aws.sagemaker.FeatureGroup
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Provides a SageMaker Feature Group resource.
Example Usage
Basic usage:
import * as pulumi from "@pulumi/pulumi";
import * as aws from "@pulumi/aws";
const example = new aws.sagemaker.FeatureGroup("example", {
featureGroupName: "example",
recordIdentifierFeatureName: "example",
eventTimeFeatureName: "example",
roleArn: test.arn,
featureDefinitions: [{
featureName: "example",
featureType: "String",
}],
onlineStoreConfig: {
enableOnlineStore: true,
},
});
import pulumi
import pulumi_aws as aws
example = aws.sagemaker.FeatureGroup("example",
feature_group_name="example",
record_identifier_feature_name="example",
event_time_feature_name="example",
role_arn=test["arn"],
feature_definitions=[{
"feature_name": "example",
"feature_type": "String",
}],
online_store_config={
"enable_online_store": True,
})
package main
import (
"github.com/pulumi/pulumi-aws/sdk/v6/go/aws/sagemaker"
"github.com/pulumi/pulumi/sdk/v3/go/pulumi"
)
func main() {
pulumi.Run(func(ctx *pulumi.Context) error {
_, err := sagemaker.NewFeatureGroup(ctx, "example", &sagemaker.FeatureGroupArgs{
FeatureGroupName: pulumi.String("example"),
RecordIdentifierFeatureName: pulumi.String("example"),
EventTimeFeatureName: pulumi.String("example"),
RoleArn: pulumi.Any(test.Arn),
FeatureDefinitions: sagemaker.FeatureGroupFeatureDefinitionArray{
&sagemaker.FeatureGroupFeatureDefinitionArgs{
FeatureName: pulumi.String("example"),
FeatureType: pulumi.String("String"),
},
},
OnlineStoreConfig: &sagemaker.FeatureGroupOnlineStoreConfigArgs{
EnableOnlineStore: pulumi.Bool(true),
},
})
if err != nil {
return err
}
return nil
})
}
using System.Collections.Generic;
using System.Linq;
using Pulumi;
using Aws = Pulumi.Aws;
return await Deployment.RunAsync(() =>
{
var example = new Aws.Sagemaker.FeatureGroup("example", new()
{
FeatureGroupName = "example",
RecordIdentifierFeatureName = "example",
EventTimeFeatureName = "example",
RoleArn = test.Arn,
FeatureDefinitions = new[]
{
new Aws.Sagemaker.Inputs.FeatureGroupFeatureDefinitionArgs
{
FeatureName = "example",
FeatureType = "String",
},
},
OnlineStoreConfig = new Aws.Sagemaker.Inputs.FeatureGroupOnlineStoreConfigArgs
{
EnableOnlineStore = true,
},
});
});
package generated_program;
import com.pulumi.Context;
import com.pulumi.Pulumi;
import com.pulumi.core.Output;
import com.pulumi.aws.sagemaker.FeatureGroup;
import com.pulumi.aws.sagemaker.FeatureGroupArgs;
import com.pulumi.aws.sagemaker.inputs.FeatureGroupFeatureDefinitionArgs;
import com.pulumi.aws.sagemaker.inputs.FeatureGroupOnlineStoreConfigArgs;
import java.util.List;
import java.util.ArrayList;
import java.util.Map;
import java.io.File;
import java.nio.file.Files;
import java.nio.file.Paths;
public class App {
public static void main(String[] args) {
Pulumi.run(App::stack);
}
public static void stack(Context ctx) {
var example = new FeatureGroup("example", FeatureGroupArgs.builder()
.featureGroupName("example")
.recordIdentifierFeatureName("example")
.eventTimeFeatureName("example")
.roleArn(test.arn())
.featureDefinitions(FeatureGroupFeatureDefinitionArgs.builder()
.featureName("example")
.featureType("String")
.build())
.onlineStoreConfig(FeatureGroupOnlineStoreConfigArgs.builder()
.enableOnlineStore(true)
.build())
.build());
}
}
resources:
example:
type: aws:sagemaker:FeatureGroup
properties:
featureGroupName: example
recordIdentifierFeatureName: example
eventTimeFeatureName: example
roleArn: ${test.arn}
featureDefinitions:
- featureName: example
featureType: String
onlineStoreConfig:
enableOnlineStore: true
Create FeatureGroup Resource
Resources are created with functions called constructors. To learn more about declaring and configuring resources, see Resources.
Constructor syntax
new FeatureGroup(name: string, args: FeatureGroupArgs, opts?: CustomResourceOptions);
@overload
def FeatureGroup(resource_name: str,
args: FeatureGroupArgs,
opts: Optional[ResourceOptions] = None)
@overload
def FeatureGroup(resource_name: str,
opts: Optional[ResourceOptions] = None,
event_time_feature_name: Optional[str] = None,
feature_definitions: Optional[Sequence[FeatureGroupFeatureDefinitionArgs]] = None,
feature_group_name: Optional[str] = None,
record_identifier_feature_name: Optional[str] = None,
role_arn: Optional[str] = None,
description: Optional[str] = None,
offline_store_config: Optional[FeatureGroupOfflineStoreConfigArgs] = None,
online_store_config: Optional[FeatureGroupOnlineStoreConfigArgs] = None,
tags: Optional[Mapping[str, str]] = None,
throughput_config: Optional[FeatureGroupThroughputConfigArgs] = None)
func NewFeatureGroup(ctx *Context, name string, args FeatureGroupArgs, opts ...ResourceOption) (*FeatureGroup, error)
public FeatureGroup(string name, FeatureGroupArgs args, CustomResourceOptions? opts = null)
public FeatureGroup(String name, FeatureGroupArgs args)
public FeatureGroup(String name, FeatureGroupArgs args, CustomResourceOptions options)
type: aws:sagemaker:FeatureGroup
properties: # The arguments to resource properties.
options: # Bag of options to control resource's behavior.
Parameters
- name string
- The unique name of the resource.
- args FeatureGroupArgs
- The arguments to resource properties.
- opts CustomResourceOptions
- Bag of options to control resource's behavior.
