AWS 适用于亚马逊的托管政策 SageMaker - Amazon SageMaker
AmazonSageMakerFull访问权限AmazonSageMakerRead只有亚马逊 SageMaker 政策更新

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AWS 适用于亚马逊的托管政策 SageMaker

要向用户、群组和角色添加权限，使用 AWS 托管策略比自己编写策略要容易得多。创建仅为团队提供所需权限的 IAM 客户管理型策略需要时间和专业知识。要快速入门，您可以使用我们的 AWS 托管策略。这些政策涵盖常见用例，可在您的 AWS 账户中使用。有关 AWS 托管策略的更多信息，请参阅 IAM 用户指南中的AWS 托管策略。

AWS 服务维护和更新 AWS 托管策略。您无法更改 AWS 托管策略中的权限。服务偶尔会向 AWS 托管策略添加其他权限以支持新功能。此类更新会影响附加策略的所有身份（用户、组和角色）。当推出新功能或有新操作可用时，服务最有可能更新 AWS 托管策略。服务不会从 AWS 托管策略中移除权限，因此策略更新不会破坏您的现有权限。

此外，还 AWS 支持跨多个服务的工作职能的托管策略。例如，ReadOnlyAccess AWS 托管策略提供对所有 AWS 服务和资源的只读访问权限。当服务启动新特征时， AWS 会为新操作和资源添加只读权限。有关工作职能策略的列表和说明，请参阅 IAM 用户指南中的适用于工作职能的AWS 管理型策略。

重要

我们建议您使用允许执行使用案例的最严格的策略。

以下 AWS 托管政策是亚马逊特有的，您可以将其附加到账户中的用户 SageMaker：

  • AmazonSageMakerFullAccess— 授予对 Amazon SageMaker 和 SageMaker 地理空间资源以及支持的操作的完全访问权限。这不提供无限制的 Amazon S3 访问权限，但支持具有特定 sagemaker 标签的存储桶和对象。此策略允许将所有 IAM 角色传递给 Amazon SageMaker，但仅允许将其中带有 “AmazonSageMaker” 的 IAM 角色传递给 AWS Glue AWS Step Functions、和 AWS RoboMaker 服务。

  • AmazonSageMakerReadOnly— 授予对 Amazon SageMaker 资源的只读访问权限。

以下 AWS 托管策略可以附加到您账户中的用户，但不建议这样做：

  • AdministratorAccess – 为所有 AWS 服务和账户中的所有资源授予所有操作权限。

  • DataScientist – 授予广泛的权限，以涵盖数据科学家所遇到的大多数使用案例（主要用于分析和商业智能）。

您可以通过登录到 IAM 控制台并搜索这些权限策略来查看它们。

您也可以创建自己的自定义 IAM 策略，根据需要授予对 Amazon SageMaker 操作和资源的权限。您可以将这些自定义策略附加到需要它们的用户或组。

主题

AWS 托管策略： AmazonSageMakerFullAccess

该政策授予管理权限，允许委托人完全访问所有 Amazon SageMaker 和 SageMaker 地理空间资源及操作。该策略还提供对相关服务的部分访问权限。此策略允许将所有 IAM 角色传递给 Amazon SageMaker，但仅允许将其中带有 “AmazonSageMaker” 的 IAM 角色传递给 AWS Glue AWS Step Functions、和 AWS RoboMaker 服务。该政策不包括创建 Amazon SageMaker 域名的权限。有关创建域所需策略的信息，请参阅Amazon SageMaker 先决条件。

权限详细信息

该策略包含以下权限。

  • application-autoscaling— 允许委托人自动扩展 SageMaker 实时推理端点。

  • athena— 允许委托人从中查询数据目录、数据库和表元数据的列表。 Amazon Athena

  • aws-marketplace— 允许委托人查看 AWS AI Marketplace 订阅。如果您想访问中订阅的 SageMaker软件，则需要此选项。 AWS Marketplace

  • cloudformation— 允许委托人获取使用 SageMaker JumpStart 解决方案和管道的 AWS CloudFormation 模板。 SageMaker JumpStart创建运行与其他 AWS 服务关联的 end-to-end 机器学习解决方案所需的资源。 SageMaker SageMaker Pipelines 创建由 Service Catalog 支持的新项目。

