sagemakerfeaturestoreruntime

package module
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Published: Apr 10, 2023 License: Apache-2.0 Imports: 31 Imported by: 2

Documentation

Overview

Package sagemakerfeaturestoreruntime provides the API client, operations, and parameter types for Amazon SageMaker Feature Store Runtime.

Contains all data plane API operations and data types for the Amazon SageMaker Feature Store. Use this API to put, delete, and retrieve (get) features from a feature store. Use the following operations to configure your OnlineStore and OfflineStore features, and to create and manage feature groups:

Index

Constants

View Source
const ServiceAPIVersion = "2020-07-01"
View Source
const ServiceID = "SageMaker FeatureStore Runtime"

Variables

This section is empty.

Functions

func NewDefaultEndpointResolver

func NewDefaultEndpointResolver() *internalendpoints.Resolver

NewDefaultEndpointResolver constructs a new service endpoint resolver

func WithAPIOptions added in v1.0.0

func WithAPIOptions(optFns ...func(*middleware.Stack) error) func(*Options)

WithAPIOptions returns a functional option for setting the Client's APIOptions option.

func WithEndpointResolver

func WithEndpointResolver(v EndpointResolver) func(*Options)

WithEndpointResolver returns a functional option for setting the Client's EndpointResolver option.

Types

type BatchGetRecordInput added in v1.4.0

type BatchGetRecordInput struct {

	// A list of FeatureGroup names, with their corresponding RecordIdentifier value,
	// and Feature name that have been requested to be retrieved in batch.
	//
	// This member is required.
	Identifiers []types.BatchGetRecordIdentifier
	// contains filtered or unexported fields
}

type BatchGetRecordOutput added in v1.4.0

type BatchGetRecordOutput struct {

	// A list of errors that have occurred when retrieving a batch of Records.
	//
	// This member is required.
	Errors []types.BatchGetRecordError

	// A list of Records you requested to be retrieved in batch.
	//
	// This member is required.
	Records []types.BatchGetRecordResultDetail

	// A unprocessed list of FeatureGroup names, with their corresponding
	// RecordIdentifier value, and Feature name.
	//
	// This member is required.
	UnprocessedIdentifiers []types.BatchGetRecordIdentifier

	// Metadata pertaining to the operation's result.
	ResultMetadata middleware.Metadata
	// contains filtered or unexported fields
}

type Client

type Client struct {
	// contains filtered or unexported fields
}

Client provides the API client to make operations call for Amazon SageMaker Feature Store Runtime.

func New

func New(options Options, optFns ...func(*Options)) *Client

New returns an initialized Client based on the functional options. Provide additional functional options to further configure the behavior of the client, such as changing the client's endpoint or adding custom middleware behavior.

func NewFromConfig

func NewFromConfig(cfg aws.Config, optFns ...func(*Options)) *Client

NewFromConfig returns a new client from the provided config.

func (*Client) BatchGetRecord added in v1.4.0

func (c *Client) BatchGetRecord(ctx context.Context, params *BatchGetRecordInput, optFns ...func(*Options)) (*BatchGetRecordOutput, error)

Retrieves a batch of Records from a FeatureGroup .

func (*Client) DeleteRecord

func (c *Client) DeleteRecord(ctx context.Context, params *DeleteRecordInput, optFns ...func(*Options)) (*DeleteRecordOutput, error)

Deletes a Record from a FeatureGroup in the OnlineStore . Feature Store supports both SOFT_DELETE and HARD_DELETE . For SOFT_DELETE (default), feature columns are set to null and the record is no longer retrievable by GetRecord or BatchGetRecord . For HARD_DELETE , the complete Record is removed from the OnlineStore . In both cases, Feature Store appends the deleted record marker to the OfflineStore with feature values set to null , is_deleted value set to True , and EventTime set to the delete input EventTime . Note that the EventTime specified in DeleteRecord should be set later than the EventTime of the existing record in the OnlineStore for that RecordIdentifer . If it is not, the deletion does not occur:

  • For SOFT_DELETE , the existing (undeleted) record remains in the OnlineStore , though the delete record marker is still written to the OfflineStore .
  • HARD_DELETE returns EventTime : 400 ValidationException to indicate that the delete operation failed. No delete record marker is written to the OfflineStore .

