CfnFeatureGroup

class aws_cdk.aws_sagemaker.CfnFeatureGroup(scope, id, *, event_time_feature_name, feature_definitions, feature_group_name, record_identifier_feature_name, description=None, offline_store_config=None, online_store_config=None, role_arn=None, tags=None)

Bases: CfnResource

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. .. epigraph:

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

AWS::SageMaker::FeatureGroup

Link:

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

# offline_store_config: Any
# online_store_config: Any

cfn_feature_group = sagemaker.CfnFeatureGroup(self, "MyCfnFeatureGroup",
    event_time_feature_name="eventTimeFeatureName",
    feature_definitions=[sagemaker.CfnFeatureGroup.FeatureDefinitionProperty(
        feature_name="featureName",
        feature_type="featureType"
    )],
    feature_group_name="featureGroupName",
    record_identifier_feature_name="recordIdentifierFeatureName",

    # the properties below are optional
    description="description",
    offline_store_config=offline_store_config,
    online_store_config=online_store_config,
    role_arn="roleArn",
    tags=[CfnTag(
        key="key",
        value="value"
    )]
)

Create a new AWS::SageMaker::FeatureGroup.

Parameters:
  • scope (Construct) –

    • scope in which this resource is defined.

  • id (str) –

    • scoped id of the resource.

  • event_time_feature_name (str) – 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 .

  • feature_definitions (Union[IResolvable, Sequence[Union[IResolvable, FeatureDefinitionProperty, Dict[str, Any]]]]) – 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 .

  • feature_group_name (str) – The name of the FeatureGroup .

  • record_identifier_feature_name (str) – The name of the Feature whose value uniquely identifies a Record defined in the FeatureGroup FeatureDefinitions .

  • description (Optional[str]) – A free form description of a FeatureGroup .

  • offline_store_config (Optional[Any]) – The configuration of an OfflineStore .

  • online_store_config (Optional[Any]) – The configuration of an OnlineStore .

  • role_arn (Optional[str]) – The Amazon Resource Name (ARN) of the IAM execution role used to create the feature group.

  • tags (Optional[Sequence[Union[CfnTag, Dict[str, Any]]]]) – Tags used to define a FeatureGroup .

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:

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 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:

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

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::FeatureGroup'
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.

description

A free form description of a FeatureGroup .

Link:

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-sagemaker-featuregroup.html#cfn-sagemaker-featuregroup-description

event_time_feature_name

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 .

Link:

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-sagemaker-featuregroup.html#cfn-sagemaker-featuregroup-eventtimefeaturename

feature_definitions

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 .

Link:

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-sagemaker-featuregroup.html#cfn-sagemaker-featuregroup-featuredefinitions

feature_group_name

The name of the FeatureGroup .

Link:

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-sagemaker-featuregroup.html#cfn-sagemaker-featuregroup-featuregroupname

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 construct tree node associated with this construct.

offline_store_config

The configuration of an OfflineStore .

Link:

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-sagemaker-featuregroup.html#cfn-sagemaker-featuregroup-offlinestoreconfig

online_store_config

The configuration of an OnlineStore .

Link:

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-sagemaker-featuregroup.html#cfn-sagemaker-featuregroup-onlinestoreconfig

record_identifier_feature_name

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

Link:

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-sagemaker-featuregroup.html#cfn-sagemaker-featuregroup-recordidentifierfeaturename

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 }).

role_arn

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

Link:

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-sagemaker-featuregroup.html#cfn-sagemaker-featuregroup-rolearn

stack

The stack in which this element is defined.

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

tags

Tags used to define a FeatureGroup .

Link:

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-sagemaker-featuregroup.html#cfn-sagemaker-featuregroup-tags

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

DataCatalogConfigProperty

class CfnFeatureGroup.DataCatalogConfigProperty(*, catalog, database, table_name)

Bases: object

The meta data of the Glue table which serves as data catalog for the OfflineStore .

Parameters:
  • catalog (str) – The name of the Glue table catalog.

  • database (str) – The name of the Glue table database.

  • table_name (str) – The name of the Glue table.

Link:

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-featuregroup-datacatalogconfig.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

data_catalog_config_property = sagemaker.CfnFeatureGroup.DataCatalogConfigProperty(
    catalog="catalog",
    database="database",
    table_name="tableName"
)

Attributes

catalog

The name of the Glue table catalog.

Link:

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-featuregroup-datacatalogconfig.html#cfn-sagemaker-featuregroup-datacatalogconfig-catalog

database

The name of the Glue table database.

Link:

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-featuregroup-datacatalogconfig.html#cfn-sagemaker-featuregroup-datacatalogconfig-database

table_name

The name of the Glue table.

Link:

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-featuregroup-datacatalogconfig.html#cfn-sagemaker-featuregroup-datacatalogconfig-tablename

FeatureDefinitionProperty

class CfnFeatureGroup.FeatureDefinitionProperty(*, feature_name, feature_type)

Bases: object

A list of features.

