SageMaker / Client / describe_user_profile

describe_user_profile#

SageMaker.Client.describe_user_profile(**kwargs)#

Describes a user profile. For more information, see CreateUserProfile.

See also: AWS API Documentation

Request Syntax

response = client.describe_user_profile(
    DomainId='string',
    UserProfileName='string'
)
Parameters:
  • DomainId (string) –

    [REQUIRED]

    The domain ID.

  • UserProfileName (string) –

    [REQUIRED]

    The user profile name. This value is not case sensitive.

Return type:

dict

Returns:

Response Syntax

{
    'DomainId': 'string',
    'UserProfileArn': 'string',
    'UserProfileName': 'string',
    'HomeEfsFileSystemUid': 'string',
    'Status': 'Deleting'|'Failed'|'InService'|'Pending'|'Updating'|'Update_Failed'|'Delete_Failed',
    'LastModifiedTime': datetime(2015, 1, 1),
    'CreationTime': datetime(2015, 1, 1),
    'FailureReason': 'string',
    'SingleSignOnUserIdentifier': 'string',
    'SingleSignOnUserValue': 'string',
    'UserSettings': {
        'ExecutionRole': 'string',
        'SecurityGroups': [
            'string',
        ],
        'SharingSettings': {
            'NotebookOutputOption': 'Allowed'|'Disabled',
            'S3OutputPath': 'string',
            'S3KmsKeyId': 'string'
        },
        'JupyterServerAppSettings': {
            'DefaultResourceSpec': {
                'SageMakerImageArn': 'string',
                'SageMakerImageVersionArn': 'string',
                'SageMakerImageVersionAlias': 'string',
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                'Status': 'ENABLED'|'DISABLED'
            },
            'KendraSettings': {
                'Status': 'ENABLED'|'DISABLED'
            },
            'GenerativeAiSettings': {
                'AmazonBedrockRoleArn': 'string'
            },
            'EmrServerlessSettings': {
                'ExecutionRoleArn': 'string',
                'Status': 'ENABLED'|'DISABLED'
            }
        },
        'CodeEditorAppSettings': {
            'DefaultResourceSpec': {
                'SageMakerImageArn': 'string',
                'SageMakerImageVersionArn': 'string',
                'SageMakerImageVersionAlias': 'string',
                'InstanceType': 'system'|'ml.t3.micro'|'ml.t3.small'|'ml.t3.medium'|'ml.t3.large'|'ml.t3.xlarge'|'ml.t3.2xlarge'|'ml.m5.large'|'ml.m5.xlarge'|'ml.m5.2xlarge'|'ml.m5.4xlarge'|'ml.m5.8xlarge'|'ml.m5.12xlarge'|'ml.m5.16xlarge'|'ml.m5.24xlarge'|'ml.m5d.large'|'ml.m5d.xlarge'|'ml.m5d.2xlarge'|'ml.m5d.4xlarge'|'ml.m5d.8xlarge'|'ml.m5d.12xlarge'|'ml.m5d.16xlarge'|'ml.m5d.24xlarge'|'ml.c5.large'|'ml.c5.xlarge'|'ml.c5.2xlarge'|'ml.c5.4xlarge'|'ml.c5.9xlarge'|'ml.c5.12xlarge'|'ml.c5.18xlarge'|'ml.c5.24xlarge'|'ml.p3.2xlarge'|'ml.p3.8xlarge'|'ml.p3.16xlarge'|'ml.p3dn.24xlarge'|'ml.g4dn.xlarge'|'ml.g4dn.2xlarge'|'ml.g4dn.4xlarge'|'ml.g4dn.8xlarge'|'ml.g4dn.12xlarge'|'ml.g4dn.16xlarge'|'ml.r5.large'|'ml.r5.xlarge'|'ml.r5.2xlarge'|'ml.r5.4xlarge'|'ml.r5.8xlarge'|'ml.r5.12xlarge'|'ml.r5.16xlarge'|'ml.r5.24xlarge'|'ml.g5.xlarge'|'ml.g5.2xlarge'|'ml.g5.4xlarge'|'ml.g5.8xlarge'|'ml.g5.16xlarge'|'ml.g5.12xlarge'|'ml.g5.24xlarge'|'ml.g5.48xlarge'|'ml.g6.xlarge'|'ml.g6.2xlarge'|'ml.g6.4xlarge'|'ml.g6.8xlarge'|'ml.g6.12xlarge'|'ml.g6.16xlarge'|'ml.g6.24xlarge'|'ml.g6.48xlarge'|'ml.geospatial