cloud.google.com/go/aiplatform@v1.106.0/apiv1beta1/job_client.go

// Copyright 2025 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"
	"log/slog"
	"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/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 newJobClientHook clientHook

// JobCallOptions contains the retry settings for each method of JobClient.
type JobCallOptions struct {
	CreateCustomJob                               []gax.CallOption
	GetCustomJob                                  []gax.CallOption
	ListCustomJobs                                []gax.CallOption
	DeleteCustomJob                               []gax.CallOption
	CancelCustomJob                               []gax.CallOption
	CreateDataLabelingJob                         []gax.CallOption
	GetDataLabelingJob                            []gax.CallOption
	ListDataLabelingJobs                          []gax.CallOption
	DeleteDataLabelingJob                         []gax.CallOption
	CancelDataLabelingJob                         []gax.CallOption
	CreateHyperparameterTuningJob                 []gax.CallOption
	GetHyperparameterTuningJob                    []gax.CallOption
	ListHyperparameterTuningJobs                  []gax.CallOption
	DeleteHyperparameterTuningJob                 []gax.CallOption
	CancelHyperparameterTuningJob                 []gax.CallOption
	CreateNasJob                                  []gax.CallOption
	GetNasJob                                     []gax.CallOption
	ListNasJobs                                   []gax.CallOption
	DeleteNasJob                                  []gax.CallOption
	CancelNasJob                                  []gax.CallOption
	GetNasTrialDetail                             []gax.CallOption
	ListNasTrialDetails                           []gax.CallOption
	CreateBatchPredictionJob                      []gax.CallOption
	GetBatchPredictionJob                         []gax.CallOption
	ListBatchPredictionJobs                       []gax.CallOption
	DeleteBatchPredictionJob                      []gax.CallOption
	CancelBatchPredictionJob                      []gax.CallOption
	CreateModelDeploymentMonitoringJob            []gax.CallOption
	SearchModelDeploymentMonitoringStatsAnomalies []gax.CallOption
	GetModelDeploymentMonitoringJob               []gax.CallOption
	ListModelDeploymentMonitoringJobs             []gax.CallOption
	UpdateModelDeploymentMonitoringJob            []gax.CallOption
	DeleteModelDeploymentMonitoringJob            []gax.CallOption
	PauseModelDeploymentMonitoringJob             []gax.CallOption
	ResumeModelDeploymentMonitoringJob            []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 defaultJobGRPCClientOptions() []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(),
		internaloption.EnableNewAuthLibrary(),
		option.WithGRPCDialOption(grpc.WithDefaultCallOptions(
			grpc.MaxCallRecvMsgSize(math.MaxInt32))),
	}
}

func defaultJobCallOptions() *JobCallOptions {
	return &JobCallOptions{
		CreateCustomJob: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		GetCustomJob: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		ListCustomJobs: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		DeleteCustomJob: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		CancelCustomJob: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		CreateDataLabelingJob: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		GetDataLabelingJob: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		ListDataLabelingJobs: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		DeleteDataLabelingJob: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		CancelDataLabelingJob: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		CreateHyperparameterTuningJob: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		GetHyperparameterTuningJob: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		ListHyperparameterTuningJobs: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		DeleteHyperparameterTuningJob: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		CancelHyperparameterTuningJob: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		CreateNasJob:        []gax.CallOption{},
		GetNasJob:           []gax.CallOption{},
		ListNasJobs:         []gax.CallOption{},
		DeleteNasJob:        []gax.CallOption{},
		CancelNasJob:        []gax.CallOption{},
		GetNasTrialDetail:   []gax.CallOption{},
		ListNasTrialDetails: []gax.CallOption{},
		CreateBatchPredictionJob: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		GetBatchPredictionJob: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		ListBatchPredictionJobs: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		DeleteBatchPredictionJob: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		CancelBatchPredictionJob: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		CreateModelDeploymentMonitoringJob: []gax.CallOption{
			gax.WithTimeout(60000 * time.Millisecond),
		},
		SearchModelDeploymentMonitoringStatsAnomalies: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		GetModelDeploymentMonitoringJob: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		ListModelDeploymentMonitoringJobs: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		UpdateModelDeploymentMonitoringJob: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		DeleteModelDeploymentMonitoringJob: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		PauseModelDeploymentMonitoringJob: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		ResumeModelDeploymentMonitoringJob: []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 defaultJobRESTCallOptions() *JobCallOptions {
	return &JobCallOptions{
		CreateCustomJob: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		GetCustomJob: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		ListCustomJobs: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		DeleteCustomJob: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		CancelCustomJob: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		CreateDataLabelingJob: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		GetDataLabelingJob: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		ListDataLabelingJobs: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		DeleteDataLabelingJob: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		CancelDataLabelingJob: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		CreateHyperparameterTuningJob: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		GetHyperparameterTuningJob: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		ListHyperparameterTuningJobs: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		DeleteHyperparameterTuningJob: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		CancelHyperparameterTuningJob: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		CreateNasJob:        []gax.CallOption{},
		GetNasJob:           []gax.CallOption{},
		ListNasJobs:         []gax.CallOption{},
		DeleteNasJob:        []gax.CallOption{},
		CancelNasJob:        []gax.CallOption{},
		GetNasTrialDetail:   []gax.CallOption{},
		ListNasTrialDetails: []gax.CallOption{},
		CreateBatchPredictionJob: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		GetBatchPredictionJob: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		ListBatchPredictionJobs: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		DeleteBatchPredictionJob: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		CancelBatchPredictionJob: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		CreateModelDeploymentMonitoringJob: []gax.CallOption{
			gax.WithTimeout(60000 * time.Millisecond),
		},
		SearchModelDeploymentMonitoringStatsAnomalies: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		GetModelDeploymentMonitoringJob: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		ListModelDeploymentMonitoringJobs: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		UpdateModelDeploymentMonitoringJob: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		DeleteModelDeploymentMonitoringJob: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		PauseModelDeploymentMonitoringJob: []gax.CallOption{
			gax.WithTimeout(5000 * time.Millisecond),
		},
		ResumeModelDeploymentMonitoringJob: []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{},
	}
}

// internalJobClient is an interface that defines the methods available from Vertex AI API.
type internalJobClient interface {
	Close() error
	setGoogleClientInfo(...string)
	Connection() *grpc.ClientConn
	CreateCustomJob(context.Context, *aiplatformpb.CreateCustomJobRequest, ...gax.CallOption) (*aiplatformpb.CustomJob, error)
	GetCustomJob(context.Context, *aiplatformpb.GetCustomJobRequest, ...gax.CallOption) (*aiplatformpb.CustomJob, error)
	ListCustomJobs(context.Context, *aiplatformpb.ListCustomJobsRequest, ...gax.CallOption) *CustomJobIterator
	DeleteCustomJob(context.Context, *aiplatformpb.DeleteCustomJobRequest, ...gax.CallOption) (*DeleteCustomJobOperation, error)
	DeleteCustomJobOperation(name string) *DeleteCustomJobOperation
	CancelCustomJob(context.Context, *aiplatformpb.CancelCustomJobRequest, ...gax.CallOption) error
	CreateDataLabelingJob(context.Context, *aiplatformpb.CreateDataLabelingJobRequest, ...gax.CallOption) (*aiplatformpb.DataLabelingJob, error)
	GetDataLabelingJob(context.Context, *aiplatformpb.GetDataLabelingJobRequest, ...gax.CallOption) (*aiplatformpb.DataLabelingJob, error)
	ListDataLabelingJobs(context.Context, *aiplatformpb.ListDataLabelingJobsRequest, ...gax.CallOption) *DataLabelingJobIterator
	DeleteDataLabelingJob(context.Context, *aiplatformpb.DeleteDataLabelingJobRequest, ...gax.CallOption) (*DeleteDataLabelingJobOperation, error)
	DeleteDataLabelingJobOperation(name string) *DeleteDataLabelingJobOperation
	CancelDataLabelingJob(context.Context, *aiplatformpb.CancelDataLabelingJobRequest, ...gax.CallOption) error
	CreateHyperparameterTuningJob(context.Context, *aiplatformpb.CreateHyperparameterTuningJobRequest, ...gax.CallOption) (*aiplatformpb.HyperparameterTuningJob, error)
	GetHyperparameterTuningJob(context.Context, *aiplatformpb.GetHyperparameterTuningJobRequest, ...gax.CallOption) (*aiplatformpb.HyperparameterTuningJob, error)
	ListHyperparameterTuningJobs(context.Context, *aiplatformpb.ListHyperparameterTuningJobsRequest, ...gax.CallOption) *HyperparameterTuningJobIterator
	DeleteHyperparameterTuningJob(context.Context, *aiplatformpb.DeleteHyperparameterTuningJobRequest, ...gax.CallOption) (*DeleteHyperparameterTuningJobOperation, error)
	DeleteHyperparameterTuningJobOperation(name string) *DeleteHyperparameterTuningJobOperation
	CancelHyperparameterTuningJob(context.Context, *aiplatformpb.CancelHyperparameterTuningJobRequest, ...gax.CallOption) error
	CreateNasJob(context.Context, *aiplatformpb.CreateNasJobRequest, ...gax.CallOption) (*aiplatformpb.NasJob, error)
	GetNasJob(context.Context, *aiplatformpb.GetNasJobRequest, ...gax.CallOption) (*aiplatformpb.NasJob, error)
	ListNasJobs(context.Context, *aiplatformpb.ListNasJobsRequest, ...gax.CallOption) *NasJobIterator
	DeleteNasJob(context.Context, *aiplatformpb.DeleteNasJobRequest, ...gax.CallOption) (*DeleteNasJobOperation, error)
	DeleteNasJobOperation(name string) *DeleteNasJobOperation
	CancelNasJob(context.Context, *aiplatformpb.CancelNasJobRequest, ...gax.CallOption) error
	GetNasTrialDetail(context.Context, *aiplatformpb.GetNasTrialDetailRequest, ...gax.CallOption) (*aiplatformpb.NasTrialDetail, error)
	ListNasTrialDetails(context.Context, *aiplatformpb.ListNasTrialDetailsRequest, ...gax.CallOption) *NasTrialDetailIterator
	CreateBatchPredictionJob(context.Context, *aiplatformpb.CreateBatchPredictionJobRequest, ...gax.CallOption) (*aiplatformpb.BatchPredictionJob, error)
	GetBatchPredictionJob(context.Context, *aiplatformpb.GetBatchPredictionJobRequest, ...gax.CallOption) (*aiplatformpb.BatchPredictionJob, error)
	ListBatchPredictionJobs(context.Context, *aiplatformpb.ListBatchPredictionJobsRequest, ...gax.CallOption) *BatchPredictionJobIterator
	DeleteBatchPredictionJob(context.Context, *aiplatformpb.DeleteBatchPredictionJobRequest, ...gax.CallOption) (*DeleteBatchPredictionJobOperation, error)
	DeleteBatchPredictionJobOperation(name string) *DeleteBatchPredictionJobOperation
	CancelBatchPredictionJob(context.Context, *aiplatformpb.CancelBatchPredictionJobRequest, ...gax.CallOption) error
	CreateModelDeploymentMonitoringJob(context.Context, *aiplatformpb.CreateModelDeploymentMonitoringJobRequest, ...gax.CallOption) (*aiplatformpb.ModelDeploymentMonitoringJob, error)
	SearchModelDeploymentMonitoringStatsAnomalies(context.Context, *aiplatformpb.SearchModelDeploymentMonitoringStatsAnomaliesRequest, ...gax.CallOption) *ModelMonitoringStatsAnomaliesIterator
	GetModelDeploymentMonitoringJob(context.Context, *aiplatformpb.GetModelDeploymentMonitoringJobRequest, ...gax.CallOption) (*aiplatformpb.ModelDeploymentMonitoringJob, error)
	ListModelDeploymentMonitoringJobs(context.Context, *aiplatformpb.ListModelDeploymentMonitoringJobsRequest, ...gax.CallOption) *ModelDeploymentMonitoringJobIterator
	UpdateModelDeploymentMonitoringJob(context.Context, *aiplatformpb.UpdateModelDeploymentMonitoringJobRequest, ...gax.CallOption) (*UpdateModelDeploymentMonitoringJobOperation, error)
	UpdateModelDeploymentMonitoringJobOperation(name string) *UpdateModelDeploymentMonitoringJobOperation
	DeleteModelDeploymentMonitoringJob(context.Context, *aiplatformpb.DeleteModelDeploymentMonitoringJobRequest, ...gax.CallOption) (*DeleteModelDeploymentMonitoringJobOperation, error)
	DeleteModelDeploymentMonitoringJobOperation(name string) *DeleteModelDeploymentMonitoringJobOperation
	PauseModelDeploymentMonitoringJob(context.Context, *aiplatformpb.PauseModelDeploymentMonitoringJobRequest, ...gax.CallOption) error
	ResumeModelDeploymentMonitoringJob(context.Context, *aiplatformpb.ResumeModelDeploymentMonitoringJobRequest, ...gax.CallOption) error
	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)
}

// JobClient 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.
//
// A service for creating and managing Vertex AI’s jobs.
type JobClient struct {
	// The internal transport-dependent client.
	internalClient internalJobClient

	// The call options for this service.
	CallOptions *JobCallOptions

	// 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 *JobClient) 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 *JobClient) 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 *JobClient) Connection() *grpc.ClientConn {
	return c.internalClient.Connection()
}

// CreateCustomJob creates a CustomJob. A created CustomJob right away
// will be attempted to be run.
func (c *JobClient) CreateCustomJob(ctx context.Context, req *aiplatformpb.CreateCustomJobRequest, opts ...gax.CallOption) (*aiplatformpb.CustomJob, error) {
	return c.internalClient.CreateCustomJob(ctx, req, opts...)
}

// GetCustomJob gets a CustomJob.
func (c *JobClient) GetCustomJob(ctx context.Context, req *aiplatformpb.GetCustomJobRequest, opts ...gax.CallOption) (*aiplatformpb.CustomJob, error) {
	return c.internalClient.GetCustomJob(ctx, req, opts...)
}

// ListCustomJobs lists CustomJobs in a Location.
func (c *JobClient) ListCustomJobs(ctx context.Context, req *aiplatformpb.ListCustomJobsRequest, opts ...gax.CallOption) *CustomJobIterator {
	return c.internalClient.ListCustomJobs(ctx, req, opts...)
}

// DeleteCustomJob deletes a CustomJob.
func (c *JobClient) DeleteCustomJob(ctx context.Context, req *aiplatformpb.DeleteCustomJobRequest, opts ...gax.CallOption) (*DeleteCustomJobOperation, error) {
	return c.internalClient.DeleteCustomJob(ctx, req, opts...)
}

// DeleteCustomJobOperation returns a new DeleteCustomJobOperation from a given name.
// The name must be that of a previously created DeleteCustomJobOperation, possibly from a different process.
func (c *JobClient) DeleteCustomJobOperation(name string) *DeleteCustomJobOperation {
	return c.internalClient.DeleteCustomJobOperation(name)
}

// CancelCustomJob cancels a CustomJob.
// Starts asynchronous cancellation on the CustomJob. The server
// makes a best effort to cancel the job, but success is not
// guaranteed. Clients can use
// JobService.GetCustomJob
// or other methods to check whether the cancellation succeeded or whether the
// job completed despite cancellation. On successful cancellation,
// the CustomJob is not deleted; instead it becomes a job with
// a CustomJob.error value
// with a google.rpc.Status.code of 1, corresponding
// to Code.CANCELLED, and
// CustomJob.state is set
// to CANCELLED.
func (c *JobClient) CancelCustomJob(ctx context.Context, req *aiplatformpb.CancelCustomJobRequest, opts ...gax.CallOption) error {
	return c.internalClient.CancelCustomJob(ctx, req, opts...)
}

// CreateDataLabelingJob creates a DataLabelingJob.
func (c *JobClient) CreateDataLabelingJob(ctx context.Context, req *aiplatformpb.CreateDataLabelingJobRequest, opts ...gax.CallOption) (*aiplatformpb.DataLabelingJob, error) {
	return c.internalClient.CreateDataLabelingJob(ctx, req, opts...)
}

// GetDataLabelingJob gets a DataLabelingJob.
func (c *JobClient) GetDataLabelingJob(ctx context.Context, req *aiplatformpb.GetDataLabelingJobRequest, opts ...gax.CallOption) (*aiplatformpb.DataLabelingJob, error) {
	return c.internalClient.GetDataLabelingJob(ctx, req, opts...)
}

// ListDataLabelingJobs lists DataLabelingJobs in a Location.
func (c *JobClient) ListDataLabelingJobs(ctx context.Context, req *aiplatformpb.ListDataLabelingJobsRequest, opts ...gax.CallOption) *DataLabelingJobIterator {
	return c.internalClient.ListDataLabelingJobs(ctx, req, opts...)
}

// DeleteDataLabelingJob deletes a DataLabelingJob.
func (c *JobClient) DeleteDataLabelingJob(ctx context.Context, req *aiplatformpb.DeleteDataLabelingJobRequest, opts ...gax.CallOption) (*DeleteDataLabelingJobOperation, error) {
	return c.internalClient.DeleteDataLabelingJob(ctx, req, opts...)
}

// DeleteDataLabelingJobOperation returns a new DeleteDataLabelingJobOperation from a given name.
// The name must be that of a previously created DeleteDataLabelingJobOperation, possibly from a different process.
func (c *JobClient) DeleteDataLabelingJobOperation(name string) *DeleteDataLabelingJobOperation {
	return c.internalClient.DeleteDataLabelingJobOperation(name)
}

// CancelDataLabelingJob cancels a DataLabelingJob. Success of cancellation is not guaranteed.
func (c *JobClient) CancelDataLabelingJob(ctx context.Context, req *aiplatformpb.CancelDataLabelingJobRequest, opts ...gax.CallOption) error {
	return c.internalClient.CancelDataLabelingJob(ctx, req, opts...)
}

// CreateHyperparameterTuningJob creates a HyperparameterTuningJob
func (c *JobClient) CreateHyperparameterTuningJob(ctx context.Context, req *aiplatformpb.CreateHyperparameterTuningJobRequest, opts ...gax.CallOption) (*aiplatformpb.HyperparameterTuningJob, error) {
	return c.internalClient.CreateHyperparameterTuningJob(ctx, req, opts...)
}

// GetHyperparameterTuningJob gets a HyperparameterTuningJob
func (c *JobClient) GetHyperparameterTuningJob(ctx context.Context, req *aiplatformpb.GetHyperparameterTuningJobRequest, opts ...gax.CallOption) (*aiplatformpb.HyperparameterTuningJob, error) {
	return c.internalClient.GetHyperparameterTuningJob(ctx, req, opts...)
}

// ListHyperparameterTuningJobs lists HyperparameterTuningJobs in a Location.
func (c *JobClient) ListHyperparameterTuningJobs(ctx context.Context, req *aiplatformpb.ListHyperparameterTuningJobsRequest, opts ...gax.CallOption) *HyperparameterTuningJobIterator {
	return c.internalClient.ListHyperparameterTuningJobs(ctx, req, opts...)
}

// DeleteHyperparameterTuningJob deletes a HyperparameterTuningJob.
func (c *JobClient) DeleteHyperparameterTuningJob(ctx context.Context, req *aiplatformpb.DeleteHyperparameterTuningJobRequest, opts ...gax.CallOption) (*DeleteHyperparameterTuningJobOperation, error) {
	return c.internalClient.DeleteHyperparameterTuningJob(ctx, req, opts...)
}

// DeleteHyperparameterTuningJobOperation returns a new DeleteHyperparameterTuningJobOperation from a given name.
// The name must be that of a previously created DeleteHyperparameterTuningJobOperation, possibly from a different process.
func (c *JobClient) DeleteHyperparameterTuningJobOperation(name string) *DeleteHyperparameterTuningJobOperation {
	return c.internalClient.DeleteHyperparameterTuningJobOperation(name)
}

// CancelHyperparameterTuningJob cancels a HyperparameterTuningJob.
// Starts asynchronous cancellation on the HyperparameterTuningJob. The server
// makes a best effort to cancel the job, but success is not
// guaranteed. Clients can use
// JobService.GetHyperparameterTuningJob
// or other methods to check whether the cancellation succeeded or whether the
// job completed despite cancellation. On successful cancellation,
// the HyperparameterTuningJob is not deleted; instead it becomes a job with
// a
// HyperparameterTuningJob.error
// value with a google.rpc.Status.code of 1,
// corresponding to Code.CANCELLED, and
// HyperparameterTuningJob.state
// is set to CANCELLED.
func (c *JobClient) CancelHyperparameterTuningJob(ctx context.Context, req *aiplatformpb.CancelHyperparameterTuningJobRequest, opts ...gax.CallOption) error {
	return c.internalClient.CancelHyperparameterTuningJob(ctx, req, opts...)
}

// CreateNasJob creates a NasJob
func (c *JobClient) CreateNasJob(ctx context.Context, req *aiplatformpb.CreateNasJobRequest, opts ...gax.CallOption) (*aiplatformpb.NasJob, error) {
	return c.internalClient.CreateNasJob(ctx, req, opts...)
}

// GetNasJob gets a NasJob
func (c *JobClient) GetNasJob(ctx context.Context, req *aiplatformpb.GetNasJobRequest, opts ...gax.CallOption) (*aiplatformpb.NasJob, error) {
	return c.internalClient.GetNasJob(ctx, req, opts...)
}

// ListNasJobs lists NasJobs in a Location.
func (c *JobClient) ListNasJobs(ctx context.Context, req *aiplatformpb.ListNasJobsRequest, opts ...gax.CallOption) *NasJobIterator {
	return c.internalClient.ListNasJobs(ctx, req, opts...)
}

// DeleteNasJob deletes a NasJob.
func (c *JobClient) DeleteNasJob(ctx context.Context, req *aiplatformpb.DeleteNasJobRequest, opts ...gax.CallOption) (*DeleteNasJobOperation, error) {
	return c.internalClient.DeleteNasJob(ctx, req, opts...)
}

// DeleteNasJobOperation returns a new DeleteNasJobOperation from a given name.
// The name must be that of a previously created DeleteNasJobOperation, possibly from a different process.
func (c *JobClient) DeleteNasJobOperation(name string) *DeleteNasJobOperation {
	return c.internalClient.DeleteNasJobOperation(name)
}

// CancelNasJob cancels a NasJob.
// Starts asynchronous cancellation on the NasJob. The server
// makes a best effort to cancel the job, but success is not
// guaranteed. Clients can use
// JobService.GetNasJob
// or other methods to check whether the cancellation succeeded or whether the
// job completed despite cancellation. On successful cancellation,
// the NasJob is not deleted; instead it becomes a job with
// a NasJob.error value with a
// google.rpc.Status.code of 1, corresponding to
// Code.CANCELLED, and
// NasJob.state is set to
// CANCELLED.
func (c *JobClient) CancelNasJob(ctx context.Context, req *aiplatformpb.CancelNasJobRequest, opts ...gax.CallOption) error {
	return c.internalClient.CancelNasJob(ctx, req, opts...)
}

// GetNasTrialDetail gets a NasTrialDetail.
func (c *JobClient) GetNasTrialDetail(ctx context.Context, req *aiplatformpb.GetNasTrialDetailRequest, opts ...gax.CallOption) (*aiplatformpb.NasTrialDetail, error) {
	return c.internalClient.GetNasTrialDetail(ctx, req, opts...)
}

// ListNasTrialDetails list top NasTrialDetails of a NasJob.
func (c *JobClient) ListNasTrialDetails(ctx context.Context, req *aiplatformpb.ListNasTrialDetailsRequest, opts ...gax.CallOption) *NasTrialDetailIterator {
	return c.internalClient.ListNasTrialDetails(ctx, req, opts...)
}

// CreateBatchPredictionJob creates a BatchPredictionJob. A BatchPredictionJob once created will
// right away be attempted to start.
func (c *JobClient) CreateBatchPredictionJob(ctx context.Context, req *aiplatformpb.CreateBatchPredictionJobRequest, opts ...gax.CallOption) (*aiplatformpb.BatchPredictionJob, error) {
	return c.internalClient.CreateBatchPredictionJob(ctx, req, opts...)
}

// GetBatchPredictionJob gets a BatchPredictionJob
func (c *JobClient) GetBatchPredictionJob(ctx context.Context, req *aiplatformpb.GetBatchPredictionJobRequest, opts ...gax.CallOption) (*aiplatformpb.BatchPredictionJob, error) {
	return c.internalClient.GetBatchPredictionJob(ctx, req, opts...)
}

// ListBatchPredictionJobs lists BatchPredictionJobs in a Location.
func (c *JobClient) ListBatchPredictionJobs(ctx context.Context, req *aiplatformpb.ListBatchPredictionJobsRequest, opts ...gax.CallOption) *BatchPredictionJobIterator {
	return c.internalClient.ListBatchPredictionJobs(ctx, req, opts...)
}

// DeleteBatchPredictionJob deletes a BatchPredictionJob. Can only be called on jobs that already
// finished.
func (c *JobClient) DeleteBatchPredictionJob(ctx context.Context, req *aiplatformpb.DeleteBatchPredictionJobRequest, opts ...gax.CallOption) (*DeleteBatchPredictionJobOperation, error) {
	return c.internalClient.DeleteBatchPredictionJob(ctx, req, opts...)
}

// DeleteBatchPredictionJobOperation returns a new DeleteBatchPredictionJobOperation from a given name.
// The name must be that of a previously created DeleteBatchPredictionJobOperation, possibly from a different process.
func (c *JobClient) DeleteBatchPredictionJobOperation(name string) *DeleteBatchPredictionJobOperation {
	return c.internalClient.DeleteBatchPredictionJobOperation(name)
}

// CancelBatchPredictionJob cancels a BatchPredictionJob.
//
// Starts asynchronous cancellation on the BatchPredictionJob. The server
// makes the best effort to cancel the job, but success is not
// guaranteed. Clients can use
// JobService.GetBatchPredictionJob
// or other methods to check whether the cancellation succeeded or whether the
// job completed despite cancellation. On a successful cancellation,
// the BatchPredictionJob is not deleted;instead its
// BatchPredictionJob.state
// is set to CANCELLED. Any files already outputted by the job are not
// deleted.
func (c *JobClient) CancelBatchPredictionJob(ctx context.Context, req *aiplatformpb.CancelBatchPredictionJobRequest, opts ...gax.CallOption) error {
	return c.internalClient.CancelBatchPredictionJob(ctx, req, opts...)
}

// CreateModelDeploymentMonitoringJob creates a ModelDeploymentMonitoringJob. It will run periodically on a
// configured interval.
func (c *JobClient) CreateModelDeploymentMonitoringJob(ctx context.Context, req *aiplatformpb.CreateModelDeploymentMonitoringJobRequest, opts ...gax.CallOption) (*aiplatformpb.ModelDeploymentMonitoringJob, error) {
	return c.internalClient.CreateModelDeploymentMonitoringJob(ctx, req, opts...)
}

// SearchModelDeploymentMonitoringStatsAnomalies searches Model Monitoring Statistics generated within a given time window.
func (c *JobClient) SearchModelDeploymentMonitoringStatsAnomalies(ctx context.Context, req *aiplatformpb.SearchModelDeploymentMonitoringStatsAnomaliesRequest, opts ...gax.CallOption) *ModelMonitoringStatsAnomaliesIterator {
	return c.internalClient.SearchModelDeploymentMonitoringStatsAnomalies(ctx, req, opts...)
}

// GetModelDeploymentMonitoringJob gets a ModelDeploymentMonitoringJob.
func (c *JobClient) GetModelDeploymentMonitoringJob(ctx context.Context, req *aiplatformpb.GetModelDeploymentMonitoringJobRequest, opts ...gax.CallOption) (*aiplatformpb.ModelDeploymentMonitoringJob, error) {
	return c.internalClient.GetModelDeploymentMonitoringJob(ctx, req, opts...)
}

// ListModelDeploymentMonitoringJobs lists ModelDeploymentMonitoringJobs in a Location.
func (c *JobClient) ListModelDeploymentMonitoringJobs(ctx context.Context, req *aiplatformpb.ListModelDeploymentMonitoringJobsRequest, opts ...gax.CallOption) *ModelDeploymentMonitoringJobIterator {
	return c.internalClient.ListModelDeploymentMonitoringJobs(ctx, req, opts...)
}

// UpdateModelDeploymentMonitoringJob updates a ModelDeploymentMonitoringJob.
func (c *JobClient) UpdateModelDeploymentMonitoringJob(ctx context.Context, req *aiplatformpb.UpdateModelDeploymentMonitoringJobRequest, opts ...gax.CallOption) (*UpdateModelDeploymentMonitoringJobOperation, error) {
	return c.internalClient.UpdateModelDeploymentMonitoringJob(ctx, req, opts...)
}

// UpdateModelDeploymentMonitoringJobOperation returns a new UpdateModelDeploymentMonitoringJobOperation from a given name.
// The name must be that of a previously created UpdateModelDeploymentMonitoringJobOperation, possibly from a different process.
func (c *JobClient) UpdateModelDeploymentMonitoringJobOperation(name string) *UpdateModelDeploymentMonitoringJobOperation {
	return c.internalClient.UpdateModelDeploymentMonitoringJobOperation(name)
}

// DeleteModelDeploymentMonitoringJob deletes a ModelDeploymentMonitoringJob.
func (c *JobClient) DeleteModelDeploymentMonitoringJob(ctx context.Context, req *aiplatformpb.DeleteModelDeploymentMonitoringJobRequest, opts ...gax.CallOption) (*DeleteModelDeploymentMonitoringJobOperation, error) {
	return c.internalClient.DeleteModelDeploymentMonitoringJob(ctx, req, opts...)
}

// DeleteModelDeploymentMonitoringJobOperation returns a new DeleteModelDeploymentMonitoringJobOperation from a given name.
// The name must be that of a previously created DeleteModelDeploymentMonitoringJobOperation, possibly from a different process.
func (c *JobClient) DeleteModelDeploymentMonitoringJobOperation(name string) *DeleteModelDeploymentMonitoringJobOperation {
	return c.internalClient.DeleteModelDeploymentMonitoringJobOperation(name)
}

// PauseModelDeploymentMonitoringJob pauses a ModelDeploymentMonitoringJob. If the job is running, the server
// makes a best effort to cancel the job. Will mark
// ModelDeploymentMonitoringJob.state
// to ‘PAUSED’.
func (c *JobClient) PauseModelDeploymentMonitoringJob(ctx context.Context, req *aiplatformpb.PauseModelDeploymentMonitoringJobRequest, opts ...gax.CallOption) error {
	return c.internalClient.PauseModelDeploymentMonitoringJob(ctx, req, opts...)
}

// ResumeModelDeploymentMonitoringJob resumes a paused ModelDeploymentMonitoringJob. It will start to run from
// next scheduled time. A deleted ModelDeploymentMonitoringJob can’t be
// resumed.
func (c *JobClient) ResumeModelDeploymentMonitoringJob(ctx context.Context, req *aiplatformpb.ResumeModelDeploymentMonitoringJobRequest, opts ...gax.CallOption) error {
	return c.internalClient.ResumeModelDeploymentMonitoringJob(ctx, req, opts...)
}

// GetLocation gets information about a location.
func (c *JobClient) 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 *JobClient) 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 *JobClient) 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 *JobClient) 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 *JobClient) 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 *JobClient) 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 *JobClient) 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 *JobClient) 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 *JobClient) 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 *JobClient) WaitOperation(ctx context.Context, req *longrunningpb.WaitOperationRequest, opts ...gax.CallOption) (*longrunningpb.Operation, error) {
	return c.internalClient.WaitOperation(ctx, req, opts...)
}

// jobGRPCClient 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 jobGRPCClient struct {
	// Connection pool of gRPC connections to the service.
	connPool gtransport.ConnPool

	// Points back to the CallOptions field of the containing JobClient
	CallOptions **JobCallOptions

	// The gRPC API client.
	jobClient aiplatformpb.JobServiceClient

	// 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

	logger *slog.Logger
}

// NewJobClient creates a new job service client based on gRPC.
// The returned client must be Closed when it is done being used to clean up its underlying connections.
//
// A service for creating and managing Vertex AI’s jobs.
func NewJobClient(ctx context.Context, opts ...option.ClientOption) (*JobClient, error) {
	clientOpts := defaultJobGRPCClientOptions()
	if newJobClientHook != nil {
		hookOpts, err := newJobClientHook(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 := JobClient{CallOptions: defaultJobCallOptions()}

	c := &jobGRPCClient{
		connPool:         connPool,
		jobClient:        aiplatformpb.NewJobServiceClient(connPool),
		CallOptions:      &client.CallOptions,
		logger:           internaloption.GetLogger(opts),
		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 *jobGRPCClient) 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 *jobGRPCClient) setGoogleClientInfo(keyval ...string) {
	kv := append([]string{"gl-go", gax.GoVersion}, keyval...)
	kv = append(kv, "gapic", getVersionClient(), "gax", gax.Version, "grpc", grpc.Version, "pb", protoVersion)
	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 *jobGRPCClient) Close() error {
	return c.connPool.Close()
}

// Methods, except Close, may be called concurrently. However, fields must not be modified concurrently with method calls.
type jobRESTClient 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 JobClient
	CallOptions **JobCallOptions

	logger *slog.Logger
}

// NewJobRESTClient creates a new job service rest client.
//
// A service for creating and managing Vertex AI’s jobs.
func NewJobRESTClient(ctx context.Context, opts ...option.ClientOption) (*JobClient, error) {
	clientOpts := append(defaultJobRESTClientOptions(), opts...)
	httpClient, endpoint, err := httptransport.NewClient(ctx, clientOpts...)
	if err != nil {
		return nil, err
	}

	callOpts := defaultJobRESTCallOptions()
	c := &jobRESTClient{
		endpoint:    endpoint,
		httpClient:  httpClient,
		CallOptions: &callOpts,
		logger:      internaloption.GetLogger(opts),
	}
	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 &JobClient{internalClient: c, CallOptions: callOpts}, nil
}

func defaultJobRESTClientOptions() []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()...),
		internaloption.EnableNewAuthLibrary(),
	}
}

// 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 *jobRESTClient) setGoogleClientInfo(keyval ...string) {
	kv := append([]string{"gl-go", gax.GoVersion}, keyval...)
	kv = append(kv, "gapic", getVersionClient(), "gax", gax.Version, "rest", "UNKNOWN", "pb", protoVersion)
	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 *jobRESTClient) 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 *jobRESTClient) Connection() *grpc.ClientConn {
	return nil
}
func (c *jobGRPCClient) CreateCustomJob(ctx context.Context, req *aiplatformpb.CreateCustomJobRequest, opts ...gax.CallOption) (*aiplatformpb.CustomJob, 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).CreateCustomJob[0:len((*c.CallOptions).CreateCustomJob):len((*c.CallOptions).CreateCustomJob)], opts...)
	var resp *aiplatformpb.CustomJob
	err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		var err error
		resp, err = executeRPC(ctx, c.jobClient.CreateCustomJob, req, settings.GRPC, c.logger, "CreateCustomJob")
		return err
	}, opts...)
	if err != nil {
		return nil, err
	}
	return resp, nil
}

func (c *jobGRPCClient) GetCustomJob(ctx context.Context, req *aiplatformpb.GetCustomJobRequest, opts ...gax.CallOption) (*aiplatformpb.CustomJob, 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).GetCustomJob[0:len((*c.CallOptions).GetCustomJob):len((*c.CallOptions).GetCustomJob)], opts...)
	var resp *aiplatformpb.CustomJob
	err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		var err error
		resp, err = executeRPC(ctx, c.jobClient.GetCustomJob, req, settings.GRPC, c.logger, "GetCustomJob")
		return err
	}, opts...)
	if err != nil {
		return nil, err
	}
	return resp, nil
}

func (c *jobGRPCClient) ListCustomJobs(ctx context.Context, req *aiplatformpb.ListCustomJobsRequest, opts ...gax.CallOption) *CustomJobIterator {
	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).ListCustomJobs[0:len((*c.CallOptions).ListCustomJobs):len((*c.CallOptions).ListCustomJobs)], opts...)
	it := &CustomJobIterator{}
	req = proto.Clone(req).(*aiplatformpb.ListCustomJobsRequest)
	it.InternalFetch = func(pageSize int, pageToken string) ([]*aiplatformpb.CustomJob, string, error) {
		resp := &aiplatformpb.ListCustomJobsResponse{}
		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 = executeRPC(ctx, c.jobClient.ListCustomJobs, req, settings.GRPC, c.logger, "ListCustomJobs")
			return err
		}, opts...)
		if err != nil {
			return nil, "", err
		}

		it.Response = resp
		return resp.GetCustomJobs(), 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 *jobGRPCClient) DeleteCustomJob(ctx context.Context, req *aiplatformpb.DeleteCustomJobRequest, opts ...gax.CallOption) (*DeleteCustomJobOperation, 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).DeleteCustomJob[0:len((*c.CallOptions).DeleteCustomJob):len((*c.CallOptions).DeleteCustomJob)], opts...)
	var resp *longrunningpb.Operation
	err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		var err error
		resp, err = executeRPC(ctx, c.jobClient.DeleteCustomJob, req, settings.GRPC, c.logger, "DeleteCustomJob")
		return err
	}, opts...)
	if err != nil {
		return nil, err
	}
	return &DeleteCustomJobOperation{
		lro: longrunning.InternalNewOperation(*c.LROClient, resp),
	}, nil
}

func (c *jobGRPCClient) CancelCustomJob(ctx context.Context, req *aiplatformpb.CancelCustomJobRequest, opts ...gax.CallOption) 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).CancelCustomJob[0:len((*c.CallOptions).CancelCustomJob):len((*c.CallOptions).CancelCustomJob)], opts...)
	err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		var err error
		_, err = executeRPC(ctx, c.jobClient.CancelCustomJob, req, settings.GRPC, c.logger, "CancelCustomJob")
		return err
	}, opts...)
	return err
}

func (c *jobGRPCClient) CreateDataLabelingJob(ctx context.Context, req *aiplatformpb.CreateDataLabelingJobRequest, opts ...gax.CallOption) (*aiplatformpb.DataLabelingJob, 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).CreateDataLabelingJob[0:len((*c.CallOptions).CreateDataLabelingJob):len((*c.CallOptions).CreateDataLabelingJob)], opts...)
	var resp *aiplatformpb.DataLabelingJob
	err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		var err error
		resp, err = executeRPC(ctx, c.jobClient.CreateDataLabelingJob, req, settings.GRPC, c.logger, "CreateDataLabelingJob")
		return err
	}, opts...)
	if err != nil {
		return nil, err
	}
	return resp, nil
}

func (c *jobGRPCClient) GetDataLabelingJob(ctx context.Context, req *aiplatformpb.GetDataLabelingJobRequest, opts ...gax.CallOption) (*aiplatformpb.DataLabelingJob, 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).GetDataLabelingJob[0:len((*c.CallOptions).GetDataLabelingJob):len((*c.CallOptions).GetDataLabelingJob)], opts...)
	var resp *aiplatformpb.DataLabelingJob
	err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		var err error
		resp, err = executeRPC(ctx, c.jobClient.GetDataLabelingJob, req, settings.GRPC, c.logger, "GetDataLabelingJob")
		return err
	}, opts...)
	if err != nil {
		return nil, err
	}
	return resp, nil
}

func (c *jobGRPCClient) ListDataLabelingJobs(ctx context.Context, req *aiplatformpb.ListDataLabelingJobsRequest, opts ...gax.CallOption) *DataLabelingJobIterator {
	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).ListDataLabelingJobs[0:len((*c.CallOptions).ListDataLabelingJobs):len((*c.CallOptions).ListDataLabelingJobs)], opts...)
	it := &DataLabelingJobIterator{}
	req = proto.Clone(req).(*aiplatformpb.ListDataLabelingJobsRequest)
	it.InternalFetch = func(pageSize int, pageToken string) ([]*aiplatformpb.DataLabelingJob, string, error) {
		resp := &aiplatformpb.ListDataLabelingJobsResponse{}
		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 = executeRPC(ctx, c.jobClient.ListDataLabelingJobs, req, settings.GRPC, c.logger, "ListDataLabelingJobs")
			return err
		}, opts...)
		if err != nil {
			return nil, "", err
		}

		it.Response = resp
		return resp.GetDataLabelingJobs(), 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 *jobGRPCClient) DeleteDataLabelingJob(ctx context.Context, req *aiplatformpb.DeleteDataLabelingJobRequest, opts ...gax.CallOption) (*DeleteDataLabelingJobOperation, 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).DeleteDataLabelingJob[0:len((*c.CallOptions).DeleteDataLabelingJob):len((*c.CallOptions).DeleteDataLabelingJob)], opts...)
	var resp *longrunningpb.Operation
	err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		var err error
		resp, err = executeRPC(ctx, c.jobClient.DeleteDataLabelingJob, req, settings.GRPC, c.logger, "DeleteDataLabelingJob")
		return err
	}, opts...)
	if err != nil {
		return nil, err
	}
	return &DeleteDataLabelingJobOperation{
		lro: longrunning.InternalNewOperation(*c.LROClient, resp),
	}, nil
}

func (c *jobGRPCClient) CancelDataLabelingJob(ctx context.Context, req *aiplatformpb.CancelDataLabelingJobRequest, opts ...gax.CallOption) 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).CancelDataLabelingJob[0:len((*c.CallOptions).CancelDataLabelingJob):len((*c.CallOptions).CancelDataLabelingJob)], opts...)
	err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		var err error
		_, err = executeRPC(ctx, c.jobClient.CancelDataLabelingJob, req, settings.GRPC, c.logger, "CancelDataLabelingJob")
		return err
	}, opts...)
	return err
}

