/
featurestore_client.go
executable file
·3926 lines (3424 loc) · 141 KB
/
featurestore_client.go
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// Copyright 2024 Google LLC
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// https://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
// Code generated by protoc-gen-go_gapic. DO NOT EDIT.
package aiplatform
import (
"bytes"
"context"
"fmt"
"io"
"math"
"net/http"
"net/url"
"time"
aiplatformpb "cloud.google.com/go/aiplatform/apiv1beta1/aiplatformpb"
iampb "cloud.google.com/go/iam/apiv1/iampb"
"cloud.google.com/go/longrunning"
lroauto "cloud.google.com/go/longrunning/autogen"
longrunningpb "cloud.google.com/go/longrunning/autogen/longrunningpb"
gax "github.com/googleapis/gax-go/v2"
"google.golang.org/api/googleapi"
"google.golang.org/api/iterator"
"google.golang.org/api/option"
"google.golang.org/api/option/internaloption"
gtransport "google.golang.org/api/transport/grpc"
httptransport "google.golang.org/api/transport/http"
locationpb "google.golang.org/genproto/googleapis/cloud/location"
"google.golang.org/grpc"
"google.golang.org/protobuf/encoding/protojson"
"google.golang.org/protobuf/proto"
)
var newFeaturestoreClientHook clientHook
// FeaturestoreCallOptions contains the retry settings for each method of FeaturestoreClient.
type FeaturestoreCallOptions struct {
CreateFeaturestore []gax.CallOption
GetFeaturestore []gax.CallOption
ListFeaturestores []gax.CallOption
UpdateFeaturestore []gax.CallOption
DeleteFeaturestore []gax.CallOption
CreateEntityType []gax.CallOption
GetEntityType []gax.CallOption
ListEntityTypes []gax.CallOption
UpdateEntityType []gax.CallOption
DeleteEntityType []gax.CallOption
CreateFeature []gax.CallOption
BatchCreateFeatures []gax.CallOption
GetFeature []gax.CallOption
ListFeatures []gax.CallOption
UpdateFeature []gax.CallOption
DeleteFeature []gax.CallOption
ImportFeatureValues []gax.CallOption
BatchReadFeatureValues []gax.CallOption
ExportFeatureValues []gax.CallOption
DeleteFeatureValues []gax.CallOption
SearchFeatures []gax.CallOption
GetLocation []gax.CallOption
ListLocations []gax.CallOption
GetIamPolicy []gax.CallOption
SetIamPolicy []gax.CallOption
TestIamPermissions []gax.CallOption
CancelOperation []gax.CallOption
DeleteOperation []gax.CallOption
GetOperation []gax.CallOption
ListOperations []gax.CallOption
WaitOperation []gax.CallOption
}
func defaultFeaturestoreGRPCClientOptions() []option.ClientOption {
return []option.ClientOption{
internaloption.WithDefaultEndpoint("aiplatform.googleapis.com:443"),
internaloption.WithDefaultEndpointTemplate("aiplatform.UNIVERSE_DOMAIN:443"),
internaloption.WithDefaultMTLSEndpoint("aiplatform.mtls.googleapis.com:443"),
internaloption.WithDefaultUniverseDomain("googleapis.com"),
internaloption.WithDefaultAudience("https://aiplatform.googleapis.com/"),
internaloption.WithDefaultScopes(DefaultAuthScopes()...),
internaloption.EnableJwtWithScope(),
option.WithGRPCDialOption(grpc.WithDefaultCallOptions(
grpc.MaxCallRecvMsgSize(math.MaxInt32))),
}
}
func defaultFeaturestoreCallOptions() *FeaturestoreCallOptions {
return &FeaturestoreCallOptions{
CreateFeaturestore: []gax.CallOption{
gax.WithTimeout(5000 * time.Millisecond),
},
GetFeaturestore: []gax.CallOption{
gax.WithTimeout(5000 * time.Millisecond),
},
ListFeaturestores: []gax.CallOption{
gax.WithTimeout(5000 * time.Millisecond),
},
UpdateFeaturestore: []gax.CallOption{
gax.WithTimeout(5000 * time.Millisecond),
},
DeleteFeaturestore: []gax.CallOption{
gax.WithTimeout(5000 * time.Millisecond),
},
CreateEntityType: []gax.CallOption{
gax.WithTimeout(5000 * time.Millisecond),
},
GetEntityType: []gax.CallOption{
gax.WithTimeout(5000 * time.Millisecond),
},
ListEntityTypes: []gax.CallOption{
gax.WithTimeout(5000 * time.Millisecond),
},
UpdateEntityType: []gax.CallOption{
gax.WithTimeout(5000 * time.Millisecond),
},
DeleteEntityType: []gax.CallOption{
gax.WithTimeout(5000 * time.Millisecond),
},
CreateFeature: []gax.CallOption{
gax.WithTimeout(5000 * time.Millisecond),
},
BatchCreateFeatures: []gax.CallOption{
gax.WithTimeout(5000 * time.Millisecond),
},
GetFeature: []gax.CallOption{
gax.WithTimeout(5000 * time.Millisecond),
},
ListFeatures: []gax.CallOption{
gax.WithTimeout(5000 * time.Millisecond),
},
UpdateFeature: []gax.CallOption{
gax.WithTimeout(5000 * time.Millisecond),
},
DeleteFeature: []gax.CallOption{
gax.WithTimeout(5000 * time.Millisecond),
},
ImportFeatureValues: []gax.CallOption{
gax.WithTimeout(5000 * time.Millisecond),
},
BatchReadFeatureValues: []gax.CallOption{
gax.WithTimeout(5000 * time.Millisecond),
},
ExportFeatureValues: []gax.CallOption{},
DeleteFeatureValues: []gax.CallOption{},
SearchFeatures: []gax.CallOption{
gax.WithTimeout(5000 * time.Millisecond),
},
GetLocation: []gax.CallOption{},
ListLocations: []gax.CallOption{},
GetIamPolicy: []gax.CallOption{},
SetIamPolicy: []gax.CallOption{},
TestIamPermissions: []gax.CallOption{},
CancelOperation: []gax.CallOption{},
DeleteOperation: []gax.CallOption{},
GetOperation: []gax.CallOption{},
