CfnDomain¶

class aws_cdk.aws_sagemaker.CfnDomain(scope, id, *, auth_mode, default_user_settings, domain_name, subnet_ids, vpc_id, app_network_access_type=None, app_security_group_management=None, domain_settings=None, kms_key_id=None, tags=None)¶

Bases: aws_cdk.core.CfnResource

A CloudFormation AWS::SageMaker::Domain.

Creates a Domain used by Amazon SageMaker Studio. A domain consists of an associated Amazon Elastic File System (EFS) volume, a list of authorized users, and a variety of security, application, policy, and Amazon Virtual Private Cloud (VPC) configurations. An AWS account is limited to one domain per region. Users within a domain can share notebook files and other artifacts with each other.

EFS storage

When a domain is created, an EFS volume is created for use by all of the users within the domain. Each user receives a private home directory within the EFS volume for notebooks, Git repositories, and data files.

SageMaker uses the AWS Key Management Service ( AWS KMS) to encrypt the EFS volume attached to the domain with an AWS managed key by default. For more control, you can specify a customer managed key. For more information, see Protect Data at Rest Using Encryption .

VPC configuration

All SageMaker Studio traffic between the domain and the EFS volume is through the specified VPC and subnets. For other Studio traffic, you can specify the AppNetworkAccessType parameter. AppNetworkAccessType corresponds to the network access type that you choose when you onboard to Studio. The following options are available:

PublicInternetOnly - Non-EFS traffic goes through a VPC managed by Amazon SageMaker, which allows internet access. This is the default value.
VpcOnly - All Studio traffic is through the specified VPC and subnets. Internet access is disabled by default. To allow internet access, you must specify a NAT gateway.

When internet access is disabled, you won’t be able to run a Studio notebook or to train or host models unless your VPC has an interface endpoint to the SageMaker API and runtime or a NAT gateway and your security groups allow outbound connections. .. epigraph:

NFS traffic over TCP on port 2049 needs to be allowed in both inbound and outbound rules in order to launch a SageMaker Studio app successfully.

For more information, see Connect SageMaker Studio Notebooks to Resources in a VPC .

CloudformationResource: AWS::SageMaker::Domain
Link: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-sagemaker-domain.html
ExampleMetadata: fixture=_generated

Example:

# The code below shows an example of how to instantiate this type.
# The values are placeholders you should change.
import aws_cdk.aws_sagemaker as sagemaker

cfn_domain = sagemaker.CfnDomain(self, "MyCfnDomain",
    auth_mode="authMode",
    default_user_settings=sagemaker.CfnDomain.UserSettingsProperty(
        execution_role="executionRole",
        jupyter_server_app_settings=sagemaker.CfnDomain.JupyterServerAppSettingsProperty(
            default_resource_spec=sagemaker.CfnDomain.ResourceSpecProperty(
                instance_type="instanceType",
                sage_maker_image_arn="sageMakerImageArn",
                sage_maker_image_version_arn="sageMakerImageVersionArn"
            )
        ),
        kernel_gateway_app_settings=sagemaker.CfnDomain.KernelGatewayAppSettingsProperty(
            custom_images=[sagemaker.CfnDomain.CustomImageProperty(
                app_image_config_name="appImageConfigName",
                image_name="imageName",

                # the properties below are optional
                image_version_number=123
            )],
            default_resource_spec=sagemaker.CfnDomain.ResourceSpecProperty(
                instance_type="instanceType",
                sage_maker_image_arn="sageMakerImageArn",
                sage_maker_image_version_arn="sageMakerImageVersionArn"
            )
        ),
        r_studio_server_pro_app_settings=sagemaker.CfnDomain.RStudioServerProAppSettingsProperty(
            access_status="accessStatus",
            user_group="userGroup"
        ),
        security_groups=["securityGroups"],
        sharing_settings=sagemaker.CfnDomain.SharingSettingsProperty(
            notebook_output_option="notebookOutputOption",
            s3_kms_key_id="s3KmsKeyId",
            s3_output_path="s3OutputPath"
        )
    ),
    domain_name="domainName",
    subnet_ids=["subnetIds"],
    vpc_id="vpcId",

    # the properties below are optional
    app_network_access_type="appNetworkAccessType",
    app_security_group_management="appSecurityGroupManagement",
    domain_settings=sagemaker.CfnDomain.DomainSettingsProperty(
        r_studio_server_pro_domain_settings=sagemaker.CfnDomain.RStudioServerProDomainSettingsProperty(
            domain_execution_role_arn="domainExecutionRoleArn",

            # the properties below are optional
            default_resource_spec=sagemaker.CfnDomain.ResourceSpecProperty(
                instance_type="instanceType",
                sage_maker_image_arn="sageMakerImageArn",
                sage_maker_image_version_arn="sageMakerImageVersionArn"
            ),
            r_studio_connect_url="rStudioConnectUrl",
            r_studio_package_manager_url="rStudioPackageManagerUrl"
        ),
        security_group_ids=["securityGroupIds"]
    ),
    kms_key_id="kmsKeyId",
    tags=[CfnTag(
        key="key",
        value="value"
    )]
)

Create a new AWS::SageMaker::Domain.