func (c *jobGRPCClient) CreateHyperparameterTuningJob(ctx context.Context, req *aiplatformpb.CreateHyperparameterTuningJobRequest, opts ...gax.CallOption) (*aiplatformpb.HyperparameterTuningJob, 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).CreateHyperparameterTuningJob[0:len((*c.CallOptions).CreateHyperparameterTuningJob):len((*c.CallOptions).CreateHyperparameterTuningJob)], opts...)
	var resp *aiplatformpb.HyperparameterTuningJob
	err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		var err error
		resp, err = executeRPC(ctx, c.jobClient.CreateHyperparameterTuningJob, req, settings.GRPC, c.logger, "CreateHyperparameterTuningJob")
		return err
	}, opts...)
	if err != nil {
		return nil, err
	}
	return resp, nil
}

func (c *jobGRPCClient) GetHyperparameterTuningJob(ctx context.Context, req *aiplatformpb.GetHyperparameterTuningJobRequest, opts ...gax.CallOption) (*aiplatformpb.HyperparameterTuningJob, 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).GetHyperparameterTuningJob[0:len((*c.CallOptions).GetHyperparameterTuningJob):len((*c.CallOptions).GetHyperparameterTuningJob)], opts...)
	var resp *aiplatformpb.HyperparameterTuningJob
	err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		var err error
		resp, err = executeRPC(ctx, c.jobClient.GetHyperparameterTuningJob, req, settings.GRPC, c.logger, "GetHyperparameterTuningJob")
		return err
	}, opts...)
	if err != nil {
		return nil, err
	}
	return resp, nil
}

func (c *jobGRPCClient) ListHyperparameterTuningJobs(ctx context.Context, req *aiplatformpb.ListHyperparameterTuningJobsRequest, opts ...gax.CallOption) *HyperparameterTuningJobIterator {
	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).ListHyperparameterTuningJobs[0:len((*c.CallOptions).ListHyperparameterTuningJobs):len((*c.CallOptions).ListHyperparameterTuningJobs)], opts...)
	it := &HyperparameterTuningJobIterator{}
	req = proto.Clone(req).(*aiplatformpb.ListHyperparameterTuningJobsRequest)
	it.InternalFetch = func(pageSize int, pageToken string) ([]*aiplatformpb.HyperparameterTuningJob, string, error) {
		resp := &aiplatformpb.ListHyperparameterTuningJobsResponse{}
		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 = executeRPC(ctx, c.jobClient.ListHyperparameterTuningJobs, req, settings.GRPC, c.logger, "ListHyperparameterTuningJobs")
			return err
		}, opts...)
		if err != nil {
			return nil, "", err
		}

		it.Response = resp
		return resp.GetHyperparameterTuningJobs(), 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 *jobGRPCClient) DeleteHyperparameterTuningJob(ctx context.Context, req *aiplatformpb.DeleteHyperparameterTuningJobRequest, opts ...gax.CallOption) (*DeleteHyperparameterTuningJobOperation, 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).DeleteHyperparameterTuningJob[0:len((*c.CallOptions).DeleteHyperparameterTuningJob):len((*c.CallOptions).DeleteHyperparameterTuningJob)], opts...)
	var resp *longrunningpb.Operation
	err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		var err error
		resp, err = executeRPC(ctx, c.jobClient.DeleteHyperparameterTuningJob, req, settings.GRPC, c.logger, "DeleteHyperparameterTuningJob")
		return err
	}, opts...)
	if err != nil {
		return nil, err
	}
	return &DeleteHyperparameterTuningJobOperation{
		lro: longrunning.InternalNewOperation(*c.LROClient, resp),
	}, nil
}

func (c *jobGRPCClient) CancelHyperparameterTuningJob(ctx context.Context, req *aiplatformpb.CancelHyperparameterTuningJobRequest, opts ...gax.CallOption) 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).CancelHyperparameterTuningJob[0:len((*c.CallOptions).CancelHyperparameterTuningJob):len((*c.CallOptions).CancelHyperparameterTuningJob)], opts...)
	err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		var err error
		_, err = executeRPC(ctx, c.jobClient.CancelHyperparameterTuningJob, req, settings.GRPC, c.logger, "CancelHyperparameterTuningJob")
		return err
	}, opts...)
	return err
}

func (c *jobGRPCClient) CreateNasJob(ctx context.Context, req *aiplatformpb.CreateNasJobRequest, opts ...gax.CallOption) (*aiplatformpb.NasJob, 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).CreateNasJob[0:len((*c.CallOptions).CreateNasJob):len((*c.CallOptions).CreateNasJob)], opts...)
	var resp *aiplatformpb.NasJob
	err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		var err error
		resp, err = executeRPC(ctx, c.jobClient.CreateNasJob, req, settings.GRPC, c.logger, "CreateNasJob")
		return err
	}, opts...)
	if err != nil {
		return nil, err
	}
	return resp, nil
}

func (c *jobGRPCClient) GetNasJob(ctx context.Context, req *aiplatformpb.GetNasJobRequest, opts ...gax.CallOption) (*aiplatformpb.NasJob, 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).GetNasJob[0:len((*c.CallOptions).GetNasJob):len((*c.CallOptions).GetNasJob)], opts...)
	var resp *aiplatformpb.NasJob
	err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		var err error
		resp, err = executeRPC(ctx, c.jobClient.GetNasJob, req, settings.GRPC, c.logger, "GetNasJob")
		return err
	}, opts...)
	if err != nil {
		return nil, err
	}
	return resp, nil
}

func (c *jobGRPCClient) ListNasJobs(ctx context.Context, req *aiplatformpb.ListNasJobsRequest, opts ...gax.CallOption) *NasJobIterator {
	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).ListNasJobs[0:len((*c.CallOptions).ListNasJobs):len((*c.CallOptions).ListNasJobs)], opts...)
	it := &NasJobIterator{}
	req = proto.Clone(req).(*aiplatformpb.ListNasJobsRequest)
	it.InternalFetch = func(pageSize int, pageToken string) ([]*aiplatformpb.NasJob, string, error) {
		resp := &aiplatformpb.ListNasJobsResponse{}
		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 = executeRPC(ctx, c.jobClient.ListNasJobs, req, settings.GRPC, c.logger, "ListNasJobs")
			return err
		}, opts...)
		if err != nil {
			return nil, "", err
		}

		it.Response = resp
		return resp.GetNasJobs(), 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 *jobGRPCClient) DeleteNasJob(ctx context.Context, req *aiplatformpb.DeleteNasJobRequest, opts ...gax.CallOption) (*DeleteNasJobOperation, 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).DeleteNasJob[0:len((*c.CallOptions).DeleteNasJob):len((*c.CallOptions).DeleteNasJob)], opts...)
	var resp *longrunningpb.Operation
	err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		var err error
		resp, err = executeRPC(ctx, c.jobClient.DeleteNasJob, req, settings.GRPC, c.logger, "DeleteNasJob")
		return err
	}, opts...)
	if err != nil {
		return nil, err
	}
	return &DeleteNasJobOperation{
		lro: longrunning.InternalNewOperation(*c.LROClient, resp),
	}, nil
}

func (c *jobGRPCClient) CancelNasJob(ctx context.Context, req *aiplatformpb.CancelNasJobRequest, opts ...gax.CallOption) 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).CancelNasJob[0:len((*c.CallOptions).CancelNasJob):len((*c.CallOptions).CancelNasJob)], opts...)
	err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		var err error
		_, err = executeRPC(ctx, c.jobClient.CancelNasJob, req, settings.GRPC, c.logger, "CancelNasJob")
		return err
	}, opts...)
	return err
}

func (c *jobGRPCClient) GetNasTrialDetail(ctx context.Context, req *aiplatformpb.GetNasTrialDetailRequest, opts ...gax.CallOption) (*aiplatformpb.NasTrialDetail, 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).GetNasTrialDetail[0:len((*c.CallOptions).GetNasTrialDetail):len((*c.CallOptions).GetNasTrialDetail)], opts...)
	var resp *aiplatformpb.NasTrialDetail
	err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		var err error
		resp, err = executeRPC(ctx, c.jobClient.GetNasTrialDetail, req, settings.GRPC, c.logger, "GetNasTrialDetail")
		return err
	}, opts...)
	if err != nil {
		return nil, err
	}
	return resp, nil
}

func (c *jobGRPCClient) ListNasTrialDetails(ctx context.Context, req *aiplatformpb.ListNasTrialDetailsRequest, opts ...gax.CallOption) *NasTrialDetailIterator {
	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).ListNasTrialDetails[0:len((*c.CallOptions).ListNasTrialDetails):len((*c.CallOptions).ListNasTrialDetails)], opts...)
	it := &NasTrialDetailIterator{}
	req = proto.Clone(req).(*aiplatformpb.ListNasTrialDetailsRequest)
	it.InternalFetch = func(pageSize int, pageToken string) ([]*aiplatformpb.NasTrialDetail, string, error) {
		resp := &aiplatformpb.ListNasTrialDetailsResponse{}
		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 = executeRPC(ctx, c.jobClient.ListNasTrialDetails, req, settings.GRPC, c.logger, "ListNasTrialDetails")
			return err
		}, opts...)
		if err != nil {
			return nil, "", err
		}

		it.Response = resp
		return resp.GetNasTrialDetails(), 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 *jobGRPCClient) CreateBatchPredictionJob(ctx context.Context, req *aiplatformpb.CreateBatchPredictionJobRequest, opts ...gax.CallOption) (*aiplatformpb.BatchPredictionJob, 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).CreateBatchPredictionJob[0:len((*c.CallOptions).CreateBatchPredictionJob):len((*c.CallOptions).CreateBatchPredictionJob)], opts...)
	var resp *aiplatformpb.BatchPredictionJob
	err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		var err error
		resp, err = executeRPC(ctx, c.jobClient.CreateBatchPredictionJob, req, settings.GRPC, c.logger, "CreateBatchPredictionJob")
		return err
	}, opts...)
	if err != nil {
		return nil, err
	}
	return resp, nil
}

func (c *jobGRPCClient) GetBatchPredictionJob(ctx context.Context, req *aiplatformpb.GetBatchPredictionJobRequest, opts ...gax.CallOption) (*aiplatformpb.BatchPredictionJob, 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).GetBatchPredictionJob[0:len((*c.CallOptions).GetBatchPredictionJob):len((*c.CallOptions).GetBatchPredictionJob)], opts...)
	var resp *aiplatformpb.BatchPredictionJob
	err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		var err error
		resp, err = executeRPC(ctx, c.jobClient.GetBatchPredictionJob, req, settings.GRPC, c.logger, "GetBatchPredictionJob")
		return err
	}, opts...)
	if err != nil {
		return nil, err
	}
	return resp, nil
}

func (c *jobGRPCClient) ListBatchPredictionJobs(ctx context.Context, req *aiplatformpb.ListBatchPredictionJobsRequest, opts ...gax.CallOption) *BatchPredictionJobIterator {
	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).ListBatchPredictionJobs[0:len((*c.CallOptions).ListBatchPredictionJobs):len((*c.CallOptions).ListBatchPredictionJobs)], opts...)
	it := &BatchPredictionJobIterator{}
	req = proto.Clone(req).(*aiplatformpb.ListBatchPredictionJobsRequest)
	it.InternalFetch = func(pageSize int, pageToken string) ([]*aiplatformpb.BatchPredictionJob, string, error) {
		resp := &aiplatformpb.ListBatchPredictionJobsResponse{}
		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 = executeRPC(ctx, c.jobClient.ListBatchPredictionJobs, req, settings.GRPC, c.logger, "ListBatchPredictionJobs")
			return err
		}, opts...)
		if err != nil {
			return nil, "", err
		}

		it.Response = resp
		return resp.GetBatchPredictionJobs(), 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 *jobGRPCClient) DeleteBatchPredictionJob(ctx context.Context, req *aiplatformpb.DeleteBatchPredictionJobRequest, opts ...gax.CallOption) (*DeleteBatchPredictionJobOperation, 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).DeleteBatchPredictionJob[0:len((*c.CallOptions).DeleteBatchPredictionJob):len((*c.CallOptions).DeleteBatchPredictionJob)], opts...)
	var resp *longrunningpb.Operation
	err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		var err error
		resp, err = executeRPC(ctx, c.jobClient.DeleteBatchPredictionJob, req, settings.GRPC, c.logger, "DeleteBatchPredictionJob")
		return err
	}, opts...)
	if err != nil {
		return nil, err
	}
	return &DeleteBatchPredictionJobOperation{
		lro: longrunning.InternalNewOperation(*c.LROClient, resp),
	}, nil
}

func (c *jobGRPCClient) CancelBatchPredictionJob(ctx context.Context, req *aiplatformpb.CancelBatchPredictionJobRequest, opts ...gax.CallOption) 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).CancelBatchPredictionJob[0:len((*c.CallOptions).CancelBatchPredictionJob):len((*c.CallOptions).CancelBatchPredictionJob)], opts...)
	err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		var err error
		_, err = executeRPC(ctx, c.jobClient.CancelBatchPredictionJob, req, settings.GRPC, c.logger, "CancelBatchPredictionJob")
		return err
	}, opts...)
	return err
}

func (c *jobGRPCClient) CreateModelDeploymentMonitoringJob(ctx context.Context, req *aiplatformpb.CreateModelDeploymentMonitoringJobRequest, opts ...gax.CallOption) (*aiplatformpb.ModelDeploymentMonitoringJob, 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).CreateModelDeploymentMonitoringJob[0:len((*c.CallOptions).CreateModelDeploymentMonitoringJob):len((*c.CallOptions).CreateModelDeploymentMonitoringJob)], opts...)
	var resp *aiplatformpb.ModelDeploymentMonitoringJob
	err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		var err error
		resp, err = executeRPC(ctx, c.jobClient.CreateModelDeploymentMonitoringJob, req, settings.GRPC, c.logger, "CreateModelDeploymentMonitoringJob")
		return err
	}, opts...)
	if err != nil {
		return nil, err
	}
	return resp, nil
}

func (c *jobGRPCClient) SearchModelDeploymentMonitoringStatsAnomalies(ctx context.Context, req *aiplatformpb.SearchModelDeploymentMonitoringStatsAnomaliesRequest, opts ...gax.CallOption) *ModelMonitoringStatsAnomaliesIterator {
	hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "model_deployment_monitoring_job", url.QueryEscape(req.GetModelDeploymentMonitoringJob()))}

	hds = append(c.xGoogHeaders, hds...)
	ctx = gax.InsertMetadataIntoOutgoingContext(ctx, hds...)
	opts = append((*c.CallOptions).SearchModelDeploymentMonitoringStatsAnomalies[0:len((*c.CallOptions).SearchModelDeploymentMonitoringStatsAnomalies):len((*c.CallOptions).SearchModelDeploymentMonitoringStatsAnomalies)], opts...)
	it := &ModelMonitoringStatsAnomaliesIterator{}
	req = proto.Clone(req).(*aiplatformpb.SearchModelDeploymentMonitoringStatsAnomaliesRequest)
	it.InternalFetch = func(pageSize int, pageToken string) ([]*aiplatformpb.ModelMonitoringStatsAnomalies, string, error) {
		resp := &aiplatformpb.SearchModelDeploymentMonitoringStatsAnomaliesResponse{}
		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 = executeRPC(ctx, c.jobClient.SearchModelDeploymentMonitoringStatsAnomalies, req, settings.GRPC, c.logger, "SearchModelDeploymentMonitoringStatsAnomalies")
			return err
		}, opts...)
		if err != nil {
			return nil, "", err
		}

		it.Response = resp
		return resp.GetMonitoringStats(), 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 *jobGRPCClient) GetModelDeploymentMonitoringJob(ctx context.Context, req *aiplatformpb.GetModelDeploymentMonitoringJobRequest, opts ...gax.CallOption) (*aiplatformpb.ModelDeploymentMonitoringJob, 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).GetModelDeploymentMonitoringJob[0:len((*c.CallOptions).GetModelDeploymentMonitoringJob):len((*c.CallOptions).GetModelDeploymentMonitoringJob)], opts...)
	var resp *aiplatformpb.ModelDeploymentMonitoringJob
	err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		var err error
		resp, err = executeRPC(ctx, c.jobClient.GetModelDeploymentMonitoringJob, req, settings.GRPC, c.logger, "GetModelDeploymentMonitoringJob")
		return err
	}, opts...)
	if err != nil {
		return nil, err
	}
	return resp, nil
}

func (c *jobGRPCClient) ListModelDeploymentMonitoringJobs(ctx context.Context, req *aiplatformpb.ListModelDeploymentMonitoringJobsRequest, opts ...gax.CallOption) *ModelDeploymentMonitoringJobIterator {
	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).ListModelDeploymentMonitoringJobs[0:len((*c.CallOptions).ListModelDeploymentMonitoringJobs):len((*c.CallOptions).ListModelDeploymentMonitoringJobs)], opts...)
	it := &ModelDeploymentMonitoringJobIterator{}
	req = proto.Clone(req).(*aiplatformpb.ListModelDeploymentMonitoringJobsRequest)
	it.InternalFetch = func(pageSize int, pageToken string) ([]*aiplatformpb.ModelDeploymentMonitoringJob, string, error) {
		resp := &aiplatformpb.ListModelDeploymentMonitoringJobsResponse{}
		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 = executeRPC(ctx, c.jobClient.ListModelDeploymentMonitoringJobs, req, settings.GRPC, c.logger, "ListModelDeploymentMonitoringJobs")
			return err
		}, opts...)
		if err != nil {
			return nil, "", err
		}

		it.Response = resp
		return resp.GetModelDeploymentMonitoringJobs(), 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 *jobGRPCClient) UpdateModelDeploymentMonitoringJob(ctx context.Context, req *aiplatformpb.UpdateModelDeploymentMonitoringJobRequest, opts ...gax.CallOption) (*UpdateModelDeploymentMonitoringJobOperation, error) {
	hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "model_deployment_monitoring_job.name", url.QueryEscape(req.GetModelDeploymentMonitoringJob().GetName()))}

	hds = append(c.xGoogHeaders, hds...)
	ctx = gax.InsertMetadataIntoOutgoingContext(ctx, hds...)
	opts = append((*c.CallOptions).UpdateModelDeploymentMonitoringJob[0:len((*c.CallOptions).UpdateModelDeploymentMonitoringJob):len((*c.CallOptions).UpdateModelDeploymentMonitoringJob)], opts...)
	var resp *longrunningpb.Operation
	err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		var err error
		resp, err = executeRPC(ctx, c.jobClient.UpdateModelDeploymentMonitoringJob, req, settings.GRPC, c.logger, "UpdateModelDeploymentMonitoringJob")
		return err
	}, opts...)
	if err != nil {
		return nil, err
	}
	return &UpdateModelDeploymentMonitoringJobOperation{
		lro: longrunning.InternalNewOperation(*c.LROClient, resp),
	}, nil
}

func (c *jobGRPCClient) DeleteModelDeploymentMonitoringJob(ctx context.Context, req *aiplatformpb.DeleteModelDeploymentMonitoringJobRequest, opts ...gax.CallOption) (*DeleteModelDeploymentMonitoringJobOperation, 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).DeleteModelDeploymentMonitoringJob[0:len((*c.CallOptions).DeleteModelDeploymentMonitoringJob):len((*c.CallOptions).DeleteModelDeploymentMonitoringJob)], opts...)
	var resp *longrunningpb.Operation
	err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		var err error
		resp, err = executeRPC(ctx, c.jobClient.DeleteModelDeploymentMonitoringJob, req, settings.GRPC, c.logger, "DeleteModelDeploymentMonitoringJob")
		return err
	}, opts...)
	if err != nil {
		return nil, err
	}
	return &DeleteModelDeploymentMonitoringJobOperation{
		lro: longrunning.InternalNewOperation(*c.LROClient, resp),
	}, nil
}

func (c *jobGRPCClient) PauseModelDeploymentMonitoringJob(ctx context.Context, req *aiplatformpb.PauseModelDeploymentMonitoringJobRequest, opts ...gax.CallOption) 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).PauseModelDeploymentMonitoringJob[0:len((*c.CallOptions).PauseModelDeploymentMonitoringJob):len((*c.CallOptions).PauseModelDeploymentMonitoringJob)], opts...)
	err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		var err error
		_, err = executeRPC(ctx, c.jobClient.PauseModelDeploymentMonitoringJob, req, settings.GRPC, c.logger, "PauseModelDeploymentMonitoringJob")
		return err
	}, opts...)
	return err
}

func (c *jobGRPCClient) ResumeModelDeploymentMonitoringJob(ctx context.Context, req *aiplatformpb.ResumeModelDeploymentMonitoringJobRequest, opts ...gax.CallOption) 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).ResumeModelDeploymentMonitoringJob[0:len((*c.CallOptions).ResumeModelDeploymentMonitoringJob):len((*c.CallOptions).ResumeModelDeploymentMonitoringJob)], opts...)
	err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		var err error
		_, err = executeRPC(ctx, c.jobClient.ResumeModelDeploymentMonitoringJob, req, settings.GRPC, c.logger, "ResumeModelDeploymentMonitoringJob")
		return err
	}, opts...)
	return err
}