ListOperations: []gax.CallOption{},
WaitOperation: []gax.CallOption{},
}
}
func defaultFeaturestoreRESTCallOptions() *FeaturestoreCallOptions {
return &FeaturestoreCallOptions{
CreateFeaturestore: []gax.CallOption{
gax.WithTimeout(5000 * time.Millisecond),
},
GetFeaturestore: []gax.CallOption{
gax.WithTimeout(5000 * time.Millisecond),
},
ListFeaturestores: []gax.CallOption{
gax.WithTimeout(5000 * time.Millisecond),
},
UpdateFeaturestore: []gax.CallOption{
gax.WithTimeout(5000 * time.Millisecond),
},
DeleteFeaturestore: []gax.CallOption{
gax.WithTimeout(5000 * time.Millisecond),
},
CreateEntityType: []gax.CallOption{
gax.WithTimeout(5000 * time.Millisecond),
},
GetEntityType: []gax.CallOption{
gax.WithTimeout(5000 * time.Millisecond),
},
ListEntityTypes: []gax.CallOption{
gax.WithTimeout(5000 * time.Millisecond),
},
UpdateEntityType: []gax.CallOption{
gax.WithTimeout(5000 * time.Millisecond),
},
DeleteEntityType: []gax.CallOption{
gax.WithTimeout(5000 * time.Millisecond),
},
CreateFeature: []gax.CallOption{
gax.WithTimeout(5000 * time.Millisecond),
},
BatchCreateFeatures: []gax.CallOption{
gax.WithTimeout(5000 * time.Millisecond),
},
GetFeature: []gax.CallOption{
gax.WithTimeout(5000 * time.Millisecond),
},
ListFeatures: []gax.CallOption{
gax.WithTimeout(5000 * time.Millisecond),
},
UpdateFeature: []gax.CallOption{
gax.WithTimeout(5000 * time.Millisecond),
},
DeleteFeature: []gax.CallOption{
gax.WithTimeout(5000 * time.Millisecond),
},
ImportFeatureValues: []gax.CallOption{
gax.WithTimeout(5000 * time.Millisecond),
},
BatchReadFeatureValues: []gax.CallOption{
gax.WithTimeout(5000 * time.Millisecond),
},
ExportFeatureValues: []gax.CallOption{},
DeleteFeatureValues: []gax.CallOption{},
SearchFeatures: []gax.CallOption{
gax.WithTimeout(5000 * time.Millisecond),
},
GetLocation: []gax.CallOption{},
ListLocations: []gax.CallOption{},
GetIamPolicy: []gax.CallOption{},
SetIamPolicy: []gax.CallOption{},
TestIamPermissions: []gax.CallOption{},
CancelOperation: []gax.CallOption{},
DeleteOperation: []gax.CallOption{},
GetOperation: []gax.CallOption{},
ListOperations: []gax.CallOption{},
WaitOperation: []gax.CallOption{},
}
}
// internalFeaturestoreClient is an interface that defines the methods available from Vertex AI API.
type internalFeaturestoreClient interface {
Close() error
setGoogleClientInfo(...string)
Connection() *grpc.ClientConn
CreateFeaturestore(context.Context, *aiplatformpb.CreateFeaturestoreRequest, ...gax.CallOption) (*CreateFeaturestoreOperation, error)
CreateFeaturestoreOperation(name string) *CreateFeaturestoreOperation
GetFeaturestore(context.Context, *aiplatformpb.GetFeaturestoreRequest, ...gax.CallOption) (*aiplatformpb.Featurestore, error)
ListFeaturestores(context.Context, *aiplatformpb.ListFeaturestoresRequest, ...gax.CallOption) *FeaturestoreIterator
UpdateFeaturestore(context.Context, *aiplatformpb.UpdateFeaturestoreRequest, ...gax.CallOption) (*UpdateFeaturestoreOperation, error)
UpdateFeaturestoreOperation(name string) *UpdateFeaturestoreOperation
DeleteFeaturestore(context.Context, *aiplatformpb.DeleteFeaturestoreRequest, ...gax.CallOption) (*DeleteFeaturestoreOperation, error)
DeleteFeaturestoreOperation(name string) *DeleteFeaturestoreOperation
CreateEntityType(context.Context, *aiplatformpb.CreateEntityTypeRequest, ...gax.CallOption) (*CreateEntityTypeOperation, error)
CreateEntityTypeOperation(name string) *CreateEntityTypeOperation
GetEntityType(context.Context, *aiplatformpb.GetEntityTypeRequest, ...gax.CallOption) (*aiplatformpb.EntityType, error)
ListEntityTypes(context.Context, *aiplatformpb.ListEntityTypesRequest, ...gax.CallOption) *EntityTypeIterator
UpdateEntityType(context.Context, *aiplatformpb.UpdateEntityTypeRequest, ...gax.CallOption) (*aiplatformpb.EntityType, error)
DeleteEntityType(context.Context, *aiplatformpb.DeleteEntityTypeRequest, ...gax.CallOption) (*DeleteEntityTypeOperation, error)
DeleteEntityTypeOperation(name string) *DeleteEntityTypeOperation
CreateFeature(context.Context, *aiplatformpb.CreateFeatureRequest, ...gax.CallOption) (*CreateFeatureOperation, error)
CreateFeatureOperation(name string) *CreateFeatureOperation
BatchCreateFeatures(context.Context, *aiplatformpb.BatchCreateFeaturesRequest, ...gax.CallOption) (*BatchCreateFeaturesOperation, error)
BatchCreateFeaturesOperation(name string) *BatchCreateFeaturesOperation
GetFeature(context.Context, *aiplatformpb.GetFeatureRequest, ...gax.CallOption) (*aiplatformpb.Feature, error)
ListFeatures(context.Context, *aiplatformpb.ListFeaturesRequest, ...gax.CallOption) *FeatureIterator
UpdateFeature(context.Context, *aiplatformpb.UpdateFeatureRequest, ...gax.CallOption) (*aiplatformpb.Feature, error)
DeleteFeature(context.Context, *aiplatformpb.DeleteFeatureRequest, ...gax.CallOption) (*DeleteFeatureOperation, error)
DeleteFeatureOperation(name string) *DeleteFeatureOperation
ImportFeatureValues(context.Context, *aiplatformpb.ImportFeatureValuesRequest, ...gax.CallOption) (*ImportFeatureValuesOperation, error)
ImportFeatureValuesOperation(name string) *ImportFeatureValuesOperation
