// Copyright 2023 Google LLC.
// Use of this source code is governed by a BSD-style
// license that can be found in the LICENSE file.

// Code generated file. DO NOT EDIT.

// Package ml provides access to the AI Platform Training & Prediction API.
//
// For product documentation, see: https://cloud.google.com/ml/
//
// # Library status
//
// These client libraries are officially supported by Google. However, this
// library is considered complete and is in maintenance mode. This means
// that we will address critical bugs and security issues but will not add
// any new features.
//
// When possible, we recommend using our newer
// [Cloud Client Libraries for Go](https://pkg.go.dev/cloud.google.com/go)
// that are still actively being worked and iterated on.
//
// # Creating a client
//
// Usage example:
//
//	import "google.golang.org/api/ml/v1"
//	...
//	ctx := context.Background()
//	mlService, err := ml.NewService(ctx)
//
// In this example, Google Application Default Credentials are used for
// authentication. For information on how to create and obtain Application
// Default Credentials, see https://developers.google.com/identity/protocols/application-default-credentials.
//
// # Other authentication options
//
// By default, all available scopes (see "Constants") are used to authenticate.
// To restrict scopes, use [google.golang.org/api/option.WithScopes]:
//
//	mlService, err := ml.NewService(ctx, option.WithScopes(ml.CloudPlatformReadOnlyScope))
//
// To use an API key for authentication (note: some APIs do not support API
// keys), use [google.golang.org/api/option.WithAPIKey]:
//
//	mlService, err := ml.NewService(ctx, option.WithAPIKey("AIza..."))
//
// To use an OAuth token (e.g., a user token obtained via a three-legged OAuth
// flow, use [google.golang.org/api/option.WithTokenSource]:
//
//	config := &oauth2.Config{...}
//	// ...
//	token, err := config.Exchange(ctx, ...)
//	mlService, err := ml.NewService(ctx, option.WithTokenSource(config.TokenSource(ctx, token)))
//
// See [google.golang.org/api/option.ClientOption] for details on options.
package ml // import "google.golang.org/api/ml/v1"

import (
	"bytes"
	"context"
	"encoding/json"
	"errors"
	"fmt"
	"io"
	"net/http"
	"net/url"
	"strconv"
	"strings"

	googleapi "google.golang.org/api/googleapi"
	internal "google.golang.org/api/internal"
	gensupport "google.golang.org/api/internal/gensupport"
	option "google.golang.org/api/option"
	internaloption "google.golang.org/api/option/internaloption"
	htransport "google.golang.org/api/transport/http"
)

// Always reference these packages, just in case the auto-generated code
// below doesn't.
var _ = bytes.NewBuffer
var _ = strconv.Itoa
var _ = fmt.Sprintf
var _ = json.NewDecoder
var _ = io.Copy
var _ = url.Parse
var _ = gensupport.MarshalJSON
var _ = googleapi.Version
var _ = errors.New
var _ = strings.Replace
var _ = context.Canceled
var _ = internaloption.WithDefaultEndpoint
var _ = internal.Version

const apiId = "ml:v1"
const apiName = "ml"
const apiVersion = "v1"
const basePath = "https://ml.googleapis.com/"
const mtlsBasePath = "https://ml.mtls.googleapis.com/"

// OAuth2 scopes used by this API.
const (
	// See, edit, configure, and delete your Google Cloud data and see the
	// email address for your Google Account.
	CloudPlatformScope = "https://www.googleapis.com/auth/cloud-platform"

	// View your data across Google Cloud services and see the email address
	// of your Google Account
	CloudPlatformReadOnlyScope = "https://www.googleapis.com/auth/cloud-platform.read-only"
)

// NewService creates a new Service.
func NewService(ctx context.Context, opts ...option.ClientOption) (*Service, error) {
	scopesOption := internaloption.WithDefaultScopes(
		"https://www.googleapis.com/auth/cloud-platform",
		"https://www.googleapis.com/auth/cloud-platform.read-only",
	)
	// NOTE: prepend, so we don't override user-specified scopes.
	opts = append([]option.ClientOption{scopesOption}, opts...)
	opts = append(opts, internaloption.WithDefaultEndpoint(basePath))
	opts = append(opts, internaloption.WithDefaultMTLSEndpoint(mtlsBasePath))
	client, endpoint, err := htransport.NewClient(ctx, opts...)
	if err != nil {
		return nil, err
	}
	s, err := New(client)
	if err != nil {
		return nil, err
	}
	if endpoint != "" {
		s.BasePath = endpoint
	}
	return s, nil
}

// New creates a new Service. It uses the provided http.Client for requests.
//
// Deprecated: please use NewService instead.
// To provide a custom HTTP client, use option.WithHTTPClient.
// If you are using google.golang.org/api/googleapis/transport.APIKey, use option.WithAPIKey with NewService instead.
func New(client *http.Client) (*Service, error) {
	if client == nil {
		return nil, errors.New("client is nil")
	}
	s := &Service{client: client, BasePath: basePath}
	s.Projects = NewProjectsService(s)
	return s, nil
}

type Service struct {
	client    *http.Client
	BasePath  string // API endpoint base URL
	UserAgent string // optional additional User-Agent fragment

	Projects *ProjectsService
}

func (s *Service) userAgent() string {
	if s.UserAgent == "" {
		return googleapi.UserAgent
	}
	return googleapi.UserAgent + " " + s.UserAgent
}

func NewProjectsService(s *Service) *ProjectsService {
	rs := &ProjectsService{s: s}
	rs.Jobs = NewProjectsJobsService(s)
	rs.Locations = NewProjectsLocationsService(s)
	rs.Models = NewProjectsModelsService(s)
	rs.Operations = NewProjectsOperationsService(s)
	return rs
}

type ProjectsService struct {
	s *Service

	Jobs *ProjectsJobsService

	Locations *ProjectsLocationsService

	Models *ProjectsModelsService

	Operations *ProjectsOperationsService
}

func NewProjectsJobsService(s *Service) *ProjectsJobsService {
	rs := &ProjectsJobsService{s: s}
	return rs
}

type ProjectsJobsService struct {
	s *Service
}

func NewProjectsLocationsService(s *Service) *ProjectsLocationsService {
	rs := &ProjectsLocationsService{s: s}
	rs.Operations = NewProjectsLocationsOperationsService(s)
	rs.Studies = NewProjectsLocationsStudiesService(s)
	return rs
}

type ProjectsLocationsService struct {
	s *Service

	Operations *ProjectsLocationsOperationsService

	Studies *ProjectsLocationsStudiesService
}

func NewProjectsLocationsOperationsService(s *Service) *ProjectsLocationsOperationsService {
	rs := &ProjectsLocationsOperationsService{s: s}
	return rs
}

type ProjectsLocationsOperationsService struct {
	s *Service
}

func NewProjectsLocationsStudiesService(s *Service) *ProjectsLocationsStudiesService {
	rs := &ProjectsLocationsStudiesService{s: s}
	rs.Trials = NewProjectsLocationsStudiesTrialsService(s)
	return rs
}

type ProjectsLocationsStudiesService struct {
	s *Service

	Trials *ProjectsLocationsStudiesTrialsService
}

func NewProjectsLocationsStudiesTrialsService(s *Service) *ProjectsLocationsStudiesTrialsService {
	rs := &ProjectsLocationsStudiesTrialsService{s: s}
	return rs
}

type ProjectsLocationsStudiesTrialsService struct {
	s *Service
}

func NewProjectsModelsService(s *Service) *ProjectsModelsService {
	rs := &ProjectsModelsService{s: s}
	rs.Versions = NewProjectsModelsVersionsService(s)
	return rs
}

type ProjectsModelsService struct {
	s *Service

	Versions *ProjectsModelsVersionsService
}

func NewProjectsModelsVersionsService(s *Service) *ProjectsModelsVersionsService {
	rs := &ProjectsModelsVersionsService{s: s}
	return rs
}

type ProjectsModelsVersionsService struct {
	s *Service
}

func NewProjectsOperationsService(s *Service) *ProjectsOperationsService {
	rs := &ProjectsOperationsService{s: s}
	return rs
}

type ProjectsOperationsService struct {
	s *Service
}

// GoogleApi__HttpBody: Message that represents an arbitrary HTTP body.
// It should only be used for payload formats that can't be represented
// as JSON, such as raw binary or an HTML page. This message can be used
// both in streaming and non-streaming API methods in the request as
// well as the response. It can be used as a top-level request field,
// which is convenient if one wants to extract parameters from either
// the URL or HTTP template into the request fields and also want access
// to the raw HTTP body. Example: message GetResourceRequest { // A
// unique request id. string request_id = 1; // The raw HTTP body is
// bound to this field. google.api.HttpBody http_body = 2; } service
// ResourceService { rpc GetResource(GetResourceRequest) returns
// (google.api.HttpBody); rpc UpdateResource(google.api.HttpBody)
// returns (google.protobuf.Empty); } Example with streaming methods:
// service CaldavService { rpc GetCalendar(stream google.api.HttpBody)
// returns (stream google.api.HttpBody); rpc UpdateCalendar(stream
// google.api.HttpBody) returns (stream google.api.HttpBody); } Use of
// this type only changes how the request and response bodies are
// handled, all other features will continue to work unchanged.
type GoogleApi__HttpBody struct {
	// ContentType: The HTTP Content-Type header value specifying the
	// content type of the body.
	ContentType string `json:"contentType,omitempty"`

	// Data: The HTTP request/response body as raw binary.
	Data string `json:"data,omitempty"`

	// Extensions: Application specific response metadata. Must be set in
	// the first response for streaming APIs.
	Extensions []googleapi.RawMessage `json:"extensions,omitempty"`

	// ServerResponse contains the HTTP response code and headers from the
	// server.
	googleapi.ServerResponse `json:"-"`

	// ForceSendFields is a list of field names (e.g. "ContentType") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "ContentType") to include
	// in API requests with the JSON null value. By default, fields with
	// empty values are omitted from API requests. However, any field with
	// an empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleApi__HttpBody) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleApi__HttpBody
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

type GoogleCloudMlV1AutomatedStoppingConfigDecayCurveAutomatedStoppingConfig struct {
	// UseElapsedTime: If true, measurement.elapsed_time is used as the
	// x-axis of each Trials Decay Curve. Otherwise, Measurement.steps will
	// be used as the x-axis.
	UseElapsedTime bool `json:"useElapsedTime,omitempty"`

	// ForceSendFields is a list of field names (e.g. "UseElapsedTime") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "UseElapsedTime") to
	// include in API requests with the JSON null value. By default, fields
	// with empty values are omitted from API requests. However, any field
	// with an empty value appearing in NullFields will be sent to the
	// server as null. It is an error if a field in this list has a
	// non-empty value. This may be used to include null fields in Patch
	// requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1AutomatedStoppingConfigDecayCurveAutomatedStoppingConfig) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1AutomatedStoppingConfigDecayCurveAutomatedStoppingConfig
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1AutomatedStoppingConfigMedianAutomatedStoppingConfig:
// The median automated stopping rule stops a pending trial if the
// trial's best objective_value is strictly below the median
// 'performance' of all completed trials reported up to the trial's last
// measurement. Currently, 'performance' refers to the running average
// of the objective values reported by the trial in each measurement.
type GoogleCloudMlV1AutomatedStoppingConfigMedianAutomatedStoppingConfig struct {
	// UseElapsedTime: If true, the median automated stopping rule applies
	// to measurement.use_elapsed_time, which means the elapsed_time field
	// of the current trial's latest measurement is used to compute the
	// median objective value for each completed trial.
	UseElapsedTime bool `json:"useElapsedTime,omitempty"`

	// ForceSendFields is a list of field names (e.g. "UseElapsedTime") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "UseElapsedTime") to
	// include in API requests with the JSON null value. By default, fields
	// with empty values are omitted from API requests. However, any field
	// with an empty value appearing in NullFields will be sent to the
	// server as null. It is an error if a field in this list has a
	// non-empty value. This may be used to include null fields in Patch
	// requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1AutomatedStoppingConfigMedianAutomatedStoppingConfig) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1AutomatedStoppingConfigMedianAutomatedStoppingConfig
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1HyperparameterOutputHyperparameterMetric: An observed
// value of a metric.
type GoogleCloudMlV1HyperparameterOutputHyperparameterMetric struct {
	// ObjectiveValue: The objective value at this training step.
	ObjectiveValue float64 `json:"objectiveValue,omitempty"`

	// TrainingStep: The global training step for this metric.
	TrainingStep int64 `json:"trainingStep,omitempty,string"`

	// ForceSendFields is a list of field names (e.g. "ObjectiveValue") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "ObjectiveValue") to
	// include in API requests with the JSON null value. By default, fields
	// with empty values are omitted from API requests. However, any field
	// with an empty value appearing in NullFields will be sent to the
	// server as null. It is an error if a field in this list has a
	// non-empty value. This may be used to include null fields in Patch
	// requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1HyperparameterOutputHyperparameterMetric) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1HyperparameterOutputHyperparameterMetric
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

func (s *GoogleCloudMlV1HyperparameterOutputHyperparameterMetric) UnmarshalJSON(data []byte) error {
	type NoMethod GoogleCloudMlV1HyperparameterOutputHyperparameterMetric
	var s1 struct {
		ObjectiveValue gensupport.JSONFloat64 `json:"objectiveValue"`
		*NoMethod
	}
	s1.NoMethod = (*NoMethod)(s)
	if err := json.Unmarshal(data, &s1); err != nil {
		return err
	}
	s.ObjectiveValue = float64(s1.ObjectiveValue)
	return nil
}

// GoogleCloudMlV1MeasurementMetric: A message representing a metric in
// the measurement.
type GoogleCloudMlV1MeasurementMetric struct {
	// Metric: Required. Metric name.
	Metric string `json:"metric,omitempty"`

	// Value: Required. The value for this metric.
	Value float64 `json:"value,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Metric") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "Metric") to include in API
	// requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1MeasurementMetric) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1MeasurementMetric
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

func (s *GoogleCloudMlV1MeasurementMetric) UnmarshalJSON(data []byte) error {
	type NoMethod GoogleCloudMlV1MeasurementMetric
	var s1 struct {
		Value gensupport.JSONFloat64 `json:"value"`
		*NoMethod
	}
	s1.NoMethod = (*NoMethod)(s)
	if err := json.Unmarshal(data, &s1); err != nil {
		return err
	}
	s.Value = float64(s1.Value)
	return nil
}

type GoogleCloudMlV1StudyConfigParameterSpecCategoricalValueSpec struct {
	// Values: Must be specified if type is `CATEGORICAL`. The list of
	// possible categories.
	Values []string `json:"values,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Values") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "Values") to include in API
	// requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1StudyConfigParameterSpecCategoricalValueSpec) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1StudyConfigParameterSpecCategoricalValueSpec
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

type GoogleCloudMlV1StudyConfigParameterSpecDiscreteValueSpec struct {
	// Values: Must be specified if type is `DISCRETE`. A list of feasible
	// points. The list should be in strictly increasing order. For
	// instance, this parameter might have possible settings of 1.5, 2.5,
	// and 4.0. This list should not contain more than 1,000 values.
	Values []float64 `json:"values,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Values") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "Values") to include in API
	// requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1StudyConfigParameterSpecDiscreteValueSpec) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1StudyConfigParameterSpecDiscreteValueSpec
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

func (s *GoogleCloudMlV1StudyConfigParameterSpecDiscreteValueSpec) UnmarshalJSON(data []byte) error {
	type NoMethod GoogleCloudMlV1StudyConfigParameterSpecDiscreteValueSpec
	var s1 struct {
		Values []gensupport.JSONFloat64 `json:"values"`
		*NoMethod
	}
	s1.NoMethod = (*NoMethod)(s)
	if err := json.Unmarshal(data, &s1); err != nil {
		return err
	}
	s.Values = make([]float64, len(s1.Values))
	for i := range s1.Values {
		s.Values[i] = float64(s1.Values[i])
	}
	return nil
}

type GoogleCloudMlV1StudyConfigParameterSpecDoubleValueSpec struct {
	// MaxValue: Must be specified if type is `DOUBLE`. Maximum value of the
	// parameter.
	MaxValue float64 `json:"maxValue,omitempty"`

	// MinValue: Must be specified if type is `DOUBLE`. Minimum value of the
	// parameter.
	MinValue float64 `json:"minValue,omitempty"`

	// ForceSendFields is a list of field names (e.g. "MaxValue") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "MaxValue") to include in
	// API requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1StudyConfigParameterSpecDoubleValueSpec) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1StudyConfigParameterSpecDoubleValueSpec
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

func (s *GoogleCloudMlV1StudyConfigParameterSpecDoubleValueSpec) UnmarshalJSON(data []byte) error {
	type NoMethod GoogleCloudMlV1StudyConfigParameterSpecDoubleValueSpec
	var s1 struct {
		MaxValue gensupport.JSONFloat64 `json:"maxValue"`
		MinValue gensupport.JSONFloat64 `json:"minValue"`
		*NoMethod
	}
	s1.NoMethod = (*NoMethod)(s)
	if err := json.Unmarshal(data, &s1); err != nil {
		return err
	}
	s.MaxValue = float64(s1.MaxValue)
	s.MinValue = float64(s1.MinValue)
	return nil
}

type GoogleCloudMlV1StudyConfigParameterSpecIntegerValueSpec struct {
	// MaxValue: Must be specified if type is `INTEGER`. Maximum value of
	// the parameter.
	MaxValue int64 `json:"maxValue,omitempty,string"`

	// MinValue: Must be specified if type is `INTEGER`. Minimum value of
	// the parameter.
	MinValue int64 `json:"minValue,omitempty,string"`

	// ForceSendFields is a list of field names (e.g. "MaxValue") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "MaxValue") to include in
	// API requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1StudyConfigParameterSpecIntegerValueSpec) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1StudyConfigParameterSpecIntegerValueSpec
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1StudyConfigParameterSpecMatchingParentCategoricalValueS
// pec: Represents the spec to match categorical values from parent
// parameter.
type GoogleCloudMlV1StudyConfigParameterSpecMatchingParentCategoricalValueSpec struct {
	// Values: Matches values of the parent parameter with type
	// 'CATEGORICAL'. All values must exist in `categorical_value_spec` of
	// parent parameter.
	Values []string `json:"values,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Values") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "Values") to include in API
	// requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1StudyConfigParameterSpecMatchingParentCategoricalValueSpec) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1StudyConfigParameterSpecMatchingParentCategoricalValueSpec
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1StudyConfigParameterSpecMatchingParentDiscreteValueSpec
// : Represents the spec to match discrete values from parent parameter.
type GoogleCloudMlV1StudyConfigParameterSpecMatchingParentDiscreteValueSpec struct {
	// Values: Matches values of the parent parameter with type 'DISCRETE'.
	// All values must exist in `discrete_value_spec` of parent parameter.
	Values []float64 `json:"values,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Values") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "Values") to include in API
	// requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1StudyConfigParameterSpecMatchingParentDiscreteValueSpec) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1StudyConfigParameterSpecMatchingParentDiscreteValueSpec
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

func (s *GoogleCloudMlV1StudyConfigParameterSpecMatchingParentDiscreteValueSpec) UnmarshalJSON(data []byte) error {
	type NoMethod GoogleCloudMlV1StudyConfigParameterSpecMatchingParentDiscreteValueSpec
	var s1 struct {
		Values []gensupport.JSONFloat64 `json:"values"`
		*NoMethod
	}
	s1.NoMethod = (*NoMethod)(s)
	if err := json.Unmarshal(data, &s1); err != nil {
		return err
	}
	s.Values = make([]float64, len(s1.Values))
	for i := range s1.Values {
		s.Values[i] = float64(s1.Values[i])
	}
	return nil
}

// GoogleCloudMlV1StudyConfigParameterSpecMatchingParentIntValueSpec:
// Represents the spec to match integer values from parent parameter.
type GoogleCloudMlV1StudyConfigParameterSpecMatchingParentIntValueSpec struct {
	// Values: Matches values of the parent parameter with type 'INTEGER'.
	// All values must lie in `integer_value_spec` of parent parameter.
	Values googleapi.Int64s `json:"values,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Values") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "Values") to include in API
	// requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1StudyConfigParameterSpecMatchingParentIntValueSpec) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1StudyConfigParameterSpecMatchingParentIntValueSpec
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1StudyConfigMetricSpec: Represents a metric to
// optimize.
type GoogleCloudMlV1StudyConfigMetricSpec struct {
	// Goal: Required. The optimization goal of the metric.
	//
	// Possible values:
	//   "GOAL_TYPE_UNSPECIFIED" - Goal Type will default to maximize.
	//   "MAXIMIZE" - Maximize the goal metric.
	//   "MINIMIZE" - Minimize the goal metric.
	Goal string `json:"goal,omitempty"`

	// Metric: Required. The name of the metric.
	Metric string `json:"metric,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Goal") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "Goal") to include in API
	// requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1StudyConfigMetricSpec) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1StudyConfigMetricSpec
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1StudyConfigParameterSpec: Represents a single
// parameter to optimize.
type GoogleCloudMlV1StudyConfigParameterSpec struct {
	// CategoricalValueSpec: The value spec for a 'CATEGORICAL' parameter.
	CategoricalValueSpec *GoogleCloudMlV1StudyConfigParameterSpecCategoricalValueSpec `json:"categoricalValueSpec,omitempty"`

	// ChildParameterSpecs: A child node is active if the parameter's value
	// matches the child node's matching_parent_values. If two items in
	// child_parameter_specs have the same name, they must have disjoint
	// matching_parent_values.
	ChildParameterSpecs []*GoogleCloudMlV1StudyConfigParameterSpec `json:"childParameterSpecs,omitempty"`

	// DiscreteValueSpec: The value spec for a 'DISCRETE' parameter.
	DiscreteValueSpec *GoogleCloudMlV1StudyConfigParameterSpecDiscreteValueSpec `json:"discreteValueSpec,omitempty"`

	// DoubleValueSpec: The value spec for a 'DOUBLE' parameter.
	DoubleValueSpec *GoogleCloudMlV1StudyConfigParameterSpecDoubleValueSpec `json:"doubleValueSpec,omitempty"`

	// IntegerValueSpec: The value spec for an 'INTEGER' parameter.
	IntegerValueSpec *GoogleCloudMlV1StudyConfigParameterSpecIntegerValueSpec `json:"integerValueSpec,omitempty"`

	// Parameter: Required. The parameter name must be unique amongst all
	// ParameterSpecs.
	Parameter string `json:"parameter,omitempty"`

	ParentCategoricalValues *GoogleCloudMlV1StudyConfigParameterSpecMatchingParentCategoricalValueSpec `json:"parentCategoricalValues,omitempty"`

	ParentDiscreteValues *GoogleCloudMlV1StudyConfigParameterSpecMatchingParentDiscreteValueSpec `json:"parentDiscreteValues,omitempty"`

	ParentIntValues *GoogleCloudMlV1StudyConfigParameterSpecMatchingParentIntValueSpec `json:"parentIntValues,omitempty"`

	// ScaleType: How the parameter should be scaled. Leave unset for
	// categorical parameters.
	//
	// Possible values:
	//   "SCALE_TYPE_UNSPECIFIED" - By default, no scaling is applied.
	//   "UNIT_LINEAR_SCALE" - Scales the feasible space to (0, 1) linearly.
	//   "UNIT_LOG_SCALE" - Scales the feasible space logarithmically to (0,
	// 1). The entire feasible space must be strictly positive.
	//   "UNIT_REVERSE_LOG_SCALE" - Scales the feasible space "reverse"
	// logarithmically to (0, 1). The result is that values close to the top
	// of the feasible space are spread out more than points near the
	// bottom. The entire feasible space must be strictly positive.
	ScaleType string `json:"scaleType,omitempty"`

	// Type: Required. The type of the parameter.
	//
	// Possible values:
	//   "PARAMETER_TYPE_UNSPECIFIED" - You must specify a valid type. Using
	// this unspecified type will result in an error.
	//   "DOUBLE" - Type for real-valued parameters.
	//   "INTEGER" - Type for integral parameters.
	//   "CATEGORICAL" - The parameter is categorical, with a value chosen
	// from the categories field.
	//   "DISCRETE" - The parameter is real valued, with a fixed set of
	// feasible points. If `type==DISCRETE`, feasible_points must be
	// provided, and {`min_value`, `max_value`} will be ignored.
	Type string `json:"type,omitempty"`

	// ForceSendFields is a list of field names (e.g.
	// "CategoricalValueSpec") to unconditionally include in API requests.
	// By default, fields with empty or default values are omitted from API
	// requests. However, any non-pointer, non-interface field appearing in
	// ForceSendFields will be sent to the server regardless of whether the
	// field is empty or not. This may be used to include empty fields in
	// Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "CategoricalValueSpec") to
	// include in API requests with the JSON null value. By default, fields
	// with empty values are omitted from API requests. However, any field
	// with an empty value appearing in NullFields will be sent to the
	// server as null. It is an error if a field in this list has a
	// non-empty value. This may be used to include null fields in Patch
	// requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1StudyConfigParameterSpec) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1StudyConfigParameterSpec
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1TrialParameter: A message representing a parameter to
// be tuned. Contains the name of the parameter and the suggested value
// to use for this trial.
type GoogleCloudMlV1TrialParameter struct {
	// FloatValue: Must be set if ParameterType is DOUBLE or DISCRETE.
	FloatValue float64 `json:"floatValue,omitempty"`

	// IntValue: Must be set if ParameterType is INTEGER
	IntValue int64 `json:"intValue,omitempty,string"`

	// Parameter: The name of the parameter.
	Parameter string `json:"parameter,omitempty"`

	// StringValue: Must be set if ParameterTypeis CATEGORICAL
	StringValue string `json:"stringValue,omitempty"`

	// ForceSendFields is a list of field names (e.g. "FloatValue") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "FloatValue") to include in
	// API requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1TrialParameter) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1TrialParameter
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

func (s *GoogleCloudMlV1TrialParameter) UnmarshalJSON(data []byte) error {
	type NoMethod GoogleCloudMlV1TrialParameter
	var s1 struct {
		FloatValue gensupport.JSONFloat64 `json:"floatValue"`
		*NoMethod
	}
	s1.NoMethod = (*NoMethod)(s)
	if err := json.Unmarshal(data, &s1); err != nil {
		return err
	}
	s.FloatValue = float64(s1.FloatValue)
	return nil
}

// GoogleCloudMlV1__AcceleratorConfig: Represents a hardware accelerator
// request config. Note that the AcceleratorConfig can be used in both
// Jobs and Versions. Learn more about accelerators for training
// (/ml-engine/docs/using-gpus) and accelerators for online prediction
// (/ml-engine/docs/machine-types-online-prediction#gpus).
type GoogleCloudMlV1__AcceleratorConfig struct {
	// Count: The number of accelerators to attach to each machine running
	// the job.
	Count int64 `json:"count,omitempty,string"`

	// Type: The type of accelerator to use.
	//
	// Possible values:
	//   "ACCELERATOR_TYPE_UNSPECIFIED" - Unspecified accelerator type.
	// Default to no GPU.
	//   "NVIDIA_TESLA_K80" - Nvidia Tesla K80 GPU.
	//   "NVIDIA_TESLA_P100" - Nvidia Tesla P100 GPU.
	//   "NVIDIA_TESLA_V100" - Nvidia V100 GPU.
	//   "NVIDIA_TESLA_P4" - Nvidia Tesla P4 GPU.
	//   "NVIDIA_TESLA_T4" - Nvidia T4 GPU.
	//   "NVIDIA_TESLA_A100" - Nvidia A100 GPU.
	//   "TPU_V2" - TPU v2.
	//   "TPU_V3" - TPU v3.
	//   "TPU_V2_POD" - TPU v2 POD.
	//   "TPU_V3_POD" - TPU v3 POD.
	//   "TPU_V4_POD" - TPU v4 POD.
	Type string `json:"type,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Count") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "Count") to include in API
	// requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__AcceleratorConfig) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__AcceleratorConfig
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__AddTrialMeasurementRequest: The request message for
// the AddTrialMeasurement service method.
type GoogleCloudMlV1__AddTrialMeasurementRequest struct {
	// Measurement: Required. The measurement to be added to a trial.
	Measurement *GoogleCloudMlV1__Measurement `json:"measurement,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Measurement") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "Measurement") to include
	// in API requests with the JSON null value. By default, fields with
	// empty values are omitted from API requests. However, any field with
	// an empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__AddTrialMeasurementRequest) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__AddTrialMeasurementRequest
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__AutoScaling: Options for automatically scaling a
// model.
type GoogleCloudMlV1__AutoScaling struct {
	// MaxNodes: The maximum number of nodes to scale this model under load.
	// The actual value will depend on resource quota and availability.
	MaxNodes int64 `json:"maxNodes,omitempty"`

	// Metrics: MetricSpec contains the specifications to use to calculate
	// the desired nodes count.
	Metrics []*GoogleCloudMlV1__MetricSpec `json:"metrics,omitempty"`

	// MinNodes: Optional. The minimum number of nodes to allocate for this
	// model. These nodes are always up, starting from the time the model is
	// deployed. Therefore, the cost of operating this model will be at
	// least `rate` * `min_nodes` * number of hours since last billing
	// cycle, where `rate` is the cost per node-hour as documented in the
	// pricing guide (/ml-engine/docs/pricing), even if no predictions are
	// performed. There is additional cost for each prediction performed.
	// Unlike manual scaling, if the load gets too heavy for the nodes that
	// are up, the service will automatically add nodes to handle the
	// increased load as well as scale back as traffic drops, always
	// maintaining at least `min_nodes`. You will be charged for the time in
	// which additional nodes are used. If `min_nodes` is not specified and
	// AutoScaling is used with a legacy (MLS1) machine type
	// (/ml-engine/docs/machine-types-online-prediction), `min_nodes`
	// defaults to 0, in which case, when traffic to a model stops (and
	// after a cool-down period), nodes will be shut down and no charges
	// will be incurred until traffic to the model resumes. If `min_nodes`
	// is not specified and AutoScaling is used with a Compute Engine (N1)
	// machine type (/ml-engine/docs/machine-types-online-prediction),
	// `min_nodes` defaults to 1. `min_nodes` must be at least 1 for use
	// with a Compute Engine machine type. You can set `min_nodes` when
	// creating the model version, and you can also update `min_nodes` for
	// an existing version: update_body.json: { 'autoScaling': { 'minNodes':
	// 5 } } HTTP request: PATCH
	// https://ml.googleapis.com/v1/{name=projects/*/models/*/versions/*}?update_mask=autoScaling.minNodes
	// -d @./update_body.json
	MinNodes int64 `json:"minNodes,omitempty"`

	// ForceSendFields is a list of field names (e.g. "MaxNodes") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "MaxNodes") to include in
	// API requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__AutoScaling) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__AutoScaling
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__AutomatedStoppingConfig: Configuration for Automated
// Early Stopping of Trials. If no implementation_config is set,
// automated early stopping will not be run.
type GoogleCloudMlV1__AutomatedStoppingConfig struct {
	DecayCurveStoppingConfig *GoogleCloudMlV1AutomatedStoppingConfigDecayCurveAutomatedStoppingConfig `json:"decayCurveStoppingConfig,omitempty"`

	MedianAutomatedStoppingConfig *GoogleCloudMlV1AutomatedStoppingConfigMedianAutomatedStoppingConfig `json:"medianAutomatedStoppingConfig,omitempty"`

	// ForceSendFields is a list of field names (e.g.
	// "DecayCurveStoppingConfig") to unconditionally include in API
	// requests. By default, fields with empty or default values are omitted
	// from API requests. However, any non-pointer, non-interface field
	// appearing in ForceSendFields will be sent to the server regardless of
	// whether the field is empty or not. This may be used to include empty
	// fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "DecayCurveStoppingConfig")
	// to include in API requests with the JSON null value. By default,
	// fields with empty values are omitted from API requests. However, any
	// field with an empty value appearing in NullFields will be sent to the
	// server as null. It is an error if a field in this list has a
	// non-empty value. This may be used to include null fields in Patch
	// requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__AutomatedStoppingConfig) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__AutomatedStoppingConfig
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__BuiltInAlgorithmOutput: Represents output related to
// a built-in algorithm Job.
type GoogleCloudMlV1__BuiltInAlgorithmOutput struct {
	// Framework: Framework on which the built-in algorithm was trained.
	Framework string `json:"framework,omitempty"`

	// ModelPath: The Cloud Storage path to the `model/` directory where the
	// training job saves the trained model. Only set for successful jobs
	// that don't use hyperparameter tuning.
	ModelPath string `json:"modelPath,omitempty"`

	// PythonVersion: Python version on which the built-in algorithm was
	// trained.
	PythonVersion string `json:"pythonVersion,omitempty"`

	// RuntimeVersion: AI Platform runtime version on which the built-in
	// algorithm was trained.
	RuntimeVersion string `json:"runtimeVersion,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Framework") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "Framework") to include in
	// API requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__BuiltInAlgorithmOutput) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__BuiltInAlgorithmOutput
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__CancelJobRequest: Request message for the CancelJob
// method.
type GoogleCloudMlV1__CancelJobRequest struct {
}

type GoogleCloudMlV1__Capability struct {
	// AvailableAccelerators: Available accelerators for the capability.
	//
	// Possible values:
	//   "ACCELERATOR_TYPE_UNSPECIFIED" - Unspecified accelerator type.
	// Default to no GPU.
	//   "NVIDIA_TESLA_K80" - Nvidia Tesla K80 GPU.
	//   "NVIDIA_TESLA_P100" - Nvidia Tesla P100 GPU.
	//   "NVIDIA_TESLA_V100" - Nvidia V100 GPU.
	//   "NVIDIA_TESLA_P4" - Nvidia Tesla P4 GPU.
	//   "NVIDIA_TESLA_T4" - Nvidia T4 GPU.
	//   "NVIDIA_TESLA_A100" - Nvidia A100 GPU.
	//   "TPU_V2" - TPU v2.
	//   "TPU_V3" - TPU v3.
	//   "TPU_V2_POD" - TPU v2 POD.
	//   "TPU_V3_POD" - TPU v3 POD.
	//   "TPU_V4_POD" - TPU v4 POD.
	AvailableAccelerators []string `json:"availableAccelerators,omitempty"`

	// Possible values:
	//   "TYPE_UNSPECIFIED"
	//   "TRAINING"
	//   "BATCH_PREDICTION"
	//   "ONLINE_PREDICTION"
	Type string `json:"type,omitempty"`

	// ForceSendFields is a list of field names (e.g.
	// "AvailableAccelerators") to unconditionally include in API requests.
	// By default, fields with empty or default values are omitted from API
	// requests. However, any non-pointer, non-interface field appearing in
	// ForceSendFields will be sent to the server regardless of whether the
	// field is empty or not. This may be used to include empty fields in
	// Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "AvailableAccelerators") to
	// include in API requests with the JSON null value. By default, fields
	// with empty values are omitted from API requests. However, any field
	// with an empty value appearing in NullFields will be sent to the
	// server as null. It is an error if a field in this list has a
	// non-empty value. This may be used to include null fields in Patch
	// requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__Capability) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__Capability
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__CheckTrialEarlyStoppingStateMetatdata: This message
// will be placed in the metadata field of a
// google.longrunning.Operation associated with a
// CheckTrialEarlyStoppingState request.
type GoogleCloudMlV1__CheckTrialEarlyStoppingStateMetatdata struct {
	// CreateTime: The time at which the operation was submitted.
	CreateTime string `json:"createTime,omitempty"`

	// Study: The name of the study that the trial belongs to.
	Study string `json:"study,omitempty"`

	// Trial: The trial name.
	Trial string `json:"trial,omitempty"`

	// ForceSendFields is a list of field names (e.g. "CreateTime") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "CreateTime") to include in
	// API requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__CheckTrialEarlyStoppingStateMetatdata) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__CheckTrialEarlyStoppingStateMetatdata
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__CheckTrialEarlyStoppingStateRequest: The request
// message for the CheckTrialEarlyStoppingState service method.
type GoogleCloudMlV1__CheckTrialEarlyStoppingStateRequest struct {
}

// GoogleCloudMlV1__CheckTrialEarlyStoppingStateResponse: The message
// will be placed in the response field of a completed
// google.longrunning.Operation associated with a
// CheckTrialEarlyStoppingState request.
type GoogleCloudMlV1__CheckTrialEarlyStoppingStateResponse struct {
	// EndTime: The time at which operation processing completed.
	EndTime string `json:"endTime,omitempty"`

	// ShouldStop: True if the Trial should stop.
	ShouldStop bool `json:"shouldStop,omitempty"`

	// StartTime: The time at which the operation was started.
	StartTime string `json:"startTime,omitempty"`

	// ForceSendFields is a list of field names (e.g. "EndTime") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "EndTime") to include in
	// API requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__CheckTrialEarlyStoppingStateResponse) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__CheckTrialEarlyStoppingStateResponse
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__CompleteTrialRequest: The request message for the
// CompleteTrial service method.
type GoogleCloudMlV1__CompleteTrialRequest struct {
	// FinalMeasurement: Optional. If provided, it will be used as the
	// completed trial's final_measurement; Otherwise, the service will
	// auto-select a previously reported measurement as the
	// final-measurement
	FinalMeasurement *GoogleCloudMlV1__Measurement `json:"finalMeasurement,omitempty"`

	// InfeasibleReason: Optional. A human readable reason why the trial was
	// infeasible. This should only be provided if `trial_infeasible` is
	// true.
	InfeasibleReason string `json:"infeasibleReason,omitempty"`

	// TrialInfeasible: Optional. True if the trial cannot be run with the
	// given Parameter, and final_measurement will be ignored.
	TrialInfeasible bool `json:"trialInfeasible,omitempty"`

	// ForceSendFields is a list of field names (e.g. "FinalMeasurement") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "FinalMeasurement") to
	// include in API requests with the JSON null value. By default, fields
	// with empty values are omitted from API requests. However, any field
	// with an empty value appearing in NullFields will be sent to the
	// server as null. It is an error if a field in this list has a
	// non-empty value. This may be used to include null fields in Patch
	// requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__CompleteTrialRequest) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__CompleteTrialRequest
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

type GoogleCloudMlV1__Config struct {
	// TpuServiceAccount: The service account Cloud ML uses to run on TPU
	// node.
	TpuServiceAccount string `json:"tpuServiceAccount,omitempty"`

	// ForceSendFields is a list of field names (e.g. "TpuServiceAccount")
	// to unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "TpuServiceAccount") to
	// include in API requests with the JSON null value. By default, fields
	// with empty values are omitted from API requests. However, any field
	// with an empty value appearing in NullFields will be sent to the
	// server as null. It is an error if a field in this list has a
	// non-empty value. This may be used to include null fields in Patch
	// requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__Config) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__Config
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__ContainerPort: Represents a network port in a single
// container. This message is a subset of the Kubernetes ContainerPort
// v1 core specification
// (https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.18/#containerport-v1-core).
type GoogleCloudMlV1__ContainerPort struct {
	// ContainerPort: Number of the port to expose on the container. This
	// must be a valid port number: 0 < PORT_NUMBER < 65536.
	ContainerPort int64 `json:"containerPort,omitempty"`

	// ForceSendFields is a list of field names (e.g. "ContainerPort") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "ContainerPort") to include
	// in API requests with the JSON null value. By default, fields with
	// empty values are omitted from API requests. However, any field with
	// an empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__ContainerPort) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__ContainerPort
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__ContainerSpec: Specification of a custom container
// for serving predictions. This message is a subset of the Kubernetes
// Container v1 core specification
// (https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.18/#container-v1-core).
type GoogleCloudMlV1__ContainerSpec struct {
	// Args: Immutable. Specifies arguments for the command that runs when
	// the container starts. This overrides the container's `CMD`
	// (https://docs.docker.com/engine/reference/builder/#cmd). Specify this
	// field as an array of executable and arguments, similar to a Docker
	// `CMD`'s "default parameters" form. If you don't specify this field
	// but do specify the command field, then the command from the `command`
	// field runs without any additional arguments. See the Kubernetes
	// documentation about how the `command` and `args` fields interact with
	// a container's `ENTRYPOINT` and `CMD`
	// (https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#notes).
	// If you don't specify this field and don't specify the `commmand`
	// field, then the container's `ENTRYPOINT`
	// (https://docs.docker.com/engine/reference/builder/#cmd) and `CMD`
	// determine what runs based on their default behavior. See the Docker
	// documentation about how `CMD` and `ENTRYPOINT` interact
	// (https://docs.docker.com/engine/reference/builder/#understand-how-cmd-and-entrypoint-interact).
	// In this field, you can reference environment variables set by AI
	// Platform Prediction
	// (/ai-platform/prediction/docs/custom-container-requirements#aip-variab
	// les) and environment variables set in the env field. You cannot
	// reference environment variables set in the Docker image. In order for
	// environment variables to be expanded, reference them by using the
	// following syntax: $( VARIABLE_NAME) Note that this differs from Bash
	// variable expansion, which does not use parentheses. If a variable
	// cannot be resolved, the reference in the input string is used
	// unchanged. To avoid variable expansion, you can escape this syntax
	// with `$$`; for example: $$(VARIABLE_NAME) This field corresponds to
	// the `args` field of the Kubernetes Containers v1 core API
	// (https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.18/#container-v1-core).
	Args []string `json:"args,omitempty"`

	// Command: Immutable. Specifies the command that runs when the
	// container starts. This overrides the container's `ENTRYPOINT`
	// (https://docs.docker.com/engine/reference/builder/#entrypoint).
	// Specify this field as an array of executable and arguments, similar
	// to a Docker `ENTRYPOINT`'s "exec" form, not its "shell" form. If you
	// do not specify this field, then the container's `ENTRYPOINT` runs, in
	// conjunction with the args field or the container's `CMD`
	// (https://docs.docker.com/engine/reference/builder/#cmd), if either
	// exists. If this field is not specified and the container does not
	// have an `ENTRYPOINT`, then refer to the Docker documentation about
	// how `CMD` and `ENTRYPOINT` interact
	// (https://docs.docker.com/engine/reference/builder/#understand-how-cmd-and-entrypoint-interact).
	// If you specify this field, then you can also specify the `args` field
	// to provide additional arguments for this command. However, if you
	// specify this field, then the container's `CMD` is ignored. See the
	// Kubernetes documentation about how the `command` and `args` fields
	// interact with a container's `ENTRYPOINT` and `CMD`
	// (https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#notes).
	// In this field, you can reference environment variables set by AI
	// Platform Prediction
	// (/ai-platform/prediction/docs/custom-container-requirements#aip-variab
	// les) and environment variables set in the env field. You cannot
	// reference environment variables set in the Docker image. In order for
	// environment variables to be expanded, reference them by using the
	// following syntax: $( VARIABLE_NAME) Note that this differs from Bash
	// variable expansion, which does not use parentheses. If a variable
	// cannot be resolved, the reference in the input string is used
	// unchanged. To avoid variable expansion, you can escape this syntax
	// with `$$`; for example: $$(VARIABLE_NAME) This field corresponds to
	// the `command` field of the Kubernetes Containers v1 core API
	// (https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.18/#container-v1-core).
	Command []string `json:"command,omitempty"`

	// Env: Immutable. List of environment variables to set in the
	// container. After the container starts running, code running in the
	// container can read these environment variables. Additionally, the
	// command and args fields can reference these variables. Later entries
	// in this list can also reference earlier entries. For example, the
	// following example sets the variable `VAR_2` to have the value `foo
	// bar`: ```json [ { "name": "VAR_1", "value": "foo" }, { "name":
	// "VAR_2", "value": "$(VAR_1) bar" } ] ``` If you switch the order of
	// the variables in the example, then the expansion does not occur. This
	// field corresponds to the `env` field of the Kubernetes Containers v1
	// core API
	// (https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.18/#container-v1-core).
	Env []*GoogleCloudMlV1__EnvVar `json:"env,omitempty"`

	// Image: URI of the Docker image to be used as the custom container for
	// serving predictions. This URI must identify an image in Artifact
	// Registry (/artifact-registry/docs/overview) and begin with the
	// hostname `{REGION}-docker.pkg.dev`, where `{REGION}` is replaced by
	// the region that matches AI Platform Prediction regional endpoint
	// (/ai-platform/prediction/docs/regional-endpoints) that you are using.
	// For example, if you are using the `us-central1-ml.googleapis.com`
	// endpoint, then this URI must begin with `us-central1-docker.pkg.dev`.
	// To use a custom container, the AI Platform Google-managed service
	// account (/ai-platform/prediction/docs/custom-service-account#default)
	// must have permission to pull (read) the Docker image at this URI. The
	// AI Platform Google-managed service account has the following format:
	// `service-{PROJECT_NUMBER}@cloud-ml.google.com.iam.gserviceaccount.com`
	//  {PROJECT_NUMBER} is replaced by your Google Cloud project number. By
	// default, this service account has necessary permissions to pull an
	// Artifact Registry image in the same Google Cloud project where you
	// are using AI Platform Prediction. In this case, no configuration is
	// necessary. If you want to use an image from a different Google Cloud
	// project, learn how to grant the Artifact Registry Reader
	// (roles/artifactregistry.reader) role for a repository
	// (/artifact-registry/docs/access-control#grant-repo) to your projet's
	// AI Platform Google-managed service account. To learn about the
	// requirements for the Docker image itself, read Custom container
	// requirements
	// (/ai-platform/prediction/docs/custom-container-requirements).
	Image string `json:"image,omitempty"`

	// Ports: Immutable. List of ports to expose from the container. AI
	// Platform Prediction sends any prediction requests that it receives to
	// the first port on this list. AI Platform Prediction also sends
	// liveness and health checks
	// (/ai-platform/prediction/docs/custom-container-requirements#health)
	// to this port. If you do not specify this field, it defaults to
	// following value: ```json [ { "containerPort": 8080 } ] ``` AI
	// Platform Prediction does not use ports other than the first one
	// listed. This field corresponds to the `ports` field of the Kubernetes
	// Containers v1 core API
	// (https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.18/#container-v1-core).
	Ports []*GoogleCloudMlV1__ContainerPort `json:"ports,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Args") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "Args") to include in API
	// requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__ContainerSpec) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__ContainerSpec
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__DiskConfig: Represents the config of disk options.
type GoogleCloudMlV1__DiskConfig struct {
	// BootDiskSizeGb: Size in GB of the boot disk (default is 100GB).
	BootDiskSizeGb int64 `json:"bootDiskSizeGb,omitempty"`

	// BootDiskType: Type of the boot disk (default is "pd-ssd"). Valid
	// values: "pd-ssd" (Persistent Disk Solid State Drive) or "pd-standard"
	// (Persistent Disk Hard Disk Drive).
	BootDiskType string `json:"bootDiskType,omitempty"`

	// ForceSendFields is a list of field names (e.g. "BootDiskSizeGb") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "BootDiskSizeGb") to
	// include in API requests with the JSON null value. By default, fields
	// with empty values are omitted from API requests. However, any field
	// with an empty value appearing in NullFields will be sent to the
	// server as null. It is an error if a field in this list has a
	// non-empty value. This may be used to include null fields in Patch
	// requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__DiskConfig) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__DiskConfig
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__EncryptionConfig: Represents a custom encryption key
// configuration that can be applied to a resource.
type GoogleCloudMlV1__EncryptionConfig struct {
	// KmsKeyName: The Cloud KMS resource identifier of the customer-managed
	// encryption key used to protect a resource, such as a training job. It
	// has the following format:
	// `projects/{PROJECT_ID}/locations/{REGION}/keyRings/{KEY_RING_NAME}/cry
	// ptoKeys/{KEY_NAME}`
	KmsKeyName string `json:"kmsKeyName,omitempty"`

	// ForceSendFields is a list of field names (e.g. "KmsKeyName") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "KmsKeyName") to include in
	// API requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__EncryptionConfig) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__EncryptionConfig
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__EnvVar: Represents an environment variable to be
// made available in a container. This message is a subset of the
// Kubernetes EnvVar v1 core specification
// (https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.18/#envvar-v1-core).
type GoogleCloudMlV1__EnvVar struct {
	// Name: Name of the environment variable. Must be a valid C identifier
	// (https://github.com/kubernetes/kubernetes/blob/v1.18.8/staging/src/k8s.io/apimachinery/pkg/util/validation/validation.go#L258)
	// and must not begin with the prefix `AIP_`.
	Name string `json:"name,omitempty"`

	// Value: Value of the environment variable. Defaults to an empty
	// string. In this field, you can reference environment variables set by
	// AI Platform Prediction
	// (/ai-platform/prediction/docs/custom-container-requirements#aip-variab
	// les) and environment variables set earlier in the same env field as
	// where this message occurs. You cannot reference environment variables
	// set in the Docker image. In order for environment variables to be
	// expanded, reference them by using the following syntax:
	// $(VARIABLE_NAME) Note that this differs from Bash variable expansion,
	// which does not use parentheses. If a variable cannot be resolved, the
	// reference in the input string is used unchanged. To avoid variable
	// expansion, you can escape this syntax with `$$`; for example:
	// $$(VARIABLE_NAME)
	Value string `json:"value,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Name") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "Name") to include in API
	// requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__EnvVar) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__EnvVar
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__ExplainRequest: Request for explanations to be
// issued against a trained model.
type GoogleCloudMlV1__ExplainRequest struct {
	// HttpBody: Required. The explanation request body.
	HttpBody *GoogleApi__HttpBody `json:"httpBody,omitempty"`

	// ForceSendFields is a list of field names (e.g. "HttpBody") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "HttpBody") to include in
	// API requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__ExplainRequest) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__ExplainRequest
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__ExplanationConfig: Message holding configuration
// options for explaining model predictions. There are three feature
// attribution methods supported for TensorFlow models: integrated
// gradients, sampled Shapley, and XRAI. Learn more about feature
// attributions. (/ai-platform/prediction/docs/ai-explanations/overview)
type GoogleCloudMlV1__ExplanationConfig struct {
	// IntegratedGradientsAttribution: Attributes credit by computing the
	// Aumann-Shapley value taking advantage of the model's fully
	// differentiable structure. Refer to this paper for more details:
	// https://arxiv.org/abs/1703.01365
	IntegratedGradientsAttribution *GoogleCloudMlV1__IntegratedGradientsAttribution `json:"integratedGradientsAttribution,omitempty"`

	// SampledShapleyAttribution: An attribution method that approximates
	// Shapley values for features that contribute to the label being
	// predicted. A sampling strategy is used to approximate the value
	// rather than considering all subsets of features.
	SampledShapleyAttribution *GoogleCloudMlV1__SampledShapleyAttribution `json:"sampledShapleyAttribution,omitempty"`

	// XraiAttribution: Attributes credit by computing the XRAI taking
	// advantage of the model's fully differentiable structure. Refer to
	// this paper for more details: https://arxiv.org/abs/1906.02825
	// Currently only implemented for models with natural image inputs.
	XraiAttribution *GoogleCloudMlV1__XraiAttribution `json:"xraiAttribution,omitempty"`

	// ForceSendFields is a list of field names (e.g.
	// "IntegratedGradientsAttribution") to unconditionally include in API
	// requests. By default, fields with empty or default values are omitted
	// from API requests. However, any non-pointer, non-interface field
	// appearing in ForceSendFields will be sent to the server regardless of
	// whether the field is empty or not. This may be used to include empty
	// fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g.
	// "IntegratedGradientsAttribution") to include in API requests with the
	// JSON null value. By default, fields with empty values are omitted
	// from API requests. However, any field with an empty value appearing
	// in NullFields will be sent to the server as null. It is an error if a
	// field in this list has a non-empty value. This may be used to include
	// null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__ExplanationConfig) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__ExplanationConfig
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__GetConfigResponse: Returns service account
// information associated with a project.
type GoogleCloudMlV1__GetConfigResponse struct {
	Config *GoogleCloudMlV1__Config `json:"config,omitempty"`

	// ServiceAccount: The service account Cloud ML uses to access resources
	// in the project.
	ServiceAccount string `json:"serviceAccount,omitempty"`

	// ServiceAccountProject: The project number for `service_account`.
	ServiceAccountProject int64 `json:"serviceAccountProject,omitempty,string"`

	// ServerResponse contains the HTTP response code and headers from the
	// server.
	googleapi.ServerResponse `json:"-"`

	// ForceSendFields is a list of field names (e.g. "Config") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "Config") to include in API
	// requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__GetConfigResponse) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__GetConfigResponse
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__HyperparameterOutput: Represents the result of a
// single hyperparameter tuning trial from a training job. The
// TrainingOutput object that is returned on successful completion of a
// training job with hyperparameter tuning includes a list of
// HyperparameterOutput objects, one for each successful trial.
type GoogleCloudMlV1__HyperparameterOutput struct {
	// AllMetrics: All recorded object metrics for this trial. This field is
	// not currently populated.
	AllMetrics []*GoogleCloudMlV1HyperparameterOutputHyperparameterMetric `json:"allMetrics,omitempty"`

	// BuiltInAlgorithmOutput: Details related to built-in algorithms jobs.
	// Only set for trials of built-in algorithms jobs that have succeeded.
	BuiltInAlgorithmOutput *GoogleCloudMlV1__BuiltInAlgorithmOutput `json:"builtInAlgorithmOutput,omitempty"`

	// EndTime: Output only. End time for the trial.
	EndTime string `json:"endTime,omitempty"`

	// FinalMetric: The final objective metric seen for this trial.
	FinalMetric *GoogleCloudMlV1HyperparameterOutputHyperparameterMetric `json:"finalMetric,omitempty"`

	// Hyperparameters: The hyperparameters given to this trial.
	Hyperparameters map[string]string `json:"hyperparameters,omitempty"`

	// IsTrialStoppedEarly: True if the trial is stopped early.
	IsTrialStoppedEarly bool `json:"isTrialStoppedEarly,omitempty"`

	// StartTime: Output only. Start time for the trial.
	StartTime string `json:"startTime,omitempty"`

	// State: Output only. The detailed state of the trial.
	//
	// Possible values:
	//   "STATE_UNSPECIFIED" - The job state is unspecified.
	//   "QUEUED" - The job has been just created and processing has not yet
	// begun.
	//   "PREPARING" - The service is preparing to run the job.
	//   "RUNNING" - The job is in progress.
	//   "SUCCEEDED" - The job completed successfully.
	//   "FAILED" - The job failed. `error_message` should contain the
	// details of the failure.
	//   "CANCELLING" - The job is being cancelled. `error_message` should
	// describe the reason for the cancellation.
	//   "CANCELLED" - The job has been cancelled. `error_message` should
	// describe the reason for the cancellation.
	State string `json:"state,omitempty"`

	// TrialId: The trial id for these results.
	TrialId string `json:"trialId,omitempty"`

	// WebAccessUris: URIs for accessing interactive shells
	// (https://cloud.google.com/ai-platform/training/docs/monitor-debug-interactive-shell)
	// (one URI for each training node). Only available if this trial is
	// part of a hyperparameter tuning job and the job's
	// training_input.enable_web_access is `true`. The keys are names of
	// each node in the training job; for example, `master-replica-0` for
	// the master node, `worker-replica-0` for the first worker, and
	// `ps-replica-0` for the first parameter server. The values are the
	// URIs for each node's interactive shell.
	WebAccessUris map[string]string `json:"webAccessUris,omitempty"`

	// ForceSendFields is a list of field names (e.g. "AllMetrics") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "AllMetrics") to include in
	// API requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__HyperparameterOutput) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__HyperparameterOutput
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__HyperparameterSpec: Represents a set of
// hyperparameters to optimize.
type GoogleCloudMlV1__HyperparameterSpec struct {
	// Algorithm: Optional. The search algorithm specified for the
	// hyperparameter tuning job. Uses the default AI Platform
	// hyperparameter tuning algorithm if unspecified.
	//
	// Possible values:
	//   "ALGORITHM_UNSPECIFIED" - The default algorithm used by the
	// hyperparameter tuning service. This is a Bayesian optimization
	// algorithm.
	//   "GRID_SEARCH" - Simple grid search within the feasible space. To
	// use grid search, all parameters must be `INTEGER`, `CATEGORICAL`, or
	// `DISCRETE`.
	//   "RANDOM_SEARCH" - Simple random search within the feasible space.
	Algorithm string `json:"algorithm,omitempty"`

	// EnableTrialEarlyStopping: Optional. Indicates if the hyperparameter
	// tuning job enables auto trial early stopping.
	EnableTrialEarlyStopping bool `json:"enableTrialEarlyStopping,omitempty"`

	// Goal: Required. The type of goal to use for tuning. Available types
	// are `MAXIMIZE` and `MINIMIZE`. Defaults to `MAXIMIZE`.
	//
	// Possible values:
	//   "GOAL_TYPE_UNSPECIFIED" - Goal Type will default to maximize.
	//   "MAXIMIZE" - Maximize the goal metric.
	//   "MINIMIZE" - Minimize the goal metric.
	Goal string `json:"goal,omitempty"`

	// HyperparameterMetricTag: Optional. The TensorFlow summary tag name to
	// use for optimizing trials. For current versions of TensorFlow, this
	// tag name should exactly match what is shown in TensorBoard, including
	// all scopes. For versions of TensorFlow prior to 0.12, this should be
	// only the tag passed to tf.Summary. By default,
	// "training/hptuning/metric" will be used.
	HyperparameterMetricTag string `json:"hyperparameterMetricTag,omitempty"`

	// MaxFailedTrials: Optional. The number of failed trials that need to
	// be seen before failing the hyperparameter tuning job. You can specify
	// this field to override the default failing criteria for AI Platform
	// hyperparameter tuning jobs. Defaults to zero, which means the service
	// decides when a hyperparameter job should fail.
	MaxFailedTrials int64 `json:"maxFailedTrials,omitempty"`

	// MaxParallelTrials: Optional. The number of training trials to run
	// concurrently. You can reduce the time it takes to perform
	// hyperparameter tuning by adding trials in parallel. However, each
	// trail only benefits from the information gained in completed trials.
	// That means that a trial does not get access to the results of trials
	// running at the same time, which could reduce the quality of the
	// overall optimization. Each trial will use the same scale tier and
	// machine types. Defaults to one.
	MaxParallelTrials int64 `json:"maxParallelTrials,omitempty"`

	// MaxTrials: Optional. How many training trials should be attempted to
	// optimize the specified hyperparameters. Defaults to one.
	MaxTrials int64 `json:"maxTrials,omitempty"`

	// Params: Required. The set of parameters to tune.
	Params []*GoogleCloudMlV1__ParameterSpec `json:"params,omitempty"`

	// ResumePreviousJobId: Optional. The prior hyperparameter tuning job id
	// that users hope to continue with. The job id will be used to find the
	// corresponding vizier study guid and resume the study.
	ResumePreviousJobId string `json:"resumePreviousJobId,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Algorithm") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "Algorithm") to include in
	// API requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__HyperparameterSpec) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__HyperparameterSpec
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__IntegratedGradientsAttribution: Attributes credit by
// computing the Aumann-Shapley value taking advantage of the model's
// fully differentiable structure. Refer to this paper for more details:
// https://arxiv.org/abs/1703.01365
type GoogleCloudMlV1__IntegratedGradientsAttribution struct {
	// NumIntegralSteps: Number of steps for approximating the path
	// integral. A good value to start is 50 and gradually increase until
	// the sum to diff property is met within the desired error range.
	NumIntegralSteps int64 `json:"numIntegralSteps,omitempty"`

	// ForceSendFields is a list of field names (e.g. "NumIntegralSteps") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "NumIntegralSteps") to
	// include in API requests with the JSON null value. By default, fields
	// with empty values are omitted from API requests. However, any field
	// with an empty value appearing in NullFields will be sent to the
	// server as null. It is an error if a field in this list has a
	// non-empty value. This may be used to include null fields in Patch
	// requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__IntegratedGradientsAttribution) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__IntegratedGradientsAttribution
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__Job: Represents a training or prediction job.
type GoogleCloudMlV1__Job struct {
	// CreateTime: Output only. When the job was created.
	CreateTime string `json:"createTime,omitempty"`

	// EndTime: Output only. When the job processing was completed.
	EndTime string `json:"endTime,omitempty"`

	// ErrorMessage: Output only. The details of a failure or a
	// cancellation.
	ErrorMessage string `json:"errorMessage,omitempty"`

	// Etag: `etag` is used for optimistic concurrency control as a way to
	// help prevent simultaneous updates of a job from overwriting each
	// other. It is strongly suggested that systems make use of the `etag`
	// in the read-modify-write cycle to perform job updates in order to
	// avoid race conditions: An `etag` is returned in the response to
	// `GetJob`, and systems are expected to put that etag in the request to
	// `UpdateJob` to ensure that their change will be applied to the same
	// version of the job.
	Etag string `json:"etag,omitempty"`

	// JobId: Required. The user-specified id of the job.
	JobId string `json:"jobId,omitempty"`

	// JobPosition: Output only. It's only effect when the job is in QUEUED
	// state. If it's positive, it indicates the job's position in the job
	// scheduler. It's 0 when the job is already scheduled.
	JobPosition int64 `json:"jobPosition,omitempty,string"`

	// Labels: Optional. One or more labels that you can add, to organize
	// your jobs. Each label is a key-value pair, where both the key and the
	// value are arbitrary strings that you supply. For more information,
	// see the documentation on using labels.
	Labels map[string]string `json:"labels,omitempty"`

	// PredictionInput: Input parameters to create a prediction job.
	PredictionInput *GoogleCloudMlV1__PredictionInput `json:"predictionInput,omitempty"`

	// PredictionOutput: The current prediction job result.
	PredictionOutput *GoogleCloudMlV1__PredictionOutput `json:"predictionOutput,omitempty"`

	// StartTime: Output only. When the job processing was started.
	StartTime string `json:"startTime,omitempty"`

	// State: Output only. The detailed state of a job.
	//
	// Possible values:
	//   "STATE_UNSPECIFIED" - The job state is unspecified.
	//   "QUEUED" - The job has been just created and processing has not yet
	// begun.
	//   "PREPARING" - The service is preparing to run the job.
	//   "RUNNING" - The job is in progress.
	//   "SUCCEEDED" - The job completed successfully.
	//   "FAILED" - The job failed. `error_message` should contain the
	// details of the failure.
	//   "CANCELLING" - The job is being cancelled. `error_message` should
	// describe the reason for the cancellation.
	//   "CANCELLED" - The job has been cancelled. `error_message` should
	// describe the reason for the cancellation.
	State string `json:"state,omitempty"`

	// TrainingInput: Input parameters to create a training job.
	TrainingInput *GoogleCloudMlV1__TrainingInput `json:"trainingInput,omitempty"`

	// TrainingOutput: The current training job result.
	TrainingOutput *GoogleCloudMlV1__TrainingOutput `json:"trainingOutput,omitempty"`

	// ServerResponse contains the HTTP response code and headers from the
	// server.
	googleapi.ServerResponse `json:"-"`

	// ForceSendFields is a list of field names (e.g. "CreateTime") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "CreateTime") to include in
	// API requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__Job) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__Job
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__ListJobsResponse: Response message for the ListJobs
// method.
type GoogleCloudMlV1__ListJobsResponse struct {
	// Jobs: The list of jobs.
	Jobs []*GoogleCloudMlV1__Job `json:"jobs,omitempty"`

	// NextPageToken: Optional. Pass this token as the `page_token` field of
	// the request for a subsequent call.
	NextPageToken string `json:"nextPageToken,omitempty"`

	// ServerResponse contains the HTTP response code and headers from the
	// server.
	googleapi.ServerResponse `json:"-"`

	// ForceSendFields is a list of field names (e.g. "Jobs") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "Jobs") to include in API
	// requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__ListJobsResponse) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__ListJobsResponse
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

type GoogleCloudMlV1__ListLocationsResponse struct {
	// Locations: Locations where at least one type of CMLE capability is
	// available.
	Locations []*GoogleCloudMlV1__Location `json:"locations,omitempty"`

	// NextPageToken: Optional. Pass this token as the `page_token` field of
	// the request for a subsequent call.
	NextPageToken string `json:"nextPageToken,omitempty"`

	// ServerResponse contains the HTTP response code and headers from the
	// server.
	googleapi.ServerResponse `json:"-"`

	// ForceSendFields is a list of field names (e.g. "Locations") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "Locations") to include in
	// API requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__ListLocationsResponse) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__ListLocationsResponse
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__ListModelsResponse: Response message for the
// ListModels method.
type GoogleCloudMlV1__ListModelsResponse struct {
	// Models: The list of models.
	Models []*GoogleCloudMlV1__Model `json:"models,omitempty"`

	// NextPageToken: Optional. Pass this token as the `page_token` field of
	// the request for a subsequent call.
	NextPageToken string `json:"nextPageToken,omitempty"`

	// ServerResponse contains the HTTP response code and headers from the
	// server.
	googleapi.ServerResponse `json:"-"`

	// ForceSendFields is a list of field names (e.g. "Models") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "Models") to include in API
	// requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__ListModelsResponse) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__ListModelsResponse
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__ListOptimalTrialsRequest: The request message for
// the ListTrials service method.
type GoogleCloudMlV1__ListOptimalTrialsRequest struct {
}

// GoogleCloudMlV1__ListOptimalTrialsResponse: The response message for
// the ListOptimalTrials method.
type GoogleCloudMlV1__ListOptimalTrialsResponse struct {
	// Trials: The pareto-optimal trials for multiple objective study or the
	// optimal trial for single objective study. The definition of
	// pareto-optimal can be checked in wiki page.
	// https://en.wikipedia.org/wiki/Pareto_efficiency
	Trials []*GoogleCloudMlV1__Trial `json:"trials,omitempty"`

	// ServerResponse contains the HTTP response code and headers from the
	// server.
	googleapi.ServerResponse `json:"-"`

	// ForceSendFields is a list of field names (e.g. "Trials") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "Trials") to include in API
	// requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__ListOptimalTrialsResponse) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__ListOptimalTrialsResponse
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

type GoogleCloudMlV1__ListStudiesResponse struct {
	// Studies: The studies associated with the project.
	Studies []*GoogleCloudMlV1__Study `json:"studies,omitempty"`

	// ServerResponse contains the HTTP response code and headers from the
	// server.
	googleapi.ServerResponse `json:"-"`

	// ForceSendFields is a list of field names (e.g. "Studies") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "Studies") to include in
	// API requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__ListStudiesResponse) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__ListStudiesResponse
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__ListTrialsResponse: The response message for the
// ListTrials method.
type GoogleCloudMlV1__ListTrialsResponse struct {
	// Trials: The trials associated with the study.
	Trials []*GoogleCloudMlV1__Trial `json:"trials,omitempty"`

	// ServerResponse contains the HTTP response code and headers from the
	// server.
	googleapi.ServerResponse `json:"-"`

	// ForceSendFields is a list of field names (e.g. "Trials") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "Trials") to include in API
	// requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__ListTrialsResponse) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__ListTrialsResponse
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__ListVersionsResponse: Response message for the
// ListVersions method.
type GoogleCloudMlV1__ListVersionsResponse struct {
	// NextPageToken: Optional. Pass this token as the `page_token` field of
	// the request for a subsequent call.
	NextPageToken string `json:"nextPageToken,omitempty"`

	// Versions: The list of versions.
	Versions []*GoogleCloudMlV1__Version `json:"versions,omitempty"`

	// ServerResponse contains the HTTP response code and headers from the
	// server.
	googleapi.ServerResponse `json:"-"`

	// ForceSendFields is a list of field names (e.g. "NextPageToken") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "NextPageToken") to include
	// in API requests with the JSON null value. By default, fields with
	// empty values are omitted from API requests. However, any field with
	// an empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__ListVersionsResponse) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__ListVersionsResponse
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

type GoogleCloudMlV1__Location struct {
	// Capabilities: Capabilities available in the location.
	Capabilities []*GoogleCloudMlV1__Capability `json:"capabilities,omitempty"`

	Name string `json:"name,omitempty"`

	// ServerResponse contains the HTTP response code and headers from the
	// server.
	googleapi.ServerResponse `json:"-"`

	// ForceSendFields is a list of field names (e.g. "Capabilities") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "Capabilities") to include
	// in API requests with the JSON null value. By default, fields with
	// empty values are omitted from API requests. However, any field with
	// an empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__Location) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__Location
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__ManualScaling: Options for manually scaling a model.
type GoogleCloudMlV1__ManualScaling struct {
	// Nodes: The number of nodes to allocate for this model. These nodes
	// are always up, starting from the time the model is deployed, so the
	// cost of operating this model will be proportional to `nodes` * number
	// of hours since last billing cycle plus the cost for each prediction
	// performed.
	Nodes int64 `json:"nodes,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Nodes") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "Nodes") to include in API
	// requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__ManualScaling) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__ManualScaling
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__Measurement: A message representing a measurement.
type GoogleCloudMlV1__Measurement struct {
	// ElapsedTime: Output only. Time that the trial has been running at the
	// point of this measurement.
	ElapsedTime string `json:"elapsedTime,omitempty"`

	// Metrics: Provides a list of metrics that act as inputs into the
	// objective function.
	Metrics []*GoogleCloudMlV1MeasurementMetric `json:"metrics,omitempty"`

	// StepCount: The number of steps a machine learning model has been
	// trained for. Must be non-negative.
	StepCount int64 `json:"stepCount,omitempty,string"`

	// ForceSendFields is a list of field names (e.g. "ElapsedTime") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "ElapsedTime") to include
	// in API requests with the JSON null value. By default, fields with
	// empty values are omitted from API requests. However, any field with
	// an empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__Measurement) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__Measurement
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__MetricSpec: MetricSpec contains the specifications
// to use to calculate the desired nodes count when autoscaling is
// enabled.
type GoogleCloudMlV1__MetricSpec struct {
	// Name: metric name.
	//
	// Possible values:
	//   "METRIC_NAME_UNSPECIFIED" - Unspecified MetricName.
	//   "CPU_USAGE" - CPU usage.
	//   "GPU_DUTY_CYCLE" - GPU duty cycle.
	Name string `json:"name,omitempty"`

	// Target: Target specifies the target value for the given metric; once
	// real metric deviates from the threshold by a certain percentage, the
	// node count changes.
	Target int64 `json:"target,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Name") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "Name") to include in API
	// requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__MetricSpec) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__MetricSpec
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__Model: Represents a machine learning solution. A
// model can have multiple versions, each of which is a deployed,
// trained model ready to receive prediction requests. The model itself
// is just a container.
type GoogleCloudMlV1__Model struct {
	// DefaultVersion: Output only. The default version of the model. This
	// version will be used to handle prediction requests that do not
	// specify a version. You can change the default version by calling
	// projects.models.versions.setDefault.
	DefaultVersion *GoogleCloudMlV1__Version `json:"defaultVersion,omitempty"`

	// Description: Optional. The description specified for the model when
	// it was created.
	Description string `json:"description,omitempty"`

	// Etag: `etag` is used for optimistic concurrency control as a way to
	// help prevent simultaneous updates of a model from overwriting each
	// other. It is strongly suggested that systems make use of the `etag`
	// in the read-modify-write cycle to perform model updates in order to
	// avoid race conditions: An `etag` is returned in the response to
	// `GetModel`, and systems are expected to put that etag in the request
	// to `UpdateModel` to ensure that their change will be applied to the
	// model as intended.
	Etag string `json:"etag,omitempty"`

	// Labels: Optional. One or more labels that you can add, to organize
	// your models. Each label is a key-value pair, where both the key and
	// the value are arbitrary strings that you supply. For more
	// information, see the documentation on using labels. Note that this
	// field is not updatable for mls1* models.
	Labels map[string]string `json:"labels,omitempty"`

	// Name: Required. The name specified for the model when it was created.
	// The model name must be unique within the project it is created in.
	Name string `json:"name,omitempty"`

	// OnlinePredictionConsoleLogging: Optional. If true, online prediction
	// nodes send `stderr` and `stdout` streams to Cloud Logging. These can
	// be more verbose than the standard access logs (see
	// `onlinePredictionLogging`) and can incur higher cost. However, they
	// are helpful for debugging. Note that logs may incur a cost
	// (/stackdriver/pricing), especially if your project receives
	// prediction requests at a high QPS. Estimate your costs before
	// enabling this option. Default is false.
	OnlinePredictionConsoleLogging bool `json:"onlinePredictionConsoleLogging,omitempty"`

	// OnlinePredictionLogging: Optional. If true, online prediction access
	// logs are sent to Cloud Logging. These logs are like standard server
	// access logs, containing information like timestamp and latency for
	// each request. Note that logs may incur a cost (/stackdriver/pricing),
	// especially if your project receives prediction requests at a high
	// queries per second rate (QPS). Estimate your costs before enabling
	// this option. Default is false.
	OnlinePredictionLogging bool `json:"onlinePredictionLogging,omitempty"`

	// Regions: Optional. The list of regions where the model is going to be
	// deployed. Only one region per model is supported. Defaults to
	// 'us-central1' if nothing is set. See the available regions for AI
	// Platform services. Note: * No matter where a model is deployed, it
	// can always be accessed by users from anywhere, both for online and
	// batch prediction. * The region for a batch prediction job is set by
	// the region field when submitting the batch prediction job and does
	// not take its value from this field.
	Regions []string `json:"regions,omitempty"`

	// ServerResponse contains the HTTP response code and headers from the
	// server.
	googleapi.ServerResponse `json:"-"`

	// ForceSendFields is a list of field names (e.g. "DefaultVersion") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "DefaultVersion") to
	// include in API requests with the JSON null value. By default, fields
	// with empty values are omitted from API requests. However, any field
	// with an empty value appearing in NullFields will be sent to the
	// server as null. It is an error if a field in this list has a
	// non-empty value. This may be used to include null fields in Patch
	// requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__Model) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__Model
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__OperationMetadata: Represents the metadata of the
// long-running operation.
type GoogleCloudMlV1__OperationMetadata struct {
	// CreateTime: The time the operation was submitted.
	CreateTime string `json:"createTime,omitempty"`

	// EndTime: The time operation processing completed.
	EndTime string `json:"endTime,omitempty"`

	// IsCancellationRequested: Indicates whether a request to cancel this
	// operation has been made.
	IsCancellationRequested bool `json:"isCancellationRequested,omitempty"`

	// Labels: The user labels, inherited from the model or the model
	// version being operated on.
	Labels map[string]string `json:"labels,omitempty"`

	// ModelName: Contains the name of the model associated with the
	// operation.
	ModelName string `json:"modelName,omitempty"`

	// OperationType: The operation type.
	//
	// Possible values:
	//   "OPERATION_TYPE_UNSPECIFIED" - Unspecified operation type.
	//   "CREATE_VERSION" - An operation to create a new version.
	//   "DELETE_VERSION" - An operation to delete an existing version.
	//   "DELETE_MODEL" - An operation to delete an existing model.
	//   "UPDATE_MODEL" - An operation to update an existing model.
	//   "UPDATE_VERSION" - An operation to update an existing version.
	//   "UPDATE_CONFIG" - An operation to update project configuration.
	OperationType string `json:"operationType,omitempty"`

	// ProjectNumber: Contains the project number associated with the
	// operation.
	ProjectNumber int64 `json:"projectNumber,omitempty,string"`

	// StartTime: The time operation processing started.
	StartTime string `json:"startTime,omitempty"`

	// Version: Contains the version associated with the operation.
	Version *GoogleCloudMlV1__Version `json:"version,omitempty"`

	// ForceSendFields is a list of field names (e.g. "CreateTime") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "CreateTime") to include in
	// API requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__OperationMetadata) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__OperationMetadata
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__ParameterSpec: Represents a single hyperparameter to
// optimize.
type GoogleCloudMlV1__ParameterSpec struct {
	// CategoricalValues: Required if type is `CATEGORICAL`. The list of
	// possible categories.
	CategoricalValues []string `json:"categoricalValues,omitempty"`

	// DiscreteValues: Required if type is `DISCRETE`. A list of feasible
	// points. The list should be in strictly increasing order. For
	// instance, this parameter might have possible settings of 1.5, 2.5,
	// and 4.0. This list should not contain more than 1,000 values.
	DiscreteValues []float64 `json:"discreteValues,omitempty"`

	// MaxValue: Required if type is `DOUBLE` or `INTEGER`. This field
	// should be unset if type is `CATEGORICAL`. This value should be
	// integers if type is `INTEGER`.
	MaxValue float64 `json:"maxValue,omitempty"`

	// MinValue: Required if type is `DOUBLE` or `INTEGER`. This field
	// should be unset if type is `CATEGORICAL`. This value should be
	// integers if type is INTEGER.
	MinValue float64 `json:"minValue,omitempty"`

	// ParameterName: Required. The parameter name must be unique amongst
	// all ParameterConfigs in a HyperparameterSpec message. E.g.,
	// "learning_rate".
	ParameterName string `json:"parameterName,omitempty"`

	// ScaleType: Optional. How the parameter should be scaled to the
	// hypercube. Leave unset for categorical parameters. Some kind of
	// scaling is strongly recommended for real or integral parameters
	// (e.g., `UNIT_LINEAR_SCALE`).
	//
	// Possible values:
	//   "NONE" - By default, no scaling is applied.
	//   "UNIT_LINEAR_SCALE" - Scales the feasible space to (0, 1) linearly.
	//   "UNIT_LOG_SCALE" - Scales the feasible space logarithmically to (0,
	// 1). The entire feasible space must be strictly positive.
	//   "UNIT_REVERSE_LOG_SCALE" - Scales the feasible space "reverse"
	// logarithmically to (0, 1). The result is that values close to the top
	// of the feasible space are spread out more than points near the
	// bottom. The entire feasible space must be strictly positive.
	ScaleType string `json:"scaleType,omitempty"`

	// Type: Required. The type of the parameter.
	//
	// Possible values:
	//   "PARAMETER_TYPE_UNSPECIFIED" - You must specify a valid type. Using
	// this unspecified type will result in an error.
	//   "DOUBLE" - Type for real-valued parameters.
	//   "INTEGER" - Type for integral parameters.
	//   "CATEGORICAL" - The parameter is categorical, with a value chosen
	// from the categories field.
	//   "DISCRETE" - The parameter is real valued, with a fixed set of
	// feasible points. If `type==DISCRETE`, feasible_points must be
	// provided, and {`min_value`, `max_value`} will be ignored.
	Type string `json:"type,omitempty"`

	// ForceSendFields is a list of field names (e.g. "CategoricalValues")
	// to unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "CategoricalValues") to
	// include in API requests with the JSON null value. By default, fields
	// with empty values are omitted from API requests. However, any field
	// with an empty value appearing in NullFields will be sent to the
	// server as null. It is an error if a field in this list has a
	// non-empty value. This may be used to include null fields in Patch
	// requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__ParameterSpec) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__ParameterSpec
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

func (s *GoogleCloudMlV1__ParameterSpec) UnmarshalJSON(data []byte) error {
	type NoMethod GoogleCloudMlV1__ParameterSpec
	var s1 struct {
		DiscreteValues []gensupport.JSONFloat64 `json:"discreteValues"`
		MaxValue       gensupport.JSONFloat64   `json:"maxValue"`
		MinValue       gensupport.JSONFloat64   `json:"minValue"`
		*NoMethod
	}
	s1.NoMethod = (*NoMethod)(s)
	if err := json.Unmarshal(data, &s1); err != nil {
		return err
	}
	s.DiscreteValues = make([]float64, len(s1.DiscreteValues))
	for i := range s1.DiscreteValues {
		s.DiscreteValues[i] = float64(s1.DiscreteValues[i])
	}
	s.MaxValue = float64(s1.MaxValue)
	s.MinValue = float64(s1.MinValue)
	return nil
}

// GoogleCloudMlV1__PredictRequest: Request for predictions to be issued
// against a trained model.
type GoogleCloudMlV1__PredictRequest struct {
	// HttpBody:  Required. The prediction request body. Refer to the
	// request body details section (#request-body-details) for more
	// information on how to structure your request.
	HttpBody *GoogleApi__HttpBody `json:"httpBody,omitempty"`

	// ForceSendFields is a list of field names (e.g. "HttpBody") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "HttpBody") to include in
	// API requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__PredictRequest) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__PredictRequest
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__PredictionInput: Represents input parameters for a
// prediction job.
type GoogleCloudMlV1__PredictionInput struct {
	// BatchSize: Optional. Number of records per batch, defaults to 64. The
	// service will buffer batch_size number of records in memory before
	// invoking one Tensorflow prediction call internally. So take the
	// record size and memory available into consideration when setting this
	// parameter.
	BatchSize int64 `json:"batchSize,omitempty,string"`

	// DataFormat: Required. The format of the input data files.
	//
	// Possible values:
	//   "DATA_FORMAT_UNSPECIFIED" - Unspecified format.
	//   "JSON" - Each line of the file is a JSON dictionary representing
	// one record.
	//   "TEXT" - Deprecated. Use JSON instead.
	//   "TF_RECORD" - The source file is a TFRecord file. Currently
	// available only for input data.
	//   "TF_RECORD_GZIP" - The source file is a GZIP-compressed TFRecord
	// file. Currently available only for input data.
	//   "CSV" - Values are comma-separated rows, with keys in a separate
	// file. Currently available only for output data.
	DataFormat string `json:"dataFormat,omitempty"`

	// InputPaths: Required. The Cloud Storage location of the input data
	// files. May contain wildcards.
	InputPaths []string `json:"inputPaths,omitempty"`

	// MaxWorkerCount: Optional. The maximum number of workers to be used
	// for parallel processing. Defaults to 10 if not specified.
	MaxWorkerCount int64 `json:"maxWorkerCount,omitempty,string"`

	// ModelName: Use this field if you want to use the default version for
	// the specified model. The string must use the following format:
	// "projects/YOUR_PROJECT/models/YOUR_MODEL"
	ModelName string `json:"modelName,omitempty"`

	// OutputDataFormat: Optional. Format of the output data files, defaults
	// to JSON.
	//
	// Possible values:
	//   "DATA_FORMAT_UNSPECIFIED" - Unspecified format.
	//   "JSON" - Each line of the file is a JSON dictionary representing
	// one record.
	//   "TEXT" - Deprecated. Use JSON instead.
	//   "TF_RECORD" - The source file is a TFRecord file. Currently
	// available only for input data.
	//   "TF_RECORD_GZIP" - The source file is a GZIP-compressed TFRecord
	// file. Currently available only for input data.
	//   "CSV" - Values are comma-separated rows, with keys in a separate
	// file. Currently available only for output data.
	OutputDataFormat string `json:"outputDataFormat,omitempty"`

	// OutputPath: Required. The output Google Cloud Storage location.
	OutputPath string `json:"outputPath,omitempty"`

	// Region: Required. The Google Compute Engine region to run the
	// prediction job in. See the available regions for AI Platform
	// services.
	Region string `json:"region,omitempty"`

	// RuntimeVersion: Optional. The AI Platform runtime version to use for
	// this batch prediction. If not set, AI Platform will pick the runtime
	// version used during the CreateVersion request for this model version,
	// or choose the latest stable version when model version information is
	// not available such as when the model is specified by uri.
	RuntimeVersion string `json:"runtimeVersion,omitempty"`

	// SignatureName: Optional. The name of the signature defined in the
	// SavedModel to use for this job. Please refer to SavedModel
	// (https://tensorflow.github.io/serving/serving_basic.html) for
	// information about how to use signatures. Defaults to
	// DEFAULT_SERVING_SIGNATURE_DEF_KEY
	// (https://www.tensorflow.org/api_docs/python/tf/saved_model/signature_constants)
	// , which is "serving_default".
	SignatureName string `json:"signatureName,omitempty"`

	// Uri: Use this field if you want to specify a Google Cloud Storage
	// path for the model to use.
	Uri string `json:"uri,omitempty"`

	// VersionName: Use this field if you want to specify a version of the
	// model to use. The string is formatted the same way as
	// `model_version`, with the addition of the version information:
	// "projects/YOUR_PROJECT/models/YOUR_MODEL/versions/YOUR_VERSION"
	VersionName string `json:"versionName,omitempty"`

	// ForceSendFields is a list of field names (e.g. "BatchSize") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "BatchSize") to include in
	// API requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__PredictionInput) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__PredictionInput
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__PredictionOutput: Represents results of a prediction
// job.
type GoogleCloudMlV1__PredictionOutput struct {
	// ErrorCount: The number of data instances which resulted in errors.
	ErrorCount int64 `json:"errorCount,omitempty,string"`

	// NodeHours: Node hours used by the batch prediction job.
	NodeHours float64 `json:"nodeHours,omitempty"`

	// OutputPath: The output Google Cloud Storage location provided at the
	// job creation time.
	OutputPath string `json:"outputPath,omitempty"`

	// PredictionCount: The number of generated predictions.
	PredictionCount int64 `json:"predictionCount,omitempty,string"`

	// ForceSendFields is a list of field names (e.g. "ErrorCount") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "ErrorCount") to include in
	// API requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__PredictionOutput) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__PredictionOutput
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

func (s *GoogleCloudMlV1__PredictionOutput) UnmarshalJSON(data []byte) error {
	type NoMethod GoogleCloudMlV1__PredictionOutput
	var s1 struct {
		NodeHours gensupport.JSONFloat64 `json:"nodeHours"`
		*NoMethod
	}
	s1.NoMethod = (*NoMethod)(s)
	if err := json.Unmarshal(data, &s1); err != nil {
		return err
	}
	s.NodeHours = float64(s1.NodeHours)
	return nil
}

// GoogleCloudMlV1__ReplicaConfig: Represents the configuration for a
// replica in a cluster.
type GoogleCloudMlV1__ReplicaConfig struct {
	// AcceleratorConfig: Represents the type and number of accelerators
	// used by the replica. Learn about restrictions on accelerator
	// configurations for training.
	// (/ai-platform/training/docs/using-gpus#compute-engine-machine-types-wi
	// th-gpu)
	AcceleratorConfig *GoogleCloudMlV1__AcceleratorConfig `json:"acceleratorConfig,omitempty"`

	// ContainerArgs: Arguments to the entrypoint command. The following
	// rules apply for container_command and container_args: - If you do not
	// supply command or args: The defaults defined in the Docker image are
	// used. - If you supply a command but no args: The default EntryPoint
	// and the default Cmd defined in the Docker image are ignored. Your
	// command is run without any arguments. - If you supply only args: The
	// default Entrypoint defined in the Docker image is run with the args
	// that you supplied. - If you supply a command and args: The default
	// Entrypoint and the default Cmd defined in the Docker image are
	// ignored. Your command is run with your args. It cannot be set if
	// custom container image is not provided. Note that this field and
	// [TrainingInput.args] are mutually exclusive, i.e., both cannot be set
	// at the same time.
	ContainerArgs []string `json:"containerArgs,omitempty"`

	// ContainerCommand: The command with which the replica's custom
	// container is run. If provided, it will override default ENTRYPOINT of
	// the docker image. If not provided, the docker image's ENTRYPOINT is
	// used. It cannot be set if custom container image is not provided.
	// Note that this field and [TrainingInput.args] are mutually exclusive,
	// i.e., both cannot be set at the same time.
	ContainerCommand []string `json:"containerCommand,omitempty"`

	// DiskConfig: Represents the configuration of disk options.
	DiskConfig *GoogleCloudMlV1__DiskConfig `json:"diskConfig,omitempty"`

	// ImageUri: The Docker image to run on the replica. This image must be
	// in Container Registry. Learn more about configuring custom containers
	// (/ai-platform/training/docs/distributed-training-containers).
	ImageUri string `json:"imageUri,omitempty"`

	// TpuTfVersion: The AI Platform runtime version that includes a
	// TensorFlow version matching the one used in the custom container.
	// This field is required if the replica is a TPU worker that uses a
	// custom container. Otherwise, do not specify this field. This must be
	// a runtime version that currently supports training with TPUs
	// (/ml-engine/docs/tensorflow/runtime-version-list#tpu-support). Note
	// that the version of TensorFlow included in a runtime version may
	// differ from the numbering of the runtime version itself, because it
	// may have a different patch version
	// (https://www.tensorflow.org/guide/version_compat#semantic_versioning_20).
	// In this field, you must specify the runtime version (TensorFlow minor
	// version). For example, if your custom container runs TensorFlow
	// `1.x.y`, specify `1.x`.
	TpuTfVersion string `json:"tpuTfVersion,omitempty"`

	// ForceSendFields is a list of field names (e.g. "AcceleratorConfig")
	// to unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "AcceleratorConfig") to
	// include in API requests with the JSON null value. By default, fields
	// with empty values are omitted from API requests. However, any field
	// with an empty value appearing in NullFields will be sent to the
	// server as null. It is an error if a field in this list has a
	// non-empty value. This may be used to include null fields in Patch
	// requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__ReplicaConfig) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__ReplicaConfig
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__RequestLoggingConfig: Configuration for logging
// request-response pairs to a BigQuery table. Online prediction
// requests to a model version and the responses to these requests are
// converted to raw strings and saved to the specified BigQuery table.
// Logging is constrained by BigQuery quotas and limits
// (/bigquery/quotas). If your project exceeds BigQuery quotas or
// limits, AI Platform Prediction does not log request-response pairs,
// but it continues to serve predictions. If you are using continuous
// evaluation (/ml-engine/docs/continuous-evaluation/), you do not need
// to specify this configuration manually. Setting up continuous
// evaluation automatically enables logging of request-response pairs.
type GoogleCloudMlV1__RequestLoggingConfig struct {
	// BigqueryTableName: Required. Fully qualified BigQuery table name in
	// the following format: " project_id.dataset_name.table_name" The
	// specified table must already exist, and the "Cloud ML Service Agent"
	// for your project must have permission to write to it. The table must
	// have the following schema (/bigquery/docs/schemas): Field nameType
	// Mode model STRING REQUIRED model_version STRING REQUIRED time
	// TIMESTAMP REQUIRED raw_data STRING REQUIRED raw_prediction STRING
	// NULLABLE groundtruth STRING NULLABLE
	BigqueryTableName string `json:"bigqueryTableName,omitempty"`

	// SamplingPercentage: Percentage of requests to be logged, expressed as
	// a fraction from 0 to 1. For example, if you want to log 10% of
	// requests, enter `0.1`. The sampling window is the lifetime of the
	// model version. Defaults to 0.
	SamplingPercentage float64 `json:"samplingPercentage,omitempty"`

	// ForceSendFields is a list of field names (e.g. "BigqueryTableName")
	// to unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "BigqueryTableName") to
	// include in API requests with the JSON null value. By default, fields
	// with empty values are omitted from API requests. However, any field
	// with an empty value appearing in NullFields will be sent to the
	// server as null. It is an error if a field in this list has a
	// non-empty value. This may be used to include null fields in Patch
	// requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__RequestLoggingConfig) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__RequestLoggingConfig
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

func (s *GoogleCloudMlV1__RequestLoggingConfig) UnmarshalJSON(data []byte) error {
	type NoMethod GoogleCloudMlV1__RequestLoggingConfig
	var s1 struct {
		SamplingPercentage gensupport.JSONFloat64 `json:"samplingPercentage"`
		*NoMethod
	}
	s1.NoMethod = (*NoMethod)(s)
	if err := json.Unmarshal(data, &s1); err != nil {
		return err
	}
	s.SamplingPercentage = float64(s1.SamplingPercentage)
	return nil
}

// GoogleCloudMlV1__RouteMap: Specifies HTTP paths served by a custom
// container. AI Platform Prediction sends requests to these paths on
// the container; the custom container must run an HTTP server that
// responds to these requests with appropriate responses. Read Custom
// container requirements
// (/ai-platform/prediction/docs/custom-container-requirements) for
// details on how to create your container image to meet these
// requirements.
type GoogleCloudMlV1__RouteMap struct {
	// Health: HTTP path on the container to send health checkss to. AI
	// Platform Prediction intermittently sends GET requests to this path on
	// the container's IP address and port to check that the container is
	// healthy. Read more about health checks
	// (/ai-platform/prediction/docs/custom-container-requirements#checks).
	// For example, if you set this field to `/bar`, then AI Platform
	// Prediction intermittently sends a GET request to the `/bar` path on
	// the port of your container specified by the first value of
	// Version.container.ports. If you don't specify this field, it defaults
	// to the following value: /v1/models/ MODEL/versions/VERSION The
	// placeholders in this value are replaced as follows: * MODEL: The name
	// of the parent Model. This does not include the
	// "projects/PROJECT_ID/models/" prefix that the API returns in output;
	// it is the bare model name, as provided to projects.models.create. *
	// VERSION: The name of the model version. This does not include the
	// "projects/PROJECT_ID /models/MODEL/versions/" prefix that the API
	// returns in output; it is the bare version name, as provided to
	// projects.models.versions.create.
	Health string `json:"health,omitempty"`

	// Predict: HTTP path on the container to send prediction requests to.
	// AI Platform Prediction forwards requests sent using projects.predict
	// to this path on the container's IP address and port. AI Platform
	// Prediction then returns the container's response in the API response.
	// For example, if you set this field to `/foo`, then when AI Platform
	// Prediction receives a prediction request, it forwards the request
	// body in a POST request to the `/foo` path on the port of your
	// container specified by the first value of Version.container.ports. If
	// you don't specify this field, it defaults to the following value:
	// /v1/models/MODEL/versions/VERSION:predict The placeholders in this
	// value are replaced as follows: * MODEL: The name of the parent Model.
	// This does not include the "projects/PROJECT_ID/models/" prefix that
	// the API returns in output; it is the bare model name, as provided to
	// projects.models.create. * VERSION: The name of the model version.
	// This does not include the
	// "projects/PROJECT_ID/models/MODEL/versions/" prefix that the API
	// returns in output; it is the bare version name, as provided to
	// projects.models.versions.create.
	Predict string `json:"predict,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Health") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "Health") to include in API
	// requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__RouteMap) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__RouteMap
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__SampledShapleyAttribution: An attribution method
// that approximates Shapley values for features that contribute to the
// label being predicted. A sampling strategy is used to approximate the
// value rather than considering all subsets of features.
type GoogleCloudMlV1__SampledShapleyAttribution struct {
	// NumPaths: The number of feature permutations to consider when
	// approximating the Shapley values.
	NumPaths int64 `json:"numPaths,omitempty"`

	// ForceSendFields is a list of field names (e.g. "NumPaths") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "NumPaths") to include in
	// API requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__SampledShapleyAttribution) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__SampledShapleyAttribution
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__Scheduling: All parameters related to scheduling of
// training jobs.
type GoogleCloudMlV1__Scheduling struct {
	// MaxRunningTime: Optional. The maximum job running time, expressed in
	// seconds. The field can contain up to nine fractional digits,
	// terminated by `s`. If not specified, this field defaults to `604800s`
	// (seven days). If the training job is still running after this
	// duration, AI Platform Training cancels it. The duration is measured
	// from when the job enters the `RUNNING` state; therefore it does not
	// overlap with the duration limited by Scheduling.max_wait_time. For
	// example, if you want to ensure your job runs for no more than 2
	// hours, set this field to `7200s` (2 hours * 60 minutes / hour * 60
	// seconds / minute). If you submit your training job using the `gcloud`
	// tool, you can specify this field in a `config.yaml` file
	// (/ai-platform/training/docs/training-jobs#formatting_your_configuratio
	// n_parameters). For example: ```yaml trainingInput: scheduling:
	// maxRunningTime: 7200s ```
	MaxRunningTime string `json:"maxRunningTime,omitempty"`

	// MaxWaitTime: Optional. The maximum job wait time, expressed in
	// seconds. The field can contain up to nine fractional digits,
	// terminated by `s`. If not specified, there is no limit to the wait
	// time. The minimum for this field is `1800s` (30 minutes). If the
	// training job has not entered the `RUNNING` state after this duration,
	// AI Platform Training cancels it. After the job begins running, it can
	// no longer be cancelled due to the maximum wait time. Therefore the
	// duration limited by this field does not overlap with the duration
	// limited by Scheduling.max_running_time. For example, if the job
	// temporarily stops running and retries due to a VM restart
	// (/ai-platform/training/docs/overview#restarts), this cannot lead to a
	// maximum wait time cancellation. However, independently of this
	// constraint, AI Platform Training might stop a job if there are too
	// many retries due to exhausted resources in a region. The following
	// example describes how you might use this field: To cancel your job if
	// it doesn't start running within 1 hour, set this field to `3600s` (1
	// hour * 60 minutes / hour * 60 seconds / minute). If the job is still
	// in the `QUEUED` or `PREPARING` state after an hour of waiting, AI
	// Platform Training cancels the job. If you submit your training job
	// using the `gcloud` tool, you can specify this field in a
	// `config.yaml` file
	// (/ai-platform/training/docs/training-jobs#formatting_your_configuratio
	// n_parameters). For example: ```yaml trainingInput: scheduling:
	// maxWaitTime: 3600s ```
	MaxWaitTime string `json:"maxWaitTime,omitempty"`

	// Priority: Optional. Job scheduling will be based on this priority,
	// which in the range [0, 1000]. The bigger the number, the higher the
	// priority. Default to 0 if not set. If there are multiple jobs
	// requesting same type of accelerators, the high priority job will be
	// scheduled prior to ones with low priority.
	Priority int64 `json:"priority,omitempty"`

	// ForceSendFields is a list of field names (e.g. "MaxRunningTime") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "MaxRunningTime") to
	// include in API requests with the JSON null value. By default, fields
	// with empty values are omitted from API requests. However, any field
	// with an empty value appearing in NullFields will be sent to the
	// server as null. It is an error if a field in this list has a
	// non-empty value. This may be used to include null fields in Patch
	// requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__Scheduling) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__Scheduling
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__SetDefaultVersionRequest: Request message for the
// SetDefaultVersion request.
type GoogleCloudMlV1__SetDefaultVersionRequest struct {
}

type GoogleCloudMlV1__StopTrialRequest struct {
}

// GoogleCloudMlV1__Study: A message representing a Study.
type GoogleCloudMlV1__Study struct {
	// CreateTime: Output only. Time at which the study was created.
	CreateTime string `json:"createTime,omitempty"`

	// InactiveReason: Output only. A human readable reason why the Study is
	// inactive. This should be empty if a study is ACTIVE or COMPLETED.
	InactiveReason string `json:"inactiveReason,omitempty"`

	// Name: Output only. The name of a study.
	Name string `json:"name,omitempty"`

	// State: Output only. The detailed state of a study.
	//
	// Possible values:
	//   "STATE_UNSPECIFIED" - The study state is unspecified.
	//   "ACTIVE" - The study is active.
	//   "INACTIVE" - The study is stopped due to an internal error.
	//   "COMPLETED" - The study is done when the service exhausts the
	// parameter search space or max_trial_count is reached.
	State string `json:"state,omitempty"`

	// StudyConfig: Required. Configuration of the study.
	StudyConfig *GoogleCloudMlV1__StudyConfig `json:"studyConfig,omitempty"`

	// ServerResponse contains the HTTP response code and headers from the
	// server.
	googleapi.ServerResponse `json:"-"`

	// ForceSendFields is a list of field names (e.g. "CreateTime") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "CreateTime") to include in
	// API requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__Study) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__Study
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__StudyConfig: Represents configuration of a study.
type GoogleCloudMlV1__StudyConfig struct {
	// Algorithm: The search algorithm specified for the study.
	//
	// Possible values:
	//   "ALGORITHM_UNSPECIFIED" - The default algorithm used by the Cloud
	// AI Platform Vizier service.
	//   "GAUSSIAN_PROCESS_BANDIT" - Gaussian Process Bandit.
	//   "GRID_SEARCH" - Simple grid search within the feasible space. To
	// use grid search, all parameters must be `INTEGER`, `CATEGORICAL`, or
	// `DISCRETE`.
	//   "RANDOM_SEARCH" - Simple random search within the feasible space.
	Algorithm string `json:"algorithm,omitempty"`

	// AutomatedStoppingConfig: Configuration for automated stopping of
	// unpromising Trials.
	AutomatedStoppingConfig *GoogleCloudMlV1__AutomatedStoppingConfig `json:"automatedStoppingConfig,omitempty"`

	// Metrics: Metric specs for the study.
	Metrics []*GoogleCloudMlV1StudyConfigMetricSpec `json:"metrics,omitempty"`

	// Parameters: Required. The set of parameters to tune.
	Parameters []*GoogleCloudMlV1StudyConfigParameterSpec `json:"parameters,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Algorithm") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "Algorithm") to include in
	// API requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__StudyConfig) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__StudyConfig
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__SuggestTrialsMetadata: Metadata field of a
// google.longrunning.Operation associated with a SuggestTrialsRequest.
type GoogleCloudMlV1__SuggestTrialsMetadata struct {
	// ClientId: The identifier of the client that is requesting the
	// suggestion.
	ClientId string `json:"clientId,omitempty"`

	// CreateTime: The time operation was submitted.
	CreateTime string `json:"createTime,omitempty"`

	// Study: The name of the study that the trial belongs to.
	Study string `json:"study,omitempty"`

	// SuggestionCount: The number of suggestions requested.
	SuggestionCount int64 `json:"suggestionCount,omitempty"`

	// ForceSendFields is a list of field names (e.g. "ClientId") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "ClientId") to include in
	// API requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__SuggestTrialsMetadata) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__SuggestTrialsMetadata
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__SuggestTrialsRequest: The request message for the
// SuggestTrial service method.
type GoogleCloudMlV1__SuggestTrialsRequest struct {
	// ClientId: Required. The identifier of the client that is requesting
	// the suggestion. If multiple SuggestTrialsRequests have the same
	// `client_id`, the service will return the identical suggested trial if
	// the trial is pending, and provide a new trial if the last suggested
	// trial was completed.
	ClientId string `json:"clientId,omitempty"`

	// SuggestionCount: Required. The number of suggestions requested.
	SuggestionCount int64 `json:"suggestionCount,omitempty"`

	// ForceSendFields is a list of field names (e.g. "ClientId") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "ClientId") to include in
	// API requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__SuggestTrialsRequest) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__SuggestTrialsRequest
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__SuggestTrialsResponse: This message will be placed
// in the response field of a completed google.longrunning.Operation
// associated with a SuggestTrials request.
type GoogleCloudMlV1__SuggestTrialsResponse struct {
	// EndTime: The time at which operation processing completed.
	EndTime string `json:"endTime,omitempty"`

	// StartTime: The time at which the operation was started.
	StartTime string `json:"startTime,omitempty"`

	// StudyState: The state of the study.
	//
	// Possible values:
	//   "STATE_UNSPECIFIED" - The study state is unspecified.
	//   "ACTIVE" - The study is active.
	//   "INACTIVE" - The study is stopped due to an internal error.
	//   "COMPLETED" - The study is done when the service exhausts the
	// parameter search space or max_trial_count is reached.
	StudyState string `json:"studyState,omitempty"`

	// Trials: A list of trials.
	Trials []*GoogleCloudMlV1__Trial `json:"trials,omitempty"`

	// ForceSendFields is a list of field names (e.g. "EndTime") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "EndTime") to include in
	// API requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__SuggestTrialsResponse) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__SuggestTrialsResponse
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__TrainingInput: Represents input parameters for a
// training job. When using the gcloud command to submit your training
// job, you can specify the input parameters as command-line arguments
// and/or in a YAML configuration file referenced from the --config
// command-line argument. For details, see the guide to submitting a
// training job (/ai-platform/training/docs/training-jobs).
type GoogleCloudMlV1__TrainingInput struct {
	// Args: Optional. Command-line arguments passed to the training
	// application when it starts. If your job uses a custom container, then
	// the arguments are passed to the container's `ENTRYPOINT` command.
	Args []string `json:"args,omitempty"`

	// EnableWebAccess: Optional. Whether you want AI Platform Training to
	// enable interactive shell access
	// (https://cloud.google.com/ai-platform/training/docs/monitor-debug-interactive-shell)
	// to training containers. If set to `true`, you can access interactive
	// shells at the URIs given by TrainingOutput.web_access_uris or
	// HyperparameterOutput.web_access_uris (within TrainingOutput.trials).
	EnableWebAccess bool `json:"enableWebAccess,omitempty"`

	// EncryptionConfig: Optional. Options for using customer-managed
	// encryption keys (CMEK) to protect resources created by a training
	// job, instead of using Google's default encryption. If this is set,
	// then all resources created by the training job will be encrypted with
	// the customer-managed encryption key that you specify. Learn how and
	// when to use CMEK with AI Platform Training
	// (/ai-platform/training/docs/cmek).
	EncryptionConfig *GoogleCloudMlV1__EncryptionConfig `json:"encryptionConfig,omitempty"`

	// EvaluatorConfig: Optional. The configuration for evaluators. You
	// should only set `evaluatorConfig.acceleratorConfig` if
	// `evaluatorType` is set to a Compute Engine machine type. Learn about
	// restrictions on accelerator configurations for training.
	// (/ai-platform/training/docs/using-gpus#compute-engine-machine-types-wi
	// th-gpu) Set `evaluatorConfig.imageUri` only if you build a custom
	// image for your evaluator. If `evaluatorConfig.imageUri` has not been
	// set, AI Platform uses the value of `masterConfig.imageUri`. Learn
	// more about configuring custom containers
	// (/ai-platform/training/docs/distributed-training-containers).
	EvaluatorConfig *GoogleCloudMlV1__ReplicaConfig `json:"evaluatorConfig,omitempty"`

	// EvaluatorCount: Optional. The number of evaluator replicas to use for
	// the training job. Each replica in the cluster will be of the type
	// specified in `evaluator_type`. This value can only be used when
	// `scale_tier` is set to `CUSTOM`. If you set this value, you must also
	// set `evaluator_type`. The default value is zero.
	EvaluatorCount int64 `json:"evaluatorCount,omitempty,string"`

	// EvaluatorType: Optional. Specifies the type of virtual machine to use
	// for your training job's evaluator nodes. The supported values are the
	// same as those described in the entry for `masterType`. This value
	// must be consistent with the category of machine type that
	// `masterType` uses. In other words, both must be Compute Engine
	// machine types or both must be legacy machine types. This value must
	// be present when `scaleTier` is set to `CUSTOM` and `evaluatorCount`
	// is greater than zero.
	EvaluatorType string `json:"evaluatorType,omitempty"`

	// Hyperparameters: Optional. The set of Hyperparameters to tune.
	Hyperparameters *GoogleCloudMlV1__HyperparameterSpec `json:"hyperparameters,omitempty"`

	// JobDir: Optional. A Google Cloud Storage path in which to store
	// training outputs and other data needed for training. This path is
	// passed to your TensorFlow program as the '--job-dir' command-line
	// argument. The benefit of specifying this field is that Cloud ML
	// validates the path for use in training.
	JobDir string `json:"jobDir,omitempty"`

	// MasterConfig: Optional. The configuration for your master worker. You
	// should only set `masterConfig.acceleratorConfig` if `masterType` is
	// set to a Compute Engine machine type. Learn about restrictions on
	// accelerator configurations for training.
	// (/ai-platform/training/docs/using-gpus#compute-engine-machine-types-wi
	// th-gpu) Set `masterConfig.imageUri` only if you build a custom image.
	// Only one of `masterConfig.imageUri` and `runtimeVersion` should be
	// set. Learn more about configuring custom containers
	// (/ai-platform/training/docs/distributed-training-containers).
	MasterConfig *GoogleCloudMlV1__ReplicaConfig `json:"masterConfig,omitempty"`

	// MasterType: Optional. Specifies the type of virtual machine to use
	// for your training job's master worker. You must specify this field
	// when `scaleTier` is set to `CUSTOM`. You can use certain Compute
	// Engine machine types directly in this field. See the list of
	// compatible Compute Engine machine types
	// (/ai-platform/training/docs/machine-types#compute-engine-machine-types
	// ). Alternatively, you can use the certain legacy machine types in
	// this field. See the list of legacy machine types
	// (/ai-platform/training/docs/machine-types#legacy-machine-types).
	// Finally, if you want to use a TPU for training, specify `cloud_tpu`
	// in this field. Learn more about the special configuration options for
	// training with TPUs
	// (/ai-platform/training/docs/using-tpus#configuring_a_custom_tpu_machin
	// e).
	MasterType string `json:"masterType,omitempty"`

	// Network: Optional. The full name of the Compute Engine network
	// (/vpc/docs/vpc) to which the Job is peered. For example,
	// `projects/12345/global/networks/myVPC`. The format of this field is
	// `projects/{project}/global/networks/{network}`, where {project} is a
	// project number (like `12345`) and {network} is network name. Private
	// services access must already be configured for the network. If left
	// unspecified, the Job is not peered with any network. Learn about
	// using VPC Network Peering. (/ai-platform/training/docs/vpc-peering).
	Network string `json:"network,omitempty"`

	// PackageUris: Required. The Google Cloud Storage location of the
	// packages with the training program and any additional dependencies.
	// The maximum number of package URIs is 100.
	PackageUris []string `json:"packageUris,omitempty"`

	// ParameterServerConfig: Optional. The configuration for parameter
	// servers. You should only set
	// `parameterServerConfig.acceleratorConfig` if `parameterServerType` is
	// set to a Compute Engine machine type. Learn about restrictions on
	// accelerator configurations for training.
	// (/ai-platform/training/docs/using-gpus#compute-engine-machine-types-wi
	// th-gpu) Set `parameterServerConfig.imageUri` only if you build a
	// custom image for your parameter server. If
	// `parameterServerConfig.imageUri` has not been set, AI Platform uses
	// the value of `masterConfig.imageUri`. Learn more about configuring
	// custom containers
	// (/ai-platform/training/docs/distributed-training-containers).
	ParameterServerConfig *GoogleCloudMlV1__ReplicaConfig `json:"parameterServerConfig,omitempty"`

	// ParameterServerCount: Optional. The number of parameter server
	// replicas to use for the training job. Each replica in the cluster
	// will be of the type specified in `parameter_server_type`. This value
	// can only be used when `scale_tier` is set to `CUSTOM`. If you set
	// this value, you must also set `parameter_server_type`. The default
	// value is zero.
	ParameterServerCount int64 `json:"parameterServerCount,omitempty,string"`

	// ParameterServerType: Optional. Specifies the type of virtual machine
	// to use for your training job's parameter server. The supported values
	// are the same as those described in the entry for `master_type`. This
	// value must be consistent with the category of machine type that
	// `masterType` uses. In other words, both must be Compute Engine
	// machine types or both must be legacy machine types. This value must
	// be present when `scaleTier` is set to `CUSTOM` and
	// `parameter_server_count` is greater than zero.
	ParameterServerType string `json:"parameterServerType,omitempty"`

	// PythonModule: Required. The Python module name to run after
	// installing the packages.
	PythonModule string `json:"pythonModule,omitempty"`

	// PythonVersion: Optional. The version of Python used in training. You
	// must either specify this field or specify `masterConfig.imageUri`.
	// The following Python versions are available: * Python '3.7' is
	// available when `runtime_version` is set to '1.15' or later. * Python
	// '3.5' is available when `runtime_version` is set to a version from
	// '1.4' to '1.14'. * Python '2.7' is available when `runtime_version`
	// is set to '1.15' or earlier. Read more about the Python versions
	// available for each runtime version
	// (/ml-engine/docs/runtime-version-list).
	PythonVersion string `json:"pythonVersion,omitempty"`

	// Region: Required. The region to run the training job in. See the
	// available regions (/ai-platform/training/docs/regions) for AI
	// Platform Training.
	Region string `json:"region,omitempty"`

	// RuntimeVersion: Optional. The AI Platform runtime version to use for
	// training. You must either specify this field or specify
	// `masterConfig.imageUri`. For more information, see the runtime
	// version list (/ai-platform/training/docs/runtime-version-list) and
	// learn how to manage runtime versions
	// (/ai-platform/training/docs/versioning).
	RuntimeVersion string `json:"runtimeVersion,omitempty"`

	// ScaleTier: Required. Specifies the machine types, the number of
	// replicas for workers and parameter servers.
	//
	// Possible values:
	//   "BASIC" - A single worker instance. This tier is suitable for
	// learning how to use Cloud ML, and for experimenting with new models
	// using small datasets.
	//   "STANDARD_1" - Many workers and a few parameter servers.
	//   "PREMIUM_1" - A large number of workers with many parameter
	// servers.
	//   "BASIC_GPU" - A single worker instance [with a
	// GPU](/ai-platform/training/docs/using-gpus).
	//   "BASIC_TPU" - A single worker instance with a [Cloud
	// TPU](/ml-engine/docs/tensorflow/using-tpus).
	//   "CUSTOM" - The CUSTOM tier is not a set tier, but rather enables
	// you to use your own cluster specification. When you use this tier,
	// set values to configure your processing cluster according to these
	// guidelines: * You _must_ set `TrainingInput.masterType` to specify
	// the type of machine to use for your master node. This is the only
	// required setting. * You _may_ set `TrainingInput.workerCount` to
	// specify the number of workers to use. If you specify one or more
	// workers, you _must_ also set `TrainingInput.workerType` to specify
	// the type of machine to use for your worker nodes. * You _may_ set
	// `TrainingInput.parameterServerCount` to specify the number of
	// parameter servers to use. If you specify one or more parameter
	// servers, you _must_ also set `TrainingInput.parameterServerType` to
	// specify the type of machine to use for your parameter servers. Note
	// that all of your workers must use the same machine type, which can be
	// different from your parameter server type and master type. Your
	// parameter servers must likewise use the same machine type, which can
	// be different from your worker type and master type.
	ScaleTier string `json:"scaleTier,omitempty"`

	// Scheduling: Optional. Scheduling options for a training job.
	Scheduling *GoogleCloudMlV1__Scheduling `json:"scheduling,omitempty"`

	// ServiceAccount: Optional. The email address of a service account to
	// use when running the training appplication. You must have the
	// `iam.serviceAccounts.actAs` permission for the specified service
	// account. In addition, the AI Platform Training Google-managed service
	// account must have the `roles/iam.serviceAccountAdmin` role for the
	// specified service account. Learn more about configuring a service
	// account. (/ai-platform/training/docs/custom-service-account) If not
	// specified, the AI Platform Training Google-managed service account is
	// used by default.
	ServiceAccount string `json:"serviceAccount,omitempty"`

	// UseChiefInTfConfig: Optional. Use `chief` instead of `master` in the
	// `TF_CONFIG` environment variable when training with a custom
	// container. Defaults to `false`. Learn more about this field.
	// (/ai-platform/training/docs/distributed-training-details#chief-versus-
	// master) This field has no effect for training jobs that don't use a
	// custom container.
	UseChiefInTfConfig bool `json:"useChiefInTfConfig,omitempty"`

	// WorkerConfig: Optional. The configuration for workers. You should
	// only set `workerConfig.acceleratorConfig` if `workerType` is set to a
	// Compute Engine machine type. Learn about restrictions on accelerator
	// configurations for training.
	// (/ai-platform/training/docs/using-gpus#compute-engine-machine-types-wi
	// th-gpu) Set `workerConfig.imageUri` only if you build a custom image
	// for your worker. If `workerConfig.imageUri` has not been set, AI
	// Platform uses the value of `masterConfig.imageUri`. Learn more about
	// configuring custom containers
	// (/ai-platform/training/docs/distributed-training-containers).
	WorkerConfig *GoogleCloudMlV1__ReplicaConfig `json:"workerConfig,omitempty"`

	// WorkerCount: Optional. The number of worker replicas to use for the
	// training job. Each replica in the cluster will be of the type
	// specified in `worker_type`. This value can only be used when
	// `scale_tier` is set to `CUSTOM`. If you set this value, you must also
	// set `worker_type`. The default value is zero.
	WorkerCount int64 `json:"workerCount,omitempty,string"`

	// WorkerType: Optional. Specifies the type of virtual machine to use
	// for your training job's worker nodes. The supported values are the
	// same as those described in the entry for `masterType`. This value
	// must be consistent with the category of machine type that
	// `masterType` uses. In other words, both must be Compute Engine
	// machine types or both must be legacy machine types. If you use
	// `cloud_tpu` for this value, see special instructions for configuring
	// a custom TPU machine
	// (/ml-engine/docs/tensorflow/using-tpus#configuring_a_custom_tpu_machin
	// e). This value must be present when `scaleTier` is set to `CUSTOM`
	// and `workerCount` is greater than zero.
	WorkerType string `json:"workerType,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Args") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "Args") to include in API
	// requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__TrainingInput) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__TrainingInput
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__TrainingOutput: Represents results of a training
// job. Output only.
type GoogleCloudMlV1__TrainingOutput struct {
	// BuiltInAlgorithmOutput: Details related to built-in algorithms jobs.
	// Only set for built-in algorithms jobs.
	BuiltInAlgorithmOutput *GoogleCloudMlV1__BuiltInAlgorithmOutput `json:"builtInAlgorithmOutput,omitempty"`

	// CompletedTrialCount: The number of hyperparameter tuning trials that
	// completed successfully. Only set for hyperparameter tuning jobs.
	CompletedTrialCount int64 `json:"completedTrialCount,omitempty,string"`

	// ConsumedMLUnits: The amount of ML units consumed by the job.
	ConsumedMLUnits float64 `json:"consumedMLUnits,omitempty"`

	// HyperparameterMetricTag: The TensorFlow summary tag name used for
	// optimizing hyperparameter tuning trials. See
	// `HyperparameterSpec.hyperparameterMetricTag`
	// (#HyperparameterSpec.FIELDS.hyperparameter_metric_tag) for more
	// information. Only set for hyperparameter tuning jobs.
	HyperparameterMetricTag string `json:"hyperparameterMetricTag,omitempty"`

	// IsBuiltInAlgorithmJob: Whether this job is a built-in Algorithm job.
	IsBuiltInAlgorithmJob bool `json:"isBuiltInAlgorithmJob,omitempty"`

	// IsHyperparameterTuningJob: Whether this job is a hyperparameter
	// tuning job.
	IsHyperparameterTuningJob bool `json:"isHyperparameterTuningJob,omitempty"`

	// Trials: Results for individual Hyperparameter trials. Only set for
	// hyperparameter tuning jobs.
	Trials []*GoogleCloudMlV1__HyperparameterOutput `json:"trials,omitempty"`

	// WebAccessUris: Output only. URIs for accessing interactive shells
	// (https://cloud.google.com/ai-platform/training/docs/monitor-debug-interactive-shell)
	// (one URI for each training node). Only available if
	// training_input.enable_web_access is `true`. The keys are names of
	// each node in the training job; for example, `master-replica-0` for
	// the master node, `worker-replica-0` for the first worker, and
	// `ps-replica-0` for the first parameter server. The values are the
	// URIs for each node's interactive shell.
	WebAccessUris map[string]string `json:"webAccessUris,omitempty"`

	// ForceSendFields is a list of field names (e.g.
	// "BuiltInAlgorithmOutput") to unconditionally include in API requests.
	// By default, fields with empty or default values are omitted from API
	// requests. However, any non-pointer, non-interface field appearing in
	// ForceSendFields will be sent to the server regardless of whether the
	// field is empty or not. This may be used to include empty fields in
	// Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "BuiltInAlgorithmOutput")
	// to include in API requests with the JSON null value. By default,
	// fields with empty values are omitted from API requests. However, any
	// field with an empty value appearing in NullFields will be sent to the
	// server as null. It is an error if a field in this list has a
	// non-empty value. This may be used to include null fields in Patch
	// requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__TrainingOutput) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__TrainingOutput
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

func (s *GoogleCloudMlV1__TrainingOutput) UnmarshalJSON(data []byte) error {
	type NoMethod GoogleCloudMlV1__TrainingOutput
	var s1 struct {
		ConsumedMLUnits gensupport.JSONFloat64 `json:"consumedMLUnits"`
		*NoMethod
	}
	s1.NoMethod = (*NoMethod)(s)
	if err := json.Unmarshal(data, &s1); err != nil {
		return err
	}
	s.ConsumedMLUnits = float64(s1.ConsumedMLUnits)
	return nil
}

// GoogleCloudMlV1__Trial: A message representing a trial.
type GoogleCloudMlV1__Trial struct {
	// ClientId: Output only. The identifier of the client that originally
	// requested this trial.
	ClientId string `json:"clientId,omitempty"`

	// EndTime: Output only. Time at which the trial's status changed to
	// COMPLETED.
	EndTime string `json:"endTime,omitempty"`

	// FinalMeasurement: The final measurement containing the objective
	// value.
	FinalMeasurement *GoogleCloudMlV1__Measurement `json:"finalMeasurement,omitempty"`

	// InfeasibleReason: Output only. A human readable string describing why
	// the trial is infeasible. This should only be set if trial_infeasible
	// is true.
	InfeasibleReason string `json:"infeasibleReason,omitempty"`

	// Measurements: A list of measurements that are strictly
	// lexicographically ordered by their induced tuples (steps,
	// elapsed_time). These are used for early stopping computations.
	Measurements []*GoogleCloudMlV1__Measurement `json:"measurements,omitempty"`

	// Name: Output only. Name of the trial assigned by the service.
	Name string `json:"name,omitempty"`

	// Parameters: The parameters of the trial.
	Parameters []*GoogleCloudMlV1TrialParameter `json:"parameters,omitempty"`

	// StartTime: Output only. Time at which the trial was started.
	StartTime string `json:"startTime,omitempty"`

	// State: The detailed state of a trial.
	//
	// Possible values:
	//   "STATE_UNSPECIFIED" - The trial state is unspecified.
	//   "REQUESTED" - Indicates that a specific trial has been requested,
	// but it has not yet been suggested by the service.
	//   "ACTIVE" - Indicates that the trial has been suggested.
	//   "COMPLETED" - Indicates that the trial is done, and either has a
	// final_measurement set, or is marked as trial_infeasible.
	//   "STOPPING" - Indicates that the trial should stop according to the
	// service.
	State string `json:"state,omitempty"`

	// TrialInfeasible: Output only. If true, the parameters in this trial
	// are not attempted again.
	TrialInfeasible bool `json:"trialInfeasible,omitempty"`

	// ServerResponse contains the HTTP response code and headers from the
	// server.
	googleapi.ServerResponse `json:"-"`

	// ForceSendFields is a list of field names (e.g. "ClientId") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "ClientId") to include in
	// API requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__Trial) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__Trial
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__Version: Represents a version of the model. Each
// version is a trained model deployed in the cloud, ready to handle
// prediction requests. A model can have multiple versions. You can get
// information about all of the versions of a given model by calling
// projects.models.versions.list.
type GoogleCloudMlV1__Version struct {
	// AcceleratorConfig: Optional. Accelerator config for using GPUs for
	// online prediction (beta). Only specify this field if you have
	// specified a Compute Engine (N1) machine type in the `machineType`
	// field. Learn more about using GPUs for online prediction
	// (/ml-engine/docs/machine-types-online-prediction#gpus).
	AcceleratorConfig *GoogleCloudMlV1__AcceleratorConfig `json:"acceleratorConfig,omitempty"`

	// AutoScaling: Automatically scale the number of nodes used to serve
	// the model in response to increases and decreases in traffic. Care
	// should be taken to ramp up traffic according to the model's ability
	// to scale or you will start seeing increases in latency and 429
	// response codes.
	AutoScaling *GoogleCloudMlV1__AutoScaling `json:"autoScaling,omitempty"`

	// Container: Optional. Specifies a custom container to use for serving
	// predictions. If you specify this field, then `machineType` is
	// required. If you specify this field, then `deploymentUri` is
	// optional. If you specify this field, then you must not specify
	// `runtimeVersion`, `packageUris`, `framework`, `pythonVersion`, or
	// `predictionClass`.
	Container *GoogleCloudMlV1__ContainerSpec `json:"container,omitempty"`

	// CreateTime: Output only. The time the version was created.
	CreateTime string `json:"createTime,omitempty"`

	// DeploymentUri: The Cloud Storage URI of a directory containing
	// trained model artifacts to be used to create the model version. See
	// the guide to deploying models
	// (/ai-platform/prediction/docs/deploying-models) for more information.
	// The total number of files under this directory must not exceed 1000.
	// During projects.models.versions.create, AI Platform Prediction copies
	// all files from the specified directory to a location managed by the
	// service. From then on, AI Platform Prediction uses these copies of
	// the model artifacts to serve predictions, not the original files in
	// Cloud Storage, so this location is useful only as a historical
	// record. If you specify container, then this field is optional.
	// Otherwise, it is required. Learn how to use this field with a custom
	// container
	// (/ai-platform/prediction/docs/custom-container-requirements#artifacts)
	// .
	DeploymentUri string `json:"deploymentUri,omitempty"`

	// Description: Optional. The description specified for the version when
	// it was created.
	Description string `json:"description,omitempty"`

	// ErrorMessage: Output only. The details of a failure or a
	// cancellation.
	ErrorMessage string `json:"errorMessage,omitempty"`

	// Etag: `etag` is used for optimistic concurrency control as a way to
	// help prevent simultaneous updates of a model from overwriting each
	// other. It is strongly suggested that systems make use of the `etag`
	// in the read-modify-write cycle to perform model updates in order to
	// avoid race conditions: An `etag` is returned in the response to
	// `GetVersion`, and systems are expected to put that etag in the
	// request to `UpdateVersion` to ensure that their change will be
	// applied to the model as intended.
	Etag string `json:"etag,omitempty"`

	// ExplanationConfig: Optional. Configures explainability features on
	// the model's version. Some explanation features require additional
	// metadata to be loaded as part of the model payload.
	ExplanationConfig *GoogleCloudMlV1__ExplanationConfig `json:"explanationConfig,omitempty"`

	// Framework: Optional. The machine learning framework AI Platform uses
	// to train this version of the model. Valid values are `TENSORFLOW`,
	// `SCIKIT_LEARN`, `XGBOOST`. If you do not specify a framework, AI
	// Platform will analyze files in the deployment_uri to determine a
	// framework. If you choose `SCIKIT_LEARN` or `XGBOOST`, you must also
	// set the runtime version of the model to 1.4 or greater. Do **not**
	// specify a framework if you're deploying a custom prediction routine
	// (/ai-platform/prediction/docs/custom-prediction-routines) or if
	// you're using a custom container
	// (/ai-platform/prediction/docs/use-custom-container).
	//
	// Possible values:
	//   "FRAMEWORK_UNSPECIFIED" - Unspecified framework. Assigns a value
	// based on the file suffix.
	//   "TENSORFLOW" - Tensorflow framework.
	//   "SCIKIT_LEARN" - Scikit-learn framework.
	//   "XGBOOST" - XGBoost framework.
	Framework string `json:"framework,omitempty"`

	// IsDefault: Output only. If true, this version will be used to handle
	// prediction requests that do not specify a version. You can change the
	// default version by calling projects.methods.versions.setDefault.
	IsDefault bool `json:"isDefault,omitempty"`

	// Labels: Optional. One or more labels that you can add, to organize
	// your model versions. Each label is a key-value pair, where both the
	// key and the value are arbitrary strings that you supply. For more
	// information, see the documentation on using labels. Note that this
	// field is not updatable for mls1* models.
	Labels map[string]string `json:"labels,omitempty"`

	// LastMigrationModelId: Output only. The AI Platform (Unified) `Model`
	// (https://cloud.google.com/ai-platform-unified/docs/reference/rest/v1beta1/projects.locations.models)
	// ID for the last model migration
	// (https://cloud.google.com/ai-platform-unified/docs/start/migrating-to-ai-platform-unified).
	LastMigrationModelId string `json:"lastMigrationModelId,omitempty"`

	// LastMigrationTime: Output only. The last time this version was
	// successfully migrated to AI Platform (Unified)
	// (https://cloud.google.com/ai-platform-unified/docs/start/migrating-to-ai-platform-unified).
	LastMigrationTime string `json:"lastMigrationTime,omitempty"`

	// LastUseTime: Output only. The time the version was last used for
	// prediction.
	LastUseTime string `json:"lastUseTime,omitempty"`

	// MachineType: Optional. The type of machine on which to serve the
	// model. Currently only applies to online prediction service. To learn
	// about valid values for this field, read Choosing a machine type for
	// online prediction
	// (/ai-platform/prediction/docs/machine-types-online-prediction). If
	// this field is not specified and you are using a regional endpoint
	// (/ai-platform/prediction/docs/regional-endpoints), then the machine
	// type defaults to `n1-standard-2`. If this field is not specified and
	// you are using the global endpoint (`ml.googleapis.com`), then the
	// machine type defaults to `mls1-c1-m2`.
	MachineType string `json:"machineType,omitempty"`

	// ManualScaling: Manually select the number of nodes to use for serving
	// the model. You should generally use `auto_scaling` with an
	// appropriate `min_nodes` instead, but this option is available if you
	// want more predictable billing. Beware that latency and error rates
	// will increase if the traffic exceeds that capability of the system to
	// serve it based on the selected number of nodes.
	ManualScaling *GoogleCloudMlV1__ManualScaling `json:"manualScaling,omitempty"`

	// Name: Required. The name specified for the version when it was
	// created. The version name must be unique within the model it is
	// created in.
	Name string `json:"name,omitempty"`

	// PackageUris: Optional. Cloud Storage paths (`gs://…`) of packages
	// for custom prediction routines
	// (/ml-engine/docs/tensorflow/custom-prediction-routines) or
	// scikit-learn pipelines with custom code
	// (/ml-engine/docs/scikit/exporting-for-prediction#custom-pipeline-code)
	// . For a custom prediction routine, one of these packages must contain
	// your Predictor class (see `predictionClass`
	// (#Version.FIELDS.prediction_class)). Additionally, include any
	// dependencies used by your Predictor or scikit-learn pipeline uses
	// that are not already included in your selected runtime version
	// (/ml-engine/docs/tensorflow/runtime-version-list). If you specify
	// this field, you must also set `runtimeVersion`
	// (#Version.FIELDS.runtime_version) to 1.4 or greater.
	PackageUris []string `json:"packageUris,omitempty"`

	// PredictionClass: Optional. The fully qualified name
	// (module_name.class_name) of a class that implements the Predictor
	// interface described in this reference field. The module containing
	// this class should be included in a package provided to the
	// `packageUris` field (#Version.FIELDS.package_uris). Specify this
	// field if and only if you are deploying a custom prediction routine
	// (beta) (/ml-engine/docs/tensorflow/custom-prediction-routines). If
	// you specify this field, you must set `runtimeVersion`
	// (#Version.FIELDS.runtime_version) to 1.4 or greater and you must set
	// `machineType` to a legacy (MLS1) machine type
	// (/ml-engine/docs/machine-types-online-prediction). The following code
	// sample provides the Predictor interface: class Predictor(object):
	// """Interface for constructing custom predictors.""" def predict(self,
	// instances, **kwargs): """Performs custom prediction. Instances are
	// the decoded values from the request. They have already been
	// deserialized from JSON. Args: instances: A list of prediction input
	// instances. **kwargs: A dictionary of keyword args provided as
	// additional fields on the predict request body. Returns: A list of
	// outputs containing the prediction results. This list must be JSON
	// serializable. """ raise NotImplementedError() @classmethod def
	// from_path(cls, model_dir): """Creates an instance of Predictor using
	// the given path. Loading of the predictor should be done in this
	// method. Args: model_dir: The local directory that contains the
	// exported model file along with any additional files uploaded when
	// creating the version resource. Returns: An instance implementing this
	// Predictor class. """ raise NotImplementedError() Learn more about the
	// Predictor interface and custom prediction routines
	// (/ml-engine/docs/tensorflow/custom-prediction-routines).
	PredictionClass string `json:"predictionClass,omitempty"`

	// PythonVersion: Required. The version of Python used in prediction.
	// The following Python versions are available: * Python '3.7' is
	// available when `runtime_version` is set to '1.15' or later. * Python
	// '3.5' is available when `runtime_version` is set to a version from
	// '1.4' to '1.14'. * Python '2.7' is available when `runtime_version`
	// is set to '1.15' or earlier. Read more about the Python versions
	// available for each runtime version
	// (/ml-engine/docs/runtime-version-list).
	PythonVersion string `json:"pythonVersion,omitempty"`

	// RequestLoggingConfig: Optional. *Only* specify this field in a
	// projects.models.versions.patch request. Specifying it in a
	// projects.models.versions.create request has no effect. Configures the
	// request-response pair logging on predictions from this Version.
	RequestLoggingConfig *GoogleCloudMlV1__RequestLoggingConfig `json:"requestLoggingConfig,omitempty"`

	// Routes: Optional. Specifies paths on a custom container's HTTP server
	// where AI Platform Prediction sends certain requests. If you specify
	// this field, then you must also specify the `container` field. If you
	// specify the `container` field and do not specify this field, it
	// defaults to the following: ```json { "predict":
	// "/v1/models/MODEL/versions/VERSION:predict", "health":
	// "/v1/models/MODEL/versions/VERSION" } ``` See RouteMap for more
	// details about these default values.
	Routes *GoogleCloudMlV1__RouteMap `json:"routes,omitempty"`

	// RuntimeVersion: Required. The AI Platform runtime version to use for
	// this deployment. For more information, see the runtime version list
	// (/ml-engine/docs/runtime-version-list) and how to manage runtime
	// versions (/ml-engine/docs/versioning).
	RuntimeVersion string `json:"runtimeVersion,omitempty"`

	// ServiceAccount: Optional. Specifies the service account for resource
	// access control. If you specify this field, then you must also specify
	// either the `containerSpec` or the `predictionClass` field. Learn more
	// about using a custom service account
	// (/ai-platform/prediction/docs/custom-service-account).
	ServiceAccount string `json:"serviceAccount,omitempty"`

	// State: Output only. The state of a version.
	//
	// Possible values:
	//   "UNKNOWN" - The version state is unspecified.
	//   "READY" - The version is ready for prediction.
	//   "CREATING" - The version is being created. New UpdateVersion and
	// DeleteVersion requests will fail if a version is in the CREATING
	// state.
	//   "FAILED" - The version failed to be created, possibly cancelled.
	// `error_message` should contain the details of the failure.
	//   "DELETING" - The version is being deleted. New UpdateVersion and
	// DeleteVersion requests will fail if a version is in the DELETING
	// state.
	//   "UPDATING" - The version is being updated. New UpdateVersion and
	// DeleteVersion requests will fail if a version is in the UPDATING
	// state.
	State string `json:"state,omitempty"`

	// ServerResponse contains the HTTP response code and headers from the
	// server.
	googleapi.ServerResponse `json:"-"`

	// ForceSendFields is a list of field names (e.g. "AcceleratorConfig")
	// to unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "AcceleratorConfig") to
	// include in API requests with the JSON null value. By default, fields
	// with empty values are omitted from API requests. However, any field
	// with an empty value appearing in NullFields will be sent to the
	// server as null. It is an error if a field in this list has a
	// non-empty value. This may be used to include null fields in Patch
	// requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__Version) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__Version
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleCloudMlV1__XraiAttribution: Attributes credit by computing the
// XRAI taking advantage of the model's fully differentiable structure.
// Refer to this paper for more details:
// https://arxiv.org/abs/1906.02825 Currently only implemented for
// models with natural image inputs.
type GoogleCloudMlV1__XraiAttribution struct {
	// NumIntegralSteps: Number of steps for approximating the path
	// integral. A good value to start is 50 and gradually increase until
	// the sum to diff property is met within the desired error range.
	NumIntegralSteps int64 `json:"numIntegralSteps,omitempty"`

	// ForceSendFields is a list of field names (e.g. "NumIntegralSteps") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "NumIntegralSteps") to
	// include in API requests with the JSON null value. By default, fields
	// with empty values are omitted from API requests. However, any field
	// with an empty value appearing in NullFields will be sent to the
	// server as null. It is an error if a field in this list has a
	// non-empty value. This may be used to include null fields in Patch
	// requests.
	NullFields []string `json:"-"`
}

func (s *GoogleCloudMlV1__XraiAttribution) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__XraiAttribution
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleIamV1__AuditConfig: Specifies the audit configuration for a
// service. The configuration determines which permission types are
// logged, and what identities, if any, are exempted from logging. An
// AuditConfig must have one or more AuditLogConfigs. If there are
// AuditConfigs for both `allServices` and a specific service, the union
// of the two AuditConfigs is used for that service: the log_types
// specified in each AuditConfig are enabled, and the exempted_members
// in each AuditLogConfig are exempted. Example Policy with multiple
// AuditConfigs: { "audit_configs": [ { "service": "allServices",
// "audit_log_configs": [ { "log_type": "DATA_READ", "exempted_members":
// [ "user:jose@example.com" ] }, { "log_type": "DATA_WRITE" }, {
// "log_type": "ADMIN_READ" } ] }, { "service":
// "sampleservice.googleapis.com", "audit_log_configs": [ { "log_type":
// "DATA_READ" }, { "log_type": "DATA_WRITE", "exempted_members": [
// "user:aliya@example.com" ] } ] } ] } For sampleservice, this policy
// enables DATA_READ, DATA_WRITE and ADMIN_READ logging. It also exempts
// `jose@example.com` from DATA_READ logging, and `aliya@example.com`
// from DATA_WRITE logging.
type GoogleIamV1__AuditConfig struct {
	// AuditLogConfigs: The configuration for logging of each type of
	// permission.
	AuditLogConfigs []*GoogleIamV1__AuditLogConfig `json:"auditLogConfigs,omitempty"`

	// Service: Specifies a service that will be enabled for audit logging.
	// For example, `storage.googleapis.com`, `cloudsql.googleapis.com`.
	// `allServices` is a special value that covers all services.
	Service string `json:"service,omitempty"`

	// ForceSendFields is a list of field names (e.g. "AuditLogConfigs") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "AuditLogConfigs") to
	// include in API requests with the JSON null value. By default, fields
	// with empty values are omitted from API requests. However, any field
	// with an empty value appearing in NullFields will be sent to the
	// server as null. It is an error if a field in this list has a
	// non-empty value. This may be used to include null fields in Patch
	// requests.
	NullFields []string `json:"-"`
}

func (s *GoogleIamV1__AuditConfig) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleIamV1__AuditConfig
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleIamV1__AuditLogConfig: Provides the configuration for logging a
// type of permissions. Example: { "audit_log_configs": [ { "log_type":
// "DATA_READ", "exempted_members": [ "user:jose@example.com" ] }, {
// "log_type": "DATA_WRITE" } ] } This enables 'DATA_READ' and
// 'DATA_WRITE' logging, while exempting jose@example.com from DATA_READ
// logging.
type GoogleIamV1__AuditLogConfig struct {
	// ExemptedMembers: Specifies the identities that do not cause logging
	// for this type of permission. Follows the same format of
	// Binding.members.
	ExemptedMembers []string `json:"exemptedMembers,omitempty"`

	// LogType: The log type that this config enables.
	//
	// Possible values:
	//   "LOG_TYPE_UNSPECIFIED" - Default case. Should never be this.
	//   "ADMIN_READ" - Admin reads. Example: CloudIAM getIamPolicy
	//   "DATA_WRITE" - Data writes. Example: CloudSQL Users create
	//   "DATA_READ" - Data reads. Example: CloudSQL Users list
	LogType string `json:"logType,omitempty"`

	// ForceSendFields is a list of field names (e.g. "ExemptedMembers") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "ExemptedMembers") to
	// include in API requests with the JSON null value. By default, fields
	// with empty values are omitted from API requests. However, any field
	// with an empty value appearing in NullFields will be sent to the
	// server as null. It is an error if a field in this list has a
	// non-empty value. This may be used to include null fields in Patch
	// requests.
	NullFields []string `json:"-"`
}

func (s *GoogleIamV1__AuditLogConfig) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleIamV1__AuditLogConfig
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleIamV1__Binding: Associates `members`, or principals, with a
// `role`.
type GoogleIamV1__Binding struct {
	// Condition: The condition that is associated with this binding. If the
	// condition evaluates to `true`, then this binding applies to the
	// current request. If the condition evaluates to `false`, then this
	// binding does not apply to the current request. However, a different
	// role binding might grant the same role to one or more of the
	// principals in this binding. To learn which resources support
	// conditions in their IAM policies, see the IAM documentation
	// (https://cloud.google.com/iam/help/conditions/resource-policies).
	Condition *GoogleType__Expr `json:"condition,omitempty"`

	// Members: Specifies the principals requesting access for a Google
	// Cloud resource. `members` can have the following values: *
	// `allUsers`: A special identifier that represents anyone who is on the
	// internet; with or without a Google account. *
	// `allAuthenticatedUsers`: A special identifier that represents anyone
	// who is authenticated with a Google account or a service account. Does
	// not include identities that come from external identity providers
	// (IdPs) through identity federation. * `user:{emailid}`: An email
	// address that represents a specific Google account. For example,
	// `alice@example.com` . * `serviceAccount:{emailid}`: An email address
	// that represents a Google service account. For example,
	// `my-other-app@appspot.gserviceaccount.com`. *
	// `serviceAccount:{projectid}.svc.id.goog[{namespace}/{kubernetes-sa}]`:
	//  An identifier for a Kubernetes service account
	// (https://cloud.google.com/kubernetes-engine/docs/how-to/kubernetes-service-accounts).
	// For example, `my-project.svc.id.goog[my-namespace/my-kubernetes-sa]`.
	// * `group:{emailid}`: An email address that represents a Google group.
	// For example, `admins@example.com`. * `domain:{domain}`: The G Suite
	// domain (primary) that represents all the users of that domain. For
	// example, `google.com` or `example.com`. *
	// `deleted:user:{emailid}?uid={uniqueid}`: An email address (plus
	// unique identifier) representing a user that has been recently
	// deleted. For example, `alice@example.com?uid=123456789012345678901`.
	// If the user is recovered, this value reverts to `user:{emailid}` and
	// the recovered user retains the role in the binding. *
	// `deleted:serviceAccount:{emailid}?uid={uniqueid}`: An email address
	// (plus unique identifier) representing a service account that has been
	// recently deleted. For example,
	// `my-other-app@appspot.gserviceaccount.com?uid=123456789012345678901`.
	// If the service account is undeleted, this value reverts to
	// `serviceAccount:{emailid}` and the undeleted service account retains
	// the role in the binding. * `deleted:group:{emailid}?uid={uniqueid}`:
	// An email address (plus unique identifier) representing a Google group
	// that has been recently deleted. For example,
	// `admins@example.com?uid=123456789012345678901`. If the group is
	// recovered, this value reverts to `group:{emailid}` and the recovered
	// group retains the role in the binding.
	Members []string `json:"members,omitempty"`

	// Role: Role that is assigned to the list of `members`, or principals.
	// For example, `roles/viewer`, `roles/editor`, or `roles/owner`.
	Role string `json:"role,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Condition") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "Condition") to include in
	// API requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleIamV1__Binding) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleIamV1__Binding
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleIamV1__Policy: An Identity and Access Management (IAM) policy,
// which specifies access controls for Google Cloud resources. A
// `Policy` is a collection of `bindings`. A `binding` binds one or more
// `members`, or principals, to a single `role`. Principals can be user
// accounts, service accounts, Google groups, and domains (such as G
// Suite). A `role` is a named list of permissions; each `role` can be
// an IAM predefined role or a user-created custom role. For some types
// of Google Cloud resources, a `binding` can also specify a
// `condition`, which is a logical expression that allows access to a
// resource only if the expression evaluates to `true`. A condition can
// add constraints based on attributes of the request, the resource, or
// both. To learn which resources support conditions in their IAM
// policies, see the IAM documentation
// (https://cloud.google.com/iam/help/conditions/resource-policies).
// **JSON example:** ``` { "bindings": [ { "role":
// "roles/resourcemanager.organizationAdmin", "members": [
// "user:mike@example.com", "group:admins@example.com",
// "domain:google.com",
// "serviceAccount:my-project-id@appspot.gserviceaccount.com" ] }, {
// "role": "roles/resourcemanager.organizationViewer", "members": [
// "user:eve@example.com" ], "condition": { "title": "expirable access",
// "description": "Does not grant access after Sep 2020", "expression":
// "request.time < timestamp('2020-10-01T00:00:00.000Z')", } } ],
// "etag": "BwWWja0YfJA=", "version": 3 } ``` **YAML example:** ```
// bindings: - members: - user:mike@example.com -
// group:admins@example.com - domain:google.com -
// serviceAccount:my-project-id@appspot.gserviceaccount.com role:
// roles/resourcemanager.organizationAdmin - members: -
// user:eve@example.com role: roles/resourcemanager.organizationViewer
// condition: title: expirable access description: Does not grant access
// after Sep 2020 expression: request.time <
// timestamp('2020-10-01T00:00:00.000Z') etag: BwWWja0YfJA= version: 3
// ``` For a description of IAM and its features, see the IAM
// documentation (https://cloud.google.com/iam/docs/).
type GoogleIamV1__Policy struct {
	// AuditConfigs: Specifies cloud audit logging configuration for this
	// policy.
	AuditConfigs []*GoogleIamV1__AuditConfig `json:"auditConfigs,omitempty"`

	// Bindings: Associates a list of `members`, or principals, with a
	// `role`. Optionally, may specify a `condition` that determines how and
	// when the `bindings` are applied. Each of the `bindings` must contain
	// at least one principal. The `bindings` in a `Policy` can refer to up
	// to 1,500 principals; up to 250 of these principals can be Google
	// groups. Each occurrence of a principal counts towards these limits.
	// For example, if the `bindings` grant 50 different roles to
	// `user:alice@example.com`, and not to any other principal, then you
	// can add another 1,450 principals to the `bindings` in the `Policy`.
	Bindings []*GoogleIamV1__Binding `json:"bindings,omitempty"`

	// Etag: `etag` is used for optimistic concurrency control as a way to
	// help prevent simultaneous updates of a policy from overwriting each
	// other. It is strongly suggested that systems make use of the `etag`
	// in the read-modify-write cycle to perform policy updates in order to
	// avoid race conditions: An `etag` is returned in the response to
	// `getIamPolicy`, and systems are expected to put that etag in the
	// request to `setIamPolicy` to ensure that their change will be applied
	// to the same version of the policy. **Important:** If you use IAM
	// Conditions, you must include the `etag` field whenever you call
	// `setIamPolicy`. If you omit this field, then IAM allows you to
	// overwrite a version `3` policy with a version `1` policy, and all of
	// the conditions in the version `3` policy are lost.
	Etag string `json:"etag,omitempty"`

	// Version: Specifies the format of the policy. Valid values are `0`,
	// `1`, and `3`. Requests that specify an invalid value are rejected.
	// Any operation that affects conditional role bindings must specify
	// version `3`. This requirement applies to the following operations: *
	// Getting a policy that includes a conditional role binding * Adding a
	// conditional role binding to a policy * Changing a conditional role
	// binding in a policy * Removing any role binding, with or without a
	// condition, from a policy that includes conditions **Important:** If
	// you use IAM Conditions, you must include the `etag` field whenever
	// you call `setIamPolicy`. If you omit this field, then IAM allows you
	// to overwrite a version `3` policy with a version `1` policy, and all
	// of the conditions in the version `3` policy are lost. If a policy
	// does not include any conditions, operations on that policy may
	// specify any valid version or leave the field unset. To learn which
	// resources support conditions in their IAM policies, see the IAM
	// documentation
	// (https://cloud.google.com/iam/help/conditions/resource-policies).
	Version int64 `json:"version,omitempty"`

	// ServerResponse contains the HTTP response code and headers from the
	// server.
	googleapi.ServerResponse `json:"-"`

	// ForceSendFields is a list of field names (e.g. "AuditConfigs") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "AuditConfigs") to include
	// in API requests with the JSON null value. By default, fields with
	// empty values are omitted from API requests. However, any field with
	// an empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleIamV1__Policy) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleIamV1__Policy
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleIamV1__SetIamPolicyRequest: Request message for `SetIamPolicy`
// method.
type GoogleIamV1__SetIamPolicyRequest struct {
	// Policy: REQUIRED: The complete policy to be applied to the
	// `resource`. The size of the policy is limited to a few 10s of KB. An
	// empty policy is a valid policy but certain Google Cloud services
	// (such as Projects) might reject them.
	Policy *GoogleIamV1__Policy `json:"policy,omitempty"`

	// UpdateMask: OPTIONAL: A FieldMask specifying which fields of the
	// policy to modify. Only the fields in the mask will be modified. If no
	// mask is provided, the following default mask is used: `paths:
	// "bindings, etag"
	UpdateMask string `json:"updateMask,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Policy") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "Policy") to include in API
	// requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleIamV1__SetIamPolicyRequest) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleIamV1__SetIamPolicyRequest
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleIamV1__TestIamPermissionsRequest: Request message for
// `TestIamPermissions` method.
type GoogleIamV1__TestIamPermissionsRequest struct {
	// Permissions: The set of permissions to check for the `resource`.
	// Permissions with wildcards (such as `*` or `storage.*`) are not
	// allowed. For more information see IAM Overview
	// (https://cloud.google.com/iam/docs/overview#permissions).
	Permissions []string `json:"permissions,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Permissions") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "Permissions") to include
	// in API requests with the JSON null value. By default, fields with
	// empty values are omitted from API requests. However, any field with
	// an empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleIamV1__TestIamPermissionsRequest) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleIamV1__TestIamPermissionsRequest
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleIamV1__TestIamPermissionsResponse: Response message for
// `TestIamPermissions` method.
type GoogleIamV1__TestIamPermissionsResponse struct {
	// Permissions: A subset of `TestPermissionsRequest.permissions` that
	// the caller is allowed.
	Permissions []string `json:"permissions,omitempty"`

	// ServerResponse contains the HTTP response code and headers from the
	// server.
	googleapi.ServerResponse `json:"-"`

	// ForceSendFields is a list of field names (e.g. "Permissions") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "Permissions") to include
	// in API requests with the JSON null value. By default, fields with
	// empty values are omitted from API requests. However, any field with
	// an empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleIamV1__TestIamPermissionsResponse) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleIamV1__TestIamPermissionsResponse
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleLongrunning__ListOperationsResponse: The response message for
// Operations.ListOperations.
type GoogleLongrunning__ListOperationsResponse struct {
	// NextPageToken: The standard List next-page token.
	NextPageToken string `json:"nextPageToken,omitempty"`

	// Operations: A list of operations that matches the specified filter in
	// the request.
	Operations []*GoogleLongrunning__Operation `json:"operations,omitempty"`

	// ServerResponse contains the HTTP response code and headers from the
	// server.
	googleapi.ServerResponse `json:"-"`

	// ForceSendFields is a list of field names (e.g. "NextPageToken") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "NextPageToken") to include
	// in API requests with the JSON null value. By default, fields with
	// empty values are omitted from API requests. However, any field with
	// an empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleLongrunning__ListOperationsResponse) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleLongrunning__ListOperationsResponse
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleLongrunning__Operation: This resource represents a long-running
// operation that is the result of a network API call.
type GoogleLongrunning__Operation struct {
	// Done: If the value is `false`, it means the operation is still in
	// progress. If `true`, the operation is completed, and either `error`
	// or `response` is available.
	Done bool `json:"done,omitempty"`

	// Error: The error result of the operation in case of failure or
	// cancellation.
	Error *GoogleRpc__Status `json:"error,omitempty"`

	// Metadata: Service-specific metadata associated with the operation. It
	// typically contains progress information and common metadata such as
	// create time. Some services might not provide such metadata. Any
	// method that returns a long-running operation should document the
	// metadata type, if any.
	Metadata googleapi.RawMessage `json:"metadata,omitempty"`

	// Name: The server-assigned name, which is only unique within the same
	// service that originally returns it. If you use the default HTTP
	// mapping, the `name` should be a resource name ending with
	// `operations/{unique_id}`.
	Name string `json:"name,omitempty"`

	// Response: The normal, successful response of the operation. If the
	// original method returns no data on success, such as `Delete`, the
	// response is `google.protobuf.Empty`. If the original method is
	// standard `Get`/`Create`/`Update`, the response should be the
	// resource. For other methods, the response should have the type
	// `XxxResponse`, where `Xxx` is the original method name. For example,
	// if the original method name is `TakeSnapshot()`, the inferred
	// response type is `TakeSnapshotResponse`.
	Response googleapi.RawMessage `json:"response,omitempty"`

	// ServerResponse contains the HTTP response code and headers from the
	// server.
	googleapi.ServerResponse `json:"-"`

	// ForceSendFields is a list of field names (e.g. "Done") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "Done") to include in API
	// requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleLongrunning__Operation) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleLongrunning__Operation
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleProtobuf__Empty: A generic empty message that you can re-use to
// avoid defining duplicated empty messages in your APIs. A typical
// example is to use it as the request or the response type of an API
// method. For instance: service Foo { rpc Bar(google.protobuf.Empty)
// returns (google.protobuf.Empty); }
type GoogleProtobuf__Empty struct {
	// ServerResponse contains the HTTP response code and headers from the
	// server.
	googleapi.ServerResponse `json:"-"`
}

// GoogleRpc__Status: The `Status` type defines a logical error model
// that is suitable for different programming environments, including
// REST APIs and RPC APIs. It is used by gRPC (https://github.com/grpc).
// Each `Status` message contains three pieces of data: error code,
// error message, and error details. You can find out more about this
// error model and how to work with it in the API Design Guide
// (https://cloud.google.com/apis/design/errors).
type GoogleRpc__Status struct {
	// Code: The status code, which should be an enum value of
	// google.rpc.Code.
	Code int64 `json:"code,omitempty"`

	// Details: A list of messages that carry the error details. There is a
	// common set of message types for APIs to use.
	Details []googleapi.RawMessage `json:"details,omitempty"`

	// Message: A developer-facing error message, which should be in
	// English. Any user-facing error message should be localized and sent
	// in the google.rpc.Status.details field, or localized by the client.
	Message string `json:"message,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Code") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "Code") to include in API
	// requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleRpc__Status) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleRpc__Status
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// GoogleType__Expr: Represents a textual expression in the Common
// Expression Language (CEL) syntax. CEL is a C-like expression
// language. The syntax and semantics of CEL are documented at
// https://github.com/google/cel-spec. Example (Comparison): title:
// "Summary size limit" description: "Determines if a summary is less
// than 100 chars" expression: "document.summary.size() < 100" Example
// (Equality): title: "Requestor is owner" description: "Determines if
// requestor is the document owner" expression: "document.owner ==
// request.auth.claims.email" Example (Logic): title: "Public documents"
// description: "Determine whether the document should be publicly
// visible" expression: "document.type != 'private' && document.type !=
// 'internal'" Example (Data Manipulation): title: "Notification string"
// description: "Create a notification string with a timestamp."
// expression: "'New message received at ' +
// string(document.create_time)" The exact variables and functions that
// may be referenced within an expression are determined by the service
// that evaluates it. See the service documentation for additional
// information.
type GoogleType__Expr struct {
	// Description: Optional. Description of the expression. This is a
	// longer text which describes the expression, e.g. when hovered over it
	// in a UI.
	Description string `json:"description,omitempty"`

	// Expression: Textual representation of an expression in Common
	// Expression Language syntax.
	Expression string `json:"expression,omitempty"`

	// Location: Optional. String indicating the location of the expression
	// for error reporting, e.g. a file name and a position in the file.
	Location string `json:"location,omitempty"`

	// Title: Optional. Title for the expression, i.e. a short string
	// describing its purpose. This can be used e.g. in UIs which allow to
	// enter the expression.
	Title string `json:"title,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Description") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "Description") to include
	// in API requests with the JSON null value. By default, fields with
	// empty values are omitted from API requests. However, any field with
	// an empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

func (s *GoogleType__Expr) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleType__Expr
	raw := NoMethod(*s)
	return gensupport.MarshalJSON(raw, s.ForceSendFields, s.NullFields)
}

// method id "ml.projects.explain":

type ProjectsExplainCall struct {
	s                               *Service
	name                            string
	googlecloudmlv1__explainrequest *GoogleCloudMlV1__ExplainRequest
	urlParams_                      gensupport.URLParams
	ctx_                            context.Context
	header_                         http.Header
}

// Explain: Performs explanation on the data in the request. {% dynamic
// include "/ai-platform/includes/___explain-request" %}
//
//   - name: The resource name of a model or a version. Authorization:
//     requires the `predict` permission on the specified resource.
func (r *ProjectsService) Explain(name string, googlecloudmlv1__explainrequest *GoogleCloudMlV1__ExplainRequest) *ProjectsExplainCall {
	c := &ProjectsExplainCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.name = name
	c.googlecloudmlv1__explainrequest = googlecloudmlv1__explainrequest
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsExplainCall) Fields(s ...googleapi.Field) *ProjectsExplainCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsExplainCall) Context(ctx context.Context) *ProjectsExplainCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsExplainCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsExplainCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	var body io.Reader = nil
	body, err := googleapi.WithoutDataWrapper.JSONReader(c.googlecloudmlv1__explainrequest)
	if err != nil {
		return nil, err
	}
	reqHeaders.Set("Content-Type", "application/json")
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+name}:explain")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("POST", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"name": c.name,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.explain" call.
// Exactly one of *GoogleApi__HttpBody or error will be non-nil. Any
// non-2xx status code is an error. Response headers are in either
// *GoogleApi__HttpBody.ServerResponse.Header or (if a response was
// returned at all) in error.(*googleapi.Error).Header. Use
// googleapi.IsNotModified to check whether the returned error was
// because http.StatusNotModified was returned.
func (c *ProjectsExplainCall) Do(opts ...googleapi.CallOption) (*GoogleApi__HttpBody, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleApi__HttpBody{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Performs explanation on the data in the request. {% dynamic include \"/ai-platform/includes/___explain-request\" %} ",
	//   "flatPath": "v1/projects/{projectsId}:explain",
	//   "httpMethod": "POST",
	//   "id": "ml.projects.explain",
	//   "parameterOrder": [
	//     "name"
	//   ],
	//   "parameters": {
	//     "name": {
	//       "description": "Required. The resource name of a model or a version. Authorization: requires the `predict` permission on the specified resource.",
	//       "location": "path",
	//       "pattern": "^projects/.*$",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+name}:explain",
	//   "request": {
	//     "$ref": "GoogleCloudMlV1__ExplainRequest"
	//   },
	//   "response": {
	//     "$ref": "GoogleApi__HttpBody"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform"
	//   ]
	// }

}

// method id "ml.projects.getConfig":

type ProjectsGetConfigCall struct {
	s            *Service
	name         string
	urlParams_   gensupport.URLParams
	ifNoneMatch_ string
	ctx_         context.Context
	header_      http.Header
}

// GetConfig: Get the service account information associated with your
// project. You need this information in order to grant the service
// account permissions for the Google Cloud Storage location where you
// put your model training code for training the model with Google Cloud
// Machine Learning.
//
// - name: The project name.
func (r *ProjectsService) GetConfig(name string) *ProjectsGetConfigCall {
	c := &ProjectsGetConfigCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.name = name
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsGetConfigCall) Fields(s ...googleapi.Field) *ProjectsGetConfigCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// IfNoneMatch sets the optional parameter which makes the operation
// fail if the object's ETag matches the given value. This is useful for
// getting updates only after the object has changed since the last
// request. Use googleapi.IsNotModified to check whether the response
// error from Do is the result of In-None-Match.
func (c *ProjectsGetConfigCall) IfNoneMatch(entityTag string) *ProjectsGetConfigCall {
	c.ifNoneMatch_ = entityTag
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsGetConfigCall) Context(ctx context.Context) *ProjectsGetConfigCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsGetConfigCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsGetConfigCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	if c.ifNoneMatch_ != "" {
		reqHeaders.Set("If-None-Match", c.ifNoneMatch_)
	}
	var body io.Reader = nil
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+name}:getConfig")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("GET", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"name": c.name,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.getConfig" call.
// Exactly one of *GoogleCloudMlV1__GetConfigResponse or error will be
// non-nil. Any non-2xx status code is an error. Response headers are in
// either *GoogleCloudMlV1__GetConfigResponse.ServerResponse.Header or
// (if a response was returned at all) in
// error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check
// whether the returned error was because http.StatusNotModified was
// returned.
func (c *ProjectsGetConfigCall) Do(opts ...googleapi.CallOption) (*GoogleCloudMlV1__GetConfigResponse, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleCloudMlV1__GetConfigResponse{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Get the service account information associated with your project. You need this information in order to grant the service account permissions for the Google Cloud Storage location where you put your model training code for training the model with Google Cloud Machine Learning.",
	//   "flatPath": "v1/projects/{projectsId}:getConfig",
	//   "httpMethod": "GET",
	//   "id": "ml.projects.getConfig",
	//   "parameterOrder": [
	//     "name"
	//   ],
	//   "parameters": {
	//     "name": {
	//       "description": "Required. The project name.",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+name}:getConfig",
	//   "response": {
	//     "$ref": "GoogleCloudMlV1__GetConfigResponse"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform"
	//   ]
	// }

}

// method id "ml.projects.predict":

type ProjectsPredictCall struct {
	s                               *Service
	name                            string
	googlecloudmlv1__predictrequest *GoogleCloudMlV1__PredictRequest
	urlParams_                      gensupport.URLParams
	ctx_                            context.Context
	header_                         http.Header
}

// Predict: Performs online prediction on the data in the request. {%
// dynamic include "/ai-platform/includes/___predict-request" %}
//
//   - name: The resource name of a model or a version. Authorization:
//     requires the `predict` permission on the specified resource.
func (r *ProjectsService) Predict(name string, googlecloudmlv1__predictrequest *GoogleCloudMlV1__PredictRequest) *ProjectsPredictCall {
	c := &ProjectsPredictCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.name = name
	c.googlecloudmlv1__predictrequest = googlecloudmlv1__predictrequest
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsPredictCall) Fields(s ...googleapi.Field) *ProjectsPredictCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsPredictCall) Context(ctx context.Context) *ProjectsPredictCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsPredictCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsPredictCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	var body io.Reader = nil
	body = strings.NewReader(c.googlecloudmlv1__predictrequest.HttpBody.Data)
	reqHeaders.Set("Content-Type", "application/json")
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+name}:predict")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("POST", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"name": c.name,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.predict" call.
// Exactly one of *GoogleApi__HttpBody or error will be non-nil. Any
// non-2xx status code is an error. Response headers are in either
// *GoogleApi__HttpBody.ServerResponse.Header or (if a response was
// returned at all) in error.(*googleapi.Error).Header. Use
// googleapi.IsNotModified to check whether the returned error was
// because http.StatusNotModified was returned.
func (c *ProjectsPredictCall) Do(opts ...googleapi.CallOption) (*GoogleApi__HttpBody, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleApi__HttpBody{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	var b bytes.Buffer
	if _, err := io.Copy(&b, res.Body); err != nil {
		return nil, err
	}
	if err := res.Body.Close(); err != nil {
		return nil, err
	}
	if err := json.NewDecoder(bytes.NewReader(b.Bytes())).Decode(target); err != nil {
		return nil, err
	}
	ret.Data = b.String()
	return ret, nil
	// {
	//   "description": "Performs online prediction on the data in the request. {% dynamic include \"/ai-platform/includes/___predict-request\" %} ",
	//   "flatPath": "v1/projects/{projectsId}:predict",
	//   "httpMethod": "POST",
	//   "id": "ml.projects.predict",
	//   "parameterOrder": [
	//     "name"
	//   ],
	//   "parameters": {
	//     "name": {
	//       "description": "Required. The resource name of a model or a version. Authorization: requires the `predict` permission on the specified resource.",
	//       "location": "path",
	//       "pattern": "^projects/.*$",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+name}:predict",
	//   "request": {
	//     "$ref": "GoogleCloudMlV1__PredictRequest"
	//   },
	//   "response": {
	//     "$ref": "GoogleApi__HttpBody"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform"
	//   ]
	// }

}

// method id "ml.projects.jobs.cancel":

type ProjectsJobsCancelCall struct {
	s                                 *Service
	name                              string
	googlecloudmlv1__canceljobrequest *GoogleCloudMlV1__CancelJobRequest
	urlParams_                        gensupport.URLParams
	ctx_                              context.Context
	header_                           http.Header
}

// Cancel: Cancels a running job.
//
// - name: The name of the job to cancel.
func (r *ProjectsJobsService) Cancel(name string, googlecloudmlv1__canceljobrequest *GoogleCloudMlV1__CancelJobRequest) *ProjectsJobsCancelCall {
	c := &ProjectsJobsCancelCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.name = name
	c.googlecloudmlv1__canceljobrequest = googlecloudmlv1__canceljobrequest
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsJobsCancelCall) Fields(s ...googleapi.Field) *ProjectsJobsCancelCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsJobsCancelCall) Context(ctx context.Context) *ProjectsJobsCancelCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsJobsCancelCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsJobsCancelCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	var body io.Reader = nil
	body, err := googleapi.WithoutDataWrapper.JSONReader(c.googlecloudmlv1__canceljobrequest)
	if err != nil {
		return nil, err
	}
	reqHeaders.Set("Content-Type", "application/json")
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+name}:cancel")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("POST", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"name": c.name,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.jobs.cancel" call.
// Exactly one of *GoogleProtobuf__Empty or error will be non-nil. Any
// non-2xx status code is an error. Response headers are in either
// *GoogleProtobuf__Empty.ServerResponse.Header or (if a response was
// returned at all) in error.(*googleapi.Error).Header. Use
// googleapi.IsNotModified to check whether the returned error was
// because http.StatusNotModified was returned.
func (c *ProjectsJobsCancelCall) Do(opts ...googleapi.CallOption) (*GoogleProtobuf__Empty, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleProtobuf__Empty{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Cancels a running job.",
	//   "flatPath": "v1/projects/{projectsId}/jobs/{jobsId}:cancel",
	//   "httpMethod": "POST",
	//   "id": "ml.projects.jobs.cancel",
	//   "parameterOrder": [
	//     "name"
	//   ],
	//   "parameters": {
	//     "name": {
	//       "description": "Required. The name of the job to cancel.",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+/jobs/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+name}:cancel",
	//   "request": {
	//     "$ref": "GoogleCloudMlV1__CancelJobRequest"
	//   },
	//   "response": {
	//     "$ref": "GoogleProtobuf__Empty"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform"
	//   ]
	// }

}

// method id "ml.projects.jobs.create":

type ProjectsJobsCreateCall struct {
	s                    *Service
	parent               string
	googlecloudmlv1__job *GoogleCloudMlV1__Job
	urlParams_           gensupport.URLParams
	ctx_                 context.Context
	header_              http.Header
}

// Create: Creates a training or a batch prediction job.
//
// - parent: The project name.
func (r *ProjectsJobsService) Create(parent string, googlecloudmlv1__job *GoogleCloudMlV1__Job) *ProjectsJobsCreateCall {
	c := &ProjectsJobsCreateCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.parent = parent
	c.googlecloudmlv1__job = googlecloudmlv1__job
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsJobsCreateCall) Fields(s ...googleapi.Field) *ProjectsJobsCreateCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsJobsCreateCall) Context(ctx context.Context) *ProjectsJobsCreateCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsJobsCreateCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsJobsCreateCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	var body io.Reader = nil
	body, err := googleapi.WithoutDataWrapper.JSONReader(c.googlecloudmlv1__job)
	if err != nil {
		return nil, err
	}
	reqHeaders.Set("Content-Type", "application/json")
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+parent}/jobs")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("POST", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"parent": c.parent,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.jobs.create" call.
// Exactly one of *GoogleCloudMlV1__Job or error will be non-nil. Any
// non-2xx status code is an error. Response headers are in either
// *GoogleCloudMlV1__Job.ServerResponse.Header or (if a response was
// returned at all) in error.(*googleapi.Error).Header. Use
// googleapi.IsNotModified to check whether the returned error was
// because http.StatusNotModified was returned.
func (c *ProjectsJobsCreateCall) Do(opts ...googleapi.CallOption) (*GoogleCloudMlV1__Job, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleCloudMlV1__Job{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Creates a training or a batch prediction job.",
	//   "flatPath": "v1/projects/{projectsId}/jobs",
	//   "httpMethod": "POST",
	//   "id": "ml.projects.jobs.create",
	//   "parameterOrder": [
	//     "parent"
	//   ],
	//   "parameters": {
	//     "parent": {
	//       "description": "Required. The project name.",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+parent}/jobs",
	//   "request": {
	//     "$ref": "GoogleCloudMlV1__Job"
	//   },
	//   "response": {
	//     "$ref": "GoogleCloudMlV1__Job"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform"
	//   ]
	// }

}

// method id "ml.projects.jobs.get":

type ProjectsJobsGetCall struct {
	s            *Service
	name         string
	urlParams_   gensupport.URLParams
	ifNoneMatch_ string
	ctx_         context.Context
	header_      http.Header
}

// Get: Describes a job.
//
// - name: The name of the job to get the description of.
func (r *ProjectsJobsService) Get(name string) *ProjectsJobsGetCall {
	c := &ProjectsJobsGetCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.name = name
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsJobsGetCall) Fields(s ...googleapi.Field) *ProjectsJobsGetCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// IfNoneMatch sets the optional parameter which makes the operation
// fail if the object's ETag matches the given value. This is useful for
// getting updates only after the object has changed since the last
// request. Use googleapi.IsNotModified to check whether the response
// error from Do is the result of In-None-Match.
func (c *ProjectsJobsGetCall) IfNoneMatch(entityTag string) *ProjectsJobsGetCall {
	c.ifNoneMatch_ = entityTag
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsJobsGetCall) Context(ctx context.Context) *ProjectsJobsGetCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsJobsGetCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsJobsGetCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	if c.ifNoneMatch_ != "" {
		reqHeaders.Set("If-None-Match", c.ifNoneMatch_)
	}
	var body io.Reader = nil
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+name}")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("GET", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"name": c.name,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.jobs.get" call.
// Exactly one of *GoogleCloudMlV1__Job or error will be non-nil. Any
// non-2xx status code is an error. Response headers are in either
// *GoogleCloudMlV1__Job.ServerResponse.Header or (if a response was
// returned at all) in error.(*googleapi.Error).Header. Use
// googleapi.IsNotModified to check whether the returned error was
// because http.StatusNotModified was returned.
func (c *ProjectsJobsGetCall) Do(opts ...googleapi.CallOption) (*GoogleCloudMlV1__Job, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleCloudMlV1__Job{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Describes a job.",
	//   "flatPath": "v1/projects/{projectsId}/jobs/{jobsId}",
	//   "httpMethod": "GET",
	//   "id": "ml.projects.jobs.get",
	//   "parameterOrder": [
	//     "name"
	//   ],
	//   "parameters": {
	//     "name": {
	//       "description": "Required. The name of the job to get the description of.",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+/jobs/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+name}",
	//   "response": {
	//     "$ref": "GoogleCloudMlV1__Job"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform",
	//     "https://www.googleapis.com/auth/cloud-platform.read-only"
	//   ]
	// }

}

// method id "ml.projects.jobs.getIamPolicy":

type ProjectsJobsGetIamPolicyCall struct {
	s            *Service
	resource     string
	urlParams_   gensupport.URLParams
	ifNoneMatch_ string
	ctx_         context.Context
	header_      http.Header
}

// GetIamPolicy: Gets the access control policy for a resource. Returns
// an empty policy if the resource exists and does not have a policy
// set.
//
//   - resource: REQUIRED: The resource for which the policy is being
//     requested. See Resource names
//     (https://cloud.google.com/apis/design/resource_names) for the
//     appropriate value for this field.
func (r *ProjectsJobsService) GetIamPolicy(resource string) *ProjectsJobsGetIamPolicyCall {
	c := &ProjectsJobsGetIamPolicyCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.resource = resource
	return c
}

// OptionsRequestedPolicyVersion sets the optional parameter
// "options.requestedPolicyVersion": The maximum policy version that
// will be used to format the policy. Valid values are 0, 1, and 3.
// Requests specifying an invalid value will be rejected. Requests for
// policies with any conditional role bindings must specify version 3.
// Policies with no conditional role bindings may specify any valid
// value or leave the field unset. The policy in the response might use
// the policy version that you specified, or it might use a lower policy
// version. For example, if you specify version 3, but the policy has no
// conditional role bindings, the response uses version 1. To learn
// which resources support conditions in their IAM policies, see the IAM
// documentation
// (https://cloud.google.com/iam/help/conditions/resource-policies).
func (c *ProjectsJobsGetIamPolicyCall) OptionsRequestedPolicyVersion(optionsRequestedPolicyVersion int64) *ProjectsJobsGetIamPolicyCall {
	c.urlParams_.Set("options.requestedPolicyVersion", fmt.Sprint(optionsRequestedPolicyVersion))
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsJobsGetIamPolicyCall) Fields(s ...googleapi.Field) *ProjectsJobsGetIamPolicyCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// IfNoneMatch sets the optional parameter which makes the operation
// fail if the object's ETag matches the given value. This is useful for
// getting updates only after the object has changed since the last
// request. Use googleapi.IsNotModified to check whether the response
// error from Do is the result of In-None-Match.
func (c *ProjectsJobsGetIamPolicyCall) IfNoneMatch(entityTag string) *ProjectsJobsGetIamPolicyCall {
	c.ifNoneMatch_ = entityTag
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsJobsGetIamPolicyCall) Context(ctx context.Context) *ProjectsJobsGetIamPolicyCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsJobsGetIamPolicyCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsJobsGetIamPolicyCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	if c.ifNoneMatch_ != "" {
		reqHeaders.Set("If-None-Match", c.ifNoneMatch_)
	}
	var body io.Reader = nil
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+resource}:getIamPolicy")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("GET", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"resource": c.resource,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.jobs.getIamPolicy" call.
// Exactly one of *GoogleIamV1__Policy or error will be non-nil. Any
// non-2xx status code is an error. Response headers are in either
// *GoogleIamV1__Policy.ServerResponse.Header or (if a response was
// returned at all) in error.(*googleapi.Error).Header. Use
// googleapi.IsNotModified to check whether the returned error was
// because http.StatusNotModified was returned.
func (c *ProjectsJobsGetIamPolicyCall) Do(opts ...googleapi.CallOption) (*GoogleIamV1__Policy, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleIamV1__Policy{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Gets the access control policy for a resource. Returns an empty policy if the resource exists and does not have a policy set.",
	//   "flatPath": "v1/projects/{projectsId}/jobs/{jobsId}:getIamPolicy",
	//   "httpMethod": "GET",
	//   "id": "ml.projects.jobs.getIamPolicy",
	//   "parameterOrder": [
	//     "resource"
	//   ],
	//   "parameters": {
	//     "options.requestedPolicyVersion": {
	//       "description": "Optional. The maximum policy version that will be used to format the policy. Valid values are 0, 1, and 3. Requests specifying an invalid value will be rejected. Requests for policies with any conditional role bindings must specify version 3. Policies with no conditional role bindings may specify any valid value or leave the field unset. The policy in the response might use the policy version that you specified, or it might use a lower policy version. For example, if you specify version 3, but the policy has no conditional role bindings, the response uses version 1. To learn which resources support conditions in their IAM policies, see the [IAM documentation](https://cloud.google.com/iam/help/conditions/resource-policies).",
	//       "format": "int32",
	//       "location": "query",
	//       "type": "integer"
	//     },
	//     "resource": {
	//       "description": "REQUIRED: The resource for which the policy is being requested. See [Resource names](https://cloud.google.com/apis/design/resource_names) for the appropriate value for this field.",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+/jobs/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+resource}:getIamPolicy",
	//   "response": {
	//     "$ref": "GoogleIamV1__Policy"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform"
	//   ]
	// }

}

// method id "ml.projects.jobs.list":

type ProjectsJobsListCall struct {
	s            *Service
	parent       string
	urlParams_   gensupport.URLParams
	ifNoneMatch_ string
	ctx_         context.Context
	header_      http.Header
}

// List: Lists the jobs in the project. If there are no jobs that match
// the request parameters, the list request returns an empty response
// body: {}.
//
// - parent: The name of the project for which to list jobs.
func (r *ProjectsJobsService) List(parent string) *ProjectsJobsListCall {
	c := &ProjectsJobsListCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.parent = parent
	return c
}

// Filter sets the optional parameter "filter": Specifies the subset of
// jobs to retrieve. You can filter on the value of one or more
// attributes of the job object. For example, retrieve jobs with a job
// identifier that starts with 'census': gcloud ai-platform jobs list
// --filter='jobId:census*' List all failed jobs with names that start
// with 'rnn': gcloud ai-platform jobs list --filter='jobId:rnn* AND
// state:FAILED' For more examples, see the guide to monitoring jobs.
func (c *ProjectsJobsListCall) Filter(filter string) *ProjectsJobsListCall {
	c.urlParams_.Set("filter", filter)
	return c
}

// PageSize sets the optional parameter "pageSize": The number of jobs
// to retrieve per "page" of results. If there are more remaining
// results than this number, the response message will contain a valid
// value in the `next_page_token` field. The default value is 20, and
// the maximum page size is 100.
func (c *ProjectsJobsListCall) PageSize(pageSize int64) *ProjectsJobsListCall {
	c.urlParams_.Set("pageSize", fmt.Sprint(pageSize))
	return c
}

// PageToken sets the optional parameter "pageToken": A page token to
// request the next page of results. You get the token from the
// `next_page_token` field of the response from the previous call.
func (c *ProjectsJobsListCall) PageToken(pageToken string) *ProjectsJobsListCall {
	c.urlParams_.Set("pageToken", pageToken)
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsJobsListCall) Fields(s ...googleapi.Field) *ProjectsJobsListCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// IfNoneMatch sets the optional parameter which makes the operation
// fail if the object's ETag matches the given value. This is useful for
// getting updates only after the object has changed since the last
// request. Use googleapi.IsNotModified to check whether the response
// error from Do is the result of In-None-Match.
func (c *ProjectsJobsListCall) IfNoneMatch(entityTag string) *ProjectsJobsListCall {
	c.ifNoneMatch_ = entityTag
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsJobsListCall) Context(ctx context.Context) *ProjectsJobsListCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsJobsListCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsJobsListCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	if c.ifNoneMatch_ != "" {
		reqHeaders.Set("If-None-Match", c.ifNoneMatch_)
	}
	var body io.Reader = nil
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+parent}/jobs")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("GET", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"parent": c.parent,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.jobs.list" call.
// Exactly one of *GoogleCloudMlV1__ListJobsResponse or error will be
// non-nil. Any non-2xx status code is an error. Response headers are in
// either *GoogleCloudMlV1__ListJobsResponse.ServerResponse.Header or
// (if a response was returned at all) in
// error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check
// whether the returned error was because http.StatusNotModified was
// returned.
func (c *ProjectsJobsListCall) Do(opts ...googleapi.CallOption) (*GoogleCloudMlV1__ListJobsResponse, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleCloudMlV1__ListJobsResponse{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Lists the jobs in the project. If there are no jobs that match the request parameters, the list request returns an empty response body: {}.",
	//   "flatPath": "v1/projects/{projectsId}/jobs",
	//   "httpMethod": "GET",
	//   "id": "ml.projects.jobs.list",
	//   "parameterOrder": [
	//     "parent"
	//   ],
	//   "parameters": {
	//     "filter": {
	//       "description": "Optional. Specifies the subset of jobs to retrieve. You can filter on the value of one or more attributes of the job object. For example, retrieve jobs with a job identifier that starts with 'census': gcloud ai-platform jobs list --filter='jobId:census*' List all failed jobs with names that start with 'rnn': gcloud ai-platform jobs list --filter='jobId:rnn* AND state:FAILED' For more examples, see the guide to monitoring jobs.",
	//       "location": "query",
	//       "type": "string"
	//     },
	//     "pageSize": {
	//       "description": "Optional. The number of jobs to retrieve per \"page\" of results. If there are more remaining results than this number, the response message will contain a valid value in the `next_page_token` field. The default value is 20, and the maximum page size is 100.",
	//       "format": "int32",
	//       "location": "query",
	//       "type": "integer"
	//     },
	//     "pageToken": {
	//       "description": "Optional. A page token to request the next page of results. You get the token from the `next_page_token` field of the response from the previous call.",
	//       "location": "query",
	//       "type": "string"
	//     },
	//     "parent": {
	//       "description": "Required. The name of the project for which to list jobs.",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+parent}/jobs",
	//   "response": {
	//     "$ref": "GoogleCloudMlV1__ListJobsResponse"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform",
	//     "https://www.googleapis.com/auth/cloud-platform.read-only"
	//   ]
	// }

}

// Pages invokes f for each page of results.
// A non-nil error returned from f will halt the iteration.
// The provided context supersedes any context provided to the Context method.
func (c *ProjectsJobsListCall) Pages(ctx context.Context, f func(*GoogleCloudMlV1__ListJobsResponse) error) error {
	c.ctx_ = ctx
	defer c.PageToken(c.urlParams_.Get("pageToken")) // reset paging to original point
	for {
		x, err := c.Do()
		if err != nil {
			return err
		}
		if err := f(x); err != nil {
			return err
		}
		if x.NextPageToken == "" {
			return nil
		}
		c.PageToken(x.NextPageToken)
	}
}

// method id "ml.projects.jobs.patch":

type ProjectsJobsPatchCall struct {
	s                    *Service
	name                 string
	googlecloudmlv1__job *GoogleCloudMlV1__Job
	urlParams_           gensupport.URLParams
	ctx_                 context.Context
	header_              http.Header
}

// Patch: Updates a specific job resource. Currently the only supported
// fields to update are `labels`.
//
// - name: The job name.
func (r *ProjectsJobsService) Patch(name string, googlecloudmlv1__job *GoogleCloudMlV1__Job) *ProjectsJobsPatchCall {
	c := &ProjectsJobsPatchCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.name = name
	c.googlecloudmlv1__job = googlecloudmlv1__job
	return c
}

// UpdateMask sets the optional parameter "updateMask": Required.
// Specifies the path, relative to `Job`, of the field to update. To
// adopt etag mechanism, include `etag` field in the mask, and include
// the `etag` value in your job resource. For example, to change the
// labels of a job, the `update_mask` parameter would be specified as
// `labels`, `etag`, and the `PATCH` request body would specify the new
// value, as follows: { "labels": { "owner": "Google", "color": "Blue" }
// "etag": "33a64df551425fcc55e4d42a148795d9f25f89d4" } If `etag`
// matches the one on the server, the labels of the job will be replaced
// with the given ones, and the server end `etag` will be recalculated.
// Currently the only supported update masks are `labels` and `etag`.
func (c *ProjectsJobsPatchCall) UpdateMask(updateMask string) *ProjectsJobsPatchCall {
	c.urlParams_.Set("updateMask", updateMask)
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsJobsPatchCall) Fields(s ...googleapi.Field) *ProjectsJobsPatchCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsJobsPatchCall) Context(ctx context.Context) *ProjectsJobsPatchCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsJobsPatchCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsJobsPatchCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	var body io.Reader = nil
	body, err := googleapi.WithoutDataWrapper.JSONReader(c.googlecloudmlv1__job)
	if err != nil {
		return nil, err
	}
	reqHeaders.Set("Content-Type", "application/json")
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+name}")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("PATCH", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"name": c.name,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.jobs.patch" call.
// Exactly one of *GoogleCloudMlV1__Job or error will be non-nil. Any
// non-2xx status code is an error. Response headers are in either
// *GoogleCloudMlV1__Job.ServerResponse.Header or (if a response was
// returned at all) in error.(*googleapi.Error).Header. Use
// googleapi.IsNotModified to check whether the returned error was
// because http.StatusNotModified was returned.
func (c *ProjectsJobsPatchCall) Do(opts ...googleapi.CallOption) (*GoogleCloudMlV1__Job, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleCloudMlV1__Job{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Updates a specific job resource. Currently the only supported fields to update are `labels`.",
	//   "flatPath": "v1/projects/{projectsId}/jobs/{jobsId}",
	//   "httpMethod": "PATCH",
	//   "id": "ml.projects.jobs.patch",
	//   "parameterOrder": [
	//     "name"
	//   ],
	//   "parameters": {
	//     "name": {
	//       "description": "Required. The job name.",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+/jobs/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     },
	//     "updateMask": {
	//       "description": "Required. Specifies the path, relative to `Job`, of the field to update. To adopt etag mechanism, include `etag` field in the mask, and include the `etag` value in your job resource. For example, to change the labels of a job, the `update_mask` parameter would be specified as `labels`, `etag`, and the `PATCH` request body would specify the new value, as follows: { \"labels\": { \"owner\": \"Google\", \"color\": \"Blue\" } \"etag\": \"33a64df551425fcc55e4d42a148795d9f25f89d4\" } If `etag` matches the one on the server, the labels of the job will be replaced with the given ones, and the server end `etag` will be recalculated. Currently the only supported update masks are `labels` and `etag`.",
	//       "format": "google-fieldmask",
	//       "location": "query",
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+name}",
	//   "request": {
	//     "$ref": "GoogleCloudMlV1__Job"
	//   },
	//   "response": {
	//     "$ref": "GoogleCloudMlV1__Job"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform"
	//   ]
	// }

}

// method id "ml.projects.jobs.setIamPolicy":

type ProjectsJobsSetIamPolicyCall struct {
	s                                *Service
	resource                         string
	googleiamv1__setiampolicyrequest *GoogleIamV1__SetIamPolicyRequest
	urlParams_                       gensupport.URLParams
	ctx_                             context.Context
	header_                          http.Header
}

// SetIamPolicy: Sets the access control policy on the specified
// resource. Replaces any existing policy. Can return `NOT_FOUND`,
// `INVALID_ARGUMENT`, and `PERMISSION_DENIED` errors.
//
//   - resource: REQUIRED: The resource for which the policy is being
//     specified. See Resource names
//     (https://cloud.google.com/apis/design/resource_names) for the
//     appropriate value for this field.
func (r *ProjectsJobsService) SetIamPolicy(resource string, googleiamv1__setiampolicyrequest *GoogleIamV1__SetIamPolicyRequest) *ProjectsJobsSetIamPolicyCall {
	c := &ProjectsJobsSetIamPolicyCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.resource = resource
	c.googleiamv1__setiampolicyrequest = googleiamv1__setiampolicyrequest
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsJobsSetIamPolicyCall) Fields(s ...googleapi.Field) *ProjectsJobsSetIamPolicyCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsJobsSetIamPolicyCall) Context(ctx context.Context) *ProjectsJobsSetIamPolicyCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsJobsSetIamPolicyCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsJobsSetIamPolicyCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	var body io.Reader = nil
	body, err := googleapi.WithoutDataWrapper.JSONReader(c.googleiamv1__setiampolicyrequest)
	if err != nil {
		return nil, err
	}
	reqHeaders.Set("Content-Type", "application/json")
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+resource}:setIamPolicy")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("POST", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"resource": c.resource,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.jobs.setIamPolicy" call.
// Exactly one of *GoogleIamV1__Policy or error will be non-nil. Any
// non-2xx status code is an error. Response headers are in either
// *GoogleIamV1__Policy.ServerResponse.Header or (if a response was
// returned at all) in error.(*googleapi.Error).Header. Use
// googleapi.IsNotModified to check whether the returned error was
// because http.StatusNotModified was returned.
func (c *ProjectsJobsSetIamPolicyCall) Do(opts ...googleapi.CallOption) (*GoogleIamV1__Policy, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleIamV1__Policy{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Sets the access control policy on the specified resource. Replaces any existing policy. Can return `NOT_FOUND`, `INVALID_ARGUMENT`, and `PERMISSION_DENIED` errors.",
	//   "flatPath": "v1/projects/{projectsId}/jobs/{jobsId}:setIamPolicy",
	//   "httpMethod": "POST",
	//   "id": "ml.projects.jobs.setIamPolicy",
	//   "parameterOrder": [
	//     "resource"
	//   ],
	//   "parameters": {
	//     "resource": {
	//       "description": "REQUIRED: The resource for which the policy is being specified. See [Resource names](https://cloud.google.com/apis/design/resource_names) for the appropriate value for this field.",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+/jobs/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+resource}:setIamPolicy",
	//   "request": {
	//     "$ref": "GoogleIamV1__SetIamPolicyRequest"
	//   },
	//   "response": {
	//     "$ref": "GoogleIamV1__Policy"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform"
	//   ]
	// }

}

// method id "ml.projects.jobs.testIamPermissions":

type ProjectsJobsTestIamPermissionsCall struct {
	s                                      *Service
	resource                               string
	googleiamv1__testiampermissionsrequest *GoogleIamV1__TestIamPermissionsRequest
	urlParams_                             gensupport.URLParams
	ctx_                                   context.Context
	header_                                http.Header
}

// 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.
//
//   - resource: REQUIRED: The resource for which the policy detail is
//     being requested. See Resource names
//     (https://cloud.google.com/apis/design/resource_names) for the
//     appropriate value for this field.
func (r *ProjectsJobsService) TestIamPermissions(resource string, googleiamv1__testiampermissionsrequest *GoogleIamV1__TestIamPermissionsRequest) *ProjectsJobsTestIamPermissionsCall {
	c := &ProjectsJobsTestIamPermissionsCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.resource = resource
	c.googleiamv1__testiampermissionsrequest = googleiamv1__testiampermissionsrequest
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsJobsTestIamPermissionsCall) Fields(s ...googleapi.Field) *ProjectsJobsTestIamPermissionsCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsJobsTestIamPermissionsCall) Context(ctx context.Context) *ProjectsJobsTestIamPermissionsCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsJobsTestIamPermissionsCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsJobsTestIamPermissionsCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	var body io.Reader = nil
	body, err := googleapi.WithoutDataWrapper.JSONReader(c.googleiamv1__testiampermissionsrequest)
	if err != nil {
		return nil, err
	}
	reqHeaders.Set("Content-Type", "application/json")
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+resource}:testIamPermissions")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("POST", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"resource": c.resource,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.jobs.testIamPermissions" call.
// Exactly one of *GoogleIamV1__TestIamPermissionsResponse or error will
// be non-nil. Any non-2xx status code is an error. Response headers are
// in either
// *GoogleIamV1__TestIamPermissionsResponse.ServerResponse.Header or (if
// a response was returned at all) in error.(*googleapi.Error).Header.
// Use googleapi.IsNotModified to check whether the returned error was
// because http.StatusNotModified was returned.
func (c *ProjectsJobsTestIamPermissionsCall) Do(opts ...googleapi.CallOption) (*GoogleIamV1__TestIamPermissionsResponse, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleIamV1__TestIamPermissionsResponse{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "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.",
	//   "flatPath": "v1/projects/{projectsId}/jobs/{jobsId}:testIamPermissions",
	//   "httpMethod": "POST",
	//   "id": "ml.projects.jobs.testIamPermissions",
	//   "parameterOrder": [
	//     "resource"
	//   ],
	//   "parameters": {
	//     "resource": {
	//       "description": "REQUIRED: The resource for which the policy detail is being requested. See [Resource names](https://cloud.google.com/apis/design/resource_names) for the appropriate value for this field.",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+/jobs/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+resource}:testIamPermissions",
	//   "request": {
	//     "$ref": "GoogleIamV1__TestIamPermissionsRequest"
	//   },
	//   "response": {
	//     "$ref": "GoogleIamV1__TestIamPermissionsResponse"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform"
	//   ]
	// }

}

// method id "ml.projects.locations.get":

type ProjectsLocationsGetCall struct {
	s            *Service
	name         string
	urlParams_   gensupport.URLParams
	ifNoneMatch_ string
	ctx_         context.Context
	header_      http.Header
}

// Get: Get the complete list of CMLE capabilities in a location, along
// with their location-specific properties.
//
// - name: The name of the location.
func (r *ProjectsLocationsService) Get(name string) *ProjectsLocationsGetCall {
	c := &ProjectsLocationsGetCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.name = name
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsLocationsGetCall) Fields(s ...googleapi.Field) *ProjectsLocationsGetCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// IfNoneMatch sets the optional parameter which makes the operation
// fail if the object's ETag matches the given value. This is useful for
// getting updates only after the object has changed since the last
// request. Use googleapi.IsNotModified to check whether the response
// error from Do is the result of In-None-Match.
func (c *ProjectsLocationsGetCall) IfNoneMatch(entityTag string) *ProjectsLocationsGetCall {
	c.ifNoneMatch_ = entityTag
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsLocationsGetCall) Context(ctx context.Context) *ProjectsLocationsGetCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsLocationsGetCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsLocationsGetCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	if c.ifNoneMatch_ != "" {
		reqHeaders.Set("If-None-Match", c.ifNoneMatch_)
	}
	var body io.Reader = nil
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+name}")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("GET", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"name": c.name,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.locations.get" call.
// Exactly one of *GoogleCloudMlV1__Location or error will be non-nil.
// Any non-2xx status code is an error. Response headers are in either
// *GoogleCloudMlV1__Location.ServerResponse.Header or (if a response
// was returned at all) in error.(*googleapi.Error).Header. Use
// googleapi.IsNotModified to check whether the returned error was
// because http.StatusNotModified was returned.
func (c *ProjectsLocationsGetCall) Do(opts ...googleapi.CallOption) (*GoogleCloudMlV1__Location, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleCloudMlV1__Location{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Get the complete list of CMLE capabilities in a location, along with their location-specific properties.",
	//   "flatPath": "v1/projects/{projectsId}/locations/{locationsId}",
	//   "httpMethod": "GET",
	//   "id": "ml.projects.locations.get",
	//   "parameterOrder": [
	//     "name"
	//   ],
	//   "parameters": {
	//     "name": {
	//       "description": "Required. The name of the location.",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+/locations/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+name}",
	//   "response": {
	//     "$ref": "GoogleCloudMlV1__Location"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform",
	//     "https://www.googleapis.com/auth/cloud-platform.read-only"
	//   ]
	// }

}

// method id "ml.projects.locations.list":

type ProjectsLocationsListCall struct {
	s            *Service
	parent       string
	urlParams_   gensupport.URLParams
	ifNoneMatch_ string
	ctx_         context.Context
	header_      http.Header
}

// List: List all locations that provides at least one type of CMLE
// capability.
//
//   - parent: The name of the project for which available locations are
//     to be listed (since some locations might be whitelisted for
//     specific projects).
func (r *ProjectsLocationsService) List(parent string) *ProjectsLocationsListCall {
	c := &ProjectsLocationsListCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.parent = parent
	return c
}

// PageSize sets the optional parameter "pageSize": The number of
// locations to retrieve per "page" of results. If there are more
// remaining results than this number, the response message will contain
// a valid value in the `next_page_token` field. The default value is
// 20, and the maximum page size is 100.
func (c *ProjectsLocationsListCall) PageSize(pageSize int64) *ProjectsLocationsListCall {
	c.urlParams_.Set("pageSize", fmt.Sprint(pageSize))
	return c
}

// PageToken sets the optional parameter "pageToken": A page token to
// request the next page of results. You get the token from the
// `next_page_token` field of the response from the previous call.
func (c *ProjectsLocationsListCall) PageToken(pageToken string) *ProjectsLocationsListCall {
	c.urlParams_.Set("pageToken", pageToken)
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsLocationsListCall) Fields(s ...googleapi.Field) *ProjectsLocationsListCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// IfNoneMatch sets the optional parameter which makes the operation
// fail if the object's ETag matches the given value. This is useful for
// getting updates only after the object has changed since the last
// request. Use googleapi.IsNotModified to check whether the response
// error from Do is the result of In-None-Match.
func (c *ProjectsLocationsListCall) IfNoneMatch(entityTag string) *ProjectsLocationsListCall {
	c.ifNoneMatch_ = entityTag
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsLocationsListCall) Context(ctx context.Context) *ProjectsLocationsListCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsLocationsListCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsLocationsListCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	if c.ifNoneMatch_ != "" {
		reqHeaders.Set("If-None-Match", c.ifNoneMatch_)
	}
	var body io.Reader = nil
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+parent}/locations")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("GET", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"parent": c.parent,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.locations.list" call.
// Exactly one of *GoogleCloudMlV1__ListLocationsResponse or error will
// be non-nil. Any non-2xx status code is an error. Response headers are
// in either
// *GoogleCloudMlV1__ListLocationsResponse.ServerResponse.Header or (if
// a response was returned at all) in error.(*googleapi.Error).Header.
// Use googleapi.IsNotModified to check whether the returned error was
// because http.StatusNotModified was returned.
func (c *ProjectsLocationsListCall) Do(opts ...googleapi.CallOption) (*GoogleCloudMlV1__ListLocationsResponse, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleCloudMlV1__ListLocationsResponse{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "List all locations that provides at least one type of CMLE capability.",
	//   "flatPath": "v1/projects/{projectsId}/locations",
	//   "httpMethod": "GET",
	//   "id": "ml.projects.locations.list",
	//   "parameterOrder": [
	//     "parent"
	//   ],
	//   "parameters": {
	//     "pageSize": {
	//       "description": "Optional. The number of locations to retrieve per \"page\" of results. If there are more remaining results than this number, the response message will contain a valid value in the `next_page_token` field. The default value is 20, and the maximum page size is 100.",
	//       "format": "int32",
	//       "location": "query",
	//       "type": "integer"
	//     },
	//     "pageToken": {
	//       "description": "Optional. A page token to request the next page of results. You get the token from the `next_page_token` field of the response from the previous call.",
	//       "location": "query",
	//       "type": "string"
	//     },
	//     "parent": {
	//       "description": "Required. The name of the project for which available locations are to be listed (since some locations might be whitelisted for specific projects).",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+parent}/locations",
	//   "response": {
	//     "$ref": "GoogleCloudMlV1__ListLocationsResponse"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform",
	//     "https://www.googleapis.com/auth/cloud-platform.read-only"
	//   ]
	// }

}

// Pages invokes f for each page of results.
// A non-nil error returned from f will halt the iteration.
// The provided context supersedes any context provided to the Context method.
func (c *ProjectsLocationsListCall) Pages(ctx context.Context, f func(*GoogleCloudMlV1__ListLocationsResponse) error) error {
	c.ctx_ = ctx
	defer c.PageToken(c.urlParams_.Get("pageToken")) // reset paging to original point
	for {
		x, err := c.Do()
		if err != nil {
			return err
		}
		if err := f(x); err != nil {
			return err
		}
		if x.NextPageToken == "" {
			return nil
		}
		c.PageToken(x.NextPageToken)
	}
}

// method id "ml.projects.locations.operations.cancel":

type ProjectsLocationsOperationsCancelCall struct {
	s          *Service
	name       string
	urlParams_ gensupport.URLParams
	ctx_       context.Context
	header_    http.Header
}

// Cancel: Starts asynchronous cancellation on a long-running operation.
// The server makes a best effort to cancel the operation, but success
// is not guaranteed. If the server doesn't support this method, it
// returns `google.rpc.Code.UNIMPLEMENTED`. Clients can use
// Operations.GetOperation or other methods to check whether the
// cancellation succeeded or whether the operation completed despite
// cancellation. On successful cancellation, the operation is not
// deleted; instead, it becomes an operation with an Operation.error
// value with a google.rpc.Status.code of 1, corresponding to
// `Code.CANCELLED`.
//
// - name: The name of the operation resource to be cancelled.
func (r *ProjectsLocationsOperationsService) Cancel(name string) *ProjectsLocationsOperationsCancelCall {
	c := &ProjectsLocationsOperationsCancelCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.name = name
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsLocationsOperationsCancelCall) Fields(s ...googleapi.Field) *ProjectsLocationsOperationsCancelCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsLocationsOperationsCancelCall) Context(ctx context.Context) *ProjectsLocationsOperationsCancelCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsLocationsOperationsCancelCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsLocationsOperationsCancelCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	var body io.Reader = nil
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+name}:cancel")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("POST", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"name": c.name,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.locations.operations.cancel" call.
// Exactly one of *GoogleProtobuf__Empty or error will be non-nil. Any
// non-2xx status code is an error. Response headers are in either
// *GoogleProtobuf__Empty.ServerResponse.Header or (if a response was
// returned at all) in error.(*googleapi.Error).Header. Use
// googleapi.IsNotModified to check whether the returned error was
// because http.StatusNotModified was returned.
func (c *ProjectsLocationsOperationsCancelCall) Do(opts ...googleapi.CallOption) (*GoogleProtobuf__Empty, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleProtobuf__Empty{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Starts asynchronous cancellation on a long-running operation. The server makes a best effort to cancel the operation, but success is not guaranteed. If the server doesn't support this method, it returns `google.rpc.Code.UNIMPLEMENTED`. Clients can use Operations.GetOperation or other methods to check whether the cancellation succeeded or whether the operation completed despite cancellation. On successful cancellation, the operation is not deleted; instead, it becomes an operation with an Operation.error value with a google.rpc.Status.code of 1, corresponding to `Code.CANCELLED`.",
	//   "flatPath": "v1/projects/{projectsId}/locations/{locationsId}/operations/{operationsId}:cancel",
	//   "httpMethod": "POST",
	//   "id": "ml.projects.locations.operations.cancel",
	//   "parameterOrder": [
	//     "name"
	//   ],
	//   "parameters": {
	//     "name": {
	//       "description": "The name of the operation resource to be cancelled.",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+/locations/[^/]+/operations/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+name}:cancel",
	//   "response": {
	//     "$ref": "GoogleProtobuf__Empty"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform"
	//   ]
	// }

}

// method id "ml.projects.locations.operations.get":

type ProjectsLocationsOperationsGetCall struct {
	s            *Service
	name         string
	urlParams_   gensupport.URLParams
	ifNoneMatch_ string
	ctx_         context.Context
	header_      http.Header
}

// Get: Gets the latest state of a long-running operation. Clients can
// use this method to poll the operation result at intervals as
// recommended by the API service.
//
// - name: The name of the operation resource.
func (r *ProjectsLocationsOperationsService) Get(name string) *ProjectsLocationsOperationsGetCall {
	c := &ProjectsLocationsOperationsGetCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.name = name
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsLocationsOperationsGetCall) Fields(s ...googleapi.Field) *ProjectsLocationsOperationsGetCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// IfNoneMatch sets the optional parameter which makes the operation
// fail if the object's ETag matches the given value. This is useful for
// getting updates only after the object has changed since the last
// request. Use googleapi.IsNotModified to check whether the response
// error from Do is the result of In-None-Match.
func (c *ProjectsLocationsOperationsGetCall) IfNoneMatch(entityTag string) *ProjectsLocationsOperationsGetCall {
	c.ifNoneMatch_ = entityTