feast

package module
v0.9.4 Latest Latest
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 Go to latest Published: May 17, 2022 License: Apache-2.0 Imports: 20 Imported by: 0

README

Feast Golang SDK

The Feast golang SDK currently only supports retrieval from online stores.

Quickstart

import (
    "context"
    feast "github.com/feast-dev/feast/sdk/go"
)

func main() {
    cli, err := feast.NewGrpcClient("localhost", 6565)
    if err != nil {
        panic(err)
    }
    
    ctx := context.Background()
    req := feast.OnlineFeaturesRequest{
        Features: []string{"my_project_1/feature1", "my_project_2/feature1", "my_project_4/feature3", "feature2", "feature2"},
        Entities: []feast.Row{
            {"entity1": feast.Int64Val(1), "entity2": feast.StrVal("bob")},
            {"entity1": feast.Int64Val(1), "entity2": feast.StrVal("annie")},
            {"entity1": feast.Int64Val(1), "entity2": feast.StrVal("jane")},
        },
        Project: "my_project_3",
    }

    resp, err := cli.GetOnlineFeatures(ctx, &req)
    if err != nil {
        panic(err)
    }

    // returns a list of rows (map[string]featureValue)
    out := resp.Rows()
}

If all features retrieved are of a single type, Feast provides convenience functions to retrieve your features as a vector of feature values:

arr, err := resp.Int64Arrays(
    []string{"my_project_1/feature1", 
            "my_project_2/feature1", 
            "my_project_4/feature3", 
            "feature2", 
            "feature2"},             // order of features
    []int64{1,2,3,4,5})              // fillNa values

Documentation

Index

Constants

This section is empty.

Variables

View Source 
var (
	// ErrLengthMismatch indicates that the number of values returned is not the same as the number of values requested
	ErrLengthMismatch = "Length mismatch; number of na values (%d) not equal to number of features requested (%d)."

	// ErrFeatureNotFound indicates that the requested feature was not found in the response
	ErrFeatureNotFound = "Feature %s not found in response."

	// ErrTypeMismatch indicates that the there was a type mismatch in the returned values
	ErrTypeMismatch = "Requested output of type %s does not match type of feature value returned."
)
View Source 
var (
	// ErrInvalidFeatureRef indicates that the user has provided a feature reference
	// with the wrong structure or contents
	ErrInvalidFeatureRef = "Invalid Feature Reference %s provided, " +
		"feature reference must be in the format featureTableName:featureName"
)

Functions

func BoolVal 

func BoolVal(val bool) *types.Value

BoolVal is a bool type feast value

func BytesVal 

func BytesVal(val []byte) *types.Value

BytesVal is a bytes type feast value

func DoubleVal 

func DoubleVal(val float64) *types.Value

DoubleVal is a float64 type feast value

func FloatVal 

func FloatVal(val float32) *types.Value

FloatVal is a float32 type feast value

func Int32Val 

func Int32Val(val int32) *types.Value

Int32Val is a int32 type feast value

func Int64Val 

func Int64Val(val int64) *types.Value

Int64Val is a int64 type feast value

func StrVal 

func StrVal(val string) *types.Value

StrVal is a string type feast value

Types

type Client 

type Client interface {
	GetOnlineFeatures(ctx context.Context, req *OnlineFeaturesRequest) (*OnlineFeaturesResponse, error)
	GetFeastServingInfo(ctx context.Context, in *serving.GetFeastServingInfoRequest) (*serving.GetFeastServingInfoResponse, error)
	Close() error
}

Client is a feast serving client.

type Credential added in v0.7.0 

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

Credential provides OIDC ID tokens used when authenticating with Feast. Implements credentials.PerRPCCredentials

func NewGoogleCredential added in v0.7.0 

func NewGoogleCredential(audience string) (*Credential, error)

Creates a new Google Credential which obtains credentials from Application Default Credentials

func NewOAuthCredential added in v0.7.0 

func NewOAuthCredential(audience string, clientId string, clientSecret string, endpointURL *url.URL) *Credential

Creates a new OAuth credential witch obtains credentials by making a client credentials request to an OAuth endpoint. clientId, clientSecret - Client credentials used to authenticate the client when obtaining credentials. endpointURL - target URL of the OAuth endpoint to make the OAuth request to.

func NewStaticCredential added in v0.7.0 

func NewStaticCredential(token string) *Credential

Create a Static Authentication Provider that provides a static token

func (*Credential) GetRequestMetadata added in v0.7.0 

func (provider *Credential) GetRequestMetadata(ctx context.Context, uri ...string) (map[string]string, error)

GetRequestMetadata attaches OIDC token as metadata, refreshing tokens if required. This should be called by the GRPC to authenticate each request.