func (*Client) GetRecord

func (c *Client) GetRecord(ctx context.Context, params *GetRecordInput, optFns ...func(*Options)) (*GetRecordOutput, error)

Use for OnlineStore serving from a FeatureStore . Only the latest records stored in the OnlineStore can be retrieved. If no Record with RecordIdentifierValue is found, then an empty result is returned.

func (*Client) PutRecord

func (c *Client) PutRecord(ctx context.Context, params *PutRecordInput, optFns ...func(*Options)) (*PutRecordOutput, error)

Used for data ingestion into the FeatureStore . The PutRecord API writes to both the OnlineStore and OfflineStore . If the record is the latest record for the recordIdentifier , the record is written to both the OnlineStore and OfflineStore . If the record is a historic record, it is written only to the OfflineStore .

type DeleteRecordInput

type DeleteRecordInput struct {

	// Timestamp indicating when the deletion event occurred. EventTime can be used to
	// query data at a certain point in time.
	//
	// This member is required.
	EventTime *string

	// The name of the feature group to delete the record from.
	//
	// This member is required.
	FeatureGroupName *string

	// The value for the RecordIdentifier that uniquely identifies the record, in
	// string format.
	//
	// This member is required.
	RecordIdentifierValueAsString *string

	// The name of the deletion mode for deleting the record. By default, the deletion
	// mode is set to SoftDelete .
	DeletionMode types.DeletionMode

	// A list of stores from which you're deleting the record. By default, Feature
	// Store deletes the record from all of the stores that you're using for the
	// FeatureGroup .
	TargetStores []types.TargetStore
	// contains filtered or unexported fields
}

type DeleteRecordOutput

type DeleteRecordOutput struct {
	// Metadata pertaining to the operation's result.
	ResultMetadata middleware.Metadata
	// contains filtered or unexported fields
}

type EndpointResolver

type EndpointResolver interface {
	ResolveEndpoint(region string, options EndpointResolverOptions) (aws.Endpoint, error)
}

EndpointResolver interface for resolving service endpoints.

func EndpointResolverFromURL added in v1.1.0

func EndpointResolverFromURL(url string, optFns ...func(*aws.Endpoint)) EndpointResolver

EndpointResolverFromURL returns an EndpointResolver configured using the provided endpoint url. By default, the resolved endpoint resolver uses the client region as signing region, and the endpoint source is set to EndpointSourceCustom.You can provide functional options to configure endpoint values for the resolved endpoint.

type EndpointResolverFunc

type EndpointResolverFunc func(region string, options EndpointResolverOptions) (aws.Endpoint, error)

EndpointResolverFunc is a helper utility that wraps a function so it satisfies the EndpointResolver interface. This is useful when you want to add additional endpoint resolving logic, or stub out specific endpoints with custom values.

func (EndpointResolverFunc) ResolveEndpoint

func (fn EndpointResolverFunc) ResolveEndpoint(region string, options EndpointResolverOptions) (endpoint aws.Endpoint, err error)

type EndpointResolverOptions

type EndpointResolverOptions = internalendpoints.Options

EndpointResolverOptions is the service endpoint resolver options

type GetRecordInput

type GetRecordInput struct {

	// The name of the feature group from which you want to retrieve a record.
	//
	// This member is required.
	FeatureGroupName *string

	// The value that corresponds to RecordIdentifier type and uniquely identifies the
	// record in the FeatureGroup .
	//
	// This member is required.
	RecordIdentifierValueAsString *string

	// List of names of Features to be retrieved. If not specified, the latest value
	// for all the Features are returned.
	FeatureNames []string
	// contains filtered or unexported fields
}

type GetRecordOutput

type GetRecordOutput struct {

	// The record you requested. A list of FeatureValues .
	Record []types.FeatureValue