- resource_name str
- The unique name of the resource.
- args FeatureGroupArgs
- The arguments to resource properties.
- opts ResourceOptions
- Bag of options to control resource's behavior.
- ctx Context
- Context object for the current deployment.
- name string
- The unique name of the resource.
- args FeatureGroupArgs
- The arguments to resource properties.
- opts ResourceOption
- Bag of options to control resource's behavior.
- name string
- The unique name of the resource.
- args FeatureGroupArgs
- The arguments to resource properties.
- opts CustomResourceOptions
- Bag of options to control resource's behavior.
- name String
- The unique name of the resource.
- args FeatureGroupArgs
- The arguments to resource properties.
- options CustomResourceOptions
- Bag of options to control resource's behavior.
Constructor example
The following reference example uses placeholder values for all input properties.
var featureGroupResource = new Aws.Sagemaker.FeatureGroup("featureGroupResource", new()
{
EventTimeFeatureName = "string",
FeatureDefinitions = new[]
{
new Aws.Sagemaker.Inputs.FeatureGroupFeatureDefinitionArgs
{
CollectionConfig = new Aws.Sagemaker.Inputs.FeatureGroupFeatureDefinitionCollectionConfigArgs
{
VectorConfig = new Aws.Sagemaker.Inputs.FeatureGroupFeatureDefinitionCollectionConfigVectorConfigArgs
{
Dimension = 0,
},
},
CollectionType = "string",
FeatureName = "string",
FeatureType = "string",
},
},
FeatureGroupName = "string",
RecordIdentifierFeatureName = "string",
RoleArn = "string",
Description = "string",
OfflineStoreConfig = new Aws.Sagemaker.Inputs.FeatureGroupOfflineStoreConfigArgs
{
S3StorageConfig = new Aws.Sagemaker.Inputs.FeatureGroupOfflineStoreConfigS3StorageConfigArgs
{
S3Uri = "string",
KmsKeyId = "string",
ResolvedOutputS3Uri = "string",
},
DataCatalogConfig = new Aws.Sagemaker.Inputs.FeatureGroupOfflineStoreConfigDataCatalogConfigArgs
{
Catalog = "string",
Database = "string",
TableName = "string",
},
DisableGlueTableCreation = false,
TableFormat = "string",
},
OnlineStoreConfig = new Aws.Sagemaker.Inputs.FeatureGroupOnlineStoreConfigArgs
{
EnableOnlineStore = false,
SecurityConfig = new Aws.Sagemaker.Inputs.FeatureGroupOnlineStoreConfigSecurityConfigArgs
{
KmsKeyId = "string",
},
StorageType = "string",
TtlDuration = new Aws.Sagemaker.Inputs.FeatureGroupOnlineStoreConfigTtlDurationArgs
{
Unit = "string",
Value = 0,
},
},
Tags =
{
{ "string", "string" },
},
ThroughputConfig = new Aws.Sagemaker.Inputs.FeatureGroupThroughputConfigArgs
{
ProvisionedReadCapacityUnits = 0,
ProvisionedWriteCapacityUnits = 0,
ThroughputMode = "string",
},
});
example, err := sagemaker.NewFeatureGroup(ctx, "featureGroupResource", &sagemaker.FeatureGroupArgs{
EventTimeFeatureName: pulumi.String("string"),
FeatureDefinitions: sagemaker.FeatureGroupFeatureDefinitionArray{
&sagemaker.FeatureGroupFeatureDefinitionArgs{
CollectionConfig: &sagemaker.FeatureGroupFeatureDefinitionCollectionConfigArgs{
VectorConfig: &sagemaker.FeatureGroupFeatureDefinitionCollectionConfigVectorConfigArgs{
Dimension: pulumi.Int(0),
},
},
CollectionType: pulumi.String("string"),
FeatureName: pulumi.String("string"),
FeatureType: pulumi.String("string"),
},
},
FeatureGroupName: pulumi.String("string"),
RecordIdentifierFeatureName: pulumi.String("string"),
RoleArn: pulumi.String("string"),
Description: pulumi.String("string"),
OfflineStoreConfig: &sagemaker.FeatureGroupOfflineStoreConfigArgs{
S3StorageConfig: &sagemaker.FeatureGroupOfflineStoreConfigS3StorageConfigArgs{
S3Uri: pulumi.String("string"),
KmsKeyId: pulumi.String("string"),
ResolvedOutputS3Uri: pulumi.String("string"),
},
DataCatalogConfig: &sagemaker.FeatureGroupOfflineStoreConfigDataCatalogConfigArgs{
Catalog: pulumi.String("string"),
Database: pulumi.String("string"),
TableName: pulumi.String("string"),
},
DisableGlueTableCreation: pulumi.Bool(false),
TableFormat: pulumi.String("string"),
},
OnlineStoreConfig: &sagemaker.FeatureGroupOnlineStoreConfigArgs{
EnableOnlineStore: pulumi.Bool(false),
SecurityConfig: &sagemaker.FeatureGroupOnlineStoreConfigSecurityConfigArgs{
KmsKeyId: pulumi.String("string"),
},
StorageType: pulumi.String("string"),
TtlDuration: &sagemaker.FeatureGroupOnlineStoreConfigTtlDurationArgs{
Unit: pulumi.String("string"),
Value: pulumi.Int(0),
},
},
Tags: pulumi.StringMap{
"string": pulumi.String("string"),
},
ThroughputConfig: &sagemaker.FeatureGroupThroughputConfigArgs{
ProvisionedReadCapacityUnits: pulumi.Int(0),
ProvisionedWriteCapacityUnits: pulumi.Int(0),
ThroughputMode: pulumi.String("string"),
},
})
var featureGroupResource = new FeatureGroup("featureGroupResource", FeatureGroupArgs.builder()
.eventTimeFeatureName("string")
.featureDefinitions(FeatureGroupFeatureDefinitionArgs.builder()
.collectionConfig(FeatureGroupFeatureDefinitionCollectionConfigArgs.builder()
.vectorConfig(FeatureGroupFeatureDefinitionCollectionConfigVectorConfigArgs.builder()
.dimension(0)
.build())
.build())
.collectionType("string")
.featureName("string")
.featureType("string")
.build())
.featureGroupName("string")
.recordIdentifierFeatureName("string")
.roleArn("string")
.description("string")
.offlineStoreConfig(FeatureGroupOfflineStoreConfigArgs.builder()