BatchReadFeatureValues(context.Context, *aiplatformpb.BatchReadFeatureValuesRequest, ...gax.CallOption) (*BatchReadFeatureValuesOperation, error)
BatchReadFeatureValuesOperation(name string) *BatchReadFeatureValuesOperation
ExportFeatureValues(context.Context, *aiplatformpb.ExportFeatureValuesRequest, ...gax.CallOption) (*ExportFeatureValuesOperation, error)
ExportFeatureValuesOperation(name string) *ExportFeatureValuesOperation
DeleteFeatureValues(context.Context, *aiplatformpb.DeleteFeatureValuesRequest, ...gax.CallOption) (*DeleteFeatureValuesOperation, error)
DeleteFeatureValuesOperation(name string) *DeleteFeatureValuesOperation
SearchFeatures(context.Context, *aiplatformpb.SearchFeaturesRequest, ...gax.CallOption) *FeatureIterator
GetLocation(context.Context, *locationpb.GetLocationRequest, ...gax.CallOption) (*locationpb.Location, error)
ListLocations(context.Context, *locationpb.ListLocationsRequest, ...gax.CallOption) *LocationIterator
GetIamPolicy(context.Context, *iampb.GetIamPolicyRequest, ...gax.CallOption) (*iampb.Policy, error)
SetIamPolicy(context.Context, *iampb.SetIamPolicyRequest, ...gax.CallOption) (*iampb.Policy, error)
TestIamPermissions(context.Context, *iampb.TestIamPermissionsRequest, ...gax.CallOption) (*iampb.TestIamPermissionsResponse, error)
CancelOperation(context.Context, *longrunningpb.CancelOperationRequest, ...gax.CallOption) error
DeleteOperation(context.Context, *longrunningpb.DeleteOperationRequest, ...gax.CallOption) error
GetOperation(context.Context, *longrunningpb.GetOperationRequest, ...gax.CallOption) (*longrunningpb.Operation, error)
ListOperations(context.Context, *longrunningpb.ListOperationsRequest, ...gax.CallOption) *OperationIterator
WaitOperation(context.Context, *longrunningpb.WaitOperationRequest, ...gax.CallOption) (*longrunningpb.Operation, error)
}
// FeaturestoreClient is a client for interacting with Vertex AI API.
// Methods, except Close, may be called concurrently. However, fields must not be modified concurrently with method calls.
//
// The service that handles CRUD and List for resources for Featurestore.
type FeaturestoreClient struct {
// The internal transport-dependent client.
internalClient internalFeaturestoreClient
// The call options for this service.
CallOptions *FeaturestoreCallOptions
// LROClient is used internally to handle long-running operations.
// It is exposed so that its CallOptions can be modified if required.
// Users should not Close this client.
LROClient *lroauto.OperationsClient
}
// Wrapper methods routed to the internal client.
// Close closes the connection to the API service. The user should invoke this when
// the client is no longer required.
func (c *FeaturestoreClient) Close() error {
return c.internalClient.Close()
}
// setGoogleClientInfo sets the name and version of the application in
// the `x-goog-api-client` header passed on each request. Intended for
// use by Google-written clients.
func (c *FeaturestoreClient) setGoogleClientInfo(keyval ...string) {
c.internalClient.setGoogleClientInfo(keyval...)
}
// Connection returns a connection to the API service.
//
// Deprecated: Connections are now pooled so this method does not always
// return the same resource.
func (c *FeaturestoreClient) Connection() *grpc.ClientConn {
return c.internalClient.Connection()
}
// CreateFeaturestore creates a new Featurestore in a given project and location.
func (c *FeaturestoreClient) CreateFeaturestore(ctx context.Context, req *aiplatformpb.CreateFeaturestoreRequest, opts ...gax.CallOption) (*CreateFeaturestoreOperation, error) {
return c.internalClient.CreateFeaturestore(ctx, req, opts...)
}
// CreateFeaturestoreOperation returns a new CreateFeaturestoreOperation from a given name.
// The name must be that of a previously created CreateFeaturestoreOperation, possibly from a different process.
func (c *FeaturestoreClient) CreateFeaturestoreOperation(name string) *CreateFeaturestoreOperation {
return c.internalClient.CreateFeaturestoreOperation(name)
}
// GetFeaturestore gets details of a single Featurestore.
func (c *FeaturestoreClient) GetFeaturestore(ctx context.Context, req *aiplatformpb.GetFeaturestoreRequest, opts ...gax.CallOption) (*aiplatformpb.Featurestore, error) {
return c.internalClient.GetFeaturestore(ctx, req, opts...)
}
// ListFeaturestores lists Featurestores in a given project and location.
func (c *FeaturestoreClient) ListFeaturestores(ctx context.Context, req *aiplatformpb.ListFeaturestoresRequest, opts ...gax.CallOption) *FeaturestoreIterator {
return c.internalClient.ListFeaturestores(ctx, req, opts...)
}
// UpdateFeaturestore updates the parameters of a single Featurestore.
func (c *FeaturestoreClient) UpdateFeaturestore(ctx context.Context, req *aiplatformpb.UpdateFeaturestoreRequest, opts ...gax.CallOption) (*UpdateFeaturestoreOperation, error) {
return c.internalClient.UpdateFeaturestore(ctx, req, opts...)
}
// UpdateFeaturestoreOperation returns a new UpdateFeaturestoreOperation from a given name.