You must include FeatureName and FeatureType . Valid feature FeatureType s are Integral , Fractional and String .

Parameters:
  • feature_name (str) – The name of a feature. The type must be a string. FeatureName cannot be any of the following: is_deleted , write_time , api_invocation_time .

  • feature_type (str) – The value type of a feature. Valid values are Integral, Fractional, or String.

Link:

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-featuregroup-featuredefinition.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

feature_definition_property = sagemaker.CfnFeatureGroup.FeatureDefinitionProperty(
    feature_name="featureName",
    feature_type="featureType"
)

Attributes

feature_name

The name of a feature.

The type must be a string. FeatureName cannot be any of the following: is_deleted , write_time , api_invocation_time .

Link:

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-featuregroup-featuredefinition.html#cfn-sagemaker-featuregroup-featuredefinition-featurename

feature_type

The value type of a feature.

Valid values are Integral, Fractional, or String.

Link:

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-featuregroup-featuredefinition.html#cfn-sagemaker-featuregroup-featuredefinition-featuretype

OfflineStoreConfigProperty

class CfnFeatureGroup.OfflineStoreConfigProperty(*, s3_storage_config, data_catalog_config=None, disable_glue_table_creation=None, table_format=None)

Bases: object

The configuration of an OfflineStore .

Provide an OfflineStoreConfig in a request to CreateFeatureGroup to create an OfflineStore .

To encrypt an OfflineStore using at rest data encryption, specify AWS Key Management Service (KMS) key ID, or KMSKeyId , in S3StorageConfig .

Parameters:
  • s3_storage_config (Union[IResolvable, S3StorageConfigProperty, Dict[str, Any]]) – The Amazon Simple Storage (Amazon S3) location of OfflineStore .

  • data_catalog_config (Union[IResolvable, DataCatalogConfigProperty, Dict[str, Any], None]) – The meta data of the Glue table that is autogenerated when an OfflineStore is created.

  • disable_glue_table_creation (Union[bool, IResolvable, None]) – Set to True to disable the automatic creation of an AWS Glue table when configuring an OfflineStore . If set to False , Feature Store will name the OfflineStore Glue table following Athena’s naming recommendations . The default value is False .

  • table_format (Optional[str]) – CfnFeatureGroup.OfflineStoreConfigProperty.TableFormat.

Link:

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-featuregroup-offlinestoreconfig.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

offline_store_config_property = sagemaker.CfnFeatureGroup.OfflineStoreConfigProperty(
    s3_storage_config=sagemaker.CfnFeatureGroup.S3StorageConfigProperty(
        s3_uri="s3Uri",

        # the properties below are optional
        kms_key_id="kmsKeyId"
    ),

    # the properties below are optional
    data_catalog_config=sagemaker.CfnFeatureGroup.DataCatalogConfigProperty(
        catalog="catalog",
        database="database",
        table_name="tableName"
    ),
    disable_glue_table_creation=False,
    table_format="tableFormat"
)

Attributes

data_catalog_config

The meta data of the Glue table that is autogenerated when an OfflineStore is created.

Link:

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-featuregroup-offlinestoreconfig.html#cfn-sagemaker-featuregroup-offlinestoreconfig-datacatalogconfig

disable_glue_table_creation

Set to True to disable the automatic creation of an AWS Glue table when configuring an OfflineStore .

If set to False , Feature Store will name the OfflineStore Glue table following Athena’s naming recommendations .

The default value is False .

Link:

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-featuregroup-offlinestoreconfig.html#cfn-sagemaker-featuregroup-offlinestoreconfig-disablegluetablecreation

s3_storage_config

The Amazon Simple Storage (Amazon S3) location of OfflineStore .

Link:

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-featuregroup-offlinestoreconfig.html#cfn-sagemaker-featuregroup-offlinestoreconfig-s3storageconfig

table_format

CfnFeatureGroup.OfflineStoreConfigProperty.TableFormat.

Link:

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-featuregroup-offlinestoreconfig.html#cfn-sagemaker-featuregroup-offlinestoreconfig-tableformat

OnlineStoreConfigProperty

class CfnFeatureGroup.OnlineStoreConfigProperty(*, enable_online_store=None, security_config=None)

Bases: object

Use this to specify the AWS Key Management Service (KMS) Key ID, or KMSKeyId , for at rest data encryption.

You can turn OnlineStore on or off by specifying the EnableOnlineStore flag at General Assembly.

The default value is False .

Parameters:
  • enable_online_store (Union[bool, IResolvable, None]) – Turn OnlineStore off by specifying False for the EnableOnlineStore flag. Turn OnlineStore on by specifying True for the EnableOnlineStore flag. The default value is False .

  • security_config (Union[IResolvable, OnlineStoreSecurityConfigProperty, Dict[str, Any], None]) – Use to specify KMS Key ID ( KMSKeyId ) for at-rest encryption of your OnlineStore .

Link:

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-featuregroup-onlinestoreconfig.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

online_store_config_property = sagemaker.CfnFeatureGroup.OnlineStoreConfigProperty(
    enable_online_store=False,
    security_config=sagemaker.CfnFeatureGroup.OnlineStoreSecurityConfigProperty(
        kms_key_id="kmsKeyId"
    )
)

Attributes

enable_online_store

Turn OnlineStore off by specifying False for the EnableOnlineStore flag.

Turn OnlineStore on by specifying True for the EnableOnlineStore flag.

The default value is False .

Link:

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-featuregroup-onlinestoreconfig.html#cfn-sagemaker-featuregroup-onlinestoreconfig-enableonlinestore

security_config

Use to specify KMS Key ID ( KMSKeyId ) for at-rest encryption of your OnlineStore .

Link:

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-featuregroup-onlinestoreconfig.html#cfn-sagemaker-featuregroup-onlinestoreconfig-securityconfig

OnlineStoreSecurityConfigProperty

class CfnFeatureGroup.OnlineStoreSecurityConfigProperty(*, kms_key_id=None)

Bases: object

The security configuration for OnlineStore .

Parameters:

kms_key_id (Optional[str]) – The AWS Key Management Service (KMS) key ARN that SageMaker Feature Store uses to encrypt the Amazon S3 objects at rest using Amazon S3 server-side encryption. The caller (either user or IAM role) of CreateFeatureGroup must have below permissions to the OnlineStore KmsKeyId : - "kms:Encrypt" - "kms:Decrypt" - "kms:DescribeKey" - "kms:CreateGrant" - "kms:RetireGrant" - "kms:ReEncryptFrom" - "kms:ReEncryptTo" - "kms:GenerateDataKey" - "kms:ListAliases" - "kms:ListGrants" - "kms:RevokeGrant" The caller (either user or IAM role) to all DataPlane operations ( PutRecord , GetRecord , DeleteRecord ) must have the following permissions to the KmsKeyId : - "kms:Decrypt"

Link:

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-featuregroup-onlinestoresecurityconfig.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

online_store_security_config_property = sagemaker.CfnFeatureGroup.OnlineStoreSecurityConfigProperty(
    kms_key_id="kmsKeyId"
)

Attributes

kms_key_id

The AWS Key Management Service (KMS) key ARN that SageMaker Feature Store uses to encrypt the Amazon S3 objects at rest using Amazon S3 server-side encryption.

The caller (either user or IAM role) of CreateFeatureGroup must have below permissions to the OnlineStore KmsKeyId :

  • "kms:Encrypt"

  • "kms:Decrypt"

  • "kms:DescribeKey"

  • "kms:CreateGrant"

  • "kms:RetireGrant"

  • "kms:ReEncryptFrom"

  • "kms:ReEncryptTo"

  • "kms:GenerateDataKey"

  • "kms:ListAliases"

  • "kms:ListGrants"

  • "kms:RevokeGrant"

The caller (either user or IAM role) to all DataPlane operations ( PutRecord , GetRecord , DeleteRecord ) must have the following permissions to the KmsKeyId :

  • "kms:Decrypt"

Link:

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-featuregroup-onlinestoresecurityconfig.html#cfn-sagemaker-featuregroup-onlinestoresecurityconfig-kmskeyid

S3StorageConfigProperty

class CfnFeatureGroup.S3StorageConfigProperty(*, s3_uri, kms_key_id=None)

Bases: object

The Amazon Simple Storage (Amazon S3) location and and security configuration for OfflineStore .

Parameters:
  • s3_uri (str) – The S3 URI, or location in Amazon S3, of OfflineStore . S3 URIs have a format similar to the following: s3://example-bucket/prefix/ .

  • kms_key_id (Optional[str]) – The AWS Key Management Service (KMS) key ARN of the key used to encrypt any objects written into the OfflineStore S3 location. The IAM roleARN that is passed as a parameter to CreateFeatureGroup must have below permissions to the KmsKeyId : - "kms:GenerateDataKey"

Link:

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-featuregroup-s3storageconfig.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

s3_storage_config_property = sagemaker.CfnFeatureGroup.S3StorageConfigProperty(
    s3_uri="s3Uri",

    # the properties below are optional
    kms_key_id="kmsKeyId"
)

Attributes

kms_key_id

The AWS Key Management Service (KMS) key ARN of the key used to encrypt any objects written into the OfflineStore S3 location.

The IAM roleARN that is passed as a parameter to CreateFeatureGroup must have below permissions to the KmsKeyId :

  • "kms:GenerateDataKey"

Link:

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-featuregroup-s3storageconfig.html#cfn-sagemaker-featuregroup-s3storageconfig-kmskeyid

s3_uri

The S3 URI, or location in Amazon S3, of OfflineStore .

S3 URIs have a format similar to the following: s3://example-bucket/prefix/ .

Link:

http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-featuregroup-s3storageconfig.html#cfn-sagemaker-featuregroup-s3storageconfig-s3uri