aws-cdk-lib.aws_sagemaker.CfnFeatureGroup

class CfnFeatureGroup (construct)

LanguageType name
.NETAmazon.CDK.AWS.Sagemaker.CfnFeatureGroup
Gogithub.com/aws/aws-cdk-go/awscdk/v2/awssagemaker#CfnFeatureGroup
Javasoftware.amazon.awscdk.services.sagemaker.CfnFeatureGroup
Pythonaws_cdk.aws_sagemaker.CfnFeatureGroup
TypeScript aws-cdk-lib » aws_sagemaker » CfnFeatureGroup

Implements IConstruct, IDependable, IInspectable

A CloudFormation AWS::SageMaker::FeatureGroup.

Create a new FeatureGroup . A FeatureGroup is a group of Features defined in the FeatureStore to describe a Record .

The FeatureGroup defines the schema and features contained in the FeatureGroup. A FeatureGroup definition is composed of a list of Features , a RecordIdentifierFeatureName , an EventTimeFeatureName and configurations for its OnlineStore and OfflineStore . Check AWS service quotas to see the FeatureGroup s quota for your AWS account.

You must include at least one of OnlineStoreConfig and OfflineStoreConfig to create a FeatureGroup .

Example

// The code below shows an example of how to instantiate this type.
// The values are placeholders you should change.
import { aws_sagemaker as sagemaker } from 'aws-cdk-lib';

declare const offlineStoreConfig: any;
declare const onlineStoreConfig: any;
const cfnFeatureGroup = new sagemaker.CfnFeatureGroup(this, 'MyCfnFeatureGroup', {
  eventTimeFeatureName: 'eventTimeFeatureName',
  featureDefinitions: [{
    featureName: 'featureName',
    featureType: 'featureType',
  }],
  featureGroupName: 'featureGroupName',
  recordIdentifierFeatureName: 'recordIdentifierFeatureName',

  // the properties below are optional
  description: 'description',
  offlineStoreConfig: offlineStoreConfig,
  onlineStoreConfig: onlineStoreConfig,
  roleArn: 'roleArn',
  tags: [{
    key: 'key',
    value: 'value',
  }],
});

Initializer

new CfnFeatureGroup(scope: Construct, id: string, props: CfnFeatureGroupProps)

Parameters

  • scope Construct — - scope in which this resource is defined.
  • id string — - scoped id of the resource.
  • props CfnFeatureGroupProps — - resource properties.

Create a new AWS::SageMaker::FeatureGroup.

Construct Props

NameTypeDescription
eventTimeFeatureNamestringThe name of the feature that stores the EventTime of a Record in a FeatureGroup .
featureDefinitionsIResolvable | IResolvable | FeatureDefinitionProperty[]A list of Feature s. Each Feature must include a FeatureName and a FeatureType .
featureGroupNamestringThe name of the FeatureGroup .
recordIdentifierFeatureNamestringThe name of the Feature whose value uniquely identifies a Record defined in the FeatureGroup FeatureDefinitions .
description?stringA free form description of a FeatureGroup .
offlineStoreConfig?anyThe configuration of an OfflineStore .
onlineStoreConfig?anyThe configuration of an OnlineStore .
roleArn?stringThe Amazon Resource Name (ARN) of the IAM execution role used to create the feature group.
tags?CfnTag[]Tags used to define a FeatureGroup .

eventTimeFeatureName

Type: string

The name of the feature that stores the EventTime of a Record in a FeatureGroup .

A EventTime is point in time when a new event occurs that corresponds to the creation or update of a Record in FeatureGroup . All Records in the FeatureGroup must have a corresponding EventTime .


featureDefinitions

Type: IResolvable | IResolvable | FeatureDefinitionProperty[]

A list of Feature s. Each Feature must include a FeatureName and a FeatureType .

Valid FeatureType s are Integral , Fractional and String .

FeatureName s cannot be any of the following: is_deleted , write_time , api_invocation_time .

You can create up to 2,500 FeatureDefinition s per FeatureGroup .


featureGroupName

Type: string

The name of the FeatureGroup .


recordIdentifierFeatureName

Type: string

The name of the Feature whose value uniquely identifies a Record defined in the FeatureGroup FeatureDefinitions .


description?