.s3StorageConfig(FeatureGroupOfflineStoreConfigS3StorageConfigArgs.builder()
.s3Uri("string")
.kmsKeyId("string")
.resolvedOutputS3Uri("string")
.build())
.dataCatalogConfig(FeatureGroupOfflineStoreConfigDataCatalogConfigArgs.builder()
.catalog("string")
.database("string")
.tableName("string")
.build())
.disableGlueTableCreation(false)
.tableFormat("string")
.build())
.onlineStoreConfig(FeatureGroupOnlineStoreConfigArgs.builder()
.enableOnlineStore(false)
.securityConfig(FeatureGroupOnlineStoreConfigSecurityConfigArgs.builder()
.kmsKeyId("string")
.build())
.storageType("string")
.ttlDuration(FeatureGroupOnlineStoreConfigTtlDurationArgs.builder()
.unit("string")
.value(0)
.build())
.build())
.tags(Map.of("string", "string"))
.throughputConfig(FeatureGroupThroughputConfigArgs.builder()
.provisionedReadCapacityUnits(0)
.provisionedWriteCapacityUnits(0)
.throughputMode("string")
.build())
.build());
feature_group_resource = aws.sagemaker.FeatureGroup("featureGroupResource",
event_time_feature_name="string",
feature_definitions=[{
"collection_config": {
"vector_config": {
"dimension": 0,
},
},
"collection_type": "string",
"feature_name": "string",
"feature_type": "string",
}],
feature_group_name="string",
record_identifier_feature_name="string",
role_arn="string",
description="string",
offline_store_config={
"s3_storage_config": {
"s3_uri": "string",
"kms_key_id": "string",
"resolved_output_s3_uri": "string",
},
"data_catalog_config": {
"catalog": "string",
"database": "string",
"table_name": "string",
},
"disable_glue_table_creation": False,
"table_format": "string",
},
online_store_config={
"enable_online_store": False,
"security_config": {
"kms_key_id": "string",
},
"storage_type": "string",
"ttl_duration": {
"unit": "string",
"value": 0,
},
},
tags={
"string": "string",
},
throughput_config={
"provisioned_read_capacity_units": 0,
"provisioned_write_capacity_units": 0,
"throughput_mode": "string",
})
const featureGroupResource = new aws.sagemaker.FeatureGroup("featureGroupResource", {
eventTimeFeatureName: "string",
featureDefinitions: [{
collectionConfig: {
vectorConfig: {
dimension: 0,
},
},
collectionType: "string",
featureName: "string",
featureType: "string",
}],
featureGroupName: "string",
recordIdentifierFeatureName: "string",
roleArn: "string",
description: "string",
offlineStoreConfig: {
s3StorageConfig: {
s3Uri: "string",
kmsKeyId: "string",
resolvedOutputS3Uri: "string",
},
dataCatalogConfig: {
catalog: "string",
database: "string",
tableName: "string",
},
disableGlueTableCreation: false,
tableFormat: "string",
},
onlineStoreConfig: {
enableOnlineStore: false,
securityConfig: {
kmsKeyId: "string",
},
storageType: "string",
ttlDuration: {
unit: "string",
value: 0,
},
},
tags: {
string: "string",
},
throughputConfig: {
provisionedReadCapacityUnits: 0,
provisionedWriteCapacityUnits: 0,
throughputMode: "string",
},
});
type: aws:sagemaker:FeatureGroup
properties:
description: string
eventTimeFeatureName: string
featureDefinitions:
- collectionConfig:
vectorConfig:
dimension: 0
collectionType: string
featureName: string
featureType: string
featureGroupName: string
offlineStoreConfig:
dataCatalogConfig:
catalog: string
database: string
tableName: string
disableGlueTableCreation: false
s3StorageConfig:
kmsKeyId: string
resolvedOutputS3Uri: string
s3Uri: string
tableFormat: string
onlineStoreConfig:
enableOnlineStore: false
securityConfig:
kmsKeyId: string
storageType: string
ttlDuration:
unit: string
value: 0
recordIdentifierFeatureName: string
roleArn: string
tags:
string: string
throughputConfig:
provisionedReadCapacityUnits: 0
provisionedWriteCapacityUnits: 0
throughputMode: string
FeatureGroup Resource Properties
To learn more about resource properties and how to use them, see Inputs and Outputs in the Architecture and Concepts docs.
Inputs
In Python, inputs that are objects can be passed either as argument classes or as dictionary literals.
The FeatureGroup resource accepts the following input properties:
- Event
Time stringFeature Name - The name of the feature that stores the EventTime of a Record in a Feature Group.
- Feature
Definitions List<Pulumi.Aws. Sagemaker. Inputs. Feature Group Feature Definition> - A list of Feature names and types. See Feature Definition Below.
- Feature
Group stringName - The name of the Feature Group. The name must be unique within an AWS Region in an AWS account.
- Record
Identifier stringFeature Name - The name of the Feature whose value uniquely identifies a Record defined in the Feature Store. Only the latest record per identifier value will be stored in the Online Store.
- Role
Arn string - The Amazon Resource Name (ARN) of the IAM execution role used to persist data into the Offline Store if an
offline_store_config
is provided. - Description string
- A free-form description of a Feature Group.
- Offline
Store Pulumi.Config Aws. Sagemaker. Inputs. Feature Group Offline Store Config - The Offline Feature Store Configuration. See Offline Store Config Below.
- Online
Store Pulumi.Config Aws. Sagemaker. Inputs. Feature Group Online Store Config - The Online Feature Store Configuration. See Online Store Config Below.