  • cloudwatch— 允许委托人发布 CloudWatch 指标、与警报交互以及将日志上传到您账户中的 CloudWatch 日志。

  • codebuild— 允许委托人存储 SageMaker 管道和项目的 AWS CodeBuild 构件。

  • codecommit— 需要与 SageMaker笔记本实例 AWS CodeCommit 集成。

  • cognito-idp— Amazon G SageMaker round Truth 需要定义私人员工和工作团队。

  • ec2— 当您 SageMaker 为 SageMaker 任务、模型、终端节点和笔记本实例指定 Amazon VPC 时，需要用于管理 Amazon EC2 资源和网络接口。

  • ecr— 需要提取和存储 Amazon SageMaker Studio Classic（自定义映像）、训练、处理、批量推理和推理终端节点的 Docker 工件。在里面使用自己的容器也需要这样做 SageMaker。代表用户创建和删除自定义映像需要 SageMaker JumpStart 解决方案的额外权限。

  • elastic-inference— 允许委托人连接到 Amazon Elastic Inferen SageMaker ce 以使用笔记本实例和终端节点。

  • elasticfilesystem - 允许主体访问 Amazon Elastic File System。这是使用 Amazon Elastic File System 中的数据源训练机器学习模型所必需的。 SageMaker

  • fsx - 允许主体访问 Amazon FSx。这是使用 Amazon FSx 中的数据源训练机器学习模型所必需的。 SageMaker

  • glue— 需要在 SageMaker 笔记本实例中进行推理管道预处理。

  • groundtruthlabeling - Ground Truth 标注作业所需。可通过 Ground Truth 控制台访问 groundtruthlabeling 端点。

  • iam— 需要向 SageMaker 控制台授予对可用 IAM 角色的访问权限并创建与服务相关的角色。

  • kms— 需要授予 SageMaker 控制台访问可用 AWS KMS 密钥的权限，并针对任务和端点中的任何指定 AWS KMS 别名检索这些密钥。

  • lambda - 允许主体调用和获取 AWS Lambda 函数列表。

  • logs— 需要允许 SageMaker 作业和端点发布日志流。

  • redshift - 允许主体访问 Amazon Redshift 集群凭证。

  • redshift-data - 允许主体使用 Amazon Redshift 中的数据来运行、描述和取消语句；获取语句结果；以及列出架构和表。

  • robomaker— 允许委托人拥有创建、获取描述和删除 AWS RoboMaker 仿真应用程序和作业的完全访问权限。这也是在笔记本实例上运行强化学习示例时所需。

  • s3, s3express— 允许委托人完全访问与亚马逊 S3 或 Amazon S3 Express 相关但不是全部的 Amazon S3 和 Amazon S3 Express 资源。 SageMaker

  • sagemaker— 允许委托人列出 SageMaker 用户个人资料上的标签，并向 SageMaker 应用程序和空间添加标签。仅允许访问 sagemaker 的 SageMaker 流程定义：WorkteamType “私人人群” 或 “供应商人群”。

  • sagemaker和 sagemaker-geospatial — 允许委托人对 SageMaker 域和用户配置文件进行只读访问。

  • secretsmanager - 允许主体完全访问 AWS Secrets Manager。主体可以安全地加密、存储和检索数据库和其他服务的凭证。对于带有使用 SageMaker 代码存储库的 SageMaker 笔记本实例，也需要这样做 GitHub。

  • servicecatalog - 允许主体使用 Service Catalog。委托人可以创建、获取、更新或终止预配置产品，例如使用 AWS 资源部署的服务器、数据库、网站或应用程序。 SageMaker JumpStart 和 Projects 需要这样才能在用户中查找和读取服务目录产品和启动 AWS 资源。

  • sns - 允许主体获取 Amazon SNS 主题列表。启用了同步推理功能的端点需要该权限来通知用户推理已完成。

  • states— SageMaker JumpStart 和 Pipelines 需要使用服务目录来创建步骤函数资源。

  • tag— SageMaker 流水线需要在 Studio Classic 中渲染。Studio Classic 需要标有sagemaker:project-id特定标签键的资源。这需要 tag:GetResources 权限。

