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// Code generated by smithy-go-codegen DO NOT EDIT.
package sagemaker
import (
"context"
awsmiddleware "github.com/aws/aws-sdk-go-v2/aws/middleware"
"github.com/aws/aws-sdk-go-v2/aws/signer/v4"
"github.com/aws/aws-sdk-go-v2/service/sagemaker/types"
"github.com/aws/smithy-go/middleware"
smithyhttp "github.com/aws/smithy-go/transport/http"
)
// 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 Amazon Web Services
// service quotas
// (https://docs.aws.amazon.com/general/latest/gr/aws_service_limits.html) to see
// the FeatureGroups quota for your Amazon Web Services account. You must include
// at least one of OnlineStoreConfig and OfflineStoreConfig to create a
// FeatureGroup.
func (c *Client) CreateFeatureGroup(ctx context.Context, params *CreateFeatureGroupInput, optFns ...func(*Options)) (*CreateFeatureGroupOutput, error) {
if params == nil {
params = &CreateFeatureGroupInput{}
}
result, metadata, err := c.invokeOperation(ctx, "CreateFeatureGroup", params, optFns, c.addOperationCreateFeatureGroupMiddlewares)
if err != nil {
return nil, err
}
out := result.(*CreateFeatureGroupOutput)
out.ResultMetadata = metadata
return out, nil
}
type CreateFeatureGroupInput struct {
// The name of the feature that stores the EventTime of a Record in a FeatureGroup.
// An EventTime is a point in time when a new event occurs that corresponds to the
// creation or update of a Record in a FeatureGroup. All Records in the
// FeatureGroup must have a corresponding EventTime. An EventTime can be a String
// or Fractional.
//
// * Fractional: EventTime feature values must be a Unix timestamp
// in seconds.
//
// * String: EventTime feature values must be an ISO-8601 string in
// the format. The following formats are supported yyyy-MM-dd'T'HH:mm:ssZ and
// yyyy-MM-dd'T'HH:mm:ss.SSSZ where yyyy, MM, and dd represent the year, month, and
// day respectively and HH, mm, ss, and if applicable, SSS represent the hour,
// month, second and milliseconds respsectively. 'T' and Z are constants.
//
// This member is required.
EventTimeFeatureName *string
// A list of Feature names and types. Name and Type is compulsory per Feature.
// Valid feature FeatureTypes are Integral, Fractional and String. FeatureNames
// cannot be any of the following: is_deleted, write_time, api_invocation_time You
// can create up to 2,500 FeatureDefinitions per FeatureGroup.
//
// This member is required.
FeatureDefinitions []types.FeatureDefinition
// The name of the FeatureGroup. The name must be unique within an Amazon Web
// Services Region in an Amazon Web Services account. The name:
//
// * Must start and
// end with an alphanumeric character.
//
// * Can only contain alphanumeric character
// and hyphens. Spaces are not allowed.
//
// This member is required.
FeatureGroupName *string
// The name of the Feature whose value uniquely identifies a Record defined in the
// FeatureStore. Only the latest record per identifier value will be stored in the
// OnlineStore. RecordIdentifierFeatureName must be one of feature definitions'
// names. You use the RecordIdentifierFeatureName to access data in a FeatureStore.
// This name:
//
// * Must start and end with an alphanumeric character.
//
// * Can only
// contains alphanumeric characters, hyphens, underscores. Spaces are not allowed.
//
// This member is required.
RecordIdentifierFeatureName *string
// A free-form description of a FeatureGroup.
Description *string
// Use this to configure an OfflineFeatureStore. This parameter allows you to
// specify:
//
// * The Amazon Simple Storage Service (Amazon S3) location of an
// OfflineStore.
//
// * A configuration for an Amazon Web Services Glue or Amazon Web
// Services Hive data catalog.
//
// * An KMS encryption key to encrypt the Amazon S3
// location used for OfflineStore. If KMS encryption key is not specified, by
// default we encrypt all data at rest using Amazon Web Services KMS key. By
// defining your bucket-level key
// (https://docs.aws.amazon.com/AmazonS3/latest/userguide/bucket-key.html) for SSE,
// you can reduce Amazon Web Services KMS requests costs by up to 99 percent.
//
// To
// learn more about this parameter, see OfflineStoreConfig.
OfflineStoreConfig *types.OfflineStoreConfig
// You can turn the OnlineStore on or off by specifying True for the
// EnableOnlineStore flag in OnlineStoreConfig; the default value is False. You can
// also include an Amazon Web Services KMS key ID (KMSKeyId) for at-rest encryption
// of the OnlineStore.
OnlineStoreConfig *types.OnlineStoreConfig
// The Amazon Resource Name (ARN) of the IAM execution role used to persist data
// into the OfflineStore if an OfflineStoreConfig is provided.
RoleArn *string
// Tags used to identify Features in each FeatureGroup.
Tags []types.Tag
noSmithyDocumentSerde
}
type CreateFeatureGroupOutput struct {
// The Amazon Resource Name (ARN) of the FeatureGroup. This is a unique identifier
// for the feature group.
//
// This member is required.
FeatureGroupArn *string
// Metadata pertaining to the operation's result.
ResultMetadata middleware.Metadata
noSmithyDocumentSerde
}
func (c *Client) addOperationCreateFeatureGroupMiddlewares(stack *middleware.Stack, options Options) (err error) {
err = stack.Serialize.Add(&awsAwsjson11_serializeOpCreateFeatureGroup{}, middleware.After)
if err != nil {
return err
}
err = stack.Deserialize.Add(&awsAwsjson11_deserializeOpCreateFeatureGroup{}, middleware.After)
if err != nil {
return err
}
if err = addSetLoggerMiddleware(stack, options); err != nil {
return err
}
if err = awsmiddleware.AddClientRequestIDMiddleware(stack); err != nil {
return err
}
if err = smithyhttp.AddComputeContentLengthMiddleware(stack); err != nil {
return err
}
if err = addResolveEndpointMiddleware(stack, options); err != nil {
return err
}
if err = v4.AddComputePayloadSHA256Middleware(stack); err != nil {
return err
}
if err = addRetryMiddlewares(stack, options); err != nil {
return err
}
if err = addHTTPSignerV4Middleware(stack, options); err != nil {
return err
}
if err = awsmiddleware.AddRawResponseToMetadata(stack); err != nil {
return err
}
if err = awsmiddleware.AddRecordResponseTiming(stack); err != nil {
return err
}
if err = addClientUserAgent(stack); err != nil {
return err
}
if err = smithyhttp.AddErrorCloseResponseBodyMiddleware(stack); err != nil {
return err
}
if err = smithyhttp.AddCloseResponseBodyMiddleware(stack); err != nil {
return err
}
if err = addOpCreateFeatureGroupValidationMiddleware(stack); err != nil {
return err
}
if err = stack.Initialize.Add(newServiceMetadataMiddleware_opCreateFeatureGroup(options.Region), middleware.Before); err != nil {
return err
}
if err = addRequestIDRetrieverMiddleware(stack); err != nil {
return err
}
if err = addResponseErrorMiddleware(stack); err != nil {
return err
}
if err = addRequestResponseLogging(stack, options); err != nil {
return err
}
return nil
}
func newServiceMetadataMiddleware_opCreateFeatureGroup(region string) *awsmiddleware.RegisterServiceMetadata {
return &awsmiddleware.RegisterServiceMetadata{
Region: region,
ServiceID: ServiceID,
SigningName: "sagemaker",
OperationName: "CreateFeatureGroup",
}
}
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