func (c *jobGRPCClient) GetLocation(ctx context.Context, req *locationpb.GetLocationRequest, opts ...gax.CallOption) (*locationpb.Location, 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).GetLocation[0:len((*c.CallOptions).GetLocation):len((*c.CallOptions).GetLocation)], opts...)
	var resp *locationpb.Location
	err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		var err error
		resp, err = executeRPC(ctx, c.locationsClient.GetLocation, req, settings.GRPC, c.logger, "GetLocation")
		return err
	}, opts...)
	if err != nil {
		return nil, err
	}
	return resp, nil
}

func (c *jobGRPCClient) ListLocations(ctx context.Context, req *locationpb.ListLocationsRequest, opts ...gax.CallOption) *LocationIterator {
	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).ListLocations[0:len((*c.CallOptions).ListLocations):len((*c.CallOptions).ListLocations)], opts...)
	it := &LocationIterator{}
	req = proto.Clone(req).(*locationpb.ListLocationsRequest)
	it.InternalFetch = func(pageSize int, pageToken string) ([]*locationpb.Location, string, error) {
		resp := &locationpb.ListLocationsResponse{}
		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 = executeRPC(ctx, c.locationsClient.ListLocations, req, settings.GRPC, c.logger, "ListLocations")
			return err
		}, opts...)
		if err != nil {
			return nil, "", err
		}

		it.Response = resp
		return resp.GetLocations(), 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 *jobGRPCClient) GetIamPolicy(ctx context.Context, req *iampb.GetIamPolicyRequest, opts ...gax.CallOption) (*iampb.Policy, error) {
	hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "resource", url.QueryEscape(req.GetResource()))}

	hds = append(c.xGoogHeaders, hds...)
	ctx = gax.InsertMetadataIntoOutgoingContext(ctx, hds...)
	opts = append((*c.CallOptions).GetIamPolicy[0:len((*c.CallOptions).GetIamPolicy):len((*c.CallOptions).GetIamPolicy)], opts...)
	var resp *iampb.Policy
	err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		var err error
		resp, err = executeRPC(ctx, c.iamPolicyClient.GetIamPolicy, req, settings.GRPC, c.logger, "GetIamPolicy")
		return err
	}, opts...)
	if err != nil {
		return nil, err
	}
	return resp, nil
}

func (c *jobGRPCClient) SetIamPolicy(ctx context.Context, req *iampb.SetIamPolicyRequest, opts ...gax.CallOption) (*iampb.Policy, error) {
	hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "resource", url.QueryEscape(req.GetResource()))}

	hds = append(c.xGoogHeaders, hds...)
	ctx = gax.InsertMetadataIntoOutgoingContext(ctx, hds...)
	opts = append((*c.CallOptions).SetIamPolicy[0:len((*c.CallOptions).SetIamPolicy):len((*c.CallOptions).SetIamPolicy)], opts...)
	var resp *iampb.Policy
	err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		var err error
		resp, err = executeRPC(ctx, c.iamPolicyClient.SetIamPolicy, req, settings.GRPC, c.logger, "SetIamPolicy")
		return err
	}, opts...)
	if err != nil {
		return nil, err
	}
	return resp, nil
}

func (c *jobGRPCClient) TestIamPermissions(ctx context.Context, req *iampb.TestIamPermissionsRequest, opts ...gax.CallOption) (*iampb.TestIamPermissionsResponse, error) {
	hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "resource", url.QueryEscape(req.GetResource()))}

	hds = append(c.xGoogHeaders, hds...)
	ctx = gax.InsertMetadataIntoOutgoingContext(ctx, hds...)
	opts = append((*c.CallOptions).TestIamPermissions[0:len((*c.CallOptions).TestIamPermissions):len((*c.CallOptions).TestIamPermissions)], opts...)
	var resp *iampb.TestIamPermissionsResponse
	err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		var err error
		resp, err = executeRPC(ctx, c.iamPolicyClient.TestIamPermissions, req, settings.GRPC, c.logger, "TestIamPermissions")
		return err
	}, opts...)
	if err != nil {
		return nil, err
	}
	return resp, nil
}

func (c *jobGRPCClient) CancelOperation(ctx context.Context, req *longrunningpb.CancelOperationRequest, opts ...gax.CallOption) 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).CancelOperation[0:len((*c.CallOptions).CancelOperation):len((*c.CallOptions).CancelOperation)], opts...)
	err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		var err error
		_, err = executeRPC(ctx, c.operationsClient.CancelOperation, req, settings.GRPC, c.logger, "CancelOperation")
		return err
	}, opts...)
	return err
}

func (c *jobGRPCClient) DeleteOperation(ctx context.Context, req *longrunningpb.DeleteOperationRequest, opts ...gax.CallOption) 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).DeleteOperation[0:len((*c.CallOptions).DeleteOperation):len((*c.CallOptions).DeleteOperation)], opts...)
	err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		var err error
		_, err = executeRPC(ctx, c.operationsClient.DeleteOperation, req, settings.GRPC, c.logger, "DeleteOperation")
		return err
	}, opts...)
	return err
}

func (c *jobGRPCClient) GetOperation(ctx context.Context, req *longrunningpb.GetOperationRequest, opts ...gax.CallOption) (*longrunningpb.Operation, 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).GetOperation[0:len((*c.CallOptions).GetOperation):len((*c.CallOptions).GetOperation)], opts...)
	var resp *longrunningpb.Operation
	err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		var err error
		resp, err = executeRPC(ctx, c.operationsClient.GetOperation, req, settings.GRPC, c.logger, "GetOperation")
		return err
	}, opts...)
	if err != nil {
		return nil, err
	}
	return resp, nil
}

func (c *jobGRPCClient) ListOperations(ctx context.Context, req *longrunningpb.ListOperationsRequest, opts ...gax.CallOption) *OperationIterator {
	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).ListOperations[0:len((*c.CallOptions).ListOperations):len((*c.CallOptions).ListOperations)], opts...)
	it := &OperationIterator{}
	req = proto.Clone(req).(*longrunningpb.ListOperationsRequest)
	it.InternalFetch = func(pageSize int, pageToken string) ([]*longrunningpb.Operation, string, error) {
		resp := &longrunningpb.ListOperationsResponse{}
		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 = executeRPC(ctx, c.operationsClient.ListOperations, req, settings.GRPC, c.logger, "ListOperations")
			return err
		}, opts...)
		if err != nil {
			return nil, "", err
		}

		it.Response = resp
		return resp.GetOperations(), 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 *jobGRPCClient) WaitOperation(ctx context.Context, req *longrunningpb.WaitOperationRequest, opts ...gax.CallOption) (*longrunningpb.Operation, 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).WaitOperation[0:len((*c.CallOptions).WaitOperation):len((*c.CallOptions).WaitOperation)], opts...)
	var resp *longrunningpb.Operation
	err := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		var err error
		resp, err = executeRPC(ctx, c.operationsClient.WaitOperation, req, settings.GRPC, c.logger, "WaitOperation")
		return err
	}, opts...)
	if err != nil {
		return nil, err
	}
	return resp, nil
}

// CreateCustomJob creates a CustomJob. A created CustomJob right away
// will be attempted to be run.
func (c *jobRESTClient) CreateCustomJob(ctx context.Context, req *aiplatformpb.CreateCustomJobRequest, opts ...gax.CallOption) (*aiplatformpb.CustomJob, error) {
	m := protojson.MarshalOptions{AllowPartial: true, UseEnumNumbers: true}
	body := req.GetCustomJob()
	jsonReq, err := m.Marshal(body)
	if err != nil {
		return nil, err
	}

	baseUrl, err := url.Parse(c.endpoint)
	if err != nil {
		return nil, err
	}
	baseUrl.Path += fmt.Sprintf("/v1beta1/%v/customJobs", req.GetParent())

	params := url.Values{}
	params.Add("$alt", "json;enum-encoding=int")

	baseUrl.RawQuery = params.Encode()

	// Build HTTP headers from client and context metadata.
	hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "parent", url.QueryEscape(req.GetParent()))}

	hds = append(c.xGoogHeaders, hds...)
	hds = append(hds, "Content-Type", "application/json")
	headers := gax.BuildHeaders(ctx, hds...)
	opts = append((*c.CallOptions).CreateCustomJob[0:len((*c.CallOptions).CreateCustomJob):len((*c.CallOptions).CreateCustomJob)], opts...)
	unm := protojson.UnmarshalOptions{AllowPartial: true, DiscardUnknown: true}
	resp := &aiplatformpb.CustomJob{}
	e := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		if settings.Path != "" {
			baseUrl.Path = settings.Path
		}
		httpReq, err := http.NewRequest("POST", baseUrl.String(), bytes.NewReader(jsonReq))
		if err != nil {
			return err
		}
		httpReq = httpReq.WithContext(ctx)
		httpReq.Header = headers

		buf, err := executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, jsonReq, "CreateCustomJob")
		if err != nil {
			return err
		}

		if err := unm.Unmarshal(buf, resp); err != nil {
			return err
		}

		return nil
	}, opts...)
	if e != nil {
		return nil, e
	}
	return resp, nil
}

// GetCustomJob gets a CustomJob.
func (c *jobRESTClient) GetCustomJob(ctx context.Context, req *aiplatformpb.GetCustomJobRequest, opts ...gax.CallOption) (*aiplatformpb.CustomJob, error) {
	baseUrl, err := url.Parse(c.endpoint)
	if err != nil {
		return nil, err
	}
	baseUrl.Path += fmt.Sprintf("/v1beta1/%v", req.GetName())

	params := url.Values{}
	params.Add("$alt", "json;enum-encoding=int")

	baseUrl.RawQuery = params.Encode()

	// Build HTTP headers from client and context metadata.
	hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "name", url.QueryEscape(req.GetName()))}

	hds = append(c.xGoogHeaders, hds...)
	hds = append(hds, "Content-Type", "application/json")
	headers := gax.BuildHeaders(ctx, hds...)
	opts = append((*c.CallOptions).GetCustomJob[0:len((*c.CallOptions).GetCustomJob):len((*c.CallOptions).GetCustomJob)], opts...)
	unm := protojson.UnmarshalOptions{AllowPartial: true, DiscardUnknown: true}
	resp := &aiplatformpb.CustomJob{}
	e := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		if settings.Path != "" {
			baseUrl.Path = settings.Path
		}
		httpReq, err := http.NewRequest("GET", baseUrl.String(), nil)
		if err != nil {
			return err
		}
		httpReq = httpReq.WithContext(ctx)
		httpReq.Header = headers

		buf, err := executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, nil, "GetCustomJob")
		if err != nil {
			return err
		}

		if err := unm.Unmarshal(buf, resp); err != nil {
			return err
		}

		return nil
	}, opts...)
	if e != nil {
		return nil, e
	}
	return resp, nil
}

// ListCustomJobs lists CustomJobs in a Location.
func (c *jobRESTClient) ListCustomJobs(ctx context.Context, req *aiplatformpb.ListCustomJobsRequest, opts ...gax.CallOption) *CustomJobIterator {
	it := &CustomJobIterator{}
	req = proto.Clone(req).(*aiplatformpb.ListCustomJobsRequest)
	unm := protojson.UnmarshalOptions{AllowPartial: true, DiscardUnknown: true}
	it.InternalFetch = func(pageSize int, pageToken string) ([]*aiplatformpb.CustomJob, string, error) {
		resp := &aiplatformpb.ListCustomJobsResponse{}
		if pageToken != "" {
			req.PageToken = pageToken
		}
		if pageSize > math.MaxInt32 {
			req.PageSize = math.MaxInt32
		} else if pageSize != 0 {
			req.PageSize = int32(pageSize)
		}
		baseUrl, err := url.Parse(c.endpoint)
		if err != nil {
			return nil, "", err
		}
		baseUrl.Path += fmt.Sprintf("/v1beta1/%v/customJobs", req.GetParent())

		params := url.Values{}
		params.Add("$alt", "json;enum-encoding=int")
		if req.GetFilter() != "" {
			params.Add("filter", fmt.Sprintf("%v", req.GetFilter()))
		}
		if req.GetPageSize() != 0 {
			params.Add("pageSize", fmt.Sprintf("%v", req.GetPageSize()))
		}
		if req.GetPageToken() != "" {
			params.Add("pageToken", fmt.Sprintf("%v", req.GetPageToken()))
		}
		if req.GetReadMask() != nil {
			field, err := protojson.Marshal(req.GetReadMask())
			if err != nil {
				return nil, "", err
			}
			params.Add("readMask", string(field[1:len(field)-1]))
		}

		baseUrl.RawQuery = params.Encode()

		// Build HTTP headers from client and context metadata.
		hds := append(c.xGoogHeaders, "Content-Type", "application/json")
		headers := gax.BuildHeaders(ctx, hds...)
		e := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
			if settings.Path != "" {
				baseUrl.Path = settings.Path
			}
			httpReq, err := http.NewRequest("GET", baseUrl.String(), nil)
			if err != nil {
				return err
			}
			httpReq.Header = headers

			buf, err := executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, nil, "ListCustomJobs")
			if err != nil {
				return err
			}
			if err := unm.Unmarshal(buf, resp); err != nil {
				return err
			}

			return nil
		}, opts...)
		if e != nil {
			return nil, "", e
		}
		it.Response = resp
		return resp.GetCustomJobs(), 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
}

// DeleteCustomJob deletes a CustomJob.
func (c *jobRESTClient) DeleteCustomJob(ctx context.Context, req *aiplatformpb.DeleteCustomJobRequest, opts ...gax.CallOption) (*DeleteCustomJobOperation, error) {
	baseUrl, err := url.Parse(c.endpoint)
	if err != nil {
		return nil, err
	}
	baseUrl.Path += fmt.Sprintf("/v1beta1/%v", req.GetName())

	params := url.Values{}
	params.Add("$alt", "json;enum-encoding=int")

	baseUrl.RawQuery = params.Encode()

	// Build HTTP headers from client and context metadata.
	hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "name", url.QueryEscape(req.GetName()))}

	hds = append(c.xGoogHeaders, hds...)
	hds = append(hds, "Content-Type", "application/json")
	headers := gax.BuildHeaders(ctx, hds...)
	unm := protojson.UnmarshalOptions{AllowPartial: true, DiscardUnknown: true}
	resp := &longrunningpb.Operation{}
	e := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		if settings.Path != "" {
			baseUrl.Path = settings.Path
		}
		httpReq, err := http.NewRequest("DELETE", baseUrl.String(), nil)
		if err != nil {
			return err
		}
		httpReq = httpReq.WithContext(ctx)
		httpReq.Header = headers

		buf, err := executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, nil, "DeleteCustomJob")
		if err != nil {
			return err
		}
		if err := unm.Unmarshal(buf, resp); err != nil {
			return err
		}

		return nil
	}, opts...)
	if e != nil {
		return nil, e
	}

	override := fmt.Sprintf("/ui/%s", resp.GetName())
	return &DeleteCustomJobOperation{
		lro:      longrunning.InternalNewOperation(*c.LROClient, resp),
		pollPath: override,
	}, nil
}

// CancelCustomJob cancels a CustomJob.
// Starts asynchronous cancellation on the CustomJob. The server
// makes a best effort to cancel the job, but success is not
// guaranteed. Clients can use
// JobService.GetCustomJob
// or other methods to check whether the cancellation succeeded or whether the
// job completed despite cancellation. On successful cancellation,
// the CustomJob is not deleted; instead it becomes a job with
// a CustomJob.error value
// with a google.rpc.Status.code of 1, corresponding
// to Code.CANCELLED, and
// CustomJob.state is set
// to CANCELLED.
func (c *jobRESTClient) CancelCustomJob(ctx context.Context, req *aiplatformpb.CancelCustomJobRequest, opts ...gax.CallOption) error {
	m := protojson.MarshalOptions{AllowPartial: true, UseEnumNumbers: true}
	jsonReq, err := m.Marshal(req)
	if err != nil {
		return err
	}

	baseUrl, err := url.Parse(c.endpoint)
	if err != nil {
		return err
	}
	baseUrl.Path += fmt.Sprintf("/v1beta1/%v:cancel", req.GetName())

	params := url.Values{}
	params.Add("$alt", "json;enum-encoding=int")

	baseUrl.RawQuery = params.Encode()

	// Build HTTP headers from client and context metadata.
	hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "name", url.QueryEscape(req.GetName()))}

	hds = append(c.xGoogHeaders, hds...)
	hds = append(hds, "Content-Type", "application/json")
	headers := gax.BuildHeaders(ctx, hds...)
	return gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		if settings.Path != "" {
			baseUrl.Path = settings.Path
		}
		httpReq, err := http.NewRequest("POST", baseUrl.String(), bytes.NewReader(jsonReq))
		if err != nil {
			return err
		}
		httpReq = httpReq.WithContext(ctx)
		httpReq.Header = headers

		_, err = executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, jsonReq, "CancelCustomJob")
		return err
	}, opts...)
}

// CreateDataLabelingJob creates a DataLabelingJob.
func (c *jobRESTClient) CreateDataLabelingJob(ctx context.Context, req *aiplatformpb.CreateDataLabelingJobRequest, opts ...gax.CallOption) (*aiplatformpb.DataLabelingJob, error) {
	m := protojson.MarshalOptions{AllowPartial: true, UseEnumNumbers: true}
	body := req.GetDataLabelingJob()
	jsonReq, err := m.Marshal(body)
	if err != nil {
		return nil, err
	}

	baseUrl, err := url.Parse(c.endpoint)
	if err != nil {
		return nil, err
	}
	baseUrl.Path += fmt.Sprintf("/v1beta1/%v/dataLabelingJobs", req.GetParent())

	params := url.Values{}
	params.Add("$alt", "json;enum-encoding=int")

	baseUrl.RawQuery = params.Encode()

	// Build HTTP headers from client and context metadata.
	hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "parent", url.QueryEscape(req.GetParent()))}

	hds = append(c.xGoogHeaders, hds...)
	hds = append(hds, "Content-Type", "application/json")
	headers := gax.BuildHeaders(ctx, hds...)
	opts = append((*c.CallOptions).CreateDataLabelingJob[0:len((*c.CallOptions).CreateDataLabelingJob):len((*c.CallOptions).CreateDataLabelingJob)], opts...)
	unm := protojson.UnmarshalOptions{AllowPartial: true, DiscardUnknown: true}
	resp := &aiplatformpb.DataLabelingJob{}
	e := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		if settings.Path != "" {
			baseUrl.Path = settings.Path
		}
		httpReq, err := http.NewRequest("POST", baseUrl.String(), bytes.NewReader(jsonReq))
		if err != nil {
			return err
		}
		httpReq = httpReq.WithContext(ctx)
		httpReq.Header = headers

		buf, err := executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, jsonReq, "CreateDataLabelingJob")
		if err != nil {
			return err
		}

		if err := unm.Unmarshal(buf, resp); err != nil {
			return err
		}

		return nil
	}, opts...)
	if e != nil {
		return nil, e
	}
	return resp, nil
}

// GetDataLabelingJob gets a DataLabelingJob.
func (c *jobRESTClient) GetDataLabelingJob(ctx context.Context, req *aiplatformpb.GetDataLabelingJobRequest, opts ...gax.CallOption) (*aiplatformpb.DataLabelingJob, error) {
	baseUrl, err := url.Parse(c.endpoint)
	if err != nil {
		return nil, err
	}
	baseUrl.Path += fmt.Sprintf("/v1beta1/%v", req.GetName())

	params := url.Values{}
	params.Add("$alt", "json;enum-encoding=int")

	baseUrl.RawQuery = params.Encode()