{
  "Version": "2012-10-17",
  "Statement": [
    {
      "Sid": "AllowAllNonAdminSageMakerActions",
      "Effect": "Allow",
      "Action": [
        "sagemaker:*",
        "sagemaker-geospatial:*"
      ],
      "NotResource": [
        "arn:aws:sagemaker:*:*:domain/*",
        "arn:aws:sagemaker:*:*:user-profile/*",
        "arn:aws:sagemaker:*:*:app/*",
        "arn:aws:sagemaker:*:*:space/*",
        "arn:aws:sagemaker:*:*:flow-definition/*"
      ]
    },
    {
      "Sid": "AllowAddTagsForSpace",
      "Effect": "Allow",
      "Action": [
        "sagemaker:AddTags"
      ],
      "Resource": [
        "arn:aws:sagemaker:*:*:space/*"
      ],
      "Condition": {
        "StringEquals": {
          "sagemaker:TaggingAction": "CreateSpace"
        }
      }
    },
    {
      "Sid": "AllowAddTagsForApp",
      "Effect": "Allow",
      "Action": [
        "sagemaker:AddTags"
      ],
      "Resource": [
        "arn:aws:sagemaker:*:*:app/*"
      ]
    },
    {
      "Sid": "AllowStudioActions",
      "Effect": "Allow",
      "Action": [
        "sagemaker:CreatePresignedDomainUrl",
        "sagemaker:DescribeDomain",
        "sagemaker:ListDomains",
        "sagemaker:DescribeUserProfile",
        "sagemaker:ListUserProfiles",
        "sagemaker:DescribeSpace",
        "sagemaker:ListSpaces",
        "sagemaker:DescribeApp",
        "sagemaker:ListApps"
      ],
      "Resource": "*"
    },
    {
      "Sid": "AllowAppActionsForUserProfile",
      "Effect": "Allow",
      "Action": [
        "sagemaker:CreateApp",
        "sagemaker:DeleteApp"
      ],
      "Resource": "arn:aws:sagemaker:*:*:app/*/*/*/*",
      "Condition": {
        "Null": {
          "sagemaker:OwnerUserProfileArn": "true"
        }
      }
    },
    {
      "Sid": "AllowAppActionsForSharedSpaces",
      "Effect": "Allow",
      "Action": [
        "sagemaker:CreateApp",
        "sagemaker:DeleteApp"
      ],
      "Resource": "arn:aws:sagemaker:*:*:app/${sagemaker:DomainId}/*/*/*",
      "Condition": {
        "StringEquals": {
          "sagemaker:SpaceSharingType": [
            "Shared"
          ]
        }
      }
    },
    {
      "Sid": "AllowMutatingActionsOnSharedSpacesWithoutOwner",
      "Effect": "Allow",
      "Action": [
        "sagemaker:CreateSpace",
        "sagemaker:UpdateSpace",
        "sagemaker:DeleteSpace"
      ],
      "Resource": "arn:aws:sagemaker:*:*:space/${sagemaker:DomainId}/*",
      "Condition": {
        "Null": {
          "sagemaker:OwnerUserProfileArn": "true"
        }
      }
    },
    {
      "Sid": "RestrictMutatingActionsOnSpacesToOwnerUserProfile",
      "Effect": "Allow",
      "Action": [
        "sagemaker:CreateSpace",
        "sagemaker:UpdateSpace",
        "sagemaker:DeleteSpace"
      ],
      "Resource": "arn:aws:sagemaker:*:*:space/${sagemaker:DomainId}/*",
      "Condition": {
        "ArnLike": {
          "sagemaker:OwnerUserProfileArn": "arn:aws:sagemaker:*:*:user-profile/${sagemaker:DomainId}/${sagemaker:UserProfileName}"
        },
        "StringEquals": {
          "sagemaker:SpaceSharingType": [
            "Private",
            "Shared"
          ]
        }
      }
    },
    {
      "Sid": "RestrictMutatingActionsOnPrivateSpaceAppsToOwnerUserProfile",
      "Effect": "Allow",
      "Action": [
        "sagemaker:CreateApp",
        "sagemaker:DeleteApp"
      ],
      "Resource": "arn:aws:sagemaker:*:*:app/${sagemaker:DomainId}/*/*/*",
      "Condition": {
        "ArnLike": {
          "sagemaker:OwnerUserProfileArn": "arn:aws:sagemaker:*:*:user-profile/${sagemaker:DomainId}/${sagemaker:UserProfileName}"
        },
        "StringEquals": {
          "sagemaker:SpaceSharingType": [
            "Private"
          ]
        }
      }
    },
    {
      "Sid": "AllowFlowDefinitionActions",