// The name must be that of a previously created UpdateFeaturestoreOperation, possibly from a different process.
func (c *FeaturestoreClient) UpdateFeaturestoreOperation(name string) *UpdateFeaturestoreOperation {
return c.internalClient.UpdateFeaturestoreOperation(name)
}
// DeleteFeaturestore deletes a single Featurestore. The Featurestore must not contain any
// EntityTypes or force must be set to true for the request to succeed.
func (c *FeaturestoreClient) DeleteFeaturestore(ctx context.Context, req *aiplatformpb.DeleteFeaturestoreRequest, opts ...gax.CallOption) (*DeleteFeaturestoreOperation, error) {
return c.internalClient.DeleteFeaturestore(ctx, req, opts...)
}
// DeleteFeaturestoreOperation returns a new DeleteFeaturestoreOperation from a given name.
// The name must be that of a previously created DeleteFeaturestoreOperation, possibly from a different process.
func (c *FeaturestoreClient) DeleteFeaturestoreOperation(name string) *DeleteFeaturestoreOperation {
return c.internalClient.DeleteFeaturestoreOperation(name)
}
// CreateEntityType creates a new EntityType in a given Featurestore.
func (c *FeaturestoreClient) CreateEntityType(ctx context.Context, req *aiplatformpb.CreateEntityTypeRequest, opts ...gax.CallOption) (*CreateEntityTypeOperation, error) {
return c.internalClient.CreateEntityType(ctx, req, opts...)
}
// CreateEntityTypeOperation returns a new CreateEntityTypeOperation from a given name.
// The name must be that of a previously created CreateEntityTypeOperation, possibly from a different process.
func (c *FeaturestoreClient) CreateEntityTypeOperation(name string) *CreateEntityTypeOperation {
return c.internalClient.CreateEntityTypeOperation(name)
}
// GetEntityType gets details of a single EntityType.
func (c *FeaturestoreClient) GetEntityType(ctx context.Context, req *aiplatformpb.GetEntityTypeRequest, opts ...gax.CallOption) (*aiplatformpb.EntityType, error) {
return c.internalClient.GetEntityType(ctx, req, opts...)
}
// ListEntityTypes lists EntityTypes in a given Featurestore.
func (c *FeaturestoreClient) ListEntityTypes(ctx context.Context, req *aiplatformpb.ListEntityTypesRequest, opts ...gax.CallOption) *EntityTypeIterator {
return c.internalClient.ListEntityTypes(ctx, req, opts...)
}
// UpdateEntityType updates the parameters of a single EntityType.
func (c *FeaturestoreClient) UpdateEntityType(ctx context.Context, req *aiplatformpb.UpdateEntityTypeRequest, opts ...gax.CallOption) (*aiplatformpb.EntityType, error) {
return c.internalClient.UpdateEntityType(ctx, req, opts...)
}
// DeleteEntityType deletes a single EntityType. The EntityType must not have any Features
// or force must be set to true for the request to succeed.
func (c *FeaturestoreClient) DeleteEntityType(ctx context.Context, req *aiplatformpb.DeleteEntityTypeRequest, opts ...gax.CallOption) (*DeleteEntityTypeOperation, error) {
return c.internalClient.DeleteEntityType(ctx, req, opts...)
}
// DeleteEntityTypeOperation returns a new DeleteEntityTypeOperation from a given name.
// The name must be that of a previously created DeleteEntityTypeOperation, possibly from a different process.
func (c *FeaturestoreClient) DeleteEntityTypeOperation(name string) *DeleteEntityTypeOperation {
return c.internalClient.DeleteEntityTypeOperation(name)
}
// CreateFeature creates a new Feature in a given EntityType.
func (c *FeaturestoreClient) CreateFeature(ctx context.Context, req *aiplatformpb.CreateFeatureRequest, opts ...gax.CallOption) (*CreateFeatureOperation, error) {
return c.internalClient.CreateFeature(ctx, req, opts...)
}
// CreateFeatureOperation returns a new CreateFeatureOperation from a given name.
// The name must be that of a previously created CreateFeatureOperation, possibly from a different process.
func (c *FeaturestoreClient) CreateFeatureOperation(name string) *CreateFeatureOperation {
return c.internalClient.CreateFeatureOperation(name)
}
// BatchCreateFeatures creates a batch of Features in a given EntityType.
func (c *FeaturestoreClient) BatchCreateFeatures(ctx context.Context, req *aiplatformpb.BatchCreateFeaturesRequest, opts ...gax.CallOption) (*BatchCreateFeaturesOperation, error) {
return c.internalClient.BatchCreateFeatures(ctx, req, opts...)
}
// BatchCreateFeaturesOperation returns a new BatchCreateFeaturesOperation from a given name.
// The name must be that of a previously created BatchCreateFeaturesOperation, possibly from a different process.
func (c *FeaturestoreClient) BatchCreateFeaturesOperation(name string) *BatchCreateFeaturesOperation {
return c.internalClient.BatchCreateFeaturesOperation(name)
}
// GetFeature gets details of a single Feature.
func (c *FeaturestoreClient) GetFeature(ctx context.Context, req *aiplatformpb.GetFeatureRequest, opts ...gax.CallOption) (*aiplatformpb.Feature, error) {
return c.internalClient.GetFeature(ctx, req, opts...)
}
// ListFeatures lists Features in a given EntityType.
func (c *FeaturestoreClient) ListFeatures(ctx context.Context, req *aiplatformpb.ListFeaturesRequest, opts ...gax.CallOption) *FeatureIterator {
return c.internalClient.ListFeatures(ctx, req, opts...)
}
// UpdateFeature updates the parameters of a single Feature.
func (c *FeaturestoreClient) UpdateFeature(ctx context.Context, req *aiplatformpb.UpdateFeatureRequest, opts ...gax.CallOption) (*aiplatformpb.Feature, error) {
return c.internalClient.UpdateFeature(ctx, req, opts...)
}
// DeleteFeature deletes a single Feature.
func (c *FeaturestoreClient) DeleteFeature(ctx context.Context, req *aiplatformpb.DeleteFeatureRequest, opts ...gax.CallOption) (*DeleteFeatureOperation, error) {
return c.internalClient.DeleteFeature(ctx, req, opts...)
}
// DeleteFeatureOperation returns a new DeleteFeatureOperation from a given name.