- Dictionary<string, string>
- Map of resource tags for the resource. .If configured with a provider
default_tags
configuration block present, tags with matching keys will overwrite those defined at the provider-level. - Throughput
Config Pulumi.Aws. Sagemaker. Inputs. Feature Group Throughput Config
- Event
Time stringFeature Name - The name of the feature that stores the EventTime of a Record in a Feature Group.
- Feature
Definitions []FeatureGroup Feature Definition Args - A list of Feature names and types. See Feature Definition Below.
- Feature
Group stringName - The name of the Feature Group. The name must be unique within an AWS Region in an AWS account.
- Record
Identifier stringFeature Name - The name of the Feature whose value uniquely identifies a Record defined in the Feature Store. Only the latest record per identifier value will be stored in the Online Store.
- Role
Arn string - The Amazon Resource Name (ARN) of the IAM execution role used to persist data into the Offline Store if an
offline_store_config
is provided. - Description string
- A free-form description of a Feature Group.
- Offline
Store FeatureConfig Group Offline Store Config Args - The Offline Feature Store Configuration. See Offline Store Config Below.
- Online
Store FeatureConfig Group Online Store Config Args - The Online Feature Store Configuration. See Online Store Config Below.
- map[string]string
- Map of resource tags for the resource. .If configured with a provider
default_tags
configuration block present, tags with matching keys will overwrite those defined at the provider-level. - Throughput
Config FeatureGroup Throughput Config Args
- event
Time StringFeature Name - The name of the feature that stores the EventTime of a Record in a Feature Group.
- feature
Definitions List<FeatureGroup Feature Definition> - A list of Feature names and types. See Feature Definition Below.
- feature
Group StringName - The name of the Feature Group. The name must be unique within an AWS Region in an AWS account.
- record
Identifier StringFeature Name - The name of the Feature whose value uniquely identifies a Record defined in the Feature Store. Only the latest record per identifier value will be stored in the Online Store.
- role
Arn String - The Amazon Resource Name (ARN) of the IAM execution role used to persist data into the Offline Store if an
offline_store_config
is provided. - description String
- A free-form description of a Feature Group.
- offline
Store FeatureConfig Group Offline Store Config - The Offline Feature Store Configuration. See Offline Store Config Below.
- online
Store FeatureConfig Group Online Store Config - The Online Feature Store Configuration. See Online Store Config Below.
- Map<String,String>
- Map of resource tags for the resource. .If configured with a provider
default_tags
configuration block present, tags with matching keys will overwrite those defined at the provider-level. - throughput
Config FeatureGroup Throughput Config
- event
Time stringFeature Name - The name of the feature that stores the EventTime of a Record in a Feature Group.
- feature
Definitions FeatureGroup Feature Definition[] - A list of Feature names and types. See Feature Definition Below.
- feature
Group stringName - The name of the Feature Group. The name must be unique within an AWS Region in an AWS account.
- record
Identifier stringFeature Name - The name of the Feature whose value uniquely identifies a Record defined in the Feature Store. Only the latest record per identifier value will be stored in the Online Store.
- role
Arn string - The Amazon Resource Name (ARN) of the IAM execution role used to persist data into the Offline Store if an
offline_store_config
is provided. - description string
- A free-form description of a Feature Group.
- offline
Store FeatureConfig Group Offline Store Config - The Offline Feature Store Configuration. See Offline Store Config Below.
- online
Store FeatureConfig Group Online Store Config - The Online Feature Store Configuration. See Online Store Config Below.
- {[key: string]: string}
- Map of resource tags for the resource. .If configured with a provider
default_tags
configuration block present, tags with matching keys will overwrite those defined at the provider-level. - throughput
Config FeatureGroup Throughput Config
- event_
time_ strfeature_ name - The name of the feature that stores the EventTime of a Record in a Feature Group.
- feature_
definitions Sequence[FeatureGroup Feature Definition Args] - A list of Feature names and types. See Feature Definition Below.
- feature_
group_ strname - The name of the Feature Group. The name must be unique within an AWS Region in an AWS account.
- record_
identifier_ strfeature_ name - The name of the Feature whose value uniquely identifies a Record defined in the Feature Store. Only the latest record per identifier value will be stored in the Online Store.
- role_
arn str - The Amazon Resource Name (ARN) of the IAM execution role used to persist data into the Offline Store if an
offline_store_config
is provided. - description str
- A free-form description of a Feature Group.
- offline_
store_ Featureconfig Group Offline Store Config Args - The Offline Feature Store Configuration. See Offline Store Config Below.
- online_
store_ Featureconfig Group Online Store Config Args - The Online Feature Store Configuration. See Online Store Config Below.
- Mapping[str, str]
- Map of resource tags for the resource. .If configured with a provider
default_tags
configuration block present, tags with matching keys will overwrite those defined at the provider-level. - throughput_
config FeatureGroup Throughput Config Args
- event
Time StringFeature Name - The name of the feature that stores the EventTime of a Record in a Feature Group.
- feature
Definitions List<Property Map> - A list of Feature names and types. See Feature Definition Below.
- feature
Group StringName - The name of the Feature Group. The name must be unique within an AWS Region in an AWS account.
- record
Identifier StringFeature Name - The name of the Feature whose value uniquely identifies a Record defined in the Feature Store. Only the latest record per identifier value will be stored in the Online Store.
- role
Arn String - The Amazon Resource Name (ARN) of the IAM execution role used to persist data into the Offline Store if an
offline_store_config
is provided. - description String
- A free-form description of a Feature Group.
- offline
Store Property MapConfig - The Offline Feature Store Configuration. See Offline Store Config Below.
- online
Store Property MapConfig - The Online Feature Store Configuration. See Online Store Config Below.