Parameters

scope (Construct) –
- scope in which this resource is defined.
id (str) –
- scoped id of the resource.
auth_mode (str) – The mode of authentication that members use to access the Domain. Valid Values : SSO | IAM
default_user_settings (Union[IResolvable, UserSettingsProperty]) – The default user settings.
domain_name (str) – The domain name.
subnet_ids (Sequence[str]) – The VPC subnets that Studio uses for communication. Length Constraints : Maximum length of 32. Array members : Minimum number of 1 item. Maximum number of 16 items. Pattern : [-0-9a-zA-Z]+
vpc_id (str) – The ID of the Amazon Virtual Private Cloud (Amazon VPC) that Studio uses for communication. Length Constraints : Maximum length of 32. Pattern : [-0-9a-zA-Z]+
app_network_access_type (Optional[str]) – Specifies the VPC used for non-EFS traffic. The default value is PublicInternetOnly . - PublicInternetOnly - Non-EFS traffic is through a VPC managed by Amazon SageMaker , which allows direct internet access - VpcOnly - All Studio traffic is through the specified VPC and subnets Valid Values : PublicInternetOnly | VpcOnly
app_security_group_management (Optional[str]) – The entity that creates and manages the required security groups for inter-app communication in VpcOnly mode. Required when CreateDomain.AppNetworkAccessType is VpcOnly and DomainSettings.RStudioServerProDomainSettings.DomainExecutionRoleArn is provided.
domain_settings (Union[IResolvable, DomainSettingsProperty, None]) – A collection of settings that apply to the SageMaker Domain . These settings are specified through the CreateDomain API call.
kms_key_id (Optional[str]) – SageMaker uses AWS KMS to encrypt the EFS volume attached to the Domain with an AWS managed customer master key (CMK) by default. For more control, specify a customer managed CMK. Length Constraints : Maximum length of 2048. Pattern : .*
tags (Optional[Sequence[CfnTag]]) – Tags to associated with the Domain. Each tag consists of a key and an optional value. Tag keys must be unique per resource. Tags are searchable using the Search API. Tags that you specify for the Domain are also added to all apps that are launched in the Domain. Array members : Minimum number of 0 items. Maximum number of 50 items.

Methods

add_deletion_override(path)¶

Syntactic sugar for addOverride(path, undefined).

Parameters: path (str) – The path of the value to delete.
Return type: None

add_depends_on(target)¶

Indicates that this resource depends on another resource and cannot be provisioned unless the other resource has been successfully provisioned.

This can be used for resources across stacks (or nested stack) boundaries and the dependency will automatically be transferred to the relevant scope.

Parameters

target (CfnResource) –

Return type

None

add_metadata(key, value)¶

Add a value to the CloudFormation Resource Metadata.

Parameters

key (str) –
value (Any) –

See

https://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/metadata-section-structure.html

Note that this is a different set of metadata from CDK node metadata; this metadata ends up in the stack template under the resource, whereas CDK node metadata ends up in the Cloud Assembly.

Return type: None

add_override(path, value)¶

Adds an override to the synthesized CloudFormation resource.

To add a property override, either use addPropertyOverride or prefix path with “Properties.” (i.e. Properties.TopicName).

If the override is nested, separate each nested level using a dot (.) in the path parameter. If there is an array as part of the nesting, specify the index in the path.

To include a literal . in the property name, prefix with a \. In most programming languages you will need to write this as "\\." because the \ itself will need to be escaped.

For example:

cfn_resource.add_override("Properties.GlobalSecondaryIndexes.0.Projection.NonKeyAttributes", ["myattribute"])
cfn_resource.add_override("Properties.GlobalSecondaryIndexes.1.ProjectionType", "INCLUDE")

would add the overrides Example:

"Properties": {
   "GlobalSecondaryIndexes": [
     {
       "Projection": {
         "NonKeyAttributes": [ "myattribute" ]
         ...
       }
       ...
     },
     {
       "ProjectionType": "INCLUDE"
       ...
     },
   ]
   ...
}

The value argument to addOverride will not be processed or translated in any way. Pass raw JSON values in here with the correct capitalization for CloudFormation. If you pass CDK classes or structs, they will be rendered with lowercased key names, and CloudFormation will reject the template.