func (*Credential) RequireTransportSecurity added in v0.7.0 

func (provider *Credential) RequireTransportSecurity() bool

Disable requirement of transport security to allow user to configure it explictly instead.

type GrpcClient 

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

GrpcClient is a grpc client for feast serving.

func NewGrpcClient 

func NewGrpcClient(host string, port int) (*GrpcClient, error)

NewGrpcClient constructs a client that can interact via grpc with the feast serving instance at the given host:port.

func NewSecureGrpcClient added in v0.7.0 

func NewSecureGrpcClient(host string, port int, security SecurityConfig) (*GrpcClient, error)

NewSecureGrpcClient constructs a secure client that uses security features (ie authentication). host - hostname of the serving host/instance to connect to. port - post of the host to service host/instancf to connect to. securityConfig - security config configures client security.

func NewSecureGrpcClientWithDialOptions added in v0.8.0 

func NewSecureGrpcClientWithDialOptions(host string, port int, security SecurityConfig, opts ...grpc.DialOption) (*GrpcClient, error)

NewSecureGrpcClientWithDialOptions constructs a secure client that uses security features (ie authentication) along with custom grpc dial options. host - hostname of the serving host/instance to connect to. port - post of the host to service host/instancf to connect to. securityConfig - security config configures client security. opts - grpc.DialOptions which should be used with this connection

func (*GrpcClient) Close 

func (fc *GrpcClient) Close() error

Close the grpc connection.

func (*GrpcClient) GetFeastServingInfo 

func (fc *GrpcClient) GetFeastServingInfo(ctx context.Context, in *serving.GetFeastServingInfoRequest) (
	*serving.GetFeastServingInfoResponse, error)

GetFeastServingInfo gets information about the feast serving instance this client is connected to.

func (*GrpcClient) GetOnlineFeatures 

func (fc *GrpcClient) GetOnlineFeatures(ctx context.Context, req *OnlineFeaturesRequest) (
	*OnlineFeaturesResponse, error)

GetOnlineFeatures gets the latest values of the request features from the Feast serving instance provided.

type OnlineFeaturesRequest 

type OnlineFeaturesRequest struct {
	// Features is the list of features to obtain from Feast. Each feature can be given as
	// the format feature_table:feature, where "feature_table" & "feature" are feature table name
	// and feature name respectively. The only required components is feature name.
	Features []string

	// Entities is the list of entity rows to retrieve features on. Each row is a map of entity name to entity value.
	Entities []Row

	// Project optionally specifies the project override. If specified, uses given project for retrieval.
	// Overrides the projects specified in Feature References if also specified.
	Project string
}

OnlineFeaturesRequest wrapper on feast.serving.GetOnlineFeaturesRequestV2.

type OnlineFeaturesResponse 

type OnlineFeaturesResponse struct {
	RawResponse *serving.GetOnlineFeaturesResponseV2
}

OnlineFeaturesResponse is a wrapper around serving.GetOnlineFeaturesResponseV2.

func (OnlineFeaturesResponse) Float64Arrays 

func (r OnlineFeaturesResponse) Float64Arrays(order []string, fillNa []float64) ([][]float64, error)

Float64Arrays retrieves the result of the request as a list of float64 slices. Any missing values will be filled with the missing values provided.

func (OnlineFeaturesResponse) Int64Arrays 

func (r OnlineFeaturesResponse) Int64Arrays(order []string, fillNa []int64) ([][]int64, error)

Int64Arrays retrieves the result of the request as a list of int64 slices. Any missing values will be filled with the missing values provided.

func (OnlineFeaturesResponse) Rows 

func (r OnlineFeaturesResponse) Rows() []Row

Rows retrieves the result of the request as a list of Rows.

func (OnlineFeaturesResponse) Statuses added in v0.6.2 

func (r OnlineFeaturesResponse) Statuses() []map[string]serving.FieldStatus

Statuses retrieves field level status metadata for each row in Rows(). Each status map returned maps status 1:1 to each returned row from Rows()

type Row 

type Row map[string]*types.Value

Row is a map of fields

type SecurityConfig added in v0.7.0 

type SecurityConfig struct {
	// Whether to enable TLS SSL trasnport security if true.
	EnableTLS bool
	// Optional: Provides path to TLS certificate used the verify Service identity.
	TLSCertPath string
	// Optional: Credential used for authentication.
	// Disables authentication if unspecified.
	Credential *Credential
}

SecurityConfig wraps security config for GrpcClient

Source Files

View all Source files

Directories

Path Synopsis
Package mock_serving is a generated GoMock package.
 Package mock_serving is a generated GoMock package.
protos
feast/core
feast/serving
feast/storage
feast/types
tensorflow_metadata/proto/v0

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