      "Effect": "Allow",
      "Action": "sagemaker:*",
      "Resource": [
        "arn:aws:sagemaker:*:*:flow-definition/*"
      ],
      "Condition": {
        "StringEqualsIfExists": {
          "sagemaker:WorkteamType": [
            "private-crowd",
            "vendor-crowd"
          ]
        }
      }
    },
    {
      "Sid": "AllowAWSServiceActions",
      "Effect": "Allow",
      "Action": [
        "application-autoscaling:DeleteScalingPolicy",
        "application-autoscaling:DeleteScheduledAction",
        "application-autoscaling:DeregisterScalableTarget",
        "application-autoscaling:DescribeScalableTargets",
        "application-autoscaling:DescribeScalingActivities",
        "application-autoscaling:DescribeScalingPolicies",
        "application-autoscaling:DescribeScheduledActions",
        "application-autoscaling:PutScalingPolicy",
        "application-autoscaling:PutScheduledAction",
        "application-autoscaling:RegisterScalableTarget",
        "aws-marketplace:ViewSubscriptions",
        "cloudformation:GetTemplateSummary",
        "cloudwatch:DeleteAlarms",
        "cloudwatch:DescribeAlarms",
        "cloudwatch:GetMetricData",
        "cloudwatch:GetMetricStatistics",
        "cloudwatch:ListMetrics",
        "cloudwatch:PutMetricAlarm",
        "cloudwatch:PutMetricData",
        "codecommit:BatchGetRepositories",
        "codecommit:CreateRepository",
        "codecommit:GetRepository",
        "codecommit:List*",
        "cognito-idp:AdminAddUserToGroup",
        "cognito-idp:AdminCreateUser",
        "cognito-idp:AdminDeleteUser",
        "cognito-idp:AdminDisableUser",
        "cognito-idp:AdminEnableUser",
        "cognito-idp:AdminRemoveUserFromGroup",
        "cognito-idp:CreateGroup",
        "cognito-idp:CreateUserPool",
        "cognito-idp:CreateUserPoolClient",
        "cognito-idp:CreateUserPoolDomain",
        "cognito-idp:DescribeUserPool",
        "cognito-idp:DescribeUserPoolClient",
        "cognito-idp:List*",
        "cognito-idp:UpdateUserPool",
        "cognito-idp:UpdateUserPoolClient",
        "ec2:CreateNetworkInterface",
        "ec2:CreateNetworkInterfacePermission",
        "ec2:CreateVpcEndpoint",
        "ec2:DeleteNetworkInterface",
        "ec2:DeleteNetworkInterfacePermission",
        "ec2:DescribeDhcpOptions",
        "ec2:DescribeNetworkInterfaces",
        "ec2:DescribeRouteTables",
        "ec2:DescribeSecurityGroups",
        "ec2:DescribeSubnets",
        "ec2:DescribeVpcEndpoints",
        "ec2:DescribeVpcs",
        "ecr:BatchCheckLayerAvailability",
        "ecr:BatchGetImage",
        "ecr:CreateRepository",
        "ecr:Describe*",
        "ecr:GetAuthorizationToken",
        "ecr:GetDownloadUrlForLayer",
        "ecr:StartImageScan",
        "elastic-inference:Connect",
        "elasticfilesystem:DescribeFileSystems",
        "elasticfilesystem:DescribeMountTargets",
        "fsx:DescribeFileSystems",
        "glue:CreateJob",
        "glue:DeleteJob",
        "glue:GetJob*",
        "glue:GetTable*",
        "glue:GetWorkflowRun",
        "glue:ResetJobBookmark",
        "glue:StartJobRun",
        "glue:StartWorkflowRun",
        "glue:UpdateJob",
        "groundtruthlabeling:*",
        "iam:ListRoles",
        "kms:DescribeKey",
        "kms:ListAliases",
        "lambda:ListFunctions",
        "logs:CreateLogDelivery",
        "logs:CreateLogGroup",
        "logs:CreateLogStream",
        "logs:DeleteLogDelivery",
        "logs:Describe*",
        "logs:GetLogDelivery",
        "logs:GetLogEvents",
        "logs:ListLogDeliveries",
        "logs:PutLogEvents",
        "logs:PutResourcePolicy",
        "logs:UpdateLogDelivery",
        "robomaker:CreateSimulationApplication",
        "robomaker:DescribeSimulationApplication",
        "robomaker:DeleteSimulationApplication",