Parameters

path (str) –
- The path of the property, you can use dot notation to override values in complex types. Any intermdediate keys will be created as needed.
value (Any) –
- The value. Could be primitive or complex.

Return type

None

add_property_deletion_override(property_path)¶

Adds an override that deletes the value of a property from the resource definition.

Parameters: property_path (str) – The path to the property.
Return type: None

add_property_override(property_path, value)¶

Adds an override to a resource property.

Syntactic sugar for addOverride("Properties.<...>", value).

Parameters

property_path (str) – The path of the property.
value (Any) – The value.

Return type

None

apply_removal_policy(policy=None, *, apply_to_update_replace_policy=None, default=None)¶

Sets the deletion policy of the resource based on the removal policy specified.

The Removal Policy controls what happens to this resource when it stops being managed by CloudFormation, either because you’ve removed it from the CDK application or because you’ve made a change that requires the resource to be replaced.

The resource can be deleted (RemovalPolicy.DESTROY), or left in your AWS account for data recovery and cleanup later (RemovalPolicy.RETAIN).

Parameters

policy (Optional[RemovalPolicy]) –
apply_to_update_replace_policy (Optional[bool]) – Apply the same deletion policy to the resource’s “UpdateReplacePolicy”. Default: true
default (Optional[RemovalPolicy]) – The default policy to apply in case the removal policy is not defined. Default: - Default value is resource specific. To determine the default value for a resoure, please consult that specific resource’s documentation.

Return type

None

get_att(attribute_name)¶

Returns a token for an runtime attribute of this resource.

Ideally, use generated attribute accessors (e.g. resource.arn), but this can be used for future compatibility in case there is no generated attribute.

Parameters: attribute_name (str) – The name of the attribute.
Return type: Reference

get_metadata(key)¶

Retrieve a value value from the CloudFormation Resource Metadata.

Parameters

key (str) –

See

https://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/metadata-section-structure.html

Note that this is a different set of metadata from CDK node metadata; this metadata ends up in the stack template under the resource, whereas CDK node metadata ends up in the Cloud Assembly.

Return type: Any

inspect(inspector)¶

Examines the CloudFormation resource and discloses attributes.

Parameters

inspector (TreeInspector) –

tree inspector to collect and process attributes.

Return type

None

override_logical_id(new_logical_id)¶

Overrides the auto-generated logical ID with a specific ID.

Parameters: new_logical_id (str) – The new logical ID to use for this stack element.
Return type: None

to_string()¶

Returns a string representation of this construct.

Return type: str
Returns: a string representation of this resource

Attributes

CFN_RESOURCE_TYPE_NAME = 'AWS::SageMaker::Domain'¶

app_network_access_type¶

Specifies the VPC used for non-EFS traffic. The default value is PublicInternetOnly .

PublicInternetOnly - Non-EFS traffic is through a VPC managed by Amazon SageMaker , which allows direct internet access
VpcOnly - All Studio traffic is through the specified VPC and subnets

Valid Values : PublicInternetOnly | VpcOnly

Link: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-sagemaker-domain.html#cfn-sagemaker-domain-appnetworkaccesstype
Return type: Optional[str]

app_security_group_management¶

The entity that creates and manages the required security groups for inter-app communication in VpcOnly mode.

Required when CreateDomain.AppNetworkAccessType is VpcOnly and DomainSettings.RStudioServerProDomainSettings.DomainExecutionRoleArn is provided.

Link: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-sagemaker-domain.html#cfn-sagemaker-domain-appsecuritygroupmanagement
Return type: Optional[str]

attr_domain_arn¶

The Amazon Resource Name (ARN) of the Domain, such as arn:aws:sagemaker:us-west-2:account-id:domain/my-domain-name .

CloudformationAttribute: DomainArn
Return type: str

attr_domain_id¶

The Domain ID.

CloudformationAttribute: DomainId
Return type: str

attr_home_efs_file_system_id¶

The ID of the Amazon Elastic File System (EFS) managed by this Domain.

CloudformationAttribute: HomeEfsFileSystemId
Return type: str

attr_security_group_id_for_domain_boundary¶

The ID of the security group that authorizes traffic between the RSessionGateway apps and the RStudioServerPro app.

CloudformationAttribute: SecurityGroupIdForDomainBoundary
Return type: str

attr_single_sign_on_managed_application_instance_id¶

The AWS SSO managed application instance ID.

CloudformationAttribute: SingleSignOnManagedApplicationInstanceId
Return type: str

attr_url¶

The URL for the Domain.

CloudformationAttribute: Url
Return type: str

auth_mode¶

The mode of authentication that members use to access the Domain.