.interactive'|'ml.p4d.24xlarge'|'ml.p4de.24xlarge'|'ml.trn1.2xlarge'|'ml.trn1.32xlarge'|'ml.trn1n.32xlarge'|'ml.p5.48xlarge'|'ml.m6i.large'|'ml.m6i.xlarge'|'ml.m6i.2xlarge'|'ml.m6i.4xlarge'|'ml.m6i.8xlarge'|'ml.m6i.12xlarge'|'ml.m6i.16xlarge'|'ml.m6i.24xlarge'|'ml.m6i.32xlarge'|'ml.m7i.large'|'ml.m7i.xlarge'|'ml.m7i.2xlarge'|'ml.m7i.4xlarge'|'ml.m7i.8xlarge'|'ml.m7i.12xlarge'|'ml.m7i.16xlarge'|'ml.m7i.24xlarge'|'ml.m7i.48xlarge'|'ml.c6i.large'|'ml.c6i.xlarge'|'ml.c6i.2xlarge'|'ml.c6i.4xlarge'|'ml.c6i.8xlarge'|'ml.c6i.12xlarge'|'ml.c6i.16xlarge'|'ml.c6i.24xlarge'|'ml.c6i.32xlarge'|'ml.c7i.large'|'ml.c7i.xlarge'|'ml.c7i.2xlarge'|'ml.c7i.4xlarge'|'ml.c7i.8xlarge'|'ml.c7i.12xlarge'|'ml.c7i.16xlarge'|'ml.c7i.24xlarge'|'ml.c7i.48xlarge'|'ml.r6i.large'|'ml.r6i.xlarge'|'ml.r6i.2xlarge'|'ml.r6i.4xlarge'|'ml.r6i.8xlarge'|'ml.r6i.12xlarge'|'ml.r6i.16xlarge'|'ml.r6i.24xlarge'|'ml.r6i.32xlarge'|'ml.r7i.large'|'ml.r7i.xlarge'|'ml.r7i.2xlarge'|'ml.r7i.4xlarge'|'ml.r7i.8xlarge'|'ml.r7i.12xlarge'|'ml.r7i.16xlarge'|'ml.r7i.24xlarge'|'ml.r7i.48xlarge'|'ml.m6id.large'|'ml.m6id.xlarge'|'ml.m6id.2xlarge'|'ml.m6id.4xlarge'|'ml.m6id.8xlarge'|'ml.m6id.12xlarge'|'ml.m6id.16xlarge'|'ml.m6id.24xlarge'|'ml.m6id.32xlarge'|'ml.c6id.large'|'ml.c6id.xlarge'|'ml.c6id.2xlarge'|'ml.c6id.4xlarge'|'ml.c6id.8xlarge'|'ml.c6id.12xlarge'|'ml.c6id.16xlarge'|'ml.c6id.24xlarge'|'ml.c6id.32xlarge'|'ml.r6id.large'|'ml.r6id.xlarge'|'ml.r6id.2xlarge'|'ml.r6id.4xlarge'|'ml.r6id.8xlarge'|'ml.r6id.12xlarge'|'ml.r6id.16xlarge'|'ml.r6id.24xlarge'|'ml.r6id.32xlarge',
                'LifecycleConfigArn': 'string'
            },
            'CustomImages': [
                {
                    'ImageName': 'string',
                    'ImageVersionNumber': 123,
                    'AppImageConfigName': 'string'
                },
            ],
            'LifecycleConfigArns': [
                'string',
            ]
        },
        'JupyterLabAppSettings': {
            'DefaultResourceSpec': {
                'SageMakerImageArn': 'string',
                'SageMakerImageVersionArn': 'string',
                'SageMakerImageVersionAlias': 'string',
                'InstanceType': 'system'|'ml.t3.micro'|'ml.t3.small'|'ml.t3.medium'|'ml.t3.large'|'ml.t3.xlarge'|'ml.t3.2xlarge'|'ml.m5.large'|'ml.m5.xlarge'|'ml.m5.2xlarge'|'ml.m5.4xlarge'|'ml.m5.8xlarge'|'ml.m5.12xlarge'|'ml.m5.16xlarge'|'ml.m5.24xlarge'|'ml.m5d.large'|'ml.m5d.xlarge'|'ml.m5d.2xlarge'|'ml.m5d.4xlarge'|'ml.m5d.8xlarge'|'ml.m5d.12xlarge'|'ml.m5d.16xlarge'|'ml.m5d.24xlarge'|'ml.c5.large'|'ml.c5.xlarge'|'ml.c5.2xlarge'|'ml.c5.4xlarge'|'ml.c5.9xlarge'|'ml.c5.12xlarge'|'ml.c5.18xlarge'|'ml.c5.24xlarge'|'ml.p3.2xlarge'|'ml.p3.8xlarge'|'ml.p3.16xlarge'|'ml.p3dn.24xlarge'|'ml.g4dn.xlarge'|'ml.g4dn.2xlarge'|'ml.g4dn.4xlarge'|'ml.g4dn.8xlarge'|'ml.g4dn.12xlarge'|'ml.g4dn.16xlarge'|'ml.r5.large'|'ml.r5.xlarge'|'ml.r5.2xlarge'|'ml.r5.4xlarge'|'ml.r5.8xlarge'|'ml.r5.12xlarge'|'ml.r5.16xlarge'|'ml.r5.24xlarge'|'ml.g5.xlarge'|'ml.g5.2xlarge'|'ml.g5.4xlarge'|'ml.g5.8xlarge'|'ml.g5.16xlarge'|'ml.g5.12xlarge'|'ml.g5.24xlarge'|'ml.g5.48xlarge'|'ml.g6.xlarge'|'ml.g6.2xlarge'|'ml.g6.4xlarge'|'ml.g6.8xlarge'|'ml.g6.12xlarge'|'ml.g6.16xlarge'|'ml.g6.24xlarge'|'ml.g6.48xlarge'|'ml.geospatial.interactive'|'ml.p4d.24xlarge'|'ml.p4de.24xlarge'|'ml.trn1.2xlarge'|'ml.