        "robomaker:CreateSimulationJob",
        "robomaker:DescribeSimulationJob",
        "robomaker:CancelSimulationJob",
        "secretsmanager:ListSecrets",
        "servicecatalog:Describe*",
        "servicecatalog:List*",
        "servicecatalog:ScanProvisionedProducts",
        "servicecatalog:SearchProducts",
        "servicecatalog:SearchProvisionedProducts",
        "sns:ListTopics",
        "tag:GetResources"
      ],
      "Resource": "*"
    },
    {
      "Sid": "AllowECRActions",
      "Effect": "Allow",
      "Action": [
        "ecr:SetRepositoryPolicy",
        "ecr:CompleteLayerUpload",
        "ecr:BatchDeleteImage",
        "ecr:UploadLayerPart",
        "ecr:DeleteRepositoryPolicy",
        "ecr:InitiateLayerUpload",
        "ecr:DeleteRepository",
        "ecr:PutImage"
      ],
      "Resource": [
        "arn:aws:ecr:*:*:repository/*sagemaker*"
      ]
    },
    {
      "Sid": "AllowCodeCommitActions",
      "Effect": "Allow",
      "Action": [
        "codecommit:GitPull",
        "codecommit:GitPush"
      ],
      "Resource": [
        "arn:aws:codecommit:*:*:*sagemaker*",
        "arn:aws:codecommit:*:*:*SageMaker*",
        "arn:aws:codecommit:*:*:*Sagemaker*"
      ]
    },
    {
      "Sid": "AllowCodeBuildActions",
      "Action": [
        "codebuild:BatchGetBuilds",
        "codebuild:StartBuild"
      ],
      "Resource": [
        "arn:aws:codebuild:*:*:project/sagemaker*",
        "arn:aws:codebuild:*:*:build/*"
      ],
      "Effect": "Allow"
    },
    {
      "Sid": "AllowStepFunctionsActions",
      "Action": [
        "states:DescribeExecution",
        "states:GetExecutionHistory",
        "states:StartExecution",
        "states:StopExecution",
        "states:UpdateStateMachine"
      ],
      "Resource": [
        "arn:aws:states:*:*:statemachine:*sagemaker*",
        "arn:aws:states:*:*:execution:*sagemaker*:*"
      ],
      "Effect": "Allow"
    },
    {
      "Sid": "AllowSecretManagerActions",
      "Effect": "Allow",
      "Action": [
        "secretsmanager:DescribeSecret",
        "secretsmanager:GetSecretValue",
        "secretsmanager:CreateSecret"
      ],
      "Resource": [
        "arn:aws:secretsmanager:*:*:secret:AmazonSageMaker-*"
      ]
    },
    {
      "Sid": "AllowReadOnlySecretManagerActions",
      "Effect": "Allow",
      "Action": [
        "secretsmanager:DescribeSecret",
        "secretsmanager:GetSecretValue"
      ],
      "Resource": "*",
      "Condition": {
        "StringEquals": {
          "secretsmanager:ResourceTag/SageMaker": "true"
        }
      }
    },
    {
      "Sid": "AllowServiceCatalogProvisionProduct",
      "Effect": "Allow",
      "Action": [
        "servicecatalog:ProvisionProduct"
      ],
      "Resource": "*"
    },
    {
      "Sid": "AllowServiceCatalogTerminateUpdateProvisionProduct",
      "Effect": "Allow",
      "Action": [
        "servicecatalog:TerminateProvisionedProduct",
        "servicecatalog:UpdateProvisionedProduct"
      ],
      "Resource": "*",
      "Condition": {
        "StringEquals": {
          "servicecatalog:userLevel": "self"
        }
      }
    },
    {
      "Sid": "AllowS3ObjectActions",
      "Effect": "Allow",
      "Action": [
        "s3:GetObject",
        "s3:PutObject",
        "s3:DeleteObject",
        "s3:AbortMultipartUpload"
      ],
      "Resource": [
        "arn:aws:s3:::*SageMaker*",
        "arn:aws:s3:::*Sagemaker*",
        "arn:aws:s3:::*sagemaker*",
        "arn:aws:s3:::*aws-glue*"
      ]
    },
    {
      "Sid": "AllowS3GetObjectWithSageMakerExistingObjectTag",
      "Effect": "Allow",
      "Action": [
        "s3:GetObject"
      ],
      "Resource": [
        "arn:aws:s3:::*"
      ],
      "Condition": {
        "StringEqualsIgnoreCase": {