- Map<String>
- Map of resource tags for the resource. .If configured with a provider
default_tags
configuration block present, tags with matching keys will overwrite those defined at the provider-level. - throughput
Config Property Map
Outputs
All input properties are implicitly available as output properties. Additionally, the FeatureGroup resource produces the following output properties:
Look up Existing FeatureGroup Resource
Get an existing FeatureGroup resource’s state with the given name, ID, and optional extra properties used to qualify the lookup.
public static get(name: string, id: Input<ID>, state?: FeatureGroupState, opts?: CustomResourceOptions): FeatureGroup
@staticmethod
def get(resource_name: str,
id: str,
opts: Optional[ResourceOptions] = None,
arn: Optional[str] = None,
description: Optional[str] = None,
event_time_feature_name: Optional[str] = None,
feature_definitions: Optional[Sequence[FeatureGroupFeatureDefinitionArgs]] = None,
feature_group_name: Optional[str] = None,
offline_store_config: Optional[FeatureGroupOfflineStoreConfigArgs] = None,
online_store_config: Optional[FeatureGroupOnlineStoreConfigArgs] = None,
record_identifier_feature_name: Optional[str] = None,
role_arn: Optional[str] = None,
tags: Optional[Mapping[str, str]] = None,
tags_all: Optional[Mapping[str, str]] = None,
throughput_config: Optional[FeatureGroupThroughputConfigArgs] = None) -> FeatureGroup
func GetFeatureGroup(ctx *Context, name string, id IDInput, state *FeatureGroupState, opts ...ResourceOption) (*FeatureGroup, error)
public static FeatureGroup Get(string name, Input<string> id, FeatureGroupState? state, CustomResourceOptions? opts = null)
public static FeatureGroup get(String name, Output<String> id, FeatureGroupState state, CustomResourceOptions options)
Resource lookup is not supported in YAML
- name
- The unique name of the resulting resource.
- id
- The unique provider ID of the resource to lookup.
- state
- Any extra arguments used during the lookup.
- opts
- A bag of options that control this resource's behavior.
- resource_name
- The unique name of the resulting resource.
- id
- The unique provider ID of the resource to lookup.
- name
- The unique name of the resulting resource.
- id
- The unique provider ID of the resource to lookup.
- state
- Any extra arguments used during the lookup.
- opts
- A bag of options that control this resource's behavior.
- name
- The unique name of the resulting resource.
- id
- The unique provider ID of the resource to lookup.
- state
- Any extra arguments used during the lookup.
- opts
- A bag of options that control this resource's behavior.
- name
- The unique name of the resulting resource.
- id
- The unique provider ID of the resource to lookup.
- state
- Any extra arguments used during the lookup.
- opts
- A bag of options that control this resource's behavior.
- Arn string
- The Amazon Resource Name (ARN) assigned by AWS to this feature_group.
- Description string
- A free-form description of a Feature Group.
- Event
Time stringFeature Name - The name of the feature that stores the EventTime of a Record in a Feature Group.
- Feature
Definitions List<Pulumi.Aws. Sagemaker. Inputs. Feature Group Feature Definition> - A list of Feature names and types. See Feature Definition Below.
- Feature
Group stringName - The name of the Feature Group. The name must be unique within an AWS Region in an AWS account.
- Offline
Store Pulumi.Config Aws. Sagemaker. Inputs. Feature Group Offline Store Config - The Offline Feature Store Configuration. See Offline Store Config Below.
- Online
Store Pulumi.Config Aws. Sagemaker. Inputs. Feature Group Online Store Config - The Online Feature Store Configuration. See Online Store Config Below.
- Record
Identifier stringFeature Name - The name of the Feature whose value uniquely identifies a Record defined in the Feature Store. Only the latest record per identifier value will be stored in the Online Store.
- Role
Arn string - The Amazon Resource Name (ARN) of the IAM execution role used to persist data into the Offline Store if an
offline_store_config
is provided. - Dictionary<string, string>
- Map of resource tags for the resource. .If configured with a provider
default_tags
configuration block present, tags with matching keys will overwrite those defined at the provider-level. - Dictionary<string, string>
- A map of tags assigned to the resource, including those inherited from the provider
default_tags
configuration block. - Throughput
Config Pulumi.Aws. Sagemaker. Inputs. Feature Group Throughput Config
- Arn string
- The Amazon Resource Name (ARN) assigned by AWS to this feature_group.
- Description string
- A free-form description of a Feature Group.
- Event
Time stringFeature Name - The name of the feature that stores the EventTime of a Record in a Feature Group.
- Feature
Definitions []FeatureGroup Feature Definition Args - A list of Feature names and types. See Feature Definition Below.
- Feature
Group stringName - The name of the Feature Group. The name must be unique within an AWS Region in an AWS account.
- Offline
Store FeatureConfig Group Offline Store Config Args - The Offline Feature Store Configuration. See Offline Store Config Below.
- Online
Store FeatureConfig Group Online Store Config Args - The Online Feature Store Configuration. See Online Store Config Below.
- Record
Identifier stringFeature Name - The name of the Feature whose value uniquely identifies a Record defined in the Feature Store. Only the latest record per identifier value will be stored in the Online Store.
- Role
Arn string - The Amazon Resource Name (ARN) of the IAM execution role used to persist data into the Offline Store if an
offline_store_config
is provided. - map[string]string
- Map of resource tags for the resource. .If configured with a provider
default_tags
configuration block present, tags with matching keys will overwrite those defined at the provider-level. - map[string]string
- A map of tags assigned to the resource, including those inherited from the provider
default_tags
configuration block. - Throughput
Config FeatureGroup Throughput Config Args
- arn String
- The Amazon Resource Name (ARN) assigned by AWS to this feature_group.
- description String
- A free-form description of a Feature Group.
- event
Time StringFeature Name - The name of the feature that stores the EventTime of a Record in a Feature Group.
- feature
Definitions List<FeatureGroup Feature Definition> - A list of Feature names and types. See Feature Definition Below.
- feature
Group StringName - The name of the Feature Group. The name must be unique within an AWS Region in an AWS account.
- offline
Store FeatureConfig Group Offline Store Config - The Offline Feature Store Configuration. See Offline Store Config Below.
- online
Store FeatureConfig Group Online Store Config - The Online Feature Store Configuration. See Online Store Config Below.
- record
Identifier StringFeature Name - The name of the Feature whose value uniquely identifies a Record defined in the Feature Store. Only the latest record per identifier value will be stored in the Online Store.
- role
Arn String - The Amazon Resource Name (ARN) of the IAM execution role used to persist data into the Offline Store if an
offline_store_config
is provided. - Map<String,String>
- Map of resource tags for the resource. .If configured with a provider
default_tags
configuration block present, tags with matching keys will overwrite those defined at the provider-level. - Map<String,String>
- A map of tags assigned to the resource, including those inherited from the provider
default_tags
configuration block. - throughput
Config FeatureGroup Throughput Config
- arn string
- The Amazon Resource Name (ARN) assigned by AWS to this feature_group.
- description string
- A free-form description of a Feature Group.
- event
Time stringFeature Name - The name of the feature that stores the EventTime of a Record in a Feature Group.
- feature
Definitions FeatureGroup Feature Definition[] - A list of Feature names and types. See Feature Definition Below.
- feature
Group stringName - The name of the Feature Group. The name must be unique within an AWS Region in an AWS account.
- offline
Store FeatureConfig Group Offline Store Config - The Offline Feature Store Configuration. See Offline Store Config Below.
- online
Store FeatureConfig Group Online Store Config - The Online Feature Store Configuration. See Online Store Config Below.
- record
Identifier stringFeature Name - The name of the Feature whose value uniquely identifies a Record defined in the Feature Store. Only the latest record per identifier value will be stored in the Online Store.
- role
Arn string - The Amazon Resource Name (ARN) of the IAM execution role used to persist data into the Offline Store if an
offline_store_config
is provided. - {[key: string]: string}
- Map of resource tags for the resource. .If configured with a provider
default_tags
configuration block present, tags with matching keys will overwrite those defined at the provider-level. - {[key: string]: string}
- A map of tags assigned to the resource, including those inherited from the provider
default_tags
configuration block. - throughput
Config FeatureGroup Throughput Config
- arn str
- The Amazon Resource Name (ARN) assigned by AWS to this feature_group.
- description str
- A free-form description of a Feature Group.
- event_
time_ strfeature_ name - The name of the feature that stores the EventTime of a Record in a Feature Group.
- feature_
definitions Sequence[FeatureGroup Feature Definition Args] - A list of Feature names and types. See Feature Definition Below.
- feature_
group_ strname - The name of the Feature Group. The name must be unique within an AWS Region in an AWS account.
- offline_
store_ Featureconfig Group Offline Store Config Args - The Offline Feature Store Configuration. See Offline Store Config Below.
- online_
store_ Featureconfig Group Online Store Config Args - The Online Feature Store Configuration. See Online Store Config Below.
- record_
identifier_ strfeature_ name - The name of the Feature whose value uniquely identifies a Record defined in the Feature Store. Only the latest record per identifier value will be stored in the Online Store.
- role_
arn str - The Amazon Resource Name (ARN) of the IAM execution role used to persist data into the Offline Store if an
offline_store_config
is provided. - Mapping[str, str]
- Map of resource tags for the resource. .If configured with a provider
default_tags
configuration block present, tags with matching keys will overwrite those defined at the provider-level. - Mapping[str, str]
- A map of tags assigned to the resource, including those inherited from the provider
default_tags
configuration block. - throughput_
config FeatureGroup Throughput Config Args
- arn String
- The Amazon Resource Name (ARN) assigned by AWS to this feature_group.
- description String
- A free-form description of a Feature Group.
- event
Time StringFeature Name - The name of the feature that stores the EventTime of a Record in a Feature Group.
- feature
Definitions List<Property Map> - A list of Feature names and types. See Feature Definition Below.
- feature
Group StringName - The name of the Feature Group. The name must be unique within an AWS Region in an AWS account.
- offline
Store Property MapConfig - The Offline Feature Store Configuration. See Offline Store Config Below.
- online
Store Property MapConfig - The Online Feature Store Configuration. See Online Store Config Below.
- record
Identifier StringFeature Name - The name of the Feature whose value uniquely identifies a Record defined in the Feature Store. Only the latest record per identifier value will be stored in the Online Store.
- role
Arn String - The Amazon Resource Name (ARN) of the IAM execution role used to persist data into the Offline Store if an
offline_store_config
is provided. - Map<String>
- Map of resource tags for the resource. .If configured with a provider
default_tags
configuration block present, tags with matching keys will overwrite those defined at the provider-level. - Map<String>
- A map of tags assigned to the resource, including those inherited from the provider
default_tags
configuration block. - throughput
Config Property Map
Supporting Types
FeatureGroupFeatureDefinition, FeatureGroupFeatureDefinitionArgs
- Collection
Config Pulumi.Aws. Sagemaker. Inputs. Feature Group Feature Definition Collection Config - Collection
Type string - Feature
Name string - The name of a feature.
feature_name
cannot be any of the following:is_deleted
,write_time
,api_invocation_time
. - Feature
Type string - The value type of a feature. Valid values are
Integral
,Fractional
, orString
.
- Collection
Config FeatureGroup Feature Definition Collection Config - Collection
Type string - Feature
Name string - The name of a feature.
feature_name
cannot be any of the following:is_deleted
,write_time
,api_invocation_time
. - Feature
Type string - The value type of a feature. Valid values are
Integral
,Fractional
, orString
.
- collection
Config FeatureGroup Feature Definition Collection Config - collection
Type String - feature
Name String - The name of a feature.
feature_name
cannot be any of the following:is_deleted
,write_time
,api_invocation_time
. - feature
Type String - The value type of a feature. Valid values are
Integral
,Fractional
, orString
.
- collection
Config FeatureGroup Feature Definition Collection Config - collection
Type string - feature
Name string - The name of a feature.
feature_name
cannot be any of the following:is_deleted
,write_time
,api_invocation_time
. - feature
Type string - The value type of a feature. Valid values are
Integral
,Fractional
, orString
.
- collection_
config FeatureGroup Feature Definition Collection Config - collection_
type str - feature_
name str - The name of a feature.
feature_name
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
, orString
.
- collection
Config Property Map - collection
Type String - feature
Name String - The name of a feature.
feature_name
cannot be any of the following:is_deleted
,write_time
,api_invocation_time
. - feature
Type String - The value type of a feature. Valid values are
Integral
,Fractional
, orString
.
FeatureGroupFeatureDefinitionCollectionConfig, FeatureGroupFeatureDefinitionCollectionConfigArgs
FeatureGroupFeatureDefinitionCollectionConfigVectorConfig, FeatureGroupFeatureDefinitionCollectionConfigVectorConfigArgs
- Dimension int
- Dimension int
- dimension Integer
- dimension number
- dimension int
- dimension Number
FeatureGroupOfflineStoreConfig, FeatureGroupOfflineStoreConfigArgs
- S3Storage
Config Pulumi.Aws. Sagemaker. Inputs. Feature Group Offline Store Config S3Storage Config - The Amazon Simple Storage (Amazon S3) location of OfflineStore. See S3 Storage Config Below.
- Data
Catalog Pulumi.Config Aws. Sagemaker. Inputs. Feature Group Offline Store Config Data Catalog Config - The meta data of the Glue table that is autogenerated when an OfflineStore is created. See Data Catalog Config Below.
- Disable
Glue boolTable Creation - Set to
true
to turn Online Store On. - Table
Format string - Format for the offline store table. Supported formats are
Glue
(Default) and ApacheIceberg
(https://iceberg.apache.org/).
- S3Storage
Config FeatureGroup Offline Store Config S3Storage Config - The Amazon Simple Storage (Amazon S3) location of OfflineStore. See S3 Storage Config Below.
- Data
Catalog FeatureConfig Group Offline Store Config Data Catalog Config - The meta data of the Glue table that is autogenerated when an OfflineStore is created. See Data Catalog Config Below.
- Disable
Glue boolTable Creation - Set to
true
to turn Online Store On. - Table
Format string - Format for the offline store table. Supported formats are
Glue
(Default) and ApacheIceberg
(https://iceberg.apache.org/).
- s3Storage
Config FeatureGroup Offline Store Config S3Storage Config - The Amazon Simple Storage (Amazon S3) location of OfflineStore. See S3 Storage Config Below.
- data
Catalog FeatureConfig Group Offline Store Config Data Catalog Config - The meta data of the Glue table that is autogenerated when an OfflineStore is created. See Data Catalog Config Below.
- disable
Glue BooleanTable Creation - Set to
true
to turn Online Store On. - table
Format String - Format for the offline store table. Supported formats are
Glue
(Default) and ApacheIceberg
(https://iceberg.apache.org/).
- s3Storage
Config FeatureGroup Offline Store Config S3Storage Config - The Amazon Simple Storage (Amazon S3) location of OfflineStore. See S3 Storage Config Below.
- data
Catalog FeatureConfig Group Offline Store Config Data Catalog Config - The meta data of the Glue table that is autogenerated when an OfflineStore is created. See Data Catalog Config Below.
- disable
Glue booleanTable Creation - Set to
true
to turn Online Store On. - table
Format string - Format for the offline store table. Supported formats are
Glue
(Default) and ApacheIceberg
(https://iceberg.apache.org/).
- s3_
storage_ Featureconfig Group Offline Store Config S3Storage Config - The Amazon Simple Storage (Amazon S3) location of OfflineStore. See S3 Storage Config Below.
- data_
catalog_ Featureconfig Group Offline Store Config Data Catalog Config - The meta data of the Glue table that is autogenerated when an OfflineStore is created. See Data Catalog Config Below.
- disable_
glue_ booltable_ creation - Set to
true
to turn Online Store On. - table_
format str - Format for the offline store table. Supported formats are
Glue
(Default) and ApacheIceberg
(https://iceberg.apache.org/).
- s3Storage
Config Property Map - The Amazon Simple Storage (Amazon S3) location of OfflineStore. See S3 Storage Config Below.
- data
Catalog Property MapConfig - The meta data of the Glue table that is autogenerated when an OfflineStore is created. See Data Catalog Config Below.
- disable
Glue BooleanTable Creation - Set to
true
to turn Online Store On. - table
Format String - Format for the offline store table. Supported formats are
Glue
(Default) and ApacheIceberg
(https://iceberg.apache.org/).
FeatureGroupOfflineStoreConfigDataCatalogConfig, FeatureGroupOfflineStoreConfigDataCatalogConfigArgs
- 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.
FeatureGroupOfflineStoreConfigS3StorageConfig, FeatureGroupOfflineStoreConfigS3StorageConfigArgs
- S3Uri string
- The S3 URI, or location in Amazon S3, of OfflineStore.
- Kms
Key stringId - The AWS Key Management Service (KMS) key ID of the key used to encrypt any objects written into the OfflineStore S3 location.
- Resolved
Output stringS3Uri - The S3 path where offline records are written.
- S3Uri string
- The S3 URI, or location in Amazon S3, of OfflineStore.
- Kms
Key stringId - The AWS Key Management Service (KMS) key ID of the key used to encrypt any objects written into the OfflineStore S3 location.
- Resolved
Output stringS3Uri - The S3 path where offline records are written.
- s3Uri String
- The S3 URI, or location in Amazon S3, of OfflineStore.
- kms
Key StringId - The AWS Key Management Service (KMS) key ID of the key used to encrypt any objects written into the OfflineStore S3 location.
- resolved
Output StringS3Uri - The S3 path where offline records are written.
- s3Uri string
- The S3 URI, or location in Amazon S3, of OfflineStore.
- kms
Key stringId - The AWS Key Management Service (KMS) key ID of the key used to encrypt any objects written into the OfflineStore S3 location.
- resolved
Output stringS3Uri - The S3 path where offline records are written.
- s3_
uri str - The S3 URI, or location in Amazon S3, of OfflineStore.
- kms_
key_ strid - The AWS Key Management Service (KMS) key ID of the key used to encrypt any objects written into the OfflineStore S3 location.
- resolved_
output_ strs3_ uri - The S3 path where offline records are written.
- s3Uri String
- The S3 URI, or location in Amazon S3, of OfflineStore.
- kms
Key StringId - The AWS Key Management Service (KMS) key ID of the key used to encrypt any objects written into the OfflineStore S3 location.