// The name must be that of a previously created DeleteFeatureOperation, possibly from a different process.
func (c *FeaturestoreClient) DeleteFeatureOperation(name string) *DeleteFeatureOperation {
return c.internalClient.DeleteFeatureOperation(name)
}
// ImportFeatureValues imports Feature values into the Featurestore from a source storage.
//
// The progress of the import is tracked by the returned operation. The
// imported features are guaranteed to be visible to subsequent read
// operations after the operation is marked as successfully done.
//
// If an import operation fails, the Feature values returned from
// reads and exports may be inconsistent. If consistency is
// required, the caller must retry the same import request again and wait till
// the new operation returned is marked as successfully done.
//
// There are also scenarios where the caller can cause inconsistency.
//
// Source data for import contains multiple distinct Feature values for
// the same entity ID and timestamp.
//
// Source is modified during an import. This includes adding, updating, or
// removing source data and/or metadata. Examples of updating metadata
// include but are not limited to changing storage location, storage class,
// or retention policy.
//
// Online serving cluster is under-provisioned.
func (c *FeaturestoreClient) ImportFeatureValues(ctx context.Context, req *aiplatformpb.ImportFeatureValuesRequest, opts ...gax.CallOption) (*ImportFeatureValuesOperation, error) {
return c.internalClient.ImportFeatureValues(ctx, req, opts...)
}
// ImportFeatureValuesOperation returns a new ImportFeatureValuesOperation from a given name.
// The name must be that of a previously created ImportFeatureValuesOperation, possibly from a different process.
func (c *FeaturestoreClient) ImportFeatureValuesOperation(name string) *ImportFeatureValuesOperation {
return c.internalClient.ImportFeatureValuesOperation(name)
}
// BatchReadFeatureValues batch reads Feature values from a Featurestore.
//
// This API enables batch reading Feature values, where each read
// instance in the batch may read Feature values of entities from one or
// more EntityTypes. Point-in-time correctness is guaranteed for Feature
// values of each read instance as of each instance’s read timestamp.
func (c *FeaturestoreClient) BatchReadFeatureValues(ctx context.Context, req *aiplatformpb.BatchReadFeatureValuesRequest, opts ...gax.CallOption) (*BatchReadFeatureValuesOperation, error) {
return c.internalClient.BatchReadFeatureValues(ctx, req, opts...)
}
// BatchReadFeatureValuesOperation returns a new BatchReadFeatureValuesOperation from a given name.
// The name must be that of a previously created BatchReadFeatureValuesOperation, possibly from a different process.
func (c *FeaturestoreClient) BatchReadFeatureValuesOperation(name string) *BatchReadFeatureValuesOperation {
return c.internalClient.BatchReadFeatureValuesOperation(name)
}
// ExportFeatureValues exports Feature values from all the entities of a target EntityType.
func (c *FeaturestoreClient) ExportFeatureValues(ctx context.Context, req *aiplatformpb.ExportFeatureValuesRequest, opts ...gax.CallOption) (*ExportFeatureValuesOperation, error) {
return c.internalClient.ExportFeatureValues(ctx, req, opts...)
}
// ExportFeatureValuesOperation returns a new ExportFeatureValuesOperation from a given name.
// The name must be that of a previously created ExportFeatureValuesOperation, possibly from a different process.
func (c *FeaturestoreClient) ExportFeatureValuesOperation(name string) *ExportFeatureValuesOperation {
return c.internalClient.ExportFeatureValuesOperation(name)
}
// DeleteFeatureValues delete Feature values from Featurestore.
//
// The progress of the deletion is tracked by the returned operation. The
// deleted feature values are guaranteed to be invisible to subsequent read
// operations after the operation is marked as successfully done.
//
// If a delete feature values operation fails, the feature values
// returned from reads and exports may be inconsistent. If consistency is
// required, the caller must retry the same delete request again and wait till
// the new operation returned is marked as successfully done.
func (c *FeaturestoreClient) DeleteFeatureValues(ctx context.Context, req *aiplatformpb.DeleteFeatureValuesRequest, opts ...gax.CallOption) (*DeleteFeatureValuesOperation, error) {
return c.internalClient.DeleteFeatureValues(ctx, req, opts...)
}
// DeleteFeatureValuesOperation returns a new DeleteFeatureValuesOperation from a given name.
// The name must be that of a previously created DeleteFeatureValuesOperation, possibly from a different process.
func (c *FeaturestoreClient) DeleteFeatureValuesOperation(name string) *DeleteFeatureValuesOperation {
return c.internalClient.DeleteFeatureValuesOperation(name)
}
// SearchFeatures searches Features matching a query in a given project.
func (c *FeaturestoreClient) SearchFeatures(ctx context.Context, req *aiplatformpb.SearchFeaturesRequest, opts ...gax.CallOption) *FeatureIterator {
return c.internalClient.SearchFeatures(ctx, req, opts...)
}
// GetLocation gets information about a location.
func (c *FeaturestoreClient) GetLocation(ctx context.Context, req *locationpb.GetLocationRequest, opts ...gax.CallOption) (*locationpb.Location, error) {
return c.internalClient.GetLocation(ctx, req, opts...)
}
// ListLocations lists information about the supported locations for this service.
func (c *FeaturestoreClient) ListLocations(ctx context.Context, req *locationpb.ListLocationsRequest, opts ...gax.CallOption) *LocationIterator {
return c.internalClient.ListLocations(ctx, req, opts...)
}
// GetIamPolicy gets the access control policy for a resource. Returns an empty policy
// if the resource exists and does not have a policy set.
func (c *FeaturestoreClient) GetIamPolicy(ctx context.Context, req *iampb.GetIamPolicyRequest, opts ...gax.CallOption) (*iampb.Policy, error) {
return c.internalClient.GetIamPolicy(ctx, req, opts...)
}
// SetIamPolicy sets the access control policy on the specified resource. Replaces
// any existing policy.
//
// Can return NOT_FOUND, INVALID_ARGUMENT, and PERMISSION_DENIED
// errors.
func (c *FeaturestoreClient) SetIamPolicy(ctx context.Context, req *iampb.SetIamPolicyRequest, opts ...gax.CallOption) (*iampb.Policy, error) {
return c.internalClient.SetIamPolicy(ctx, req, opts...)