trn1.32xlarge'|'ml.trn1n.32xlarge'|'ml.p5.48xlarge'|'ml.m6i.large'|'ml.m6i.xlarge'|'ml.m6i.2xlarge'|'ml.m6i.4xlarge'|'ml.m6i.8xlarge'|'ml.m6i.12xlarge'|'ml.m6i.16xlarge'|'ml.m6i.24xlarge'|'ml.m6i.32xlarge'|'ml.m7i.large'|'ml.m7i.xlarge'|'ml.m7i.2xlarge'|'ml.m7i.4xlarge'|'ml.m7i.8xlarge'|'ml.m7i.12xlarge'|'ml.m7i.16xlarge'|'ml.m7i.24xlarge'|'ml.m7i.48xlarge'|'ml.c6i.large'|'ml.c6i.xlarge'|'ml.c6i.2xlarge'|'ml.c6i.4xlarge'|'ml.c6i.8xlarge'|'ml.c6i.12xlarge'|'ml.c6i.16xlarge'|'ml.c6i.24xlarge'|'ml.c6i.32xlarge'|'ml.c7i.large'|'ml.c7i.xlarge'|'ml.c7i.2xlarge'|'ml.c7i.4xlarge'|'ml.c7i.8xlarge'|'ml.c7i.12xlarge'|'ml.c7i.16xlarge'|'ml.c7i.24xlarge'|'ml.c7i.48xlarge'|'ml.r6i.large'|'ml.r6i.xlarge'|'ml.r6i.2xlarge'|'ml.r6i.4xlarge'|'ml.r6i.8xlarge'|'ml.r6i.12xlarge'|'ml.r6i.16xlarge'|'ml.r6i.24xlarge'|'ml.r6i.32xlarge'|'ml.r7i.large'|'ml.r7i.xlarge'|'ml.r7i.2xlarge'|'ml.r7i.4xlarge'|'ml.r7i.8xlarge'|'ml.r7i.12xlarge'|'ml.r7i.16xlarge'|'ml.r7i.24xlarge'|'ml.r7i.48xlarge'|'ml.m6id.large'|'ml.m6id.xlarge'|'ml.m6id.2xlarge'|'ml.m6id.4xlarge'|'ml.m6id.8xlarge'|'ml.m6id.12xlarge'|'ml.m6id.16xlarge'|'ml.m6id.24xlarge'|'ml.m6id.32xlarge'|'ml.c6id.large'|'ml.c6id.xlarge'|'ml.c6id.2xlarge'|'ml.c6id.4xlarge'|'ml.c6id.8xlarge'|'ml.c6id.12xlarge'|'ml.c6id.16xlarge'|'ml.c6id.24xlarge'|'ml.c6id.32xlarge'|'ml.r6id.large'|'ml.r6id.xlarge'|'ml.r6id.2xlarge'|'ml.r6id.4xlarge'|'ml.r6id.8xlarge'|'ml.r6id.12xlarge'|'ml.r6id.16xlarge'|'ml.r6id.24xlarge'|'ml.r6id.32xlarge',
                'LifecycleConfigArn': 'string'
            },
            'CustomImages': [
                {
                    'ImageName': 'string',
                    'ImageVersionNumber': 123,
                    'AppImageConfigName': 'string'
                },
            ],
            'LifecycleConfigArns': [
                'string',
            ],
            'CodeRepositories': [
                {
                    'RepositoryUrl': 'string'
                },
            ],
            'EmrSettings': {
                'AssumableRoleArns': [
                    'string',
                ],
                'ExecutionRoleArns': [
                    'string',
                ]
            }
        },
        'SpaceStorageSettings': {
            'DefaultEbsStorageSettings': {
                'DefaultEbsVolumeSizeInGb': 123,
                'MaximumEbsVolumeSizeInGb': 123
            }
        },
        'DefaultLandingUri': 'string',
        'StudioWebPortal': 'ENABLED'|'DISABLED',
        'CustomPosixUserConfig': {
            'Uid': 123,
            'Gid': 123
        },
        'CustomFileSystemConfigs': [
            {
                'EFSFileSystemConfig': {
                    'FileSystemId': 'string',
                    'FileSystemPath': 'string'
                }
            },
        ],
        'StudioWebPortalSettings': {
            'HiddenMlTools': [
                'DataWrangler'|'FeatureStore'|'EmrClusters'|'AutoMl'|'Experiments'|'Training'|'ModelEvaluation'|'Pipelines'|'Models'|'JumpStart'|'InferenceRecommender'|'Endpoints'|'Projects'|'InferenceOptimization',
            ],
            'HiddenAppTypes': [
                'JupyterServer'|'KernelGateway'|'DetailedProfiler'|'TensorBoard'|'CodeEditor'|'JupyterLab'|'RStudioServerPro'|'RSessionGateway'|'Canvas',
            ]
        }
    }
}