	// Build HTTP headers from client and context metadata.
	hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "name", url.QueryEscape(req.GetName()))}

	hds = append(c.xGoogHeaders, hds...)
	hds = append(hds, "Content-Type", "application/json")
	headers := gax.BuildHeaders(ctx, hds...)
	opts = append((*c.CallOptions).GetDataLabelingJob[0:len((*c.CallOptions).GetDataLabelingJob):len((*c.CallOptions).GetDataLabelingJob)], opts...)
	unm := protojson.UnmarshalOptions{AllowPartial: true, DiscardUnknown: true}
	resp := &aiplatformpb.DataLabelingJob{}
	e := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		if settings.Path != "" {
			baseUrl.Path = settings.Path
		}
		httpReq, err := http.NewRequest("GET", baseUrl.String(), nil)
		if err != nil {
			return err
		}
		httpReq = httpReq.WithContext(ctx)
		httpReq.Header = headers

		buf, err := executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, nil, "GetDataLabelingJob")
		if err != nil {
			return err
		}

		if err := unm.Unmarshal(buf, resp); err != nil {
			return err
		}

		return nil
	}, opts...)
	if e != nil {
		return nil, e
	}
	return resp, nil
}

// ListDataLabelingJobs lists DataLabelingJobs in a Location.
func (c *jobRESTClient) ListDataLabelingJobs(ctx context.Context, req *aiplatformpb.ListDataLabelingJobsRequest, opts ...gax.CallOption) *DataLabelingJobIterator {
	it := &DataLabelingJobIterator{}
	req = proto.Clone(req).(*aiplatformpb.ListDataLabelingJobsRequest)
	unm := protojson.UnmarshalOptions{AllowPartial: true, DiscardUnknown: true}
	it.InternalFetch = func(pageSize int, pageToken string) ([]*aiplatformpb.DataLabelingJob, string, error) {
		resp := &aiplatformpb.ListDataLabelingJobsResponse{}
		if pageToken != "" {
			req.PageToken = pageToken
		}
		if pageSize > math.MaxInt32 {
			req.PageSize = math.MaxInt32
		} else if pageSize != 0 {
			req.PageSize = int32(pageSize)
		}
		baseUrl, err := url.Parse(c.endpoint)
		if err != nil {
			return nil, "", err
		}
		baseUrl.Path += fmt.Sprintf("/v1beta1/%v/dataLabelingJobs", req.GetParent())

		params := url.Values{}
		params.Add("$alt", "json;enum-encoding=int")
		if req.GetFilter() != "" {
			params.Add("filter", fmt.Sprintf("%v", req.GetFilter()))
		}
		if req.GetOrderBy() != "" {
			params.Add("orderBy", fmt.Sprintf("%v", req.GetOrderBy()))
		}
		if req.GetPageSize() != 0 {
			params.Add("pageSize", fmt.Sprintf("%v", req.GetPageSize()))
		}
		if req.GetPageToken() != "" {
			params.Add("pageToken", fmt.Sprintf("%v", req.GetPageToken()))
		}
		if req.GetReadMask() != nil {
			field, err := protojson.Marshal(req.GetReadMask())
			if err != nil {
				return nil, "", err
			}
			params.Add("readMask", string(field[1:len(field)-1]))
		}

		baseUrl.RawQuery = params.Encode()

		// Build HTTP headers from client and context metadata.
		hds := append(c.xGoogHeaders, "Content-Type", "application/json")
		headers := gax.BuildHeaders(ctx, hds...)
		e := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
			if settings.Path != "" {
				baseUrl.Path = settings.Path
			}
			httpReq, err := http.NewRequest("GET", baseUrl.String(), nil)
			if err != nil {
				return err
			}
			httpReq.Header = headers

			buf, err := executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, nil, "ListDataLabelingJobs")
			if err != nil {
				return err
			}
			if err := unm.Unmarshal(buf, resp); err != nil {
				return err
			}

			return nil
		}, opts...)
		if e != nil {
			return nil, "", e
		}
		it.Response = resp
		return resp.GetDataLabelingJobs(), 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
}

// DeleteDataLabelingJob deletes a DataLabelingJob.
func (c *jobRESTClient) DeleteDataLabelingJob(ctx context.Context, req *aiplatformpb.DeleteDataLabelingJobRequest, opts ...gax.CallOption) (*DeleteDataLabelingJobOperation, error) {
	baseUrl, err := url.Parse(c.endpoint)
	if err != nil {
		return nil, err
	}
	baseUrl.Path += fmt.Sprintf("/v1beta1/%v", req.GetName())

	params := url.Values{}
	params.Add("$alt", "json;enum-encoding=int")

	baseUrl.RawQuery = params.Encode()

	// Build HTTP headers from client and context metadata.
	hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "name", url.QueryEscape(req.GetName()))}

	hds = append(c.xGoogHeaders, hds...)
	hds = append(hds, "Content-Type", "application/json")
	headers := gax.BuildHeaders(ctx, hds...)
	unm := protojson.UnmarshalOptions{AllowPartial: true, DiscardUnknown: true}
	resp := &longrunningpb.Operation{}
	e := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		if settings.Path != "" {
			baseUrl.Path = settings.Path
		}
		httpReq, err := http.NewRequest("DELETE", baseUrl.String(), nil)
		if err != nil {
			return err
		}
		httpReq = httpReq.WithContext(ctx)
		httpReq.Header = headers

		buf, err := executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, nil, "DeleteDataLabelingJob")
		if err != nil {
			return err
		}
		if err := unm.Unmarshal(buf, resp); err != nil {
			return err
		}

		return nil
	}, opts...)
	if e != nil {
		return nil, e
	}

	override := fmt.Sprintf("/ui/%s", resp.GetName())
	return &DeleteDataLabelingJobOperation{
		lro:      longrunning.InternalNewOperation(*c.LROClient, resp),
		pollPath: override,
	}, nil
}

// CancelDataLabelingJob cancels a DataLabelingJob. Success of cancellation is not guaranteed.
func (c *jobRESTClient) CancelDataLabelingJob(ctx context.Context, req *aiplatformpb.CancelDataLabelingJobRequest, opts ...gax.CallOption) error {
	m := protojson.MarshalOptions{AllowPartial: true, UseEnumNumbers: true}
	jsonReq, err := m.Marshal(req)
	if err != nil {
		return err
	}

	baseUrl, err := url.Parse(c.endpoint)
	if err != nil {
		return err
	}
	baseUrl.Path += fmt.Sprintf("/v1beta1/%v:cancel", req.GetName())

	params := url.Values{}
	params.Add("$alt", "json;enum-encoding=int")

	baseUrl.RawQuery = params.Encode()

	// Build HTTP headers from client and context metadata.
	hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "name", url.QueryEscape(req.GetName()))}

	hds = append(c.xGoogHeaders, hds...)
	hds = append(hds, "Content-Type", "application/json")
	headers := gax.BuildHeaders(ctx, hds...)
	return gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		if settings.Path != "" {
			baseUrl.Path = settings.Path
		}
		httpReq, err := http.NewRequest("POST", baseUrl.String(), bytes.NewReader(jsonReq))
		if err != nil {
			return err
		}
		httpReq = httpReq.WithContext(ctx)
		httpReq.Header = headers

		_, err = executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, jsonReq, "CancelDataLabelingJob")
		return err
	}, opts...)
}

// CreateHyperparameterTuningJob creates a HyperparameterTuningJob
func (c *jobRESTClient) CreateHyperparameterTuningJob(ctx context.Context, req *aiplatformpb.CreateHyperparameterTuningJobRequest, opts ...gax.CallOption) (*aiplatformpb.HyperparameterTuningJob, error) {
	m := protojson.MarshalOptions{AllowPartial: true, UseEnumNumbers: true}
	body := req.GetHyperparameterTuningJob()
	jsonReq, err := m.Marshal(body)
	if err != nil {
		return nil, err
	}

	baseUrl, err := url.Parse(c.endpoint)
	if err != nil {
		return nil, err
	}
	baseUrl.Path += fmt.Sprintf("/v1beta1/%v/hyperparameterTuningJobs", req.GetParent())

	params := url.Values{}
	params.Add("$alt", "json;enum-encoding=int")

	baseUrl.RawQuery = params.Encode()

	// Build HTTP headers from client and context metadata.
	hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "parent", url.QueryEscape(req.GetParent()))}

	hds = append(c.xGoogHeaders, hds...)
	hds = append(hds, "Content-Type", "application/json")
	headers := gax.BuildHeaders(ctx, hds...)
	opts = append((*c.CallOptions).CreateHyperparameterTuningJob[0:len((*c.CallOptions).CreateHyperparameterTuningJob):len((*c.CallOptions).CreateHyperparameterTuningJob)], opts...)
	unm := protojson.UnmarshalOptions{AllowPartial: true, DiscardUnknown: true}
	resp := &aiplatformpb.HyperparameterTuningJob{}
	e := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		if settings.Path != "" {
			baseUrl.Path = settings.Path
		}
		httpReq, err := http.NewRequest("POST", baseUrl.String(), bytes.NewReader(jsonReq))
		if err != nil {
			return err
		}
		httpReq = httpReq.WithContext(ctx)
		httpReq.Header = headers

		buf, err := executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, jsonReq, "CreateHyperparameterTuningJob")
		if err != nil {
			return err
		}

		if err := unm.Unmarshal(buf, resp); err != nil {
			return err
		}

		return nil
	}, opts...)
	if e != nil {
		return nil, e
	}
	return resp, nil
}

// GetHyperparameterTuningJob gets a HyperparameterTuningJob
func (c *jobRESTClient) GetHyperparameterTuningJob(ctx context.Context, req *aiplatformpb.GetHyperparameterTuningJobRequest, opts ...gax.CallOption) (*aiplatformpb.HyperparameterTuningJob, error) {
	baseUrl, err := url.Parse(c.endpoint)
	if err != nil {
		return nil, err
	}
	baseUrl.Path += fmt.Sprintf("/v1beta1/%v", req.GetName())

	params := url.Values{}
	params.Add("$alt", "json;enum-encoding=int")

	baseUrl.RawQuery = params.Encode()

	// Build HTTP headers from client and context metadata.
	hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "name", url.QueryEscape(req.GetName()))}

	hds = append(c.xGoogHeaders, hds...)
	hds = append(hds, "Content-Type", "application/json")
	headers := gax.BuildHeaders(ctx, hds...)
	opts = append((*c.CallOptions).GetHyperparameterTuningJob[0:len((*c.CallOptions).GetHyperparameterTuningJob):len((*c.CallOptions).GetHyperparameterTuningJob)], opts...)
	unm := protojson.UnmarshalOptions{AllowPartial: true, DiscardUnknown: true}
	resp := &aiplatformpb.HyperparameterTuningJob{}
	e := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		if settings.Path != "" {
			baseUrl.Path = settings.Path
		}
		httpReq, err := http.NewRequest("GET", baseUrl.String(), nil)
		if err != nil {
			return err
		}
		httpReq = httpReq.WithContext(ctx)
		httpReq.Header = headers

		buf, err := executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, nil, "GetHyperparameterTuningJob")
		if err != nil {
			return err
		}

		if err := unm.Unmarshal(buf, resp); err != nil {
			return err
		}

		return nil
	}, opts...)
	if e != nil {
		return nil, e
	}
	return resp, nil
}

// ListHyperparameterTuningJobs lists HyperparameterTuningJobs in a Location.
func (c *jobRESTClient) ListHyperparameterTuningJobs(ctx context.Context, req *aiplatformpb.ListHyperparameterTuningJobsRequest, opts ...gax.CallOption) *HyperparameterTuningJobIterator {
	it := &HyperparameterTuningJobIterator{}
	req = proto.Clone(req).(*aiplatformpb.ListHyperparameterTuningJobsRequest)
	unm := protojson.UnmarshalOptions{AllowPartial: true, DiscardUnknown: true}
	it.InternalFetch = func(pageSize int, pageToken string) ([]*aiplatformpb.HyperparameterTuningJob, string, error) {
		resp := &aiplatformpb.ListHyperparameterTuningJobsResponse{}
		if pageToken != "" {
			req.PageToken = pageToken
		}
		if pageSize > math.MaxInt32 {
			req.PageSize = math.MaxInt32
		} else if pageSize != 0 {
			req.PageSize = int32(pageSize)
		}
		baseUrl, err := url.Parse(c.endpoint)
		if err != nil {
			return nil, "", err
		}
		baseUrl.Path += fmt.Sprintf("/v1beta1/%v/hyperparameterTuningJobs", req.GetParent())

		params := url.Values{}
		params.Add("$alt", "json;enum-encoding=int")
		if req.GetFilter() != "" {
			params.Add("filter", fmt.Sprintf("%v", req.GetFilter()))
		}
		if req.GetPageSize() != 0 {
			params.Add("pageSize", fmt.Sprintf("%v", req.GetPageSize()))
		}
		if req.GetPageToken() != "" {
			params.Add("pageToken", fmt.Sprintf("%v", req.GetPageToken()))
		}
		if req.GetReadMask() != nil {
			field, err := protojson.Marshal(req.GetReadMask())
			if err != nil {
				return nil, "", err
			}
			params.Add("readMask", string(field[1:len(field)-1]))
		}

		baseUrl.RawQuery = params.Encode()

		// Build HTTP headers from client and context metadata.
		hds := append(c.xGoogHeaders, "Content-Type", "application/json")
		headers := gax.BuildHeaders(ctx, hds...)
		e := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
			if settings.Path != "" {
				baseUrl.Path = settings.Path
			}
			httpReq, err := http.NewRequest("GET", baseUrl.String(), nil)
			if err != nil {
				return err
			}
			httpReq.Header = headers

			buf, err := executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, nil, "ListHyperparameterTuningJobs")
			if err != nil {
				return err
			}
			if err := unm.Unmarshal(buf, resp); err != nil {
				return err
			}

			return nil
		}, opts...)
		if e != nil {
			return nil, "", e
		}
		it.Response = resp
		return resp.GetHyperparameterTuningJobs(), 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
}

// DeleteHyperparameterTuningJob deletes a HyperparameterTuningJob.
func (c *jobRESTClient) DeleteHyperparameterTuningJob(ctx context.Context, req *aiplatformpb.DeleteHyperparameterTuningJobRequest, opts ...gax.CallOption) (*DeleteHyperparameterTuningJobOperation, error) {
	baseUrl, err := url.Parse(c.endpoint)
	if err != nil {
		return nil, err
	}
	baseUrl.Path += fmt.Sprintf("/v1beta1/%v", req.GetName())

	params := url.Values{}
	params.Add("$alt", "json;enum-encoding=int")

	baseUrl.RawQuery = params.Encode()

	// Build HTTP headers from client and context metadata.
	hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "name", url.QueryEscape(req.GetName()))}

	hds = append(c.xGoogHeaders, hds...)
	hds = append(hds, "Content-Type", "application/json")
	headers := gax.BuildHeaders(ctx, hds...)
	unm := protojson.UnmarshalOptions{AllowPartial: true, DiscardUnknown: true}
	resp := &longrunningpb.Operation{}
	e := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		if settings.Path != "" {
			baseUrl.Path = settings.Path
		}
		httpReq, err := http.NewRequest("DELETE", baseUrl.String(), nil)
		if err != nil {
			return err
		}
		httpReq = httpReq.WithContext(ctx)
		httpReq.Header = headers

		buf, err := executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, nil, "DeleteHyperparameterTuningJob")
		if err != nil {
			return err
		}
		if err := unm.Unmarshal(buf, resp); err != nil {
			return err
		}

		return nil
	}, opts...)
	if e != nil {
		return nil, e
	}

	override := fmt.Sprintf("/ui/%s", resp.GetName())
	return &DeleteHyperparameterTuningJobOperation{
		lro:      longrunning.InternalNewOperation(*c.LROClient, resp),
		pollPath: override,
	}, nil
}

// CancelHyperparameterTuningJob cancels a HyperparameterTuningJob.
// Starts asynchronous cancellation on the HyperparameterTuningJob. The server
// makes a best effort to cancel the job, but success is not
// guaranteed. Clients can use
// JobService.GetHyperparameterTuningJob
// or other methods to check whether the cancellation succeeded or whether the
// job completed despite cancellation. On successful cancellation,
// the HyperparameterTuningJob is not deleted; instead it becomes a job with
// a
// HyperparameterTuningJob.error
// value with a google.rpc.Status.code of 1,
// corresponding to Code.CANCELLED, and
// HyperparameterTuningJob.state
// is set to CANCELLED.
func (c *jobRESTClient) CancelHyperparameterTuningJob(ctx context.Context, req *aiplatformpb.CancelHyperparameterTuningJobRequest, opts ...gax.CallOption) error {
	m := protojson.MarshalOptions{AllowPartial: true, UseEnumNumbers: true}
	jsonReq, err := m.Marshal(req)
	if err != nil {
		return err
	}

	baseUrl, err := url.Parse(c.endpoint)
	if err != nil {
		return err
	}
	baseUrl.Path += fmt.Sprintf("/v1beta1/%v:cancel", req.GetName())

	params := url.Values{}
	params.Add("$alt", "json;enum-encoding=int")

	baseUrl.RawQuery = params.Encode()

	// Build HTTP headers from client and context metadata.
	hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "name", url.QueryEscape(req.GetName()))}

	hds = append(c.xGoogHeaders, hds...)
	hds = append(hds, "Content-Type", "application/json")
	headers := gax.BuildHeaders(ctx, hds...)
	return gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		if settings.Path != "" {
			baseUrl.Path = settings.Path
		}
		httpReq, err := http.NewRequest("POST", baseUrl.String(), bytes.NewReader(jsonReq))
		if err != nil {
			return err
		}
		httpReq = httpReq.WithContext(ctx)
		httpReq.Header = headers

		_, err = executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, jsonReq, "CancelHyperparameterTuningJob")
		return err
	}, opts...)
}

// CreateNasJob creates a NasJob
func (c *jobRESTClient) CreateNasJob(ctx context.Context, req *aiplatformpb.CreateNasJobRequest, opts ...gax.CallOption) (*aiplatformpb.NasJob, error) {
	m := protojson.MarshalOptions{AllowPartial: true, UseEnumNumbers: true}
	body := req.GetNasJob()
	jsonReq, err := m.Marshal(body)
	if err != nil {
		return nil, err
	}

	baseUrl, err := url.Parse(c.endpoint)
	if err != nil {
		return nil, err
	}
	baseUrl.Path += fmt.Sprintf("/v1beta1/%v/nasJobs", req.GetParent())

	params := url.Values{}
	params.Add("$alt", "json;enum-encoding=int")

	baseUrl.RawQuery = params.Encode()

	// Build HTTP headers from client and context metadata.
	hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "parent", url.QueryEscape(req.GetParent()))}

	hds = append(c.xGoogHeaders, hds...)
	hds = append(hds, "Content-Type", "application/json")
	headers := gax.BuildHeaders(ctx, hds...)
	opts = append((*c.CallOptions).CreateNasJob[0:len((*c.CallOptions).CreateNasJob):len((*c.CallOptions).CreateNasJob)], opts...)
	unm := protojson.UnmarshalOptions{AllowPartial: true, DiscardUnknown: true}
	resp := &aiplatformpb.NasJob{}
	e := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		if settings.Path != "" {
			baseUrl.Path = settings.Path
		}
		httpReq, err := http.NewRequest("POST", baseUrl.String(), bytes.NewReader(jsonReq))
		if err != nil {
			return err
		}
		httpReq = httpReq.WithContext(ctx)
		httpReq.Header = headers

		buf, err := executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, jsonReq, "CreateNasJob")
		if err != nil {
			return err
		}

		if err := unm.Unmarshal(buf, resp); err != nil {
			return err
		}

		return nil
	}, opts...)
	if e != nil {
		return nil, e
	}
	return resp, nil
}

// GetNasJob gets a NasJob
func (c *jobRESTClient) GetNasJob(ctx context.Context, req *aiplatformpb.GetNasJobRequest, opts ...gax.CallOption) (*aiplatformpb.NasJob, error) {
	baseUrl, err := url.Parse(c.endpoint)
	if err != nil {
		return nil, err
	}
	baseUrl.Path += fmt.Sprintf("/v1beta1/%v", req.GetName())

	params := url.Values{}
	params.Add("$alt", "json;enum-encoding=int")

	baseUrl.RawQuery = params.Encode()

	// Build HTTP headers from client and context metadata.
	hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "name", url.QueryEscape(req.GetName()))}

	hds = append(c.xGoogHeaders, hds...)
	hds = append(hds, "Content-Type", "application/json")
	headers := gax.BuildHeaders(ctx, hds...)
	opts = append((*c.CallOptions).GetNasJob[0:len((*c.CallOptions).GetNasJob):len((*c.CallOptions).GetNasJob)], opts...)
	unm := protojson.UnmarshalOptions{AllowPartial: true, DiscardUnknown: true}
	resp := &aiplatformpb.NasJob{}
	e := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		if settings.Path != "" {
			baseUrl.Path = settings.Path
		}
		httpReq, err := http.NewRequest("GET", baseUrl.String(), nil)
		if err != nil {
			return err
		}
		httpReq = httpReq.WithContext(ctx)
		httpReq.Header = headers

		buf, err := executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, nil, "GetNasJob")
		if err != nil {
			return err
		}

		if err := unm.Unmarshal(buf, resp); err != nil {
			return err
		}

		return nil
	}, opts...)
	if e != nil {
		return nil, e
	}
	return resp, nil
}

// ListNasJobs lists NasJobs in a Location.
func (c *jobRESTClient) ListNasJobs(ctx context.Context, req *aiplatformpb.ListNasJobsRequest, opts ...gax.CallOption) *NasJobIterator {
	it := &NasJobIterator{}
	req = proto.Clone(req).(*aiplatformpb.ListNasJobsRequest)
	unm := protojson.UnmarshalOptions{AllowPartial: true, DiscardUnknown: true}
	it.InternalFetch = func(pageSize int, pageToken string) ([]*aiplatformpb.NasJob, string, error) {
		resp := &aiplatformpb.ListNasJobsResponse{}
		if pageToken != "" {
			req.PageToken = pageToken
		}
		if pageSize > math.MaxInt32 {
			req.PageSize = math.MaxInt32
		} else if pageSize != 0 {
			req.PageSize = int32(pageSize)
		}
		baseUrl, err := url.Parse(c.endpoint)
		if err != nil {
			return nil, "", err
		}
		baseUrl.Path += fmt.Sprintf("/v1beta1/%v/nasJobs", req.GetParent())

		params := url.Values{}
		params.Add("$alt", "json;enum-encoding=int")
		if req.GetFilter() != "" {
			params.Add("filter", fmt.Sprintf("%v", req.GetFilter()))
		}
		if req.GetPageSize() != 0 {
			params.Add("pageSize", fmt.Sprintf("%v", req.GetPageSize()))
		}
		if req.GetPageToken() != "" {
			params.Add("pageToken", fmt.Sprintf("%v", req.GetPageToken()))
		}
		if req.GetReadMask() != nil {
			field, err := protojson.Marshal(req.GetReadMask())
			if err != nil {
				return nil, "", err
			}
			params.Add("readMask", string(field[1:len(field)-1]))
		}

		baseUrl.RawQuery = params.Encode()

		// Build HTTP headers from client and context metadata.
		hds := append(c.xGoogHeaders, "Content-Type", "application/json")
		headers := gax.BuildHeaders(ctx, hds...)
		e := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
			if settings.Path != "" {
				baseUrl.Path = settings.Path
			}
			httpReq, err := http.NewRequest("GET", baseUrl.String(), nil)
			if err != nil {
				return err
			}
			httpReq.Header = headers

			buf, err := executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, nil, "ListNasJobs")
			if err != nil {
				return err
			}
			if err := unm.Unmarshal(buf, resp); err != nil {
				return err
			}

			return nil
		}, opts...)
		if e != nil {
			return nil, "", e
		}
		it.Response = resp
		return resp.GetNasJobs(), 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
}

// DeleteNasJob deletes a NasJob.
func (c *jobRESTClient) DeleteNasJob(ctx context.Context, req *aiplatformpb.DeleteNasJobRequest, opts ...gax.CallOption) (*DeleteNasJobOperation, error) {
	baseUrl, err := url.Parse(c.endpoint)
	if err != nil {
		return nil, err
	}
	baseUrl.Path += fmt.Sprintf("/v1beta1/%v", req.GetName())

	params := url.Values{}
	params.Add("$alt", "json;enum-encoding=int")

	baseUrl.RawQuery = params.Encode()

	// Build HTTP headers from client and context metadata.
	hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "name", url.QueryEscape(req.GetName()))}

	hds = append(c.xGoogHeaders, hds...)
	hds = append(hds, "Content-Type", "application/json")
	headers := gax.BuildHeaders(ctx, hds...)
	unm := protojson.UnmarshalOptions{AllowPartial: true, DiscardUnknown: true}
	resp := &longrunningpb.Operation{}
	e := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		if settings.Path != "" {
			baseUrl.Path = settings.Path
		}
		httpReq, err := http.NewRequest("DELETE", baseUrl.String(), nil)
		if err != nil {
			return err
		}
		httpReq = httpReq.WithContext(ctx)
		httpReq.Header = headers

		buf, err := executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, nil, "DeleteNasJob")
		if err != nil {
			return err
		}
		if err := unm.Unmarshal(buf, resp); err != nil {
			return err
		}

		return nil
	}, opts...)
	if e != nil {
		return nil, e
	}

	override := fmt.Sprintf("/ui/%s", resp.GetName())
	return &DeleteNasJobOperation{
		lro:      longrunning.InternalNewOperation(*c.LROClient, resp),
		pollPath: override,
	}, nil
}

// CancelNasJob cancels a NasJob.
// Starts asynchronous cancellation on the NasJob. The server
// makes a best effort to cancel the job, but success is not
// guaranteed. Clients can use
// JobService.GetNasJob
// or other methods to check whether the cancellation succeeded or whether the
// job completed despite cancellation. On successful cancellation,
// the NasJob is not deleted; instead it becomes a job with
// a NasJob.error value with a
// google.rpc.Status.code of 1, corresponding to
// Code.CANCELLED, and
// NasJob.state is set to
// CANCELLED.
func (c *jobRESTClient) CancelNasJob(ctx context.Context, req *aiplatformpb.CancelNasJobRequest, opts ...gax.CallOption) error {
	m := protojson.MarshalOptions{AllowPartial: true, UseEnumNumbers: true}
	jsonReq, err := m.Marshal(req)
	if err != nil {
		return err
	}

	baseUrl, err := url.Parse(c.endpoint)
	if err != nil {
		return err
	}
	baseUrl.Path += fmt.Sprintf("/v1beta1/%v:cancel", req.GetName())

	params := url.Values{}
	params.Add("$alt", "json;enum-encoding=int")

	baseUrl.RawQuery = params.Encode()

	// Build HTTP headers from client and context metadata.
	hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "name", url.QueryEscape(req.GetName()))}

	hds = append(c.xGoogHeaders, hds...)
	hds = append(hds, "Content-Type", "application/json")
	headers := gax.BuildHeaders(ctx, hds...)
	return gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		if settings.Path != "" {
			baseUrl.Path = settings.Path
		}
		httpReq, err := http.NewRequest("POST", baseUrl.String(), bytes.NewReader(jsonReq))
		if err != nil {
			return err
		}
		httpReq = httpReq.WithContext(ctx)
		httpReq.Header = headers

		_, err = executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, jsonReq, "CancelNasJob")
		return err
	}, opts...)
}

// GetNasTrialDetail gets a NasTrialDetail.
func (c *jobRESTClient) GetNasTrialDetail(ctx context.Context, req *aiplatformpb.GetNasTrialDetailRequest, opts ...gax.CallOption) (*aiplatformpb.NasTrialDetail, error) {
	baseUrl, err := url.Parse(c.endpoint)
	if err != nil {
		return nil, err
	}
	baseUrl.Path += fmt.Sprintf("/v1beta1/%v", req.GetName())

	params := url.Values{}
	params.Add("$alt", "json;enum-encoding=int")

	baseUrl.RawQuery = params.Encode()

	// Build HTTP headers from client and context metadata.
	hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "name", url.QueryEscape(req.GetName()))}

	hds = append(c.xGoogHeaders, hds...)
	hds = append(hds, "Content-Type", "application/json")
	headers := gax.BuildHeaders(ctx, hds...)
	opts = append((*c.CallOptions).GetNasTrialDetail[0:len((*c.CallOptions).GetNasTrialDetail):len((*c.CallOptions).GetNasTrialDetail)], opts...)
	unm := protojson.UnmarshalOptions{AllowPartial: true, DiscardUnknown: true}
	resp := &aiplatformpb.NasTrialDetail{}
	e := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		if settings.Path != "" {
			baseUrl.Path = settings.Path
		}
		httpReq, err := http.NewRequest("GET", baseUrl.String(), nil)
		if err != nil {
			return err
		}
		httpReq = httpReq.WithContext(ctx)
		httpReq.Header = headers

		buf, err := executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, nil, "GetNasTrialDetail")
		if err != nil {
			return err
		}

		if err := unm.Unmarshal(buf, resp); err != nil {
			return err
		}

		return nil
	}, opts...)
	if e != nil {
		return nil, e
	}
	return resp, nil
}

// ListNasTrialDetails list top NasTrialDetails of a NasJob.
func (c *jobRESTClient) ListNasTrialDetails(ctx context.Context, req *aiplatformpb.ListNasTrialDetailsRequest, opts ...gax.CallOption) *NasTrialDetailIterator {
	it := &NasTrialDetailIterator{}
	req = proto.Clone(req).(*aiplatformpb.ListNasTrialDetailsRequest)
	unm := protojson.UnmarshalOptions{AllowPartial: true, DiscardUnknown: true}
	it.InternalFetch = func(pageSize int, pageToken string) ([]*aiplatformpb.NasTrialDetail, string, error) {
		resp := &aiplatformpb.ListNasTrialDetailsResponse{}
		if pageToken != "" {
			req.PageToken = pageToken
		}
		if pageSize > math.MaxInt32 {
			req.PageSize = math.MaxInt32
		} else if pageSize != 0 {
			req.PageSize = int32(pageSize)
		}
		baseUrl, err := url.Parse(c.endpoint)
		if err != nil {
			return nil, "", err
		}
		baseUrl.Path += fmt.Sprintf("/v1beta1/%v/nasTrialDetails", req.GetParent())

		params := url.Values{}
		params.Add("$alt", "json;enum-encoding=int")
		if req.GetPageSize() != 0 {
			params.Add("pageSize", fmt.Sprintf("%v", req.GetPageSize()))
		}
		if req.GetPageToken() != "" {
			params.Add("pageToken", fmt.Sprintf("%v", req.GetPageToken()))
		}

		baseUrl.RawQuery = params.Encode()

		// Build HTTP headers from client and context metadata.
		hds := append(c.xGoogHeaders, "Content-Type", "application/json")
		headers := gax.BuildHeaders(ctx, hds...)
		e := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
			if settings.Path != "" {
				baseUrl.Path = settings.Path
			}
			httpReq, err := http.NewRequest("GET", baseUrl.String(), nil)
			if err != nil {
				return err
			}
			httpReq.Header = headers

			buf, err := executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, nil, "ListNasTrialDetails")
			if err != nil {
				return err
			}
			if err := unm.Unmarshal(buf, resp); err != nil {
				return err
			}

			return nil
		}, opts...)
		if e != nil {
			return nil, "", e
		}
		it.Response = resp
		return resp.GetNasTrialDetails(), 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
}

// CreateBatchPredictionJob creates a BatchPredictionJob. A BatchPredictionJob once created will
// right away be attempted to start.
func (c *jobRESTClient) CreateBatchPredictionJob(ctx context.Context, req *aiplatformpb.CreateBatchPredictionJobRequest, opts ...gax.CallOption) (*aiplatformpb.BatchPredictionJob, error) {
	m := protojson.MarshalOptions{AllowPartial: true, UseEnumNumbers: true}
	body := req.GetBatchPredictionJob()
	jsonReq, err := m.Marshal(body)
	if err != nil {
		return nil, err
	}

	baseUrl, err := url.Parse(c.endpoint)
	if err != nil {
		return nil, err
	}
	baseUrl.Path += fmt.Sprintf("/v1beta1/%v/batchPredictionJobs", req.GetParent())

	params := url.Values{}
	params.Add("$alt", "json;enum-encoding=int")

	baseUrl.RawQuery = params.Encode()

	// Build HTTP headers from client and context metadata.
	hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "parent", url.QueryEscape(req.GetParent()))}

	hds = append(c.xGoogHeaders, hds...)
	hds = append(hds, "Content-Type", "application/json")
	headers := gax.BuildHeaders(ctx, hds...)
	opts = append((*c.CallOptions).CreateBatchPredictionJob[0:len((*c.CallOptions).CreateBatchPredictionJob):len((*c.CallOptions).CreateBatchPredictionJob)], opts...)
	unm := protojson.UnmarshalOptions{AllowPartial: true, DiscardUnknown: true}
	resp := &aiplatformpb.BatchPredictionJob{}
	e := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		if settings.Path != "" {
			baseUrl.Path = settings.Path
		}
		httpReq, err := http.NewRequest("POST", baseUrl.String(), bytes.NewReader(jsonReq))
		if err != nil {
			return err
		}
		httpReq = httpReq.WithContext(ctx)
		httpReq.Header = headers

		buf, err := executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, jsonReq, "CreateBatchPredictionJob")
		if err != nil {
			return err
		}

		if err := unm.Unmarshal(buf, resp); err != nil {
			return err
		}

		return nil
	}, opts...)
	if e != nil {
		return nil, e
	}
	return resp, nil
}

// GetBatchPredictionJob gets a BatchPredictionJob
func (c *jobRESTClient) GetBatchPredictionJob(ctx context.Context, req *aiplatformpb.GetBatchPredictionJobRequest, opts ...gax.CallOption) (*aiplatformpb.BatchPredictionJob, error) {
	baseUrl, err := url.Parse(c.endpoint)
	if err != nil {
		return nil, err
	}
	baseUrl.Path += fmt.Sprintf("/v1beta1/%v", req.GetName())

	params := url.Values{}
	params.Add("$alt", "json;enum-encoding=int")

	baseUrl.RawQuery = params.Encode()

	// Build HTTP headers from client and context metadata.
	hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "name", url.QueryEscape(req.GetName()))}

	hds = append(c.xGoogHeaders, hds...)
	hds = append(hds, "Content-Type", "application/json")
	headers := gax.BuildHeaders(ctx, hds...)
	opts = append((*c.CallOptions).GetBatchPredictionJob[0:len((*c.CallOptions).GetBatchPredictionJob):len((*c.CallOptions).GetBatchPredictionJob)], opts...)
	unm := protojson.UnmarshalOptions{AllowPartial: true, DiscardUnknown: true}
	resp := &aiplatformpb.BatchPredictionJob{}
	e := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		if settings.Path != "" {
			baseUrl.Path = settings.Path
		}
		httpReq, err := http.NewRequest("GET", baseUrl.String(), nil)
		if err != nil {
			return err
		}
		httpReq = httpReq.WithContext(ctx)
		httpReq.Header = headers

		buf, err := executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, nil, "GetBatchPredictionJob")
		if err != nil {
			return err
		}

		if err := unm.Unmarshal(buf, resp); err != nil {
			return err
		}

		return nil
	}, opts...)
	if e != nil {
		return nil, e
	}
	return resp, nil
}

// ListBatchPredictionJobs lists BatchPredictionJobs in a Location.
func (c *jobRESTClient) ListBatchPredictionJobs(ctx context.Context, req *aiplatformpb.ListBatchPredictionJobsRequest, opts ...gax.CallOption) *BatchPredictionJobIterator {
	it := &BatchPredictionJobIterator{}
	req = proto.Clone(req).(*aiplatformpb.ListBatchPredictionJobsRequest)
	unm := protojson.UnmarshalOptions{AllowPartial: true, DiscardUnknown: true}
	it.InternalFetch = func(pageSize int, pageToken string) ([]*aiplatformpb.BatchPredictionJob, string, error) {
		resp := &aiplatformpb.ListBatchPredictionJobsResponse{}
		if pageToken != "" {
			req.PageToken = pageToken
		}
		if pageSize > math.MaxInt32 {
			req.PageSize = math.MaxInt32
		} else if pageSize != 0 {
			req.PageSize = int32(pageSize)
		}
		baseUrl, err := url.Parse(c.endpoint)
		if err != nil {
			return nil, "", err
		}
		baseUrl.Path += fmt.Sprintf("/v1beta1/%v/batchPredictionJobs", req.GetParent())

		params := url.Values{}
		params.Add("$alt", "json;enum-encoding=int")
		if req.GetFilter() != "" {
			params.Add("filter", fmt.Sprintf("%v", req.GetFilter()))
		}
		if req.GetPageSize() != 0 {
			params.Add("pageSize", fmt.Sprintf("%v", req.GetPageSize()))
		}
		if req.GetPageToken() != "" {
			params.Add("pageToken", fmt.Sprintf("%v", req.GetPageToken()))
		}
		if req.GetReadMask() != nil {
			field, err := protojson.Marshal(req.GetReadMask())
			if err != nil {
				return nil, "", err
			}
			params.Add("readMask", string(field[1:len(field)-1]))
		}

		baseUrl.RawQuery = params.Encode()

		// Build HTTP headers from client and context metadata.
		hds := append(c.xGoogHeaders, "Content-Type", "application/json")
		headers := gax.BuildHeaders(ctx, hds...)
		e := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
			if settings.Path != "" {
				baseUrl.Path = settings.Path
			}
			httpReq, err := http.NewRequest("GET", baseUrl.String(), nil)
			if err != nil {
				return err
			}
			httpReq.Header = headers

			buf, err := executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, nil, "ListBatchPredictionJobs")
			if err != nil {
				return err
			}
			if err := unm.Unmarshal(buf, resp); err != nil {
				return err
			}

			return nil
		}, opts...)
		if e != nil {
			return nil, "", e
		}
		it.Response = resp
		return resp.GetBatchPredictionJobs(), 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
}

// DeleteBatchPredictionJob deletes a BatchPredictionJob. Can only be called on jobs that already
// finished.
func (c *jobRESTClient) DeleteBatchPredictionJob(ctx context.Context, req *aiplatformpb.DeleteBatchPredictionJobRequest, opts ...gax.CallOption) (*DeleteBatchPredictionJobOperation, error) {
	baseUrl, err := url.Parse(c.endpoint)
	if err != nil {
		return nil, err
	}
	baseUrl.Path += fmt.Sprintf("/v1beta1/%v", req.GetName())

	params := url.Values{}
	params.Add("$alt", "json;enum-encoding=int")

	baseUrl.RawQuery = params.Encode()

	// Build HTTP headers from client and context metadata.
	hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "name", url.QueryEscape(req.GetName()))}

	hds = append(c.xGoogHeaders, hds...)
	hds = append(hds, "Content-Type", "application/json")
	headers := gax.BuildHeaders(ctx, hds...)
	unm := protojson.UnmarshalOptions{AllowPartial: true, DiscardUnknown: true}
	resp := &longrunningpb.Operation{}
	e := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		if settings.Path != "" {
			baseUrl.Path = settings.Path
		}
		httpReq, err := http.NewRequest("DELETE", baseUrl.String(), nil)
		if err != nil {
			return err
		}
		httpReq = httpReq.WithContext(ctx)
		httpReq.Header = headers

		buf, err := executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, nil, "DeleteBatchPredictionJob")
		if err != nil {
			return err
		}
		if err := unm.Unmarshal(buf, resp); err != nil {
			return err
		}

		return nil
	}, opts...)
	if e != nil {
		return nil, e
	}

	override := fmt.Sprintf("/ui/%s", resp.GetName())
	return &DeleteBatchPredictionJobOperation{
		lro:      longrunning.InternalNewOperation(*c.LROClient, resp),
		pollPath: override,
	}, nil
}

// CancelBatchPredictionJob cancels a BatchPredictionJob.
//
// Starts asynchronous cancellation on the BatchPredictionJob. The server
// makes the best effort to cancel the job, but success is not
// guaranteed. Clients can use
// JobService.GetBatchPredictionJob
// or other methods to check whether the cancellation succeeded or whether the
// job completed despite cancellation. On a successful cancellation,
// the BatchPredictionJob is not deleted;instead its
// BatchPredictionJob.state
// is set to CANCELLED. Any files already outputted by the job are not
// deleted.
func (c *jobRESTClient) CancelBatchPredictionJob(ctx context.Context, req *aiplatformpb.CancelBatchPredictionJobRequest, opts ...gax.CallOption) error {
	m := protojson.MarshalOptions{AllowPartial: true, UseEnumNumbers: true}
	jsonReq, err := m.Marshal(req)
	if err != nil {
		return err
	}

	baseUrl, err := url.Parse(c.endpoint)
	if err != nil {
		return err
	}
	baseUrl.Path += fmt.Sprintf("/v1beta1/%v:cancel", req.GetName())

	params := url.Values{}
	params.Add("$alt", "json;enum-encoding=int")

	baseUrl.RawQuery = params.Encode()

	// Build HTTP headers from client and context metadata.
	hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "name", url.QueryEscape(req.GetName()))}

	hds = append(c.xGoogHeaders, hds...)
	hds = append(hds, "Content-Type", "application/json")
	headers := gax.BuildHeaders(ctx, hds...)
	return gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		if settings.Path != "" {
			baseUrl.Path = settings.Path
		}
		httpReq, err := http.NewRequest("POST", baseUrl.String(), bytes.NewReader(jsonReq))
		if err != nil {
			return err
		}
		httpReq = httpReq.WithContext(ctx)
		httpReq.Header = headers

		_, err = executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, jsonReq, "CancelBatchPredictionJob")
		return err
	}, opts...)
}

// CreateModelDeploymentMonitoringJob creates a ModelDeploymentMonitoringJob. It will run periodically on a
// configured interval.
func (c *jobRESTClient) CreateModelDeploymentMonitoringJob(ctx context.Context, req *aiplatformpb.CreateModelDeploymentMonitoringJobRequest, opts ...gax.CallOption) (*aiplatformpb.ModelDeploymentMonitoringJob, error) {
	m := protojson.MarshalOptions{AllowPartial: true, UseEnumNumbers: true}
	body := req.GetModelDeploymentMonitoringJob()
	jsonReq, err := m.Marshal(body)
	if err != nil {
		return nil, err
	}

	baseUrl, err := url.Parse(c.endpoint)
	if err != nil {
		return nil, err
	}
	baseUrl.Path += fmt.Sprintf("/v1beta1/%v/modelDeploymentMonitoringJobs", req.GetParent())

	params := url.Values{}
	params.Add("$alt", "json;enum-encoding=int")

	baseUrl.RawQuery = params.Encode()

	// Build HTTP headers from client and context metadata.
	hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "parent", url.QueryEscape(req.GetParent()))}

	hds = append(c.xGoogHeaders, hds...)
	hds = append(hds, "Content-Type", "application/json")
	headers := gax.BuildHeaders(ctx, hds...)
	opts = append((*c.CallOptions).CreateModelDeploymentMonitoringJob[0:len((*c.CallOptions).CreateModelDeploymentMonitoringJob):len((*c.CallOptions).CreateModelDeploymentMonitoringJob)], opts...)
	unm := protojson.UnmarshalOptions{AllowPartial: true, DiscardUnknown: true}
	resp := &aiplatformpb.ModelDeploymentMonitoringJob{}
	e := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		if settings.Path != "" {
			baseUrl.Path = settings.Path
		}
		httpReq, err := http.NewRequest("POST", baseUrl.String(), bytes.NewReader(jsonReq))
		if err != nil {
			return err
		}
		httpReq = httpReq.WithContext(ctx)
		httpReq.Header = headers

		buf, err := executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, jsonReq, "CreateModelDeploymentMonitoringJob")
		if err != nil {
			return err
		}

		if err := unm.Unmarshal(buf, resp); err != nil {
			return err
		}

		return nil
	}, opts...)
	if e != nil {
		return nil, e
	}
	return resp, nil
}

// SearchModelDeploymentMonitoringStatsAnomalies searches Model Monitoring Statistics generated within a given time window.
func (c *jobRESTClient) SearchModelDeploymentMonitoringStatsAnomalies(ctx context.Context, req *aiplatformpb.SearchModelDeploymentMonitoringStatsAnomaliesRequest, opts ...gax.CallOption) *ModelMonitoringStatsAnomaliesIterator {
	it := &ModelMonitoringStatsAnomaliesIterator{}
	req = proto.Clone(req).(*aiplatformpb.SearchModelDeploymentMonitoringStatsAnomaliesRequest)
	m := protojson.MarshalOptions{AllowPartial: true, UseEnumNumbers: true}
	unm := protojson.UnmarshalOptions{AllowPartial: true, DiscardUnknown: true}
	it.InternalFetch = func(pageSize int, pageToken string) ([]*aiplatformpb.ModelMonitoringStatsAnomalies, string, error) {
		resp := &aiplatformpb.SearchModelDeploymentMonitoringStatsAnomaliesResponse{}
		if pageToken != "" {
			req.PageToken = pageToken
		}
		if pageSize > math.MaxInt32 {
			req.PageSize = math.MaxInt32
		} else if pageSize != 0 {
			req.PageSize = int32(pageSize)
		}
		jsonReq, err := m.Marshal(req)
		if err != nil {
			return nil, "", err
		}

		baseUrl, err := url.Parse(c.endpoint)
		if err != nil {
			return nil, "", err
		}
		baseUrl.Path += fmt.Sprintf("/v1beta1/%v:searchModelDeploymentMonitoringStatsAnomalies", req.GetModelDeploymentMonitoringJob())

		params := url.Values{}
		params.Add("$alt", "json;enum-encoding=int")

		baseUrl.RawQuery = params.Encode()

		// Build HTTP headers from client and context metadata.
		hds := append(c.xGoogHeaders, "Content-Type", "application/json")
		headers := gax.BuildHeaders(ctx, hds...)
		e := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
			if settings.Path != "" {
				baseUrl.Path = settings.Path
			}
			httpReq, err := http.NewRequest("POST", baseUrl.String(), bytes.NewReader(jsonReq))
			if err != nil {
				return err
			}
			httpReq.Header = headers

			buf, err := executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, jsonReq, "SearchModelDeploymentMonitoringStatsAnomalies")
			if err != nil {
				return err
			}
			if err := unm.Unmarshal(buf, resp); err != nil {
				return err
			}

			return nil
		}, opts...)
		if e != nil {
			return nil, "", e
		}
		it.Response = resp
		return resp.GetMonitoringStats(), 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
}

// GetModelDeploymentMonitoringJob gets a ModelDeploymentMonitoringJob.
func (c *jobRESTClient) GetModelDeploymentMonitoringJob(ctx context.Context, req *aiplatformpb.GetModelDeploymentMonitoringJobRequest, opts ...gax.CallOption) (*aiplatformpb.ModelDeploymentMonitoringJob, error) {
	baseUrl, err := url.Parse(c.endpoint)
	if err != nil {
		return nil, err
	}
	baseUrl.Path += fmt.Sprintf("/v1beta1/%v", req.GetName())

	params := url.Values{}
	params.Add("$alt", "json;enum-encoding=int")

	baseUrl.RawQuery = params.Encode()

	// Build HTTP headers from client and context metadata.
	hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "name", url.QueryEscape(req.GetName()))}

	hds = append(c.xGoogHeaders, hds...)
	hds = append(hds, "Content-Type", "application/json")
	headers := gax.BuildHeaders(ctx, hds...)
	opts = append((*c.CallOptions).GetModelDeploymentMonitoringJob[0:len((*c.CallOptions).GetModelDeploymentMonitoringJob):len((*c.CallOptions).GetModelDeploymentMonitoringJob)], opts...)
	unm := protojson.UnmarshalOptions{AllowPartial: true, DiscardUnknown: true}
	resp := &aiplatformpb.ModelDeploymentMonitoringJob{}
	e := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		if settings.Path != "" {
			baseUrl.Path = settings.Path
		}
		httpReq, err := http.NewRequest("GET", baseUrl.String(), nil)
		if err != nil {
			return err
		}
		httpReq = httpReq.WithContext(ctx)
		httpReq.Header = headers

		buf, err := executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, nil, "GetModelDeploymentMonitoringJob")
		if err != nil {
			return err
		}

		if err := unm.Unmarshal(buf, resp); err != nil {
			return err
		}

		return nil
	}, opts...)
	if e != nil {
		return nil, e
	}
	return resp, nil
}

// ListModelDeploymentMonitoringJobs lists ModelDeploymentMonitoringJobs in a Location.
func (c *jobRESTClient) ListModelDeploymentMonitoringJobs(ctx context.Context, req *aiplatformpb.ListModelDeploymentMonitoringJobsRequest, opts ...gax.CallOption) *ModelDeploymentMonitoringJobIterator {
	it := &ModelDeploymentMonitoringJobIterator{}
	req = proto.Clone(req).(*aiplatformpb.ListModelDeploymentMonitoringJobsRequest)
	unm := protojson.UnmarshalOptions{AllowPartial: true, DiscardUnknown: true}
	it.InternalFetch = func(pageSize int, pageToken string) ([]*aiplatformpb.ModelDeploymentMonitoringJob, string, error) {
		resp := &aiplatformpb.ListModelDeploymentMonitoringJobsResponse{}
		if pageToken != "" {
			req.PageToken = pageToken
		}
		if pageSize > math.MaxInt32 {
			req.PageSize = math.MaxInt32
		} else if pageSize != 0 {
			req.PageSize = int32(pageSize)
		}
		baseUrl, err := url.Parse(c.endpoint)
		if err != nil {
			return nil, "", err
		}
		baseUrl.Path += fmt.Sprintf("/v1beta1/%v/modelDeploymentMonitoringJobs", req.GetParent())

		params := url.Values{}
		params.Add("$alt", "json;enum-encoding=int")
		if req.GetFilter() != "" {
			params.Add("filter", fmt.Sprintf("%v", req.GetFilter()))
		}
		if req.GetPageSize() != 0 {
			params.Add("pageSize", fmt.Sprintf("%v", req.GetPageSize()))
		}
		if req.GetPageToken() != "" {
			params.Add("pageToken", fmt.Sprintf("%v", req.GetPageToken()))
		}
		if req.GetReadMask() != nil {
			field, err := protojson.Marshal(req.GetReadMask())
			if err != nil {
				return nil, "", err
			}
			params.Add("readMask", string(field[1:len(field)-1]))
		}

		baseUrl.RawQuery = params.Encode()

		// Build HTTP headers from client and context metadata.
		hds := append(c.xGoogHeaders, "Content-Type", "application/json")
		headers := gax.BuildHeaders(ctx, hds...)
		e := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
			if settings.Path != "" {
				baseUrl.Path = settings.Path
			}
			httpReq, err := http.NewRequest("GET", baseUrl.String(), nil)
			if err != nil {
				return err
			}
			httpReq.Header = headers

			buf, err := executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, nil, "ListModelDeploymentMonitoringJobs")
			if err != nil {
				return err
			}
			if err := unm.Unmarshal(buf, resp); err != nil {
				return err
			}

			return nil
		}, opts...)
		if e != nil {
			return nil, "", e
		}
		it.Response = resp
		return resp.GetModelDeploymentMonitoringJobs(), 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
}

// UpdateModelDeploymentMonitoringJob updates a ModelDeploymentMonitoringJob.
func (c *jobRESTClient) UpdateModelDeploymentMonitoringJob(ctx context.Context, req *aiplatformpb.UpdateModelDeploymentMonitoringJobRequest, opts ...gax.CallOption) (*UpdateModelDeploymentMonitoringJobOperation, error) {
	m := protojson.MarshalOptions{AllowPartial: true, UseEnumNumbers: true}
	body := req.GetModelDeploymentMonitoringJob()
	jsonReq, err := m.Marshal(body)
	if err != nil {
		return nil, err
	}

	baseUrl, err := url.Parse(c.endpoint)
	if err != nil {
		return nil, err
	}
	baseUrl.Path += fmt.Sprintf("/v1beta1/%v", req.GetModelDeploymentMonitoringJob().GetName())

	params := url.Values{}
	params.Add("$alt", "json;enum-encoding=int")
	if req.GetUpdateMask() != nil {
		field, err := protojson.Marshal(req.GetUpdateMask())
		if err != nil {
			return nil, err
		}
		params.Add("updateMask", string(field[1:len(field)-1]))
	}

	baseUrl.RawQuery = params.Encode()

	// Build HTTP headers from client and context metadata.
	hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "model_deployment_monitoring_job.name", url.QueryEscape(req.GetModelDeploymentMonitoringJob().GetName()))}

	hds = append(c.xGoogHeaders, hds...)
	hds = append(hds, "Content-Type", "application/json")
	headers := gax.BuildHeaders(ctx, hds...)
	unm := protojson.UnmarshalOptions{AllowPartial: true, DiscardUnknown: true}
	resp := &longrunningpb.Operation{}
	e := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		if settings.Path != "" {
			baseUrl.Path = settings.Path
		}
		httpReq, err := http.NewRequest("PATCH", baseUrl.String(), bytes.NewReader(jsonReq))
		if err != nil {
			return err
		}
		httpReq = httpReq.WithContext(ctx)
		httpReq.Header = headers

		buf, err := executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, jsonReq, "UpdateModelDeploymentMonitoringJob")
		if err != nil {
			return err
		}
		if err := unm.Unmarshal(buf, resp); err != nil {
			return err
		}

		return nil
	}, opts...)
	if e != nil {
		return nil, e
	}

	override := fmt.Sprintf("/ui/%s", resp.GetName())
	return &UpdateModelDeploymentMonitoringJobOperation{
		lro:      longrunning.InternalNewOperation(*c.LROClient, resp),
		pollPath: override,
	}, nil
}

// DeleteModelDeploymentMonitoringJob deletes a ModelDeploymentMonitoringJob.
func (c *jobRESTClient) DeleteModelDeploymentMonitoringJob(ctx context.Context, req *aiplatformpb.DeleteModelDeploymentMonitoringJobRequest, opts ...gax.CallOption) (*DeleteModelDeploymentMonitoringJobOperation, error) {
	baseUrl, err := url.Parse(c.endpoint)
	if err != nil {
		return nil, err
	}
	baseUrl.Path += fmt.Sprintf("/v1beta1/%v", req.GetName())

	params := url.Values{}
	params.Add("$alt", "json;enum-encoding=int")

	baseUrl.RawQuery = params.Encode()

	// Build HTTP headers from client and context metadata.
	hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "name", url.QueryEscape(req.GetName()))}

	hds = append(c.xGoogHeaders, hds...)
	hds = append(hds, "Content-Type", "application/json")
	headers := gax.BuildHeaders(ctx, hds...)
	unm := protojson.UnmarshalOptions{AllowPartial: true, DiscardUnknown: true}
	resp := &longrunningpb.Operation{}
	e := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		if settings.Path != "" {
			baseUrl.Path = settings.Path
		}
		httpReq, err := http.NewRequest("DELETE", baseUrl.String(), nil)
		if err != nil {
			return err
		}
		httpReq = httpReq.WithContext(ctx)
		httpReq.Header = headers

		buf, err := executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, nil, "DeleteModelDeploymentMonitoringJob")
		if err != nil {
			return err
		}
		if err := unm.Unmarshal(buf, resp); err != nil {
			return err
		}

		return nil
	}, opts...)
	if e != nil {
		return nil, e
	}

	override := fmt.Sprintf("/ui/%s", resp.GetName())
	return &DeleteModelDeploymentMonitoringJobOperation{
		lro:      longrunning.InternalNewOperation(*c.LROClient, resp),
		pollPath: override,
	}, nil
}

// PauseModelDeploymentMonitoringJob pauses a ModelDeploymentMonitoringJob. If the job is running, the server
// makes a best effort to cancel the job. Will mark
// ModelDeploymentMonitoringJob.state
// to ‘PAUSED’.
func (c *jobRESTClient) PauseModelDeploymentMonitoringJob(ctx context.Context, req *aiplatformpb.PauseModelDeploymentMonitoringJobRequest, opts ...gax.CallOption) error {
	m := protojson.MarshalOptions{AllowPartial: true, UseEnumNumbers: true}
	jsonReq, err := m.Marshal(req)
	if err != nil {
		return err
	}

	baseUrl, err := url.Parse(c.endpoint)
	if err != nil {
		return err
	}
	baseUrl.Path += fmt.Sprintf("/v1beta1/%v:pause", req.GetName())

	params := url.Values{}
	params.Add("$alt", "json;enum-encoding=int")

	baseUrl.RawQuery = params.Encode()

	// Build HTTP headers from client and context metadata.
	hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "name", url.QueryEscape(req.GetName()))}

	hds = append(c.xGoogHeaders, hds...)
	hds = append(hds, "Content-Type", "application/json")
	headers := gax.BuildHeaders(ctx, hds...)
	return gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		if settings.Path != "" {
			baseUrl.Path = settings.Path
		}
		httpReq, err := http.NewRequest("POST", baseUrl.String(), bytes.NewReader(jsonReq))
		if err != nil {
			return err
		}
		httpReq = httpReq.WithContext(ctx)
		httpReq.Header = headers

		_, err = executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, jsonReq, "PauseModelDeploymentMonitoringJob")
		return err
	}, opts...)
}

// ResumeModelDeploymentMonitoringJob resumes a paused ModelDeploymentMonitoringJob. It will start to run from
// next scheduled time. A deleted ModelDeploymentMonitoringJob can’t be
// resumed.
func (c *jobRESTClient) ResumeModelDeploymentMonitoringJob(ctx context.Context, req *aiplatformpb.ResumeModelDeploymentMonitoringJobRequest, opts ...gax.CallOption) error {
	m := protojson.MarshalOptions{AllowPartial: true, UseEnumNumbers: true}
	jsonReq, err := m.Marshal(req)
	if err != nil {
		return err
	}

	baseUrl, err := url.Parse(c.endpoint)
	if err != nil {
		return err
	}
	baseUrl.Path += fmt.Sprintf("/v1beta1/%v:resume", req.GetName())

	params := url.Values{}
	params.Add("$alt", "json;enum-encoding=int")

	baseUrl.RawQuery = params.Encode()

	// Build HTTP headers from client and context metadata.
	hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "name", url.QueryEscape(req.GetName()))}

	hds = append(c.xGoogHeaders, hds...)
	hds = append(hds, "Content-Type", "application/json")
	headers := gax.BuildHeaders(ctx, hds...)
	return gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		if settings.Path != "" {
			baseUrl.Path = settings.Path
		}
		httpReq, err := http.NewRequest("POST", baseUrl.String(), bytes.NewReader(jsonReq))
		if err != nil {
			return err
		}
		httpReq = httpReq.WithContext(ctx)
		httpReq.Header = headers

		_, err = executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, jsonReq, "ResumeModelDeploymentMonitoringJob")
		return err
	}, opts...)
}

// GetLocation gets information about a location.
func (c *jobRESTClient) GetLocation(ctx context.Context, req *locationpb.GetLocationRequest, opts ...gax.CallOption) (*locationpb.Location, error) {
	baseUrl, err := url.Parse(c.endpoint)
	if err != nil {
		return nil, err
	}
	baseUrl.Path += fmt.Sprintf("/ui/%v", req.GetName())

	params := url.Values{}
	params.Add("$alt", "json;enum-encoding=int")

	baseUrl.RawQuery = params.Encode()

	// Build HTTP headers from client and context metadata.
	hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "name", url.QueryEscape(req.GetName()))}

	hds = append(c.xGoogHeaders, hds...)
	hds = append(hds, "Content-Type", "application/json")
	headers := gax.BuildHeaders(ctx, hds...)
	opts = append((*c.CallOptions).GetLocation[0:len((*c.CallOptions).GetLocation):len((*c.CallOptions).GetLocation)], opts...)
	unm := protojson.UnmarshalOptions{AllowPartial: true, DiscardUnknown: true}
	resp := &locationpb.Location{}
	e := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		if settings.Path != "" {
			baseUrl.Path = settings.Path
		}
		httpReq, err := http.NewRequest("GET", baseUrl.String(), nil)
		if err != nil {
			return err
		}
		httpReq = httpReq.WithContext(ctx)
		httpReq.Header = headers

		buf, err := executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, nil, "GetLocation")
		if err != nil {
			return err
		}

		if err := unm.Unmarshal(buf, resp); err != nil {
			return err
		}

		return nil
	}, opts...)
	if e != nil {
		return nil, e
	}
	return resp, nil
}

// ListLocations lists information about the supported locations for this service.
func (c *jobRESTClient) ListLocations(ctx context.Context, req *locationpb.ListLocationsRequest, opts ...gax.CallOption) *LocationIterator {
	it := &LocationIterator{}
	req = proto.Clone(req).(*locationpb.ListLocationsRequest)
	unm := protojson.UnmarshalOptions{AllowPartial: true, DiscardUnknown: true}
	it.InternalFetch = func(pageSize int, pageToken string) ([]*locationpb.Location, string, error) {
		resp := &locationpb.ListLocationsResponse{}
		if pageToken != "" {
			req.PageToken = pageToken
		}
		if pageSize > math.MaxInt32 {
			req.PageSize = math.MaxInt32
		} else if pageSize != 0 {
			req.PageSize = int32(pageSize)
		}
		baseUrl, err := url.Parse(c.endpoint)
		if err != nil {
			return nil, "", err
		}
		baseUrl.Path += fmt.Sprintf("/ui/%v/locations", req.GetName())

		params := url.Values{}
		params.Add("$alt", "json;enum-encoding=int")
		if req.GetFilter() != "" {
			params.Add("filter", fmt.Sprintf("%v", req.GetFilter()))
		}
		if req.GetPageSize() != 0 {
			params.Add("pageSize", fmt.Sprintf("%v", req.GetPageSize()))
		}
		if req.GetPageToken() != "" {
			params.Add("pageToken", fmt.Sprintf("%v", req.GetPageToken()))
		}

		baseUrl.RawQuery = params.Encode()

		// Build HTTP headers from client and context metadata.
		hds := append(c.xGoogHeaders, "Content-Type", "application/json")
		headers := gax.BuildHeaders(ctx, hds...)
		e := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
			if settings.Path != "" {
				baseUrl.Path = settings.Path
			}
			httpReq, err := http.NewRequest("GET", baseUrl.String(), nil)
			if err != nil {
				return err
			}
			httpReq.Header = headers

			buf, err := executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, nil, "ListLocations")
			if err != nil {
				return err
			}
			if err := unm.Unmarshal(buf, resp); err != nil {
				return err
			}

			return nil
		}, opts...)
		if e != nil {
			return nil, "", e
		}
		it.Response = resp
		return resp.GetLocations(), 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
}

// 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 *jobRESTClient) GetIamPolicy(ctx context.Context, req *iampb.GetIamPolicyRequest, opts ...gax.CallOption) (*iampb.Policy, error) {
	m := protojson.MarshalOptions{AllowPartial: true, UseEnumNumbers: true}
	jsonReq, err := m.Marshal(req)
	if err != nil {
		return nil, err
	}

	baseUrl, err := url.Parse(c.endpoint)
	if err != nil {
		return nil, err
	}
	baseUrl.Path += fmt.Sprintf("/v1beta1/%v:getIamPolicy", req.GetResource())

	params := url.Values{}
	params.Add("$alt", "json;enum-encoding=int")

	baseUrl.RawQuery = params.Encode()

	// Build HTTP headers from client and context metadata.
	hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "resource", url.QueryEscape(req.GetResource()))}

	hds = append(c.xGoogHeaders, hds...)
	hds = append(hds, "Content-Type", "application/json")
	headers := gax.BuildHeaders(ctx, hds...)
	opts = append((*c.CallOptions).GetIamPolicy[0:len((*c.CallOptions).GetIamPolicy):len((*c.CallOptions).GetIamPolicy)], opts...)
	unm := protojson.UnmarshalOptions{AllowPartial: true, DiscardUnknown: true}
	resp := &iampb.Policy{}
	e := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		if settings.Path != "" {
			baseUrl.Path = settings.Path
		}
		httpReq, err := http.NewRequest("POST", baseUrl.String(), bytes.NewReader(jsonReq))
		if err != nil {
			return err
		}
		httpReq = httpReq.WithContext(ctx)
		httpReq.Header = headers

		buf, err := executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, jsonReq, "GetIamPolicy")
		if err != nil {
			return err
		}

		if err := unm.Unmarshal(buf, resp); err != nil {
			return err
		}

		return nil
	}, opts...)
	if e != nil {
		return nil, e
	}
	return resp, nil
}

// 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 *jobRESTClient) SetIamPolicy(ctx context.Context, req *iampb.SetIamPolicyRequest, opts ...gax.CallOption) (*iampb.Policy, error) {
	m := protojson.MarshalOptions{AllowPartial: true, UseEnumNumbers: true}
	jsonReq, err := m.Marshal(req)
	if err != nil {
		return nil, err
	}

	baseUrl, err := url.Parse(c.endpoint)
	if err != nil {
		return nil, err
	}
	baseUrl.Path += fmt.Sprintf("/v1beta1/%v:setIamPolicy", req.GetResource())

	params := url.Values{}
	params.Add("$alt", "json;enum-encoding=int")

	baseUrl.RawQuery = params.Encode()

	// Build HTTP headers from client and context metadata.
	hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "resource", url.QueryEscape(req.GetResource()))}

	hds = append(c.xGoogHeaders, hds...)
	hds = append(hds, "Content-Type", "application/json")
	headers := gax.BuildHeaders(ctx, hds...)
	opts = append((*c.CallOptions).SetIamPolicy[0:len((*c.CallOptions).SetIamPolicy):len((*c.CallOptions).SetIamPolicy)], opts...)
	unm := protojson.UnmarshalOptions{AllowPartial: true, DiscardUnknown: true}
	resp := &iampb.Policy{}
	e := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		if settings.Path != "" {
			baseUrl.Path = settings.Path
		}
		httpReq, err := http.NewRequest("POST", baseUrl.String(), bytes.NewReader(jsonReq))
		if err != nil {
			return err
		}
		httpReq = httpReq.WithContext(ctx)
		httpReq.Header = headers

		buf, err := executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, jsonReq, "SetIamPolicy")
		if err != nil {
			return err
		}

		if err := unm.Unmarshal(buf, resp); err != nil {
			return err
		}

		return nil
	}, opts...)
	if e != nil {
		return nil, e
	}
	return resp, nil
}

// 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 *jobRESTClient) TestIamPermissions(ctx context.Context, req *iampb.TestIamPermissionsRequest, opts ...gax.CallOption) (*iampb.TestIamPermissionsResponse, error) {
	m := protojson.MarshalOptions{AllowPartial: true, UseEnumNumbers: true}
	jsonReq, err := m.Marshal(req)
	if err != nil {
		return nil, err
	}

	baseUrl, err := url.Parse(c.endpoint)
	if err != nil {
		return nil, err
	}
	baseUrl.Path += fmt.Sprintf("/v1beta1/%v:testIamPermissions", req.GetResource())

	params := url.Values{}
	params.Add("$alt", "json;enum-encoding=int")

	baseUrl.RawQuery = params.Encode()

	// Build HTTP headers from client and context metadata.
	hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "resource", url.QueryEscape(req.GetResource()))}

	hds = append(c.xGoogHeaders, hds...)
	hds = append(hds, "Content-Type", "application/json")
	headers := gax.BuildHeaders(ctx, hds...)
	opts = append((*c.CallOptions).TestIamPermissions[0:len((*c.CallOptions).TestIamPermissions):len((*c.CallOptions).TestIamPermissions)], opts...)
	unm := protojson.UnmarshalOptions{AllowPartial: true, DiscardUnknown: true}
	resp := &iampb.TestIamPermissionsResponse{}
	e := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		if settings.Path != "" {
			baseUrl.Path = settings.Path
		}
		httpReq, err := http.NewRequest("POST", baseUrl.String(), bytes.NewReader(jsonReq))
		if err != nil {
			return err
		}
		httpReq = httpReq.WithContext(ctx)
		httpReq.Header = headers

		buf, err := executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, jsonReq, "TestIamPermissions")
		if err != nil {
			return err
		}

		if err := unm.Unmarshal(buf, resp); err != nil {
			return err
		}

		return nil
	}, opts...)
	if e != nil {
		return nil, e
	}
	return resp, nil
}

// CancelOperation is a utility method from google.longrunning.Operations.
func (c *jobRESTClient) CancelOperation(ctx context.Context, req *longrunningpb.CancelOperationRequest, opts ...gax.CallOption) error {
	baseUrl, err := url.Parse(c.endpoint)
	if err != nil {
		return err
	}
	baseUrl.Path += fmt.Sprintf("/ui/%v:cancel", req.GetName())

	params := url.Values{}
	params.Add("$alt", "json;enum-encoding=int")

	baseUrl.RawQuery = params.Encode()

	// Build HTTP headers from client and context metadata.
	hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "name", url.QueryEscape(req.GetName()))}

	hds = append(c.xGoogHeaders, hds...)
	hds = append(hds, "Content-Type", "application/json")
	headers := gax.BuildHeaders(ctx, hds...)
	return gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		if settings.Path != "" {
			baseUrl.Path = settings.Path
		}
		httpReq, err := http.NewRequest("POST", baseUrl.String(), nil)
		if err != nil {
			return err
		}
		httpReq = httpReq.WithContext(ctx)
		httpReq.Header = headers

		_, err = executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, nil, "CancelOperation")
		return err
	}, opts...)
}

// DeleteOperation is a utility method from google.longrunning.Operations.
func (c *jobRESTClient) DeleteOperation(ctx context.Context, req *longrunningpb.DeleteOperationRequest, opts ...gax.CallOption) error {
	baseUrl, err := url.Parse(c.endpoint)
	if err != nil {
		return err
	}
	baseUrl.Path += fmt.Sprintf("/ui/%v", req.GetName())

	params := url.Values{}
	params.Add("$alt", "json;enum-encoding=int")

	baseUrl.RawQuery = params.Encode()

	// Build HTTP headers from client and context metadata.
	hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "name", url.QueryEscape(req.GetName()))}

	hds = append(c.xGoogHeaders, hds...)
	hds = append(hds, "Content-Type", "application/json")
	headers := gax.BuildHeaders(ctx, hds...)
	return gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		if settings.Path != "" {
			baseUrl.Path = settings.Path
		}
		httpReq, err := http.NewRequest("DELETE", baseUrl.String(), nil)
		if err != nil {
			return err
		}
		httpReq = httpReq.WithContext(ctx)
		httpReq.Header = headers

		_, err = executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, nil, "DeleteOperation")
		return err
	}, opts...)
}

// GetOperation is a utility method from google.longrunning.Operations.
func (c *jobRESTClient) GetOperation(ctx context.Context, req *longrunningpb.GetOperationRequest, opts ...gax.CallOption) (*longrunningpb.Operation, error) {
	baseUrl, err := url.Parse(c.endpoint)
	if err != nil {
		return nil, err
	}
	baseUrl.Path += fmt.Sprintf("/ui/%v", req.GetName())

	params := url.Values{}
	params.Add("$alt", "json;enum-encoding=int")

	baseUrl.RawQuery = params.Encode()

	// Build HTTP headers from client and context metadata.
	hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "name", url.QueryEscape(req.GetName()))}

	hds = append(c.xGoogHeaders, hds...)
	hds = append(hds, "Content-Type", "application/json")
	headers := gax.BuildHeaders(ctx, hds...)
	opts = append((*c.CallOptions).GetOperation[0:len((*c.CallOptions).GetOperation):len((*c.CallOptions).GetOperation)], opts...)
	unm := protojson.UnmarshalOptions{AllowPartial: true, DiscardUnknown: true}
	resp := &longrunningpb.Operation{}
	e := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		if settings.Path != "" {
			baseUrl.Path = settings.Path
		}
		httpReq, err := http.NewRequest("GET", baseUrl.String(), nil)
		if err != nil {
			return err
		}
		httpReq = httpReq.WithContext(ctx)
		httpReq.Header = headers

		buf, err := executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, nil, "GetOperation")
		if err != nil {
			return err
		}

		if err := unm.Unmarshal(buf, resp); err != nil {
			return err
		}

		return nil
	}, opts...)
	if e != nil {
		return nil, e
	}
	return resp, nil
}

// ListOperations is a utility method from google.longrunning.Operations.
func (c *jobRESTClient) ListOperations(ctx context.Context, req *longrunningpb.ListOperationsRequest, opts ...gax.CallOption) *OperationIterator {
	it := &OperationIterator{}
	req = proto.Clone(req).(*longrunningpb.ListOperationsRequest)
	unm := protojson.UnmarshalOptions{AllowPartial: true, DiscardUnknown: true}
	it.InternalFetch = func(pageSize int, pageToken string) ([]*longrunningpb.Operation, string, error) {
		resp := &longrunningpb.ListOperationsResponse{}
		if pageToken != "" {
			req.PageToken = pageToken
		}
		if pageSize > math.MaxInt32 {
			req.PageSize = math.MaxInt32
		} else if pageSize != 0 {
			req.PageSize = int32(pageSize)
		}
		baseUrl, err := url.Parse(c.endpoint)
		if err != nil {
			return nil, "", err
		}
		baseUrl.Path += fmt.Sprintf("/ui/%v/operations", req.GetName())

		params := url.Values{}
		params.Add("$alt", "json;enum-encoding=int")
		if req.GetFilter() != "" {
			params.Add("filter", fmt.Sprintf("%v", req.GetFilter()))
		}
		if req.GetPageSize() != 0 {
			params.Add("pageSize", fmt.Sprintf("%v", req.GetPageSize()))
		}
		if req.GetPageToken() != "" {
			params.Add("pageToken", fmt.Sprintf("%v", req.GetPageToken()))
		}

		baseUrl.RawQuery = params.Encode()

		// Build HTTP headers from client and context metadata.
		hds := append(c.xGoogHeaders, "Content-Type", "application/json")
		headers := gax.BuildHeaders(ctx, hds...)
		e := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
			if settings.Path != "" {
				baseUrl.Path = settings.Path
			}
			httpReq, err := http.NewRequest("GET", baseUrl.String(), nil)
			if err != nil {
				return err
			}
			httpReq.Header = headers

			buf, err := executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, nil, "ListOperations")
			if err != nil {
				return err
			}
			if err := unm.Unmarshal(buf, resp); err != nil {
				return err
			}

			return nil
		}, opts...)
		if e != nil {
			return nil, "", e
		}
		it.Response = resp
		return resp.GetOperations(), 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
}

// WaitOperation is a utility method from google.longrunning.Operations.
func (c *jobRESTClient) WaitOperation(ctx context.Context, req *longrunningpb.WaitOperationRequest, opts ...gax.CallOption) (*longrunningpb.Operation, error) {
	baseUrl, err := url.Parse(c.endpoint)
	if err != nil {
		return nil, err
	}
	baseUrl.Path += fmt.Sprintf("/ui/%v:wait", req.GetName())

	params := url.Values{}
	params.Add("$alt", "json;enum-encoding=int")
	if req.GetTimeout() != nil {
		field, err := protojson.Marshal(req.GetTimeout())
		if err != nil {
			return nil, err
		}
		params.Add("timeout", string(field[1:len(field)-1]))
	}

	baseUrl.RawQuery = params.Encode()

	// Build HTTP headers from client and context metadata.
	hds := []string{"x-goog-request-params", fmt.Sprintf("%s=%v", "name", url.QueryEscape(req.GetName()))}

	hds = append(c.xGoogHeaders, hds...)
	hds = append(hds, "Content-Type", "application/json")
	headers := gax.BuildHeaders(ctx, hds...)
	opts = append((*c.CallOptions).WaitOperation[0:len((*c.CallOptions).WaitOperation):len((*c.CallOptions).WaitOperation)], opts...)
	unm := protojson.UnmarshalOptions{AllowPartial: true, DiscardUnknown: true}
	resp := &longrunningpb.Operation{}
	e := gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
		if settings.Path != "" {
			baseUrl.Path = settings.Path
		}
		httpReq, err := http.NewRequest("POST", baseUrl.String(), nil)
		if err != nil {
			return err
		}
		httpReq = httpReq.WithContext(ctx)
		httpReq.Header = headers

		buf, err := executeHTTPRequest(ctx, c.httpClient, httpReq, c.logger, nil, "WaitOperation")
		if err != nil {
			return err
		}

		if err := unm.Unmarshal(buf, resp); err != nil {
			return err
		}

		return nil
	}, opts...)
	if e != nil {
		return nil, e
	}
	return resp, nil
}

// DeleteBatchPredictionJobOperation returns a new DeleteBatchPredictionJobOperation from a given name.
// The name must be that of a previously created DeleteBatchPredictionJobOperation, possibly from a different process.
func (c *jobGRPCClient) DeleteBatchPredictionJobOperation(name string) *DeleteBatchPredictionJobOperation {
	return &DeleteBatchPredictionJobOperation{
		lro: longrunning.InternalNewOperation(*c.LROClient, &longrunningpb.Operation{Name: name}),
	}
}

// DeleteBatchPredictionJobOperation returns a new DeleteBatchPredictionJobOperation from a given name.
// The name must be that of a previously created DeleteBatchPredictionJobOperation, possibly from a different process.
func (c *jobRESTClient) DeleteBatchPredictionJobOperation(name string) *DeleteBatchPredictionJobOperation {
	override := fmt.Sprintf("/ui/%s", name)
	return &DeleteBatchPredictionJobOperation{
		lro:      longrunning.InternalNewOperation(*c.LROClient, &longrunningpb.Operation{Name: name}),
		pollPath: override,
	}
}

// DeleteCustomJobOperation returns a new DeleteCustomJobOperation from a given name.
// The name must be that of a previously created DeleteCustomJobOperation, possibly from a different process.
func (c *jobGRPCClient) DeleteCustomJobOperation(name string) *DeleteCustomJobOperation {
	return &DeleteCustomJobOperation{
		lro: longrunning.InternalNewOperation(*c.LROClient, &longrunningpb.Operation{Name: name}),
	}
}

// DeleteCustomJobOperation returns a new DeleteCustomJobOperation from a given name.
// The name must be that of a previously created DeleteCustomJobOperation, possibly from a different process.
func (c *jobRESTClient) DeleteCustomJobOperation(name string) *DeleteCustomJobOperation {
	override := fmt.Sprintf("/ui/%s", name)
	return &DeleteCustomJobOperation{
		lro:      longrunning.InternalNewOperation(*c.LROClient, &longrunningpb.Operation{Name: name}),
		pollPath: override,
	}
}

// DeleteDataLabelingJobOperation returns a new DeleteDataLabelingJobOperation from a given name.
// The name must be that of a previously created DeleteDataLabelingJobOperation, possibly from a different process.
func (c *jobGRPCClient) DeleteDataLabelingJobOperation(name string) *DeleteDataLabelingJobOperation {
	return &DeleteDataLabelingJobOperation{
		lro: longrunning.InternalNewOperation(*c.LROClient, &longrunningpb.Operation{Name: name}),
	}
}

// DeleteDataLabelingJobOperation returns a new DeleteDataLabelingJobOperation from a given name.
// The name must be that of a previously created DeleteDataLabelingJobOperation, possibly from a different process.
func (c *jobRESTClient) DeleteDataLabelingJobOperation(name string) *DeleteDataLabelingJobOperation {
	override := fmt.Sprintf("/ui/%s", name)
	return &DeleteDataLabelingJobOperation{
		lro:      longrunning.InternalNewOperation(*c.LROClient, &longrunningpb.Operation{Name: name}),
		pollPath: override,
	}
}

// DeleteHyperparameterTuningJobOperation returns a new DeleteHyperparameterTuningJobOperation from a given name.
// The name must be that of a previously created DeleteHyperparameterTuningJobOperation, possibly from a different process.
func (c *jobGRPCClient) DeleteHyperparameterTuningJobOperation(name string) *DeleteHyperparameterTuningJobOperation {
	return &DeleteHyperparameterTuningJobOperation{
		lro: longrunning.InternalNewOperation(*c.LROClient, &longrunningpb.Operation{Name: name}),
	}
}

// DeleteHyperparameterTuningJobOperation returns a new DeleteHyperparameterTuningJobOperation from a given name.
// The name must be that of a previously created DeleteHyperparameterTuningJobOperation, possibly from a different process.
func (c *jobRESTClient) DeleteHyperparameterTuningJobOperation(name string) *DeleteHyperparameterTuningJobOperation {
	override := fmt.Sprintf("/ui/%s", name)
	return &DeleteHyperparameterTuningJobOperation{
		lro:      longrunning.InternalNewOperation(*c.LROClient, &longrunningpb.Operation{Name: name}),
		pollPath: override,
	}
}

// DeleteModelDeploymentMonitoringJobOperation returns a new DeleteModelDeploymentMonitoringJobOperation from a given name.
// The name must be that of a previously created DeleteModelDeploymentMonitoringJobOperation, possibly from a different process.
func (c *jobGRPCClient) DeleteModelDeploymentMonitoringJobOperation(name string) *DeleteModelDeploymentMonitoringJobOperation {
	return &DeleteModelDeploymentMonitoringJobOperation{
		lro: longrunning.InternalNewOperation(*c.LROClient, &longrunningpb.Operation{Name: name}),
	}
}

// DeleteModelDeploymentMonitoringJobOperation returns a new DeleteModelDeploymentMonitoringJobOperation from a given name.
// The name must be that of a previously created DeleteModelDeploymentMonitoringJobOperation, possibly from a different process.
func (c *jobRESTClient) DeleteModelDeploymentMonitoringJobOperation(name string) *DeleteModelDeploymentMonitoringJobOperation {
	override := fmt.Sprintf("/ui/%s", name)
	return &DeleteModelDeploymentMonitoringJobOperation{
		lro:      longrunning.InternalNewOperation(*c.LROClient, &longrunningpb.Operation{Name: name}),
		pollPath: override,
	}
}

// DeleteNasJobOperation returns a new DeleteNasJobOperation from a given name.
// The name must be that of a previously created DeleteNasJobOperation, possibly from a different process.
func (c *jobGRPCClient) DeleteNasJobOperation(name string) *DeleteNasJobOperation {
	return &DeleteNasJobOperation{
		lro: longrunning.InternalNewOperation(*c.LROClient, &longrunningpb.Operation{Name: name}),
	}
}

// DeleteNasJobOperation returns a new DeleteNasJobOperation from a given name.
// The name must be that of a previously created DeleteNasJobOperation, possibly from a different process.
func (c *jobRESTClient) DeleteNasJobOperation(name string) *DeleteNasJobOperation {
	override := fmt.Sprintf("/ui/%s", name)
	return &DeleteNasJobOperation{
		lro:      longrunning.InternalNewOperation(*c.LROClient, &longrunningpb.Operation{Name: name}),
		pollPath: override,
	}
}

// UpdateModelDeploymentMonitoringJobOperation returns a new UpdateModelDeploymentMonitoringJobOperation from a given name.
// The name must be that of a previously created UpdateModelDeploymentMonitoringJobOperation, possibly from a different process.
func (c *jobGRPCClient) UpdateModelDeploymentMonitoringJobOperation(name string) *UpdateModelDeploymentMonitoringJobOperation {
	return &UpdateModelDeploymentMonitoringJobOperation{
		lro: longrunning.InternalNewOperation(*c.LROClient, &longrunningpb.Operation{Name: name}),
	}
}

// UpdateModelDeploymentMonitoringJobOperation returns a new UpdateModelDeploymentMonitoringJobOperation from a given name.
// The name must be that of a previously created UpdateModelDeploymentMonitoringJobOperation, possibly from a different process.
func (c *jobRESTClient) UpdateModelDeploymentMonitoringJobOperation(name string) *UpdateModelDeploymentMonitoringJobOperation {
	override := fmt.Sprintf("/ui/%s", name)
	return &UpdateModelDeploymentMonitoringJobOperation{
		lro:      longrunning.InternalNewOperation(*c.LROClient, &longrunningpb.Operation{Name: name}),
		pollPath: override,
	}
}