Type: string (optional)

A free form description of a FeatureGroup .


offlineStoreConfig?

Type: any (optional)

The configuration of an OfflineStore .


onlineStoreConfig?

Type: any (optional)

The configuration of an OnlineStore .


roleArn?

Type: string (optional)

The Amazon Resource Name (ARN) of the IAM execution role used to create the feature group.


tags?

Type: CfnTag[] (optional)

Tags used to define a FeatureGroup .

Properties

NameTypeDescription
cfnOptionsICfnResourceOptionsOptions for this resource, such as condition, update policy etc.
cfnProperties{ [string]: any }
cfnResourceTypestringAWS resource type.
creationStackstring[]
eventTimeFeatureNamestringThe name of the feature that stores the EventTime of a Record in a FeatureGroup .
featureDefinitionsIResolvable | IResolvable | FeatureDefinitionProperty[]A list of Feature s. Each Feature must include a FeatureName and a FeatureType .
featureGroupNamestringThe name of the FeatureGroup .
logicalIdstringThe logical ID for this CloudFormation stack element.
nodeNodeThe tree node.
offlineStoreConfiganyThe configuration of an OfflineStore .
onlineStoreConfiganyThe configuration of an OnlineStore .
recordIdentifierFeatureNamestringThe name of the Feature whose value uniquely identifies a Record defined in the FeatureGroup FeatureDefinitions .
refstringReturn a string that will be resolved to a CloudFormation { Ref } for this element.
stackStackThe stack in which this element is defined.
tagsTagManagerTags used to define a FeatureGroup .
description?stringA free form description of a FeatureGroup .
roleArn?stringThe Amazon Resource Name (ARN) of the IAM execution role used to create the feature group.
static CFN_RESOURCE_TYPE_NAMEstringThe CloudFormation resource type name for this resource class.

cfnOptions

Type: ICfnResourceOptions

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


cfnProperties

Type: { [string]: any }


cfnResourceType

Type: string

AWS resource type.


creationStack

Type: string[]


eventTimeFeatureName

Type: string

The name of the feature that stores the EventTime of a Record in a FeatureGroup .

A EventTime is point in time when a new event occurs that corresponds to the creation or update of a Record in FeatureGroup . All Records in the FeatureGroup must have a corresponding EventTime .


featureDefinitions

Type: IResolvable | IResolvable | FeatureDefinitionProperty[]

A list of Feature s. Each Feature must include a FeatureName and a FeatureType .

Valid FeatureType s are Integral , Fractional and String .

FeatureName s cannot be any of the following: is_deleted , write_time , api_invocation_time .

You can create up to 2,500 FeatureDefinition s per FeatureGroup .


featureGroupName

Type: string

The name of the FeatureGroup .


logicalId

Type: string

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).


node

Type: Node

The tree node.


offlineStoreConfig

Type: any

The configuration of an OfflineStore .


onlineStoreConfig

Type: any

The configuration of an OnlineStore .


recordIdentifierFeatureName

Type: string

The name of the Feature whose value uniquely identifies a Record defined in the FeatureGroup FeatureDefinitions .


ref

Type: string

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 }).


stack

Type: Stack

The stack in which this element is defined.

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


tags

Type: TagManager

Tags used to define a FeatureGroup .


description?

Type: string (optional)

A free form description of a FeatureGroup .


roleArn?

Type: string (optional)

The Amazon Resource Name (ARN) of the IAM execution role used to create the feature group.


static CFN_RESOURCE_TYPE_NAME

Type: string

The CloudFormation resource type name for this resource class.