Response Structure

  • (dict) –

    • DomainId (string) –

      The ID of the domain that contains the profile.

    • UserProfileArn (string) –

      The user profile Amazon Resource Name (ARN).

    • UserProfileName (string) –

      The user profile name.

    • HomeEfsFileSystemUid (string) –

      The ID of the user’s profile in the Amazon Elastic File System volume.

    • Status (string) –

      The status.

    • LastModifiedTime (datetime) –

      The last modified time.

    • CreationTime (datetime) –

      The creation time.

    • FailureReason (string) –

      The failure reason.

    • SingleSignOnUserIdentifier (string) –

      The IAM Identity Center user identifier.

    • SingleSignOnUserValue (string) –

      The IAM Identity Center user value.

    • UserSettings (dict) –

      A collection of settings.

      • ExecutionRole (string) –

        The execution role for the user.

      • SecurityGroups (list) –

        The security groups for the Amazon Virtual Private Cloud (VPC) that the domain uses for communication.

        Optional when the CreateDomain.AppNetworkAccessType parameter is set to PublicInternetOnly.

        Required when the CreateDomain.AppNetworkAccessType parameter is set to VpcOnly, unless specified as part of the DefaultUserSettings for the domain.

        Amazon SageMaker adds a security group to allow NFS traffic from Amazon SageMaker Studio. Therefore, the number of security groups that you can specify is one less than the maximum number shown.

        • (string) –

      • SharingSettings (dict) –

        Specifies options for sharing Amazon SageMaker Studio notebooks.

        • NotebookOutputOption (string) –

          Whether to include the notebook cell output when sharing the notebook. The default is Disabled.

        • S3OutputPath (string) –

          When NotebookOutputOption is Allowed, the Amazon S3 bucket used to store the shared notebook snapshots.

        • S3KmsKeyId (string) –

          When NotebookOutputOption is Allowed, the Amazon Web Services Key Management Service (KMS) encryption key ID used to encrypt the notebook cell output in the Amazon S3 bucket.