	// Metadata pertaining to the operation's result.
	ResultMetadata middleware.Metadata
	// contains filtered or unexported fields
}

type HTTPClient

type HTTPClient interface {
	Do(*http.Request) (*http.Response, error)
}

type HTTPSignerV4

type HTTPSignerV4 interface {
	SignHTTP(ctx context.Context, credentials aws.Credentials, r *http.Request, payloadHash string, service string, region string, signingTime time.Time, optFns ...func(*v4.SignerOptions)) error
}

type Options

type Options struct {
	// Set of options to modify how an operation is invoked. These apply to all
	// operations invoked for this client. Use functional options on operation call to
	// modify this list for per operation behavior.
	APIOptions []func(*middleware.Stack) error

	// Configures the events that will be sent to the configured logger.
	ClientLogMode aws.ClientLogMode

	// The credentials object to use when signing requests.
	Credentials aws.CredentialsProvider

	// The configuration DefaultsMode that the SDK should use when constructing the
	// clients initial default settings.
	DefaultsMode aws.DefaultsMode

	// The endpoint options to be used when attempting to resolve an endpoint.
	EndpointOptions EndpointResolverOptions

	// The service endpoint resolver.
	EndpointResolver EndpointResolver

	// Signature Version 4 (SigV4) Signer
	HTTPSignerV4 HTTPSignerV4

	// The logger writer interface to write logging messages to.
	Logger logging.Logger

	// The region to send requests to. (Required)
	Region string

	// RetryMaxAttempts specifies the maximum number attempts an API client will call
	// an operation that fails with a retryable error. A value of 0 is ignored, and
	// will not be used to configure the API client created default retryer, or modify
	// per operation call's retry max attempts. When creating a new API Clients this
	// member will only be used if the Retryer Options member is nil. This value will
	// be ignored if Retryer is not nil. If specified in an operation call's functional
	// options with a value that is different than the constructed client's Options,
	// the Client's Retryer will be wrapped to use the operation's specific
	// RetryMaxAttempts value.
	RetryMaxAttempts int

	// RetryMode specifies the retry mode the API client will be created with, if
	// Retryer option is not also specified. When creating a new API Clients this
	// member will only be used if the Retryer Options member is nil. This value will
	// be ignored if Retryer is not nil. Currently does not support per operation call
	// overrides, may in the future.
	RetryMode aws.RetryMode

	// Retryer guides how HTTP requests should be retried in case of recoverable
	// failures. When nil the API client will use a default retryer. The kind of
	// default retry created by the API client can be changed with the RetryMode
	// option.
	Retryer aws.Retryer

	// The RuntimeEnvironment configuration, only populated if the DefaultsMode is set
	// to DefaultsModeAuto and is initialized using config.LoadDefaultConfig . You
	// should not populate this structure programmatically, or rely on the values here
	// within your applications.
	RuntimeEnvironment aws.RuntimeEnvironment

	// The HTTP client to invoke API calls with. Defaults to client's default HTTP
	// implementation if nil.
	HTTPClient HTTPClient
	// contains filtered or unexported fields
}

func (Options) Copy

func (o Options) Copy() Options

Copy creates a clone where the APIOptions list is deep copied.

type PutRecordInput

type PutRecordInput struct {

	// The name of the feature group that you want to insert the record into.
	//
	// This member is required.
	FeatureGroupName *string

	// List of FeatureValues to be inserted. This will be a full over-write. If you
	// only want to update few of the feature values, do the following:
	//   - Use GetRecord to retrieve the latest record.
	//   - Update the record returned from GetRecord .
	//   - Use PutRecord to update feature values.
	//
	// This member is required.
	Record []types.FeatureValue

	// A list of stores to which you're adding the record. By default, Feature Store
	// adds the record to all of the stores that you're using for the FeatureGroup .
	TargetStores []types.TargetStore
	// contains filtered or unexported fields
}

type PutRecordOutput

type PutRecordOutput struct {
	// Metadata pertaining to the operation's result.
	ResultMetadata middleware.Metadata
	// contains filtered or unexported fields
}

type ResolveEndpoint

type ResolveEndpoint struct {
	Resolver EndpointResolver
	Options  EndpointResolverOptions
}

func (*ResolveEndpoint) HandleSerialize

func (*ResolveEndpoint) ID

func (*ResolveEndpoint) ID() string

Directories

Path Synopsis
internal

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