Methods

NameDescription
addDeletionOverride(path)Syntactic sugar for addOverride(path, undefined).
addDependency(target)Indicates that this resource depends on another resource and cannot be provisioned unless the other resource has been successfully provisioned.
addDependsOn(target)⚠️Indicates that this resource depends on another resource and cannot be provisioned unless the other resource has been successfully provisioned.
addMetadata(key, value)Add a value to the CloudFormation Resource Metadata.
addOverride(path, value)Adds an override to the synthesized CloudFormation resource.
addPropertyDeletionOverride(propertyPath)Adds an override that deletes the value of a property from the resource definition.
addPropertyOverride(propertyPath, value)Adds an override to a resource property.
applyRemovalPolicy(policy?, options?)Sets the deletion policy of the resource based on the removal policy specified.
getAtt(attributeName, typeHint?)Returns a token for an runtime attribute of this resource.
getMetadata(key)Retrieve a value value from the CloudFormation Resource Metadata.
inspect(inspector)Examines the CloudFormation resource and discloses attributes.
obtainDependencies()Retrieves an array of resources this resource depends on.
obtainResourceDependencies()Get a shallow copy of dependencies between this resource and other resources in the same stack.
overrideLogicalId(newLogicalId)Overrides the auto-generated logical ID with a specific ID.
removeDependency(target)Indicates that this resource no longer depends on another resource.
replaceDependency(target, newTarget)Replaces one dependency with another.
toString()Returns a string representation of this construct.
protected renderProperties(props)

addDeletionOverride(path)

public addDeletionOverride(path: string): void

Parameters

  • path string — The path of the value to delete.

Syntactic sugar for addOverride(path, undefined).


addDependency(target)

public addDependency(target: CfnResource): void

Parameters

  • target CfnResource

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.


addDependsOn(target)⚠️

public addDependsOn(target: CfnResource): void

⚠️ Deprecated: use addDependency

Parameters

  • target CfnResource

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


addMetadata(key, value)

public addMetadata(key: string, value: any): void

Parameters

  • key string
  • value any

Add a value to the CloudFormation Resource Metadata.

See also: [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.](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.)


addOverride(path, value)

public addOverride(path: string, value: any): void

Parameters

  • path string — - The path of the property, you can use dot notation to override values in complex types.
  • value any — - The 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,

cfnResource.addOverride('Properties.GlobalSecondaryIndexes.0.Projection.NonKeyAttributes', ['myattribute']);
cfnResource.addOverride('Properties.GlobalSecondaryIndexes.1.ProjectionType', 'INCLUDE');

would add the overrides

"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.


addPropertyDeletionOverride(propertyPath)

public addPropertyDeletionOverride(propertyPath: string): void

Parameters

  • propertyPath string — The path to the property.

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


addPropertyOverride(propertyPath, value)

public addPropertyOverride(propertyPath: string, value: any): void

Parameters

  • propertyPath string — The path of the property.
  • value any — The value.

Adds an override to a resource property.

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


applyRemovalPolicy(policy?, options?)

public applyRemovalPolicy(policy?: RemovalPolicy, options?: RemovalPolicyOptions): void

Parameters

  • policy RemovalPolicy
  • options RemovalPolicyOptions

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:

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


getAtt(attributeName, typeHint?)

public getAtt(attributeName: string, typeHint?: ResolutionTypeHint): Reference

Parameters

  • attributeName string — The name of the attribute.
  • typeHint ResolutionTypeHint

Returns

  • Reference

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.


getMetadata(key)

public getMetadata(key: string): any

Parameters

  • key string

Returns

  • any

Retrieve a value value from the CloudFormation Resource Metadata.

See also: [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.](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)

public inspect(inspector: TreeInspector): void

Parameters

  • inspector TreeInspector — - tree inspector to collect and process attributes.

Examines the CloudFormation resource and discloses attributes.


obtainDependencies()

public obtainDependencies(): Stack &#124; CfnResource[]

Returns

  • Stack | CfnResource[]

Retrieves an array of resources this resource depends on.

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


obtainResourceDependencies()

public obtainResourceDependencies(): CfnResource[]

Returns

  • CfnResource[]

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


overrideLogicalId(newLogicalId)

public overrideLogicalId(newLogicalId: string): void

Parameters

  • newLogicalId string — The new logical ID to use for this stack element.

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


removeDependency(target)

public removeDependency(target: CfnResource): void

Parameters

  • target CfnResource

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.


replaceDependency(target, newTarget)

public replaceDependency(target: CfnResource, newTarget: CfnResource): void

Parameters

  • target CfnResource — The dependency to replace.
  • newTarget CfnResource — The new dependency to add.

Replaces one dependency with another.


toString()

public toString(): string

Returns

  • string

Returns a string representation of this construct.


protected renderProperties(props)

protected renderProperties(props: { [string]: any }): { [string]: any }

Parameters

  • props { [string]: any }

Returns

  • { [string]: any }