      • JupyterServerAppSettings (dict) –

        The Jupyter server’s app settings.

        • DefaultResourceSpec (dict) –

          The default instance type and the Amazon Resource Name (ARN) of the default SageMaker image used by the JupyterServer app. If you use the LifecycleConfigArns parameter, then this parameter is also required.

          • SageMakerImageArn (string) –

            The ARN of the SageMaker image that the image version belongs to.

          • SageMakerImageVersionArn (string) –

            The ARN of the image version created on the instance.

          • SageMakerImageVersionAlias (string) –

            The SageMakerImageVersionAlias of the image to launch with. This value is in SemVer 2.0.0 versioning format.

          • InstanceType (string) –

            The instance type that the image version runs on.

            Note

            JupyterServer apps only support the system value.

            For KernelGateway apps, the system value is translated to ml.t3.medium. KernelGateway apps also support all other values for available instance types.

          • LifecycleConfigArn (string) –

            The Amazon Resource Name (ARN) of the Lifecycle Configuration attached to the Resource.

        • LifecycleConfigArns (list) –

          The Amazon Resource Name (ARN) of the Lifecycle Configurations attached to the JupyterServerApp. If you use this parameter, the DefaultResourceSpec parameter is also required.

          Note

          To remove a Lifecycle Config, you must set LifecycleConfigArns to an empty list.

          • (string) –

        • CodeRepositories (list) –

          A list of Git repositories that SageMaker automatically displays to users for cloning in the JupyterServer application.

          • (dict) –

            A Git repository that SageMaker automatically displays to users for cloning in the JupyterServer application.

            • RepositoryUrl (string) –

              The URL of the Git repository.

      • KernelGatewayAppSettings (dict) –

        The kernel gateway app settings.

        • DefaultResourceSpec (dict) –

          The default instance type and the Amazon Resource Name (ARN) of the default SageMaker image used by the KernelGateway app.

          Note

          The Amazon SageMaker Studio UI does not use the default instance type value set here. The default instance type set here is used when Apps are created using the CLI or CloudFormation and the instance type parameter value is not passed.

          • SageMakerImageArn (string) –

            The ARN of the SageMaker image that the image version belongs to.

          • SageMakerImageVersionArn (string) –

            The ARN of the image version created on the instance.

          • SageMakerImageVersionAlias (string) –

            The SageMakerImageVersionAlias of the image to launch with. This value is in SemVer 2.0.0 versioning format.

          • InstanceType (string) –

            The instance type that the image version runs on.

            Note

            JupyterServer apps only support the system value.

            For KernelGateway apps, the system value is translated to ml.t3.medium. KernelGateway apps also support all other values for available instance types.

          • LifecycleConfigArn (string) –

            The Amazon Resource Name (ARN) of the Lifecycle Configuration attached to the Resource.

        • CustomImages (list) –

          A list of custom SageMaker images that are configured to run as a KernelGateway app.

          • (dict) –

            A custom SageMaker image. For more information, see Bring your own SageMaker image.

            • ImageName (string) –

              The name of the CustomImage. Must be unique to your account.

            • ImageVersionNumber (integer) –

              The version number of the CustomImage.

            • AppImageConfigName (string) –

              The name of the AppImageConfig.

        • LifecycleConfigArns (list) –

          The Amazon Resource Name (ARN) of the Lifecycle Configurations attached to the the user profile or domain.

          Note

          To remove a Lifecycle Config, you must set LifecycleConfigArns to an empty list.

          • (string) –

      • TensorBoardAppSettings (dict) –

        The TensorBoard app settings.

        • DefaultResourceSpec (dict) –

          The default instance type and the Amazon Resource Name (ARN) of the SageMaker image created on the instance.

          • SageMakerImageArn (string) –

            The ARN of the SageMaker image that the image version belongs to.

          • SageMakerImageVersionArn (string) –

            The ARN of the image version created on the instance.

          • SageMakerImageVersionAlias (string) –

            The SageMakerImageVersionAlias of the image to launch with. This value is in SemVer 2.0.0 versioning format.

          • InstanceType (string) –

            The instance type that the image version runs on.

            Note

            JupyterServer apps only support the system value.

            For KernelGateway apps, the system value is translated to ml.t3.medium. KernelGateway apps also support all other values for available instance types.