- resolved
Output StringS3Uri - The S3 path where offline records are written.
FeatureGroupOnlineStoreConfig, FeatureGroupOnlineStoreConfigArgs
- Enable
Online boolStore - Set to
true
to disable the automatic creation of an AWS Glue table when configuring an OfflineStore. - Security
Config Pulumi.Aws. Sagemaker. Inputs. Feature Group Online Store Config Security Config - Security config for at-rest encryption of your OnlineStore. See Security Config Below.
- Storage
Type string - Option for different tiers of low latency storage for real-time data retrieval. Valid values are
Standard
, orInMemory
. - Ttl
Duration Pulumi.Aws. Sagemaker. Inputs. Feature Group Online Store Config Ttl Duration - Time to live duration, where the record is hard deleted after the expiration time is reached; ExpiresAt = EventTime + TtlDuration.. See TTl Duration Below.
- Enable
Online boolStore - Set to
true
to disable the automatic creation of an AWS Glue table when configuring an OfflineStore. - Security
Config FeatureGroup Online Store Config Security Config - Security config for at-rest encryption of your OnlineStore. See Security Config Below.
- Storage
Type string - Option for different tiers of low latency storage for real-time data retrieval. Valid values are
Standard
, orInMemory
. - Ttl
Duration FeatureGroup Online Store Config Ttl Duration - Time to live duration, where the record is hard deleted after the expiration time is reached; ExpiresAt = EventTime + TtlDuration.. See TTl Duration Below.
- enable
Online BooleanStore - Set to
true
to disable the automatic creation of an AWS Glue table when configuring an OfflineStore. - security
Config FeatureGroup Online Store Config Security Config - Security config for at-rest encryption of your OnlineStore. See Security Config Below.
- storage
Type String - Option for different tiers of low latency storage for real-time data retrieval. Valid values are
Standard
, orInMemory
. - ttl
Duration FeatureGroup Online Store Config Ttl Duration - Time to live duration, where the record is hard deleted after the expiration time is reached; ExpiresAt = EventTime + TtlDuration.. See TTl Duration Below.
- enable
Online booleanStore - Set to
true
to disable the automatic creation of an AWS Glue table when configuring an OfflineStore. - security
Config FeatureGroup Online Store Config Security Config - Security config for at-rest encryption of your OnlineStore. See Security Config Below.
- storage
Type string - Option for different tiers of low latency storage for real-time data retrieval. Valid values are
Standard
, orInMemory
. - ttl
Duration FeatureGroup Online Store Config Ttl Duration - Time to live duration, where the record is hard deleted after the expiration time is reached; ExpiresAt = EventTime + TtlDuration.. See TTl Duration Below.
- enable_
online_ boolstore - Set to
true
to disable the automatic creation of an AWS Glue table when configuring an OfflineStore. - security_
config FeatureGroup Online Store Config Security Config - Security config for at-rest encryption of your OnlineStore. See Security Config Below.
- storage_
type str - Option for different tiers of low latency storage for real-time data retrieval. Valid values are
Standard
, orInMemory
. - ttl_
duration FeatureGroup Online Store Config Ttl Duration - Time to live duration, where the record is hard deleted after the expiration time is reached; ExpiresAt = EventTime + TtlDuration.. See TTl Duration Below.
- enable
Online BooleanStore - Set to
true
to disable the automatic creation of an AWS Glue table when configuring an OfflineStore. - security
Config Property Map - Security config for at-rest encryption of your OnlineStore. See Security Config Below.
- storage
Type String - Option for different tiers of low latency storage for real-time data retrieval. Valid values are
Standard
, orInMemory
. - ttl
Duration Property Map - Time to live duration, where the record is hard deleted after the expiration time is reached; ExpiresAt = EventTime + TtlDuration.. See TTl Duration Below.
FeatureGroupOnlineStoreConfigSecurityConfig, FeatureGroupOnlineStoreConfigSecurityConfigArgs
- Kms
Key stringId - The ID of the AWS Key Management Service (AWS KMS) key that SageMaker Feature Store uses to encrypt the Amazon S3 objects at rest using Amazon S3 server-side encryption.
- Kms
Key stringId - The ID of the AWS Key Management Service (AWS KMS) key that SageMaker Feature Store uses to encrypt the Amazon S3 objects at rest using Amazon S3 server-side encryption.
- kms
Key StringId - The ID of the AWS Key Management Service (AWS KMS) key that SageMaker Feature Store uses to encrypt the Amazon S3 objects at rest using Amazon S3 server-side encryption.
- kms
Key stringId - The ID of the AWS Key Management Service (AWS KMS) key that SageMaker Feature Store uses to encrypt the Amazon S3 objects at rest using Amazon S3 server-side encryption.
- kms_
key_ strid - The ID of the AWS Key Management Service (AWS KMS) key that SageMaker Feature Store uses to encrypt the Amazon S3 objects at rest using Amazon S3 server-side encryption.
- kms
Key StringId - The ID of the AWS Key Management Service (AWS KMS) key that SageMaker Feature Store uses to encrypt the Amazon S3 objects at rest using Amazon S3 server-side encryption.
FeatureGroupOnlineStoreConfigTtlDuration, FeatureGroupOnlineStoreConfigTtlDurationArgs
FeatureGroupThroughputConfig, FeatureGroupThroughputConfigArgs
- provisioned
Read IntegerCapacity Units - provisioned
Write IntegerCapacity Units - throughput
Mode String
- provisioned
Read numberCapacity Units - provisioned
Write numberCapacity Units - throughput
Mode string
- provisioned
Read NumberCapacity Units - provisioned
Write NumberCapacity Units - throughput
Mode String
Import
Using pulumi import
, import Feature Groups using the name
. For example:
$ pulumi import aws:sagemaker/featureGroup:FeatureGroup test_feature_group feature_group-foo
To learn more about importing existing cloud resources, see Importing resources.
Package Details
- Repository
- AWS Classic pulumi/pulumi-aws
- License
- Apache-2.0
- Notes
- This Pulumi package is based on the
aws
Terraform Provider.