CfnProject

class aws_cdk.aws_sagemaker.CfnProject(scope, id, *, project_name, service_catalog_provisioning_details, project_description=None, service_catalog_provisioned_product_details=None, tags=None)

Bases: CfnResource

Creates a machine learning (ML) project that can contain one or more templates that set up an ML pipeline from training to deploying an approved model.

See:

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-sagemaker-project.html

CloudformationResource:

AWS::SageMaker::Project

ExampleMetadata:

fixture=_generated

Example:

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

# service_catalog_provisioning_details: Any

cfn_project = sagemaker.CfnProject(self, "MyCfnProject",
    project_name="projectName",
    service_catalog_provisioning_details=service_catalog_provisioning_details,

    # the properties below are optional
    project_description="projectDescription",
    service_catalog_provisioned_product_details=sagemaker.CfnProject.ServiceCatalogProvisionedProductDetailsProperty(
        provisioned_product_id="provisionedProductId",
        provisioned_product_status_message="provisionedProductStatusMessage"
    ),
    tags=[CfnTag(
        key="key",
        value="value"
    )]
)
Parameters:
  • scope (Construct) – Scope in which this resource is defined.

  • id (str) – Construct identifier for this resource (unique in its scope).

  • project_name (str) – The name of the project.

  • service_catalog_provisioning_details (Any) – The product ID and provisioning artifact ID to provision a service catalog. For information, see What is AWS Service Catalog .

  • project_description (Optional[str]) – The description of the project.

  • service_catalog_provisioned_product_details (Union[IResolvable, ServiceCatalogProvisionedProductDetailsProperty, Dict[str, Any], None]) –

    Details of a provisioned service catalog product. For information about service catalog, see What is AWS Service Catalog .

  • tags (Optional[Sequence[Union[CfnTag, Dict[str, Any]]]]) – A list of key-value pairs to apply to this resource. For more information, see Resource Tag and Using Cost Allocation Tags in the AWS Billing and Cost Management User Guide .

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_dependency(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_depends_on(target)

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

Parameters:

target (CfnResource) –

Deprecated:

use addDependency

Stability:

deprecated

Return type:

None

add_metadata(key, value)

Add a value to the CloudFormation Resource Metadata.

Parameters:
  • key (str) –

  • value (Any) –

See:

Return type:

None

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.

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 intermediate 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). In some cases, a snapshot can be taken of the resource prior to deletion (RemovalPolicy.SNAPSHOT). A list of resources that support this policy can be found in the following link:

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 resource, please consult that specific resource’s documentation.

See:

https://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-attribute-deletionpolicy.html#aws-attribute-deletionpolicy-options

Return type:

None

get_att(attribute_name, type_hint=None)

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.

  • type_hint (Optional[ResolutionTypeHint]) –

Return type:

Reference

get_metadata(key)

Retrieve a value value from the CloudFormation Resource Metadata.

Parameters:

key (str) –

See:

Return type:

Any

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.

inspect(inspector)

Examines the CloudFormation resource and discloses attributes.

Parameters:

inspector (TreeInspector) – tree inspector to collect and process attributes.

Return type:

None

obtain_dependencies()

Retrieves an array of resources this resource depends on.

This assembles dependencies on resources across stacks (including nested stacks) automatically.

Return type:

List[Union[Stack, CfnResource]]

obtain_resource_dependencies()

Get a shallow copy of dependencies between this resource and other resources in the same stack.

Return type:

List[CfnResource]

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

remove_dependency(target)

Indicates that this resource no longer depends on another resource.

This can be used for resources across stacks (including nested stacks) and the dependency will automatically be removed from the relevant scope.

Parameters:

target (CfnResource) –

Return type:

None

replace_dependency(target, new_target)

Replaces one dependency with another.

Parameters:
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::Project'
attr_creation_time

The time that the project was created.

CloudformationAttribute:

CreationTime

attr_project_arn

The Amazon Resource Name (ARN) of the project.

CloudformationAttribute:

ProjectArn

attr_project_id

The ID of the project.

This ID is prepended to all entities associated with this project.

CloudformationAttribute:

ProjectId

attr_project_status

The status of the project.

CloudformationAttribute:

ProjectStatus

cfn_options

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

cfn_resource_type

AWS resource type.

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.

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).

Returns:

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

node

The tree node.

project_description

The description of the project.

project_name

The name of the project.

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 }).

service_catalog_provisioned_product_details

Details of a provisioned service catalog product.

service_catalog_provisioning_details

The product ID and provisioning artifact ID to provision a service catalog.

stack

The stack in which this element is defined.

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

tags

Tag Manager which manages the tags for this resource.

tags_raw

A list of key-value pairs to apply to this resource.

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(x)

Check whether the given object is a CfnResource.

Parameters:

x (Any) –

Return type:

bool

classmethod is_construct(x)

Checks if x is a construct.

Use this method instead of instanceof to properly detect Construct instances, even when the construct library is symlinked.

Explanation: in JavaScript, multiple copies of the constructs library on disk are seen as independent, completely different libraries. As a consequence, the class Construct in each copy of the constructs library is seen as a different class, and an instance of one class will not test as instanceof the other class. npm install will not create installations like this, but users may manually symlink construct libraries together or use a monorepo tool: in those cases, multiple copies of the constructs library can be accidentally installed, and instanceof will behave unpredictably. It is safest to avoid using instanceof, and using this type-testing method instead.

Parameters:

x (Any) – Any object.

Return type:

bool

Returns:

true if x is an object created from a class which extends Construct.

ProvisioningParameterProperty

class CfnProject.ProvisioningParameterProperty(*, key, value)

Bases: object

A key value pair used when you provision a project as a service catalog product.

For information, see What is AWS Service Catalog .

Parameters:
  • key (str) – The key that identifies a provisioning parameter.

  • value (str) – The value of the provisioning parameter.

See:

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-project-provisioningparameter.html

ExampleMetadata:

fixture=_generated

Example:

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

provisioning_parameter_property = sagemaker.CfnProject.ProvisioningParameterProperty(
    key="key",
    value="value"
)

Attributes

key

The key that identifies a provisioning parameter.

See:

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-project-provisioningparameter.html#cfn-sagemaker-project-provisioningparameter-key

value

The value of the provisioning parameter.

See:

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-project-provisioningparameter.html#cfn-sagemaker-project-provisioningparameter-value

ServiceCatalogProvisionedProductDetailsProperty

class CfnProject.ServiceCatalogProvisionedProductDetailsProperty(*, provisioned_product_id=None, provisioned_product_status_message=None)

Bases: object

Details of a provisioned service catalog product.

For information about service catalog, see What is AWS Service Catalog .

Parameters:
  • provisioned_product_id (Optional[str]) – The ID of the provisioned product.

  • provisioned_product_status_message (Optional[str]) – The current status of the product. - AVAILABLE - Stable state, ready to perform any operation. The most recent operation succeeded and completed. - UNDER_CHANGE - Transitive state. Operations performed might not have valid results. Wait for an AVAILABLE status before performing operations. - TAINTED - Stable state, ready to perform any operation. The stack has completed the requested operation but is not exactly what was requested. For example, a request to update to a new version failed and the stack rolled back to the current version. - ERROR - An unexpected error occurred. The provisioned product exists but the stack is not running. For example, CloudFormation received a parameter value that was not valid and could not launch the stack. - PLAN_IN_PROGRESS - Transitive state. The plan operations were performed to provision a new product, but resources have not yet been created. After reviewing the list of resources to be created, execute the plan. Wait for an AVAILABLE status before performing operations.

See:

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-project-servicecatalogprovisionedproductdetails.html

ExampleMetadata:

fixture=_generated

Example:

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

service_catalog_provisioned_product_details_property = sagemaker.CfnProject.ServiceCatalogProvisionedProductDetailsProperty(
    provisioned_product_id="provisionedProductId",
    provisioned_product_status_message="provisionedProductStatusMessage"
)

Attributes

provisioned_product_id

The ID of the provisioned product.

See:

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-project-servicecatalogprovisionedproductdetails.html#cfn-sagemaker-project-servicecatalogprovisionedproductdetails-provisionedproductid

provisioned_product_status_message

The current status of the product.

  • AVAILABLE - Stable state, ready to perform any operation. The most recent operation succeeded and completed.

  • UNDER_CHANGE - Transitive state. Operations performed might not have valid results. Wait for an AVAILABLE status before performing operations.

  • TAINTED - Stable state, ready to perform any operation. The stack has completed the requested operation but is not exactly what was requested. For example, a request to update to a new version failed and the stack rolled back to the current version.

  • ERROR - An unexpected error occurred. The provisioned product exists but the stack is not running. For example, CloudFormation received a parameter value that was not valid and could not launch the stack.

  • PLAN_IN_PROGRESS - Transitive state. The plan operations were performed to provision a new product, but resources have not yet been created. After reviewing the list of resources to be created, execute the plan. Wait for an AVAILABLE status before performing operations.

See:

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-project-servicecatalogprovisionedproductdetails.html#cfn-sagemaker-project-servicecatalogprovisionedproductdetails-provisionedproductstatusmessage

ServiceCatalogProvisioningDetailsProperty

class CfnProject.ServiceCatalogProvisioningDetailsProperty(*, product_id, path_id=None, provisioning_artifact_id=None, provisioning_parameters=None)

Bases: object

Details that you specify to provision a service catalog product.

For information about service catalog, see What is AWS Service Catalog .

Parameters:
  • product_id (str) – The ID of the product to provision.

  • path_id (Optional[str]) – The path identifier of the product. This value is optional if the product has a default path, and required if the product has more than one path.

  • provisioning_artifact_id (Optional[str]) – The ID of the provisioning artifact.

  • provisioning_parameters (Union[IResolvable, Sequence[Union[IResolvable, ProvisioningParameterProperty, Dict[str, Any]]], None]) – A list of key value pairs that you specify when you provision a product.

See:

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-project-servicecatalogprovisioningdetails.html

ExampleMetadata:

fixture=_generated

Example:

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

service_catalog_provisioning_details_property = sagemaker.CfnProject.ServiceCatalogProvisioningDetailsProperty(
    product_id="productId",

    # the properties below are optional
    path_id="pathId",
    provisioning_artifact_id="provisioningArtifactId",
    provisioning_parameters=[sagemaker.CfnProject.ProvisioningParameterProperty(
        key="key",
        value="value"
    )]
)

Attributes

path_id

The path identifier of the product.

This value is optional if the product has a default path, and required if the product has more than one path.

See:

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-project-servicecatalogprovisioningdetails.html#cfn-sagemaker-project-servicecatalogprovisioningdetails-pathid

product_id

The ID of the product to provision.

See:

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-project-servicecatalogprovisioningdetails.html#cfn-sagemaker-project-servicecatalogprovisioningdetails-productid

provisioning_artifact_id

The ID of the provisioning artifact.

See:

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-project-servicecatalogprovisioningdetails.html#cfn-sagemaker-project-servicecatalogprovisioningdetails-provisioningartifactid

provisioning_parameters

A list of key value pairs that you specify when you provision a product.

See:

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-project-servicecatalogprovisioningdetails.html#cfn-sagemaker-project-servicecatalogprovisioningdetails-provisioningparameters