          • LifecycleConfigArn (string) –

            The Amazon Resource Name (ARN) of the Lifecycle Configuration attached to the Resource.

      • RStudioServerProAppSettings (dict) –

        A collection of settings that configure user interaction with the RStudioServerPro app.

        • AccessStatus (string) –

          Indicates whether the current user has access to the RStudioServerPro app.

        • UserGroup (string) –

          The level of permissions that the user has within the RStudioServerPro app. This value defaults to User. The Admin value allows the user access to the RStudio Administrative Dashboard.

      • RSessionAppSettings (dict) –

        A collection of settings that configure the RSessionGateway app.

        • DefaultResourceSpec (dict) –

          Specifies the ARN’s of a SageMaker image and SageMaker image version, and the instance type that the version runs on.

          • SageMakerImageArn (string) –

            The ARN of the SageMaker image that the image version belongs to.

          • SageMakerImageVersionArn (string) –

            The ARN of the image version created on the instance.

          • SageMakerImageVersionAlias (string) –

            The SageMakerImageVersionAlias of the image to launch with. This value is in SemVer 2.0.0 versioning format.

          • InstanceType (string) –

            The instance type that the image version runs on.

            Note

            JupyterServer apps only support the system value.

            For KernelGateway apps, the system value is translated to ml.t3.medium. KernelGateway apps also support all other values for available instance types.

          • LifecycleConfigArn (string) –

            The Amazon Resource Name (ARN) of the Lifecycle Configuration attached to the Resource.

        • CustomImages (list) –

          A list of custom SageMaker images that are configured to run as a RSession app.

          • (dict) –

            A custom SageMaker image. For more information, see Bring your own SageMaker image.

            • ImageName (string) –

              The name of the CustomImage. Must be unique to your account.

            • ImageVersionNumber (integer) –

              The version number of the CustomImage.

            • AppImageConfigName (string) –

              The name of the AppImageConfig.

      • CanvasAppSettings (dict) –

        The Canvas app settings.

        • TimeSeriesForecastingSettings (dict) –

          Time series forecast settings for the SageMaker Canvas application.

          • Status (string) –

            Describes whether time series forecasting is enabled or disabled in the Canvas application.

          • AmazonForecastRoleArn (string) –

            The IAM role that Canvas passes to Amazon Forecast for time series forecasting. By default, Canvas uses the execution role specified in the UserProfile that launches the Canvas application. If an execution role is not specified in the UserProfile, Canvas uses the execution role specified in the Domain that owns the UserProfile. To allow time series forecasting, this IAM role should have the AmazonSageMakerCanvasForecastAccess policy attached and forecast.amazonaws.com added in the trust relationship as a service principal.

        • ModelRegisterSettings (dict) –

          The model registry settings for the SageMaker Canvas application.

          • Status (string) –

            Describes whether the integration to the model registry is enabled or disabled in the Canvas application.

          • CrossAccountModelRegisterRoleArn (string) –

            The Amazon Resource Name (ARN) of the SageMaker model registry account. Required only to register model versions created by a different SageMaker Canvas Amazon Web Services account than the Amazon Web Services account in which SageMaker model registry is set up.

        • WorkspaceSettings (dict) –

          The workspace settings for the SageMaker Canvas application.

          • S3ArtifactPath (string) –

            The Amazon S3 bucket used to store artifacts generated by Canvas. Updating the Amazon S3 location impacts existing configuration settings, and Canvas users no longer have access to their artifacts. Canvas users must log out and log back in to apply the new location.

          • S3KmsKeyId (string) –

            The Amazon Web Services Key Management Service (KMS) encryption key ID that is used to encrypt artifacts generated by Canvas in the Amazon S3 bucket.

        • IdentityProviderOAuthSettings (list) –

          The settings for connecting to an external data source with OAuth.

          • (dict) –

            The Amazon SageMaker Canvas application setting where you configure OAuth for connecting to an external data source, such as Snowflake.

            • DataSourceName (string) –

              The name of the data source that you’re connecting to. Canvas currently supports OAuth for Snowflake and Salesforce Data Cloud.

            • Status (string) –

              Describes whether OAuth for a data source is enabled or disabled in the Canvas application.

            • SecretArn (string) –

              The ARN of an Amazon Web Services Secrets Manager secret that stores the credentials from your identity provider, such as the client ID and secret, authorization URL, and token URL.