          "s3:ExistingObjectTag/SageMaker": "true"
        }
      }
    },
    {
      "Sid": "AllowS3GetObjectWithServiceCatalogProvisioningExistingObjectTag",
      "Effect": "Allow",
      "Action": [
        "s3:GetObject"
      ],
      "Resource": [
        "arn:aws:s3:::*"
      ],
      "Condition": {
        "StringEquals": {
          "s3:ExistingObjectTag/servicecatalog:provisioning": "true"
        }
      }
    },
    {
      "Sid": "AllowS3BucketActions",
      "Effect": "Allow",
      "Action": [
        "s3:CreateBucket",
        "s3:GetBucketLocation",
        "s3:ListBucket",
        "s3:ListAllMyBuckets",
        "s3:GetBucketCors",
        "s3:PutBucketCors"
      ],
      "Resource": "*"
    },
    {
      "Sid": "AllowS3BucketACL",
      "Effect": "Allow",
      "Action": [
        "s3:GetBucketAcl",
        "s3:PutObjectAcl"
      ],
      "Resource": [
        "arn:aws:s3:::*SageMaker*",
        "arn:aws:s3:::*Sagemaker*",
        "arn:aws:s3:::*sagemaker*"
      ]
    },
    {
      "Sid": "AllowLambdaInvokeFunction",
      "Effect": "Allow",
      "Action": [
        "lambda:InvokeFunction"
      ],
      "Resource": [
        "arn:aws:lambda:*:*:function:*SageMaker*",
        "arn:aws:lambda:*:*:function:*sagemaker*",
        "arn:aws:lambda:*:*:function:*Sagemaker*",
        "arn:aws:lambda:*:*:function:*LabelingFunction*"
      ]
    },
    {
      "Sid": "AllowCreateServiceLinkedRoleForSageMakerApplicationAutoscaling",
      "Action": "iam:CreateServiceLinkedRole",
      "Effect": "Allow",
      "Resource": "arn:aws:iam::*:role/aws-service-role/sagemaker.application-autoscaling.amazonaws.com/AWSServiceRoleForApplicationAutoScaling_SageMakerEndpoint",
      "Condition": {
        "StringLike": {
          "iam:AWSServiceName": "sagemaker.application-autoscaling.amazonaws.com"
        }
      }
    },
    {
      "Sid": "AllowCreateServiceLinkedRoleForRobomaker",
      "Effect": "Allow",
      "Action": "iam:CreateServiceLinkedRole",
      "Resource": "*",
      "Condition": {
        "StringEquals": {
          "iam:AWSServiceName": "robomaker.amazonaws.com"
        }
      }
    },
    {
      "Sid": "AllowSNSActions",
      "Effect": "Allow",
      "Action": [
        "sns:Subscribe",
        "sns:CreateTopic",
        "sns:Publish"
      ],
      "Resource": [
        "arn:aws:sns:*:*:*SageMaker*",
        "arn:aws:sns:*:*:*Sagemaker*",
        "arn:aws:sns:*:*:*sagemaker*"
      ]
    },
    {
      "Sid": "AllowPassRoleForSageMakerRoles",
      "Effect": "Allow",
      "Action": [
        "iam:PassRole"
      ],
      "Resource": "arn:aws:iam::*:role/*AmazonSageMaker*",
      "Condition": {
        "StringEquals": {
          "iam:PassedToService": [
            "glue.amazonaws.com",
            "robomaker.amazonaws.com",
            "states.amazonaws.com"
          ]
        }
      }
    },
    {
      "Sid": "AllowPassRoleToSageMaker",
      "Effect": "Allow",
      "Action": [
        "iam:PassRole"
      ],
      "Resource": "arn:aws:iam::*:role/*",
      "Condition": {
        "StringEquals": {
          "iam:PassedToService": "sagemaker.amazonaws.com"
        }
      }
    },
    {
      "Sid": "AllowAthenaActions",
      "Effect": "Allow",
      "Action": [
        "athena:ListDataCatalogs",
        "athena:ListDatabases",
        "athena:ListTableMetadata",
        "athena:GetQueryExecution",
        "athena:GetQueryResults",
        "athena:StartQueryExecution",
        "athena:StopQueryExecution"
      ],
      "Resource": [
        "*"
      ]
    },
    {
      "Sid": "AllowGlueCreateTable",
      "Effect": "Allow",
      "Action": [
        "glue:CreateTable"
      ],
      "Resource": [
        "arn:aws:glue:*:*:table/*/sagemaker_tmp_*",
        "arn:aws:glue:*:*:table/sagemaker_featurestore/*",
        "arn:aws:glue:*:*:catalog",
        "arn:aws:glue:*:*:database/*"
      ]
    },
    {
      "Sid": "AllowGlueUpdateTable",
      "Effect": "Allow",
      "Action": [
        "glue:UpdateTable"
      ],
      "Resource": [
        "arn:aws:glue:*:*:table/sagemaker_featurestore/*",
        "arn:aws:glue:*:*:catalog",
        "arn:aws:glue:*:*:database/sagemaker_featurestore"
      ]
    },
    {
      "Sid": "AllowGlueDeleteTable",
      "Effect": "Allow",
      "Action": [
        "glue:DeleteTable"
      ],
      "Resource": [
        "arn:aws:glue:*:*:table/*/sagemaker_tmp_*",
        "arn:aws:glue:*:*:catalog",
        "arn:aws:glue:*:*:database/*"
      ]
    },
    {
      "Sid": "AllowGlueGetTablesAndDatabases",
      "Effect": "Allow",
      "Action": [
        "glue:GetDatabases",
        "glue:GetTable",
        "glue:GetTables"
      ],
      "Resource": [
        "arn:aws:glue:*:*:table/*",
        "arn:aws:glue:*:*:catalog",
        "arn:aws:glue:*:*:database/*"
      ]
    },
    {
      "Sid": "AllowGlueGetAndCreateDatabase",
      "Effect": "Allow",
      "Action": [
        "glue:CreateDatabase",
        "glue:GetDatabase"
      ],
      "Resource": [
        "arn:aws:glue:*:*:catalog",
        "arn:aws:glue:*:*:database/sagemaker_featurestore",
        "arn:aws:glue:*:*:database/sagemaker_processing",
        "arn:aws:glue:*:*:database/default",
        "arn:aws:glue:*:*:database/sagemaker_data_wrangler"
      ]
    },
    {
      "Sid": "AllowRedshiftDataActions",
      "Effect": "Allow",
      "Action": [
        "redshift-data:ExecuteStatement",
        "redshift-data:DescribeStatement",
        "redshift-data:CancelStatement",
        "redshift-data:GetStatementResult",
        "redshift-data:ListSchemas",
        "redshift-data:ListTables"
      ],
      "Resource": [
        "*"
      ]
    },
    {
      "Sid": "AllowRedshiftGetClusterCredentials",
      "Effect": "Allow",
      "Action": [
        "redshift:GetClusterCredentials"
      ],
      "Resource": [
        "arn:aws:redshift:*:*:dbuser:*/sagemaker_access*",
        "arn:aws:redshift:*:*:dbname:*"
      ]
    },
    {
      "Sid": "AllowListTagsForUserProfile",
      "Effect": "Allow",
      "Action": [
        "sagemaker:ListTags"
      ],
      "Resource": [
        "arn:aws:sagemaker:*:*:user-profile/*"
      ]
    },
    {
      "Sid": "AllowCloudformationListStackResources",
      "Effect": "Allow",
      "Action": [
        "cloudformation:ListStackResources"
      ],
      "Resource": "arn:aws:cloudformation:*:*:stack/SC-*"
    },
    {
      "Sid": "AllowS3ExpressObjectActions",
      "Effect": "Allow",
      "Action": [
        "s3express:CreateSession"
      ],
      "Resource": [
        "arn:aws:s3express:*:*:bucket/*SageMaker*",
        "arn:aws:s3express:*:*:bucket/*Sagemaker*",
        "arn:aws:s3express:*:*:bucket/*sagemaker*",
        "arn:aws:s3express:*:*:bucket/*aws-glue*"
      ],
      "Condition": {
        "StringEquals": {
          "aws:ResourceAccount": "${aws:PrincipalAccount}"
        }
      }
    },
    {
      "Sid": "AllowS3ExpressCreateBucketActions",
      "Effect": "Allow",
      "Action": [
        "s3express:CreateBucket"
      ],
      "Resource": [
        "arn:aws:s3express:*:*:bucket/*SageMaker*",
        "arn:aws:s3express:*:*:bucket/*Sagemaker*",
        "arn:aws:s3express:*:*:bucket/*sagemaker*"
      ],
      "Condition": {
        "StringEquals": {
          "aws:ResourceAccount": "${aws:PrincipalAccount}"
        }
      }
    },
    {
      "Sid": "AllowS3ExpressListBucketActions",
      "Effect": "Allow",
      "Action": [
        "s3express:ListAllMyDirectoryBuckets"
      ],
      "Resource": "*"
    }
  ]
}
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AWS 托管策略： AmazonSageMakerReadOnly

此政策授予 SageMaker 通过 AWS Management Console 和软件开发工具包对 Amazon 的只读访问权限。

权限详细信息

该策略包含以下权限。

  • application-autoscaling— 允许用户浏览可扩展的 SageMaker 实时推理端点的描述。

  • aws-marketplace— 允许用户查看 AWS AI Marketplace 订阅。

  • cloudwatch— 允许用户接收 CloudWatch 警报。

  • cognito-idp— Amazon Gro SageMaker und Truth 需要浏览私人员工和工作团队的描述和列表。

  • ecr - 读取 Docker 构件以进行训练和推理时所需。

{
    "Version": "2012-10-17",
    "Statement": [
        {
            "Effect": "Allow",
            "Action": [
                "sagemaker:Describe*",
                "sagemaker:List*",
                "sagemaker:BatchGetMetrics",
                "sagemaker:GetDeviceRegistration",
                "sagemaker:GetDeviceFleetReport",
                "sagemaker:GetSearchSuggestions",
                "sagemaker:BatchGetRecord",
                "sagemaker:GetRecord",
                "sagemaker:Search",
                "sagemaker:QueryLineage",
                "sagemaker:GetLineageGroupPolicy",
                "sagemaker:BatchDescribeModelPackage",
                "sagemaker:GetModelPackageGroupPolicy"
            ],
            "Resource": "*"
        },
        {
            "Effect": "Allow",
            "Action": [
                "application-autoscaling:DescribeScalableTargets",
                "application-autoscaling:DescribeScalingActivities",
                "application-autoscaling:DescribeScalingPolicies",
                "application-autoscaling:DescribeScheduledActions",
                "aws-marketplace:ViewSubscriptions",
                "cloudwatch:DescribeAlarms",
                "cognito-idp:DescribeUserPool",
                "cognito-idp:DescribeUserPoolClient",
                "cognito-idp:ListGroups",
                "cognito-idp:ListIdentityProviders",
                "cognito-idp:ListUserPoolClients",
                "cognito-idp:ListUserPools",
                "cognito-idp:ListUsers",
                "cognito-idp:ListUsersInGroup",
                "ecr:Describe*"
            ],
            "Resource": "*"
        }
    ]
}

SageMaker AWS 托管策略的更新

查看 SageMaker 自该服务开始跟踪这些更改以来 AWS 托管策略更新的详细信息。

Policy 版本 更改 Date

AmazonSageMakerFull访问权限 – 对现有策略的更新

 26

添加 sagemaker:AddTags 权限

2024 年 3 月 29 日

AmazonSageMakerFullAccess -更新现有政策

 25

添加sagemaker:CreateAppsagemaker:DescribeApp、sagemaker:DeleteApp、sagemaker:CreateSpace、sagemaker:UpdateSpace、sagemaker:DeleteSpace、s3express:CreateSession、s3express:CreateBucket、和s3express:ListAllMyDirectoryBuckets权限。

2023 年 11 月 30 日

AmazonSageMakerFullAccess -更新现有政策

 24

添加 sagemaker-geospatial:*、sagemaker:AddTags、sagemaker-ListTags、sagemaker-DescribeSpace 和 sagemaker:ListSpaces 权限。

2022 年 11 月 30 日

AmazonSageMakerFullAccess -更新现有政策

 23

添加 glue:UpdateTable。

2022 年 6 月 29 日

AmazonSageMakerFullAccess -更新现有政策

 22

添加 cloudformation:ListStackResources。

2022 年 5 月 1 日

AmazonSageMakerRead只有 – 对现有策略的更新

 11

添加 sagemaker:QueryLineage、sagemaker:GetLineageGroupPolicy、sagemaker:BatchDescribeModelPackage 和 sagemaker:GetModelPackageGroupPolicy 权限。

2021 年 12 月 1 日

AmazonSageMakerFullAccess -更新现有政策

 21

为启用了异步推理的端点添加 sns:Publish 权限。

2021 年 9 月 8 日

AmazonSageMakerFullAccess -更新现有政策

 20

更新 iam:PassRole 资源和权限。

2021 年 7 月 15 日

AmazonSageMakerReadOnly -更新现有政策

 10

为 SageMaker 功能商店BatchGetRecord添加了新 API。

 2021 年 6 月 10 日

SageMaker 开始跟踪其 AWS 托管策略的更改。

 2021 年 6 月 1 日