}
// TestIamPermissions returns permissions that a caller has on the specified resource. If the
// resource does not exist, this will return an empty set of
// permissions, not a NOT_FOUND error.
//
// Note: This operation is designed to be used for building
// permission-aware UIs and command-line tools, not for authorization
// checking. This operation may “fail open” without warning.
func (c *FeaturestoreClient) TestIamPermissions(ctx context.Context, req *iampb.TestIamPermissionsRequest, opts ...gax.CallOption) (*iampb.TestIamPermissionsResponse, error) {
return c.internalClient.TestIamPermissions(ctx, req, opts...)
}
// CancelOperation is a utility method from google.longrunning.Operations.
func (c *FeaturestoreClient) CancelOperation(ctx context.Context, req *longrunningpb.CancelOperationRequest, opts ...gax.CallOption) error {
return c.internalClient.CancelOperation(ctx, req, opts...)
}
// DeleteOperation is a utility method from google.longrunning.Operations.
func (c *FeaturestoreClient) DeleteOperation(ctx context.Context, req *longrunningpb.DeleteOperationRequest, opts ...gax.CallOption) error {
return c.internalClient.DeleteOperation(ctx, req, opts...)
}
// GetOperation is a utility method from google.longrunning.Operations.
func (c *FeaturestoreClient) GetOperation(ctx context.Context, req *longrunningpb.GetOperationRequest, opts ...gax.CallOption) (*longrunningpb.Operation, error) {
return c.internalClient.GetOperation(ctx, req, opts...)
}
// ListOperations is a utility method from google.longrunning.Operations.
func (c *FeaturestoreClient) ListOperations(ctx context.Context, req *longrunningpb.ListOperationsRequest, opts ...gax.CallOption) *OperationIterator {
return c.internalClient.ListOperations(ctx, req, opts...)
}
// WaitOperation is a utility method from google.longrunning.Operations.
func (c *FeaturestoreClient) WaitOperation(ctx context.Context, req *longrunningpb.WaitOperationRequest, opts ...gax.CallOption) (*longrunningpb.Operation, error) {
return c.internalClient.WaitOperation(ctx, req, opts...)
}
// featurestoreGRPCClient is a client for interacting with Vertex AI API over gRPC transport.
//
// Methods, except Close, may be called concurrently. However, fields must not be modified concurrently with method calls.
type featurestoreGRPCClient struct {
// Connection pool of gRPC connections to the service.
connPool gtransport.ConnPool
// Points back to the CallOptions field of the containing FeaturestoreClient
CallOptions **FeaturestoreCallOptions
// The gRPC API client.
featurestoreClient aiplatformpb.FeaturestoreServiceClient
// LROClient is used internally to handle long-running operations.
// It is exposed so that its CallOptions can be modified if required.
// Users should not Close this client.
LROClient **lroauto.OperationsClient
operationsClient longrunningpb.OperationsClient
iamPolicyClient iampb.IAMPolicyClient
locationsClient locationpb.LocationsClient
// The x-goog-* metadata to be sent with each request.
xGoogHeaders []string
}
// NewFeaturestoreClient creates a new featurestore service client based on gRPC.
// The returned client must be Closed when it is done being used to clean up its underlying connections.
//
// The service that handles CRUD and List for resources for Featurestore.
func NewFeaturestoreClient(ctx context.Context, opts ...option.ClientOption) (*FeaturestoreClient, error) {
clientOpts := defaultFeaturestoreGRPCClientOptions()
if newFeaturestoreClientHook != nil {
hookOpts, err := newFeaturestoreClientHook(ctx, clientHookParams{})
if err != nil {
return nil, err
}
clientOpts = append(clientOpts, hookOpts...)
}
connPool, err := gtransport.DialPool(ctx, append(clientOpts, opts...)...)
if err != nil {
return nil, err
}
client := FeaturestoreClient{CallOptions: defaultFeaturestoreCallOptions()}
c := &featurestoreGRPCClient{
connPool: connPool,
featurestoreClient: aiplatformpb.NewFeaturestoreServiceClient(connPool),
CallOptions: &client.CallOptions,
operationsClient: longrunningpb.NewOperationsClient(connPool),
iamPolicyClient: iampb.NewIAMPolicyClient(connPool),
locationsClient: locationpb.NewLocationsClient(connPool),
}
c.setGoogleClientInfo()
client.internalClient = c
client.LROClient, err = lroauto.NewOperationsClient(ctx, gtransport.WithConnPool(connPool))
if err != nil {
// This error "should not happen", since we are just reusing old connection pool
// and never actually need to dial.
// If this does happen, we could leak connp. However, we cannot close conn:
// If the user invoked the constructor with option.WithGRPCConn,
// we would close a connection that's still in use.
// TODO: investigate error conditions.
return nil, err
}
c.LROClient = &client.LROClient
return &client, nil
}
// Connection returns a connection to the API service.
//
// Deprecated: Connections are now pooled so this method does not always
// return the same resource.
func (c *featurestoreGRPCClient) Connection() *grpc.ClientConn {
return c.connPool.Conn()
}
// setGoogleClientInfo sets the name and version of the application in
// the `x-goog-api-client` header passed on each request. Intended for
// use by Google-written clients.
func (c *featurestoreGRPCClient) setGoogleClientInfo(keyval ...string) {
kv := append([]string{"gl-go", gax.GoVersion}, keyval...)
kv = append(kv, "gapic", getVersionClient(), "gax", gax.Version, "grpc", grpc.Version)
c.xGoogHeaders = []string{"x-goog-api-client", gax.XGoogHeader(kv...)}
}
// Close closes the connection to the API service. The user should invoke this when
// the client is no longer required.
func (c *featurestoreGRPCClient) Close() error {
return c.connPool.Close()
}
// Methods, except Close, may be called concurrently. However, fields must not be modified concurrently with method calls.
type featurestoreRESTClient struct {
// The http endpoint to connect to.
endpoint string
// The http client.
httpClient *http.Client
// LROClient is used internally to handle long-running operations.