        • DirectDeploySettings (dict) –

          The model deployment settings for the SageMaker Canvas application.

          • Status (string) –

            Describes whether model deployment permissions are enabled or disabled in the Canvas application.

        • KendraSettings (dict) –

          The settings for document querying.

          • Status (string) –

            Describes whether the document querying feature is enabled or disabled in the Canvas application.

        • GenerativeAiSettings (dict) –

          The generative AI settings for the SageMaker Canvas application.

          • AmazonBedrockRoleArn (string) –

            The ARN of an Amazon Web Services IAM role that allows fine-tuning of large language models (LLMs) in Amazon Bedrock. The IAM role should have Amazon S3 read and write permissions, as well as a trust relationship that establishes bedrock.amazonaws.com as a service principal.

        • EmrServerlessSettings (dict) –

          The settings for running Amazon EMR Serverless data processing jobs in SageMaker Canvas.

          • ExecutionRoleArn (string) –

            The Amazon Resource Name (ARN) of the Amazon Web Services IAM role that is assumed for running Amazon EMR Serverless jobs in SageMaker Canvas. This role should have the necessary permissions to read and write data attached and a trust relationship with EMR Serverless.

          • Status (string) –

            Describes whether Amazon EMR Serverless job capabilities are enabled or disabled in the SageMaker Canvas application.

      • CodeEditorAppSettings (dict) –

        The Code Editor application settings.

        • DefaultResourceSpec (dict) –

          Specifies the ARN’s of a SageMaker image and SageMaker image version, and the instance type that the version runs on.

          • SageMakerImageArn (string) –

            The ARN of the SageMaker image that the image version belongs to.

          • SageMakerImageVersionArn (string) –

            The ARN of the image version created on the instance.

          • SageMakerImageVersionAlias (string) –

            The SageMakerImageVersionAlias of the image to launch with. This value is in SemVer 2.0.0 versioning format.

          • InstanceType (string) –

            The instance type that the image version runs on.

            Note

            JupyterServer apps only support the system value.

            For KernelGateway apps, the system value is translated to ml.t3.medium. KernelGateway apps also support all other values for available instance types.

          • LifecycleConfigArn (string) –

            The Amazon Resource Name (ARN) of the Lifecycle Configuration attached to the Resource.

        • CustomImages (list) –

          A list of custom SageMaker images that are configured to run as a Code Editor app.

          • (dict) –

            A custom SageMaker image. For more information, see Bring your own SageMaker image.

            • ImageName (string) –

              The name of the CustomImage. Must be unique to your account.

            • ImageVersionNumber (integer) –

              The version number of the CustomImage.

            • AppImageConfigName (string) –

              The name of the AppImageConfig.

        • LifecycleConfigArns (list) –

          The Amazon Resource Name (ARN) of the Code Editor application lifecycle configuration.

          • (string) –

      • JupyterLabAppSettings (dict) –

        The settings for the JupyterLab application.

        • DefaultResourceSpec (dict) –

          Specifies the ARN’s of a SageMaker image and SageMaker image version, and the instance type that the version runs on.

          • SageMakerImageArn (string) –

            The ARN of the SageMaker image that the image version belongs to.

          • SageMakerImageVersionArn (string) –

            The ARN of the image version created on the instance.

          • SageMakerImageVersionAlias (string) –

            The SageMakerImageVersionAlias of the image to launch with. This value is in SemVer 2.0.0 versioning format.

          • InstanceType (string) –

            The instance type that the image version runs on.

            Note

            JupyterServer apps only support the system value.

            For KernelGateway apps, the system value is translated to ml.t3.medium. KernelGateway apps also support all other values for available instance types.

          • LifecycleConfigArn (string) –

            The Amazon Resource Name (ARN) of the Lifecycle Configuration attached to the Resource.

        • CustomImages (list) –

          A list of custom SageMaker images that are configured to run as a JupyterLab app.

          • (dict) –

            A custom SageMaker image. For more information, see Bring your own SageMaker image.

            • ImageName (string) –

              The name of the CustomImage. Must be unique to your account.

            • ImageVersionNumber (integer) –

              The version number of the CustomImage.

            • AppImageConfigName (string) –

              The name of the AppImageConfig.