Valid Values : SSO | IAM

Link: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-sagemaker-domain.html#cfn-sagemaker-domain-authmode
Return type: str

cfn_options¶

Options for this resource, such as condition, update policy etc.

Return type: ICfnResourceOptions

cfn_resource_type¶

AWS resource type.

Return type: str

creation_stack¶

return:

the stack trace of the point where this Resource was created from, sourced from the +metadata+ entry typed +aws:cdk:logicalId+, and with the bottom-most node +internal+ entries filtered.

Return type: List[str]

default_user_settings¶

The default user settings.

Link: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-sagemaker-domain.html#cfn-sagemaker-domain-defaultusersettings
Return type: Union[IResolvable, UserSettingsProperty]

domain_name¶

The domain name.

Link: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-sagemaker-domain.html#cfn-sagemaker-domain-domainname
Return type: str

domain_settings¶

A collection of settings that apply to the SageMaker Domain .

These settings are specified through the CreateDomain API call.

Link: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-sagemaker-domain.html#cfn-sagemaker-domain-domainsettings
Return type: Union[IResolvable, DomainSettingsProperty, None]

kms_key_id¶

SageMaker uses AWS KMS to encrypt the EFS volume attached to the Domain with an AWS managed customer master key (CMK) by default.

For more control, specify a customer managed CMK.

Length Constraints : Maximum length of 2048.

Pattern : .*

Link: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-sagemaker-domain.html#cfn-sagemaker-domain-kmskeyid
Return type: Optional[str]

logical_id¶

The logical ID for this CloudFormation stack element.

The logical ID of the element is calculated from the path of the resource node in the construct tree.

To override this value, use overrideLogicalId(newLogicalId).

Return type: str
Returns

the logical ID as a stringified token. This value will only get resolved during synthesis.

node¶

The construct tree node associated with this construct.

Return type: ConstructNode

ref¶

Return a string that will be resolved to a CloudFormation { Ref } for this element.

If, by any chance, the intrinsic reference of a resource is not a string, you could coerce it to an IResolvable through Lazy.any({ produce: resource.ref }).

Return type: str

stack¶

The stack in which this element is defined.

CfnElements must be defined within a stack scope (directly or indirectly).

Return type: Stack

subnet_ids¶

The VPC subnets that Studio uses for communication.

Length Constraints : Maximum length of 32.

Array members : Minimum number of 1 item. Maximum number of 16 items.

Pattern : [-0-9a-zA-Z]+

Link: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-sagemaker-domain.html#cfn-sagemaker-domain-subnetids
Return type: List[str]

tags¶

Tags to associated with the Domain.

Each tag consists of a key and an optional value. Tag keys must be unique per resource. Tags are searchable using the Search API.

Tags that you specify for the Domain are also added to all apps that are launched in the Domain.

Array members : Minimum number of 0 items. Maximum number of 50 items.

Link: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-sagemaker-domain.html#cfn-sagemaker-domain-tags
Return type: TagManager

vpc_id¶

The ID of the Amazon Virtual Private Cloud (Amazon VPC) that Studio uses for communication.

Length Constraints : Maximum length of 32.

Pattern : [-0-9a-zA-Z]+

Link: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-sagemaker-domain.html#cfn-sagemaker-domain-vpcid
Return type: str

Static Methods

classmethod is_cfn_element(x)¶

Returns true if a construct is a stack element (i.e. part of the synthesized cloudformation template).

Uses duck-typing instead of instanceof to allow stack elements from different versions of this library to be included in the same stack.

Parameters

x (Any) –

Return type

bool

Returns

The construct as a stack element or undefined if it is not a stack element.

classmethod is_cfn_resource(construct)¶

Check whether the given construct is a CfnResource.

Parameters

construct (IConstruct) –

Return type

bool

classmethod is_construct(x)¶

Return whether the given object is a Construct.

Parameters

x (Any) –

Return type

bool

CustomImageProperty¶

class CfnDomain.CustomImageProperty(*, app_image_config_name, image_name, image_version_number=None)¶

Bases: object

A custom SageMaker image.

For more information, see Bring your own SageMaker image .

Parameters

app_image_config_name (str) – The name of the AppImageConfig.
image_name (str) – The name of the CustomImage. Must be unique to your account.
image_version_number (Union[int, float, None]) – The version number of the CustomImage.

Link

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-domain-customimage.html

ExampleMetadata

fixture=_generated

Example:

# The code below shows an example of how to instantiate this type.
# The values are placeholders you should change.
import aws_cdk.aws_sagemaker as sagemaker

custom_image_property = sagemaker.CfnDomain.CustomImageProperty(
    app_image_config_name="appImageConfigName",
    image_name="imageName",

    # the properties below are optional
    image_version_number=123
)

Attributes

app_image_config_name¶

The name of the AppImageConfig.