// It is exposed so that its CallOptions can be modified if required.
// Users should not Close this client.
LROClient **lroauto.OperationsClient
// The x-goog-* headers to be sent with each request.
xGoogHeaders []string
// Points back to the CallOptions field of the containing FeaturestoreClient
CallOptions **FeaturestoreCallOptions
}
// NewFeaturestoreRESTClient creates a new featurestore service rest client.
//
// The service that handles CRUD and List for resources for Featurestore.
func NewFeaturestoreRESTClient(ctx context.Context, opts ...option.ClientOption) (*FeaturestoreClient, error) {
clientOpts := append(defaultFeaturestoreRESTClientOptions(), opts...)
httpClient, endpoint, err := httptransport.NewClient(ctx, clientOpts...)
if err != nil {
return nil, err
}
callOpts := defaultFeaturestoreRESTCallOptions()
c := &featurestoreRESTClient{
endpoint: endpoint,
httpClient: httpClient,
CallOptions: &callOpts,
}
c.setGoogleClientInfo()
lroOpts := []option.ClientOption{
option.WithHTTPClient(httpClient),
option.WithEndpoint(endpoint),
}
opClient, err := lroauto.NewOperationsRESTClient(ctx, lroOpts...)
if err != nil {
return nil, err
}
c.LROClient = &opClient
return &FeaturestoreClient{internalClient: c, CallOptions: callOpts}, nil
}
func defaultFeaturestoreRESTClientOptions() []option.ClientOption {
return []option.ClientOption{
internaloption.WithDefaultEndpoint("https://aiplatform.googleapis.com"),
internaloption.WithDefaultEndpointTemplate("https://aiplatform.UNIVERSE_DOMAIN"),
internaloption.WithDefaultMTLSEndpoint("https://aiplatform.mtls.googleapis.com"),
internaloption.WithDefaultUniverseDomain("googleapis.com"),
internaloption.WithDefaultAudience("https://aiplatform.googleapis.com/"),
internaloption.WithDefaultScopes(DefaultAuthScopes()...),
}
}
// setGoogleClientInfo sets the name and version of the application in
// the `x-goog-api-client` header passed on each request. Intended for
// use by Google-written clients.
func (c *featurestoreRESTClient) setGoogleClientInfo(keyval ...string) {
kv := append([]string{"gl-go", gax.GoVersion}, keyval...)
kv = append(kv, "gapic", getVersionClient(), "gax", gax.Version, "rest", "UNKNOWN")
c.xGoogHeaders = []string{"x-goog-api-client", gax.XGoogHeader(kv...)}
}
// Close closes the connection to the API service. The user should invoke this when
// the client is no longer required.
func (c *featurestoreRESTClient) Close() error {
// Replace httpClient with nil to force cleanup.
c.httpClient = nil
return nil
}
// Connection returns a connection to the API service.
//
// Deprecated: This method always returns nil.
func (c *featurestoreRESTClient) Connection() *grpc.ClientConn {
return nil
}
func (c *featurestoreGRPCClient) CreateFeaturestore(ctx context.Context, req *aiplatformpb.CreateFeaturestoreRequest, opts ...gax.CallOption) (*CreateFeaturestoreOperation, error) {
hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "parent", url.QueryEscape(req.GetParent()))}
hds = append(c.xGoogHeaders, hds...)
ctx = gax.InsertMetadataIntoOutgoingContext(ctx, hds...)
opts = append((*c.CallOptions).CreateFeaturestore[0:len((*c.CallOptions).CreateFeaturestore):len((*c.CallOptions).CreateFeaturestore)], opts...)
var resp *longrunningpb.Operation
err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
var err error
resp, err = c.featurestoreClient.CreateFeaturestore(ctx, req, settings.GRPC...)
return err
}, opts...)
if err != nil {
return nil, err
}
return &CreateFeaturestoreOperation{
lro: longrunning.InternalNewOperation(*c.LROClient, resp),
}, nil
}
func (c *featurestoreGRPCClient) GetFeaturestore(ctx context.Context, req *aiplatformpb.GetFeaturestoreRequest, opts ...gax.CallOption) (*aiplatformpb.Featurestore, error) {
hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "name", url.QueryEscape(req.GetName()))}
hds = append(c.xGoogHeaders, hds...)
ctx = gax.InsertMetadataIntoOutgoingContext(ctx, hds...)
opts = append((*c.CallOptions).GetFeaturestore[0:len((*c.CallOptions).GetFeaturestore):len((*c.CallOptions).GetFeaturestore)], opts...)
var resp *aiplatformpb.Featurestore
err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
var err error
resp, err = c.featurestoreClient.GetFeaturestore(ctx, req, settings.GRPC...)
return err
}, opts...)
if err != nil {
return nil, err
}
return resp, nil
}
func (c *featurestoreGRPCClient) ListFeaturestores(ctx context.Context, req *aiplatformpb.ListFeaturestoresRequest, opts ...gax.CallOption) *FeaturestoreIterator {
hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "parent", url.QueryEscape(req.GetParent()))}
hds = append(c.xGoogHeaders, hds...)
ctx = gax.InsertMetadataIntoOutgoingContext(ctx, hds...)
opts = append((*c.CallOptions).ListFeaturestores[0:len((*c.CallOptions).ListFeaturestores):len((*c.CallOptions).ListFeaturestores)], opts...)
it := &FeaturestoreIterator{}
req = proto.Clone(req).(*aiplatformpb.ListFeaturestoresRequest)
it.InternalFetch = func(pageSize int, pageToken string) ([]*aiplatformpb.Featurestore, string, error) {
resp := &aiplatformpb.ListFeaturestoresResponse{}
if pageToken != "" {
req.PageToken = pageToken
}
if pageSize > math.MaxInt32 {
req.PageSize = math.MaxInt32
} else if pageSize != 0 {
req.PageSize = int32(pageSize)
}
err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
var err error
resp, err = c.featurestoreClient.ListFeaturestores(ctx, req, settings.GRPC...)
return err
}, opts...)
if err != nil {
return nil, "", err
}
it.Response = resp
return resp.GetFeaturestores(), resp.GetNextPageToken(), nil
}
fetch := func(pageSize int, pageToken string) (string, error) {
items, nextPageToken, err := it.InternalFetch(pageSize, pageToken)
if err != nil {
return "", err
}
it.items = append(it.items, items...)
return nextPageToken, nil
}
it.pageInfo, it.nextFunc = iterator.NewPageInfo(fetch, it.bufLen, it.takeBuf)
it.pageInfo.MaxSize = int(req.GetPageSize())
it.pageInfo.Token = req.GetPageToken()
return it
}
func (c *featurestoreGRPCClient) UpdateFeaturestore(ctx context.Context, req *aiplatformpb.UpdateFeaturestoreRequest, opts ...gax.CallOption) (*UpdateFeaturestoreOperation, error) {
hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "featurestore.name", url.QueryEscape(req.GetFeaturestore().GetName()))}
hds = append(c.xGoogHeaders, hds...)
ctx = gax.InsertMetadataIntoOutgoingContext(ctx, hds...)
opts = append((*c.CallOptions).UpdateFeaturestore[0:len((*c.CallOptions).UpdateFeaturestore):len((*c.CallOptions).UpdateFeaturestore)], opts...)
var resp *longrunningpb.Operation
err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
var err error
resp, err = c.featurestoreClient.UpdateFeaturestore(ctx, req, settings.GRPC...)
return err
}, opts...)
if err != nil {
return nil, err
}
return &UpdateFeaturestoreOperation{
lro: longrunning.InternalNewOperation(*c.LROClient, resp),
}, nil
}
func (c *featurestoreGRPCClient) DeleteFeaturestore(ctx context.Context, req *aiplatformpb.DeleteFeaturestoreRequest, opts ...gax.CallOption) (*DeleteFeaturestoreOperation, error) {
hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "name", url.QueryEscape(req.GetName()))}
hds = append(c.xGoogHeaders, hds...)
ctx = gax.InsertMetadataIntoOutgoingContext(ctx, hds...)
opts = append((*c.CallOptions).DeleteFeaturestore[0:len((*c.CallOptions).DeleteFeaturestore):len((*c.CallOptions).DeleteFeaturestore)], opts...)
var resp *longrunningpb.Operation
err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
var err error
resp, err = c.featurestoreClient.DeleteFeaturestore(ctx, req, settings.GRPC...)
return err
}, opts...)
if err != nil {
return nil, err
}
return &DeleteFeaturestoreOperation{
lro: longrunning.InternalNewOperation(*c.LROClient, resp),
}, nil
}
func (c *featurestoreGRPCClient) CreateEntityType(ctx context.Context, req *aiplatformpb.CreateEntityTypeRequest, opts ...gax.CallOption) (*CreateEntityTypeOperation, error) {
hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "parent", url.QueryEscape(req.GetParent()))}
hds = append(c.xGoogHeaders, hds...)
ctx = gax.InsertMetadataIntoOutgoingContext(ctx, hds...)
opts = append((*c.CallOptions).CreateEntityType[0:len((*c.CallOptions).CreateEntityType):len((*c.CallOptions).CreateEntityType)], opts...)
var resp *longrunningpb.Operation
err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
var err error
resp, err = c.featurestoreClient.CreateEntityType(ctx, req, settings.GRPC...)
return err
}, opts...)
if err != nil {
return nil, err
}
return &CreateEntityTypeOperation{
lro: longrunning.InternalNewOperation(*c.LROClient, resp),
}, nil
}
func (c *featurestoreGRPCClient) GetEntityType(ctx context.Context, req *aiplatformpb.GetEntityTypeRequest, opts ...gax.CallOption) (*aiplatformpb.EntityType, error) {
hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "name", url.QueryEscape(req.GetName()))}
hds = append(c.xGoogHeaders, hds...)
ctx = gax.InsertMetadataIntoOutgoingContext(ctx, hds...)
opts = append((*c.CallOptions).GetEntityType[0:len((*c.CallOptions).GetEntityType):len((*c.CallOptions).GetEntityType)], opts...)
var resp *aiplatformpb.EntityType
err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
var err error
resp, err = c.featurestoreClient.GetEntityType(ctx, req, settings.GRPC...)
return err
}, opts...)
if err != nil {
return nil, err
}
return resp, nil
}
func (c *featurestoreGRPCClient) ListEntityTypes(ctx context.Context, req *aiplatformpb.ListEntityTypesRequest, opts ...gax.CallOption) *EntityTypeIterator {
hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "parent", url.QueryEscape(req.GetParent()))}
hds = append(c.xGoogHeaders, hds...)
ctx = gax.InsertMetadataIntoOutgoingContext(ctx, hds...)
opts = append((*c.CallOptions).ListEntityTypes[0:len((*c.CallOptions).ListEntityTypes):len((*c.CallOptions).ListEntityTypes)], opts...)
it := &EntityTypeIterator{}
req = proto.Clone(req).(*aiplatformpb.ListEntityTypesRequest)
it.InternalFetch = func(pageSize int, pageToken string) ([]*aiplatformpb.EntityType, string, error) {
resp := &aiplatformpb.ListEntityTypesResponse{}
if pageToken != "" {
req.PageToken = pageToken
}
if pageSize > math.MaxInt32 {
req.PageSize = math.MaxInt32
} else if pageSize != 0 {
req.PageSize = int32(pageSize)
}
err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
var err error
resp, err = c.featurestoreClient.ListEntityTypes(ctx, req, settings.GRPC...)
return err
}, opts...)
if err != nil {
return nil, "", err
}
it.Response = resp
return resp.GetEntityTypes(), resp.GetNextPageToken(), nil
}
fetch := func(pageSize int, pageToken string) (string, error) {
items, nextPageToken, err := it.InternalFetch(pageSize, pageToken)
if err != nil {
return "", err
}
it.items = append(it.items, items...)
return nextPageToken, nil
}
it.pageInfo, it.nextFunc = iterator.NewPageInfo(fetch, it.bufLen, it.takeBuf)
it.pageInfo.MaxSize = int(req.GetPageSize())
it.pageInfo.Token = req.GetPageToken()
return it
}