        • LifecycleConfigArns (list) –

          The Amazon Resource Name (ARN) of the lifecycle configurations attached to the user profile or domain. To remove a lifecycle config, you must set LifecycleConfigArns to an empty list.

          • (string) –

        • CodeRepositories (list) –

          A list of Git repositories that SageMaker automatically displays to users for cloning in the JupyterLab application.

          • (dict) –

            A Git repository that SageMaker automatically displays to users for cloning in the JupyterServer application.

            • RepositoryUrl (string) –

              The URL of the Git repository.

        • EmrSettings (dict) –

          The configuration parameters that specify the IAM roles assumed by the execution role of SageMaker (assumable roles) and the cluster instances or job execution environments (execution roles or runtime roles) to manage and access resources required for running Amazon EMR clusters or Amazon EMR Serverless applications.

          • AssumableRoleArns (list) –

            An array of Amazon Resource Names (ARNs) of the IAM roles that the execution role of SageMaker can assume for performing operations or tasks related to Amazon EMR clusters or Amazon EMR Serverless applications. These roles define the permissions and access policies required when performing Amazon EMR-related operations, such as listing, connecting to, or terminating Amazon EMR clusters or Amazon EMR Serverless applications. They are typically used in cross-account access scenarios, where the Amazon EMR resources (clusters or serverless applications) are located in a different Amazon Web Services account than the SageMaker domain.

            • (string) –

          • ExecutionRoleArns (list) –

            An array of Amazon Resource Names (ARNs) of the IAM roles used by the Amazon EMR cluster instances or job execution environments to access other Amazon Web Services services and resources needed during the runtime of your Amazon EMR or Amazon EMR Serverless workloads, such as Amazon S3 for data access, Amazon CloudWatch for logging, or other Amazon Web Services services based on the particular workload requirements.

            • (string) –

      • SpaceStorageSettings (dict) –

        The storage settings for a space.

        • DefaultEbsStorageSettings (dict) –

          The default EBS storage settings for a space.

          • DefaultEbsVolumeSizeInGb (integer) –

            The default size of the EBS storage volume for a space.

          • MaximumEbsVolumeSizeInGb (integer) –

            The maximum size of the EBS storage volume for a space.

      • DefaultLandingUri (string) –

        The default experience that the user is directed to when accessing the domain. The supported values are:

        • studio::: Indicates that Studio is the default experience. This value can only be passed if StudioWebPortal is set to ENABLED.

        • app:JupyterServer:: Indicates that Studio Classic is the default experience.

      • StudioWebPortal (string) –

        Whether the user can access Studio. If this value is set to DISABLED, the user cannot access Studio, even if that is the default experience for the domain.

      • CustomPosixUserConfig (dict) –

        Details about the POSIX identity that is used for file system operations.

        • Uid (integer) –

          The POSIX user ID.

        • Gid (integer) –

          The POSIX group ID.

      • CustomFileSystemConfigs (list) –

        The settings for assigning a custom file system to a user profile. Permitted users can access this file system in Amazon SageMaker Studio.

        • (dict) –

          The settings for assigning a custom file system to a user profile or space for an Amazon SageMaker Domain. Permitted users can access this file system in Amazon SageMaker Studio.

          Note

          This is a Tagged Union structure. Only one of the following top level keys will be set: EFSFileSystemConfig. If a client receives an unknown member it will set SDK_UNKNOWN_MEMBER as the top level key, which maps to the name or tag of the unknown member. The structure of SDK_UNKNOWN_MEMBER is as follows:

          'SDK_UNKNOWN_MEMBER': {'name': 'UnknownMemberName'}
          
          • EFSFileSystemConfig (dict) –

            The settings for a custom Amazon EFS file system.

            • FileSystemId (string) –

              The ID of your Amazon EFS file system.

            • FileSystemPath (string) –

              The path to the file system directory that is accessible in Amazon SageMaker Studio. Permitted users can access only this directory and below.

      • StudioWebPortalSettings (dict) –

        Studio settings. If these settings are applied on a user level, they take priority over the settings applied on a domain level.

        • HiddenMlTools (list) –

          The machine learning tools that are hidden from the Studio left navigation pane.

          • (string) –

        • HiddenAppTypes (list) –

          The Applications supported in Studio that are hidden from the Studio left navigation pane.

          • (string) –

Exceptions

  • SageMaker.Client.exceptions.ResourceNotFound

  • SageMaker.Client.exceptions.ResourceLimitExceeded