Link: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-domain-customimage.html#cfn-sagemaker-domain-customimage-appimageconfigname
Return type: str

image_name¶

The name of the CustomImage.

Must be unique to your account.

Link: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-domain-customimage.html#cfn-sagemaker-domain-customimage-imagename
Return type: str

image_version_number¶

The version number of the CustomImage.

Link: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-domain-customimage.html#cfn-sagemaker-domain-customimage-imageversionnumber
Return type: Union[int, float, None]

DomainSettingsProperty¶

class CfnDomain.DomainSettingsProperty(*, r_studio_server_pro_domain_settings=None, security_group_ids=None)¶

Bases: object

A collection of settings that apply to the SageMaker Domain .

These settings are specified through the CreateDomain API call.

Parameters

r_studio_server_pro_domain_settings (Union[IResolvable, RStudioServerProDomainSettingsProperty, None]) – A collection of settings that configure the RStudioServerPro Domain-level app.
security_group_ids (Optional[Sequence[str]]) – The security groups for the Amazon Virtual Private Cloud that the Domain uses for communication between Domain-level apps and user apps.

Link

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-domain-domainsettings.html

ExampleMetadata

fixture=_generated

Example:

# The code below shows an example of how to instantiate this type.
# The values are placeholders you should change.
import aws_cdk.aws_sagemaker as sagemaker

domain_settings_property = sagemaker.CfnDomain.DomainSettingsProperty(
    r_studio_server_pro_domain_settings=sagemaker.CfnDomain.RStudioServerProDomainSettingsProperty(
        domain_execution_role_arn="domainExecutionRoleArn",

        # the properties below are optional
        default_resource_spec=sagemaker.CfnDomain.ResourceSpecProperty(
            instance_type="instanceType",
            sage_maker_image_arn="sageMakerImageArn",
            sage_maker_image_version_arn="sageMakerImageVersionArn"
        ),
        r_studio_connect_url="rStudioConnectUrl",
        r_studio_package_manager_url="rStudioPackageManagerUrl"
    ),
    security_group_ids=["securityGroupIds"]
)

Attributes

r_studio_server_pro_domain_settings¶

A collection of settings that configure the RStudioServerPro Domain-level app.

Link: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-domain-domainsettings.html#cfn-sagemaker-domain-domainsettings-rstudioserverprodomainsettings
Return type: Union[IResolvable, RStudioServerProDomainSettingsProperty, None]

security_group_ids¶

The security groups for the Amazon Virtual Private Cloud that the Domain uses for communication between Domain-level apps and user apps.

Link: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-domain-domainsettings.html#cfn-sagemaker-domain-domainsettings-securitygroupids
Return type: Optional[List[str]]

JupyterServerAppSettingsProperty¶

class CfnDomain.JupyterServerAppSettingsProperty(*, default_resource_spec=None)¶

Bases: object

The JupyterServer app settings.

Parameters: default_resource_spec (Union[IResolvable, ResourceSpecProperty, None]) – 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.
Link: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-domain-jupyterserverappsettings.html
ExampleMetadata: fixture=_generated

Example:

# The code below shows an example of how to instantiate this type.
# The values are placeholders you should change.
import aws_cdk.aws_sagemaker as sagemaker

jupyter_server_app_settings_property = sagemaker.CfnDomain.JupyterServerAppSettingsProperty(
    default_resource_spec=sagemaker.CfnDomain.ResourceSpecProperty(
        instance_type="instanceType",
        sage_maker_image_arn="sageMakerImageArn",
        sage_maker_image_version_arn="sageMakerImageVersionArn"
    )
)

Attributes

default_resource_spec¶

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.

Link: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-domain-jupyterserverappsettings.html#cfn-sagemaker-domain-jupyterserverappsettings-defaultresourcespec
Return type: Union[IResolvable, ResourceSpecProperty, None]

KernelGatewayAppSettingsProperty¶

class CfnDomain.KernelGatewayAppSettingsProperty(*, custom_images=None, default_resource_spec=None)¶

Bases: object

The KernelGateway app settings.

Parameters

custom_images (Union[IResolvable, Sequence[Union[IResolvable, CustomImageProperty]], None]) – A list of custom SageMaker images that are configured to run as a KernelGateway app.
default_resource_spec (Union[IResolvable, ResourceSpecProperty, None]) – The default instance type and the Amazon Resource Name (ARN) of the default SageMaker image used by the KernelGateway app. .. epigraph:: 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 AWS Command Line Interface or AWS CloudFormation and the instance type parameter value is not passed.

Link

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-domain-kernelgatewayappsettings.html

ExampleMetadata

fixture=_generated

Example:

# The code below shows an example of how to instantiate this type.
# The values are placeholders you should change.
import aws_cdk.aws_sagemaker as sagemaker

kernel_gateway_app_settings_property = sagemaker.CfnDomain.KernelGatewayAppSettingsProperty(
    custom_images=[sagemaker.CfnDomain.CustomImageProperty(
        app_image_config_name="appImageConfigName",
        image_name="imageName",

        # the properties below are optional
        image_version_number=123
    )],
    default_resource_spec=sagemaker.CfnDomain.ResourceSpecProperty(
        instance_type="instanceType",
        sage_maker_image_arn="sageMakerImageArn",
        sage_maker_image_version_arn="sageMakerImageVersionArn"
    )
)

Attributes

custom_images¶

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

Link: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-domain-kernelgatewayappsettings.html#cfn-sagemaker-domain-kernelgatewayappsettings-customimages
Return type: Union[IResolvable, List[Union[IResolvable, CustomImageProperty]], None]

default_resource_spec¶

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

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 AWS Command Line Interface or AWS CloudFormation and the instance type parameter value is not passed.

Link: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-domain-kernelgatewayappsettings.html#cfn-sagemaker-domain-kernelgatewayappsettings-defaultresourcespec
Return type: Union[IResolvable, ResourceSpecProperty, None]

RStudioServerProAppSettingsProperty¶

class CfnDomain.RStudioServerProAppSettingsProperty(*, access_status=None, user_group=None)¶

Bases: object

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

RStudioServerProAppSettings cannot be updated. The RStudioServerPro app must be deleted and a new one created to make any changes.

Parameters

access_status (Optional[str]) – Indicates whether the current user has access to the RStudioServerPro app.
user_group (Optional[str]) – 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.

Link

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-domain-rstudioserverproappsettings.html

ExampleMetadata

fixture=_generated

Example:

# The code below shows an example of how to instantiate this type.
# The values are placeholders you should change.
import aws_cdk.aws_sagemaker as sagemaker

r_studio_server_pro_app_settings_property = sagemaker.CfnDomain.RStudioServerProAppSettingsProperty(
    access_status="accessStatus",
    user_group="userGroup"
)

Attributes

access_status¶

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

Link: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-domain-rstudioserverproappsettings.html#cfn-sagemaker-domain-rstudioserverproappsettings-accessstatus
Return type: Optional[str]

user_group¶

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.

Link: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-domain-rstudioserverproappsettings.html#cfn-sagemaker-domain-rstudioserverproappsettings-usergroup
Return type: Optional[str]

RStudioServerProDomainSettingsProperty¶

class CfnDomain.RStudioServerProDomainSettingsProperty(*, domain_execution_role_arn, default_resource_spec=None, r_studio_connect_url=None, r_studio_package_manager_url=None)¶

Bases: object

A collection of settings that configure the RStudioServerPro Domain-level app.

Parameters

domain_execution_role_arn (str) – The ARN of the execution role for the RStudioServerPro Domain-level app.
default_resource_spec (Union[IResolvable, ResourceSpecProperty, None]) – A collection that defines the default InstanceType , SageMakerImageArn , and SageMakerImageVersionArn for the Domain.
r_studio_connect_url (Optional[str]) – A URL pointing to an RStudio Connect server.
r_studio_package_manager_url (Optional[str]) – A URL pointing to an RStudio Package Manager server.

Link

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-domain-rstudioserverprodomainsettings.html

ExampleMetadata

fixture=_generated

Example:

# The code below shows an example of how to instantiate this type.
# The values are placeholders you should change.
import aws_cdk.aws_sagemaker as sagemaker

r_studio_server_pro_domain_settings_property = sagemaker.CfnDomain.RStudioServerProDomainSettingsProperty(
    domain_execution_role_arn="domainExecutionRoleArn",

    # the properties below are optional
    default_resource_spec=sagemaker.CfnDomain.ResourceSpecProperty(
        instance_type="instanceType",
        sage_maker_image_arn="sageMakerImageArn",
        sage_maker_image_version_arn="sageMakerImageVersionArn"
    ),
    r_studio_connect_url="rStudioConnectUrl",
    r_studio_package_manager_url="rStudioPackageManagerUrl"
)

Attributes

default_resource_spec¶

A collection that defines the default InstanceType , SageMakerImageArn , and SageMakerImageVersionArn for the Domain.

Link: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-domain-rstudioserverprodomainsettings.html#cfn-sagemaker-domain-rstudioserverprodomainsettings-defaultresourcespec
Return type: Union[IResolvable, ResourceSpecProperty, None]

domain_execution_role_arn¶

The ARN of the execution role for the RStudioServerPro Domain-level app.

Link: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-domain-rstudioserverprodomainsettings.html#cfn-sagemaker-domain-rstudioserverprodomainsettings-domainexecutionrolearn
Return type: str

r_studio_connect_url¶

A URL pointing to an RStudio Connect server.

Link: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-domain-rstudioserverprodomainsettings.html#cfn-sagemaker-domain-rstudioserverprodomainsettings-rstudioconnecturl
Return type: Optional[str]

r_studio_package_manager_url¶

A URL pointing to an RStudio Package Manager server.

Link: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-domain-rstudioserverprodomainsettings.html#cfn-sagemaker-domain-rstudioserverprodomainsettings-rstudiopackagemanagerurl
Return type: Optional[str]

ResourceSpecProperty¶

class CfnDomain.ResourceSpecProperty(*, instance_type=None, sage_maker_image_arn=None, sage_maker_image_version_arn=None)¶

Bases: object

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

Parameters

instance_type (Optional[str]) – The instance type that the image version runs on. .. epigraph:: JupyterServer Apps only support the system value. KernelGateway Apps do not support the system value, but support all other values for available instance types.
sage_maker_image_arn (Optional[str]) – The ARN of the SageMaker image that the image version belongs to.
sage_maker_image_version_arn (Optional[str]) – The ARN of the image version created on the instance.

Link

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-domain-resourcespec.html

ExampleMetadata

fixture=_generated

Example:

# The code below shows an example of how to instantiate this type.
# The values are placeholders you should change.
import aws_cdk.aws_sagemaker as sagemaker

resource_spec_property = sagemaker.CfnDomain.ResourceSpecProperty(
    instance_type="instanceType",
    sage_maker_image_arn="sageMakerImageArn",
    sage_maker_image_version_arn="sageMakerImageVersionArn"
)

Attributes

instance_type¶

The instance type that the image version runs on.

JupyterServer Apps only support the system value. KernelGateway Apps do not support the system value, but support all other values for available instance types.

Link: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-domain-resourcespec.html#cfn-sagemaker-domain-resourcespec-instancetype
Return type: Optional[str]

sage_maker_image_arn¶

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

Link: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-domain-resourcespec.html#cfn-sagemaker-domain-resourcespec-sagemakerimagearn
Return type: Optional[str]

sage_maker_image_version_arn¶

The ARN of the image version created on the instance.

Link: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-domain-resourcespec.html#cfn-sagemaker-domain-resourcespec-sagemakerimageversionarn
Return type: Optional[str]

SharingSettingsProperty¶

class CfnDomain.SharingSettingsProperty(*, notebook_output_option=None, s3_kms_key_id=None, s3_output_path=None)¶

Bases: object

Specifies options when sharing an Amazon SageMaker Studio notebook.

These settings are specified as part of DefaultUserSettings when the CreateDomain API is called, and as part of UserSettings when the CreateUserProfile API is called.

Parameters

notebook_output_option (Optional[str]) – Whether to include the notebook cell output when sharing the notebook. The default is Disabled .
s3_kms_key_id (Optional[str]) – When NotebookOutputOption is Allowed , the AWS Key Management Service (KMS) encryption key ID used to encrypt the notebook cell output in the Amazon S3 bucket.
s3_output_path (Optional[str]) – When NotebookOutputOption is Allowed , the Amazon S3 bucket used to store the shared notebook snapshots.

Link

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-domain-sharingsettings.html

ExampleMetadata

fixture=_generated

Example:

# The code below shows an example of how to instantiate this type.
# The values are placeholders you should change.
import aws_cdk.aws_sagemaker as sagemaker

sharing_settings_property = sagemaker.CfnDomain.SharingSettingsProperty(
    notebook_output_option="notebookOutputOption",
    s3_kms_key_id="s3KmsKeyId",
    s3_output_path="s3OutputPath"
)

Attributes

notebook_output_option¶

Whether to include the notebook cell output when sharing the notebook.

The default is Disabled .

Link: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-domain-sharingsettings.html#cfn-sagemaker-domain-sharingsettings-notebookoutputoption
Return type: Optional[str]

s3_kms_key_id¶

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

Link: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-domain-sharingsettings.html#cfn-sagemaker-domain-sharingsettings-s3kmskeyid
Return type: Optional[str]

s3_output_path¶

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

Link: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-domain-sharingsettings.html#cfn-sagemaker-domain-sharingsettings-s3outputpath
Return type: Optional[str]

UserSettingsProperty¶

class CfnDomain.UserSettingsProperty(*, execution_role=None, jupyter_server_app_settings=None, kernel_gateway_app_settings=None, r_studio_server_pro_app_settings=None, security_groups=None, sharing_settings=None)¶

Bases: object

A collection of settings that apply to users of Amazon SageMaker Studio.

These settings are specified when the CreateUserProfile API is called, and as DefaultUserSettings when the CreateDomain API is called.

SecurityGroups is aggregated when specified in both calls. For all other settings in UserSettings , the values specified in CreateUserProfile take precedence over those specified in CreateDomain .

Parameters

execution_role (Optional[str]) – The execution role for the user.
jupyter_server_app_settings (Union[IResolvable, JupyterServerAppSettingsProperty, None]) – The Jupyter server’s app settings.
kernel_gateway_app_settings (Union[IResolvable, KernelGatewayAppSettingsProperty, None]) – The kernel gateway app settings.
r_studio_server_pro_app_settings (Union[IResolvable, RStudioServerProAppSettingsProperty, None]) – A collection of settings that configure user interaction with the RStudioServerPro app.
security_groups (Optional[Sequence[str]]) – The security groups for the Amazon Virtual Private Cloud (VPC) that Studio uses for communication. Optional when the CreateDomain.AppNetworkAccessType parameter is set to PublicInternetOnly . Required when the CreateDomain.AppNetworkAccessType parameter is set to VpcOnly . Amazon SageMaker adds a security group to allow NFS traffic from SageMaker Studio. Therefore, the number of security groups that you can specify is one less than the maximum number shown.
sharing_settings (Union[IResolvable, SharingSettingsProperty, None]) – Specifies options for sharing SageMaker Studio notebooks.

Link

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-domain-usersettings.html

ExampleMetadata

fixture=_generated

Example:

# The code below shows an example of how to instantiate this type.
# The values are placeholders you should change.
import aws_cdk.aws_sagemaker as sagemaker

user_settings_property = sagemaker.CfnDomain.UserSettingsProperty(
    execution_role="executionRole",
    jupyter_server_app_settings=sagemaker.CfnDomain.JupyterServerAppSettingsProperty(
        default_resource_spec=sagemaker.CfnDomain.ResourceSpecProperty(
            instance_type="instanceType",
            sage_maker_image_arn="sageMakerImageArn",
            sage_maker_image_version_arn="sageMakerImageVersionArn"
        )
    ),
    kernel_gateway_app_settings=sagemaker.CfnDomain.KernelGatewayAppSettingsProperty(
        custom_images=[sagemaker.CfnDomain.CustomImageProperty(
            app_image_config_name="appImageConfigName",
            image_name="imageName",

            # the properties below are optional
            image_version_number=123
        )],
        default_resource_spec=sagemaker.CfnDomain.ResourceSpecProperty(
            instance_type="instanceType",
            sage_maker_image_arn="sageMakerImageArn",
            sage_maker_image_version_arn="sageMakerImageVersionArn"
        )
    ),
    r_studio_server_pro_app_settings=sagemaker.CfnDomain.RStudioServerProAppSettingsProperty(
        access_status="accessStatus",
        user_group="userGroup"
    ),
    security_groups=["securityGroups"],
    sharing_settings=sagemaker.CfnDomain.SharingSettingsProperty(
        notebook_output_option="notebookOutputOption",
        s3_kms_key_id="s3KmsKeyId",
        s3_output_path="s3OutputPath"
    )
)

Attributes

execution_role¶

The execution role for the user.

Link: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-domain-usersettings.html#cfn-sagemaker-domain-usersettings-executionrole
Return type: Optional[str]

jupyter_server_app_settings¶

The Jupyter server’s app settings.

Link: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-domain-usersettings.html#cfn-sagemaker-domain-usersettings-jupyterserverappsettings
Return type: Union[IResolvable, JupyterServerAppSettingsProperty, None]

kernel_gateway_app_settings¶

The kernel gateway app settings.

Link: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-domain-usersettings.html#cfn-sagemaker-domain-usersettings-kernelgatewayappsettings
Return type: Union[IResolvable, KernelGatewayAppSettingsProperty, None]

r_studio_server_pro_app_settings¶

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

Link: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-domain-usersettings.html#cfn-sagemaker-domain-usersettings-rstudioserverproappsettings
Return type: Union[IResolvable, RStudioServerProAppSettingsProperty, None]

security_groups¶

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

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

Required when the CreateDomain.AppNetworkAccessType parameter is set to VpcOnly .

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

Link: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-domain-usersettings.html#cfn-sagemaker-domain-usersettings-securitygroups
Return type: Optional[List[str]]

sharing_settings¶

Specifies options for sharing SageMaker Studio notebooks.

Link: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-domain-usersettings.html#cfn-sagemaker-domain-usersettings-sharingsettings
Return type: Union[IResolvable, SharingSettingsProperty, None]