3:PutObject",
                        "s3:ListBucket",
                        "s3:DeleteObject"
                    ],
                    "Resource": [
                        "arn:aws:s3:::<bucket-name>",
                        "arn:aws:s3:::<bucket-name>/*"
                    ]
                }
            ]
        },
        [...]
    }
}
  • 确认 Kubernetes 服务账户注释了角色。
kubectl describe serviceaccount milvus-s3-access-sa -n milvus
# An example output is as follows
Name:                milvus-s3-access-sa
Namespace:           milvus
Labels:              app.kubernetes.io/managed-by=eksctl
Annotations:         eks.amazonaws.com/role-arn: arn:aws:iam::12345678901:role/milvus-s3-access-sa
[...]

部署 Milvus

在本指南中,我们将使用 Milvus Helm 图表来部署 Milvus 集群。你可以在这里找到图表。

  • 添加 Milvus Helm 图表 repo。
helm repo add milvus https://zilliztech.github.io/milvus-helm/
helm repo update
  • 准备好 Milvus 配置文件milvus.yaml ,并将<bucket-name> 替换为上面创建的水桶名称。
cluster:
  enabled: true

service:
  type: LoadBalancer
  port: 19530
  annotations: 
    service.beta.kubernetes.io/aws-load-balancer-type: external
    service.beta.kubernetes.io/aws-load-balancer-name: milvus-service
    service.beta.kubernetes.io/aws-load-balancer-scheme: internet-facing
    service.beta.kubernetes.io/aws-load-balancer-nlb-target-type: ip

serviceAccount:
  create: false
  name: milvus-s3-access-sa

minio:
  enabled: false

externalS3:
  enabled: true
  host: "s3.us-east-2.amazonaws.com"
  port: "443"
  useSSL: true
  bucketName: "<bucket-name>"
  useIAM: true
  cloudProvider: "aws"
  iamEndpoint: ""

rootCoordinator:
  replicas: 2
  activeStandby:
    enabled: true
  resources: 
    limits:
      cpu: 1
      memory: 2Gi

indexCoordinator:
  replicas: 2
  activeStandby:
    enabled: true
  resources: 
    limits:
      cpu: "0.5"
      memory: 0.5Gi

queryCoordinator:
  replicas: 2
  activeStandby:
    enabled: true
  resources: 
    limits:
      cpu: "0.5"
      memory: 0.5Gi

dataCoordinator:
  replicas: 2
  activeStandby:
    enabled: true
  resources: 
    limits:
      cpu: "0.5"
      memory: 0.5Gi

proxy:
  replicas: 2
  resources: 
    limits:
      cpu: 1
      memory: 2Gi  
  • 安装 Milvus。
helm upgrade --install milvus-demo milvus/milvus -n milvus -f milvus.yaml

验证安装

请参阅验证安装

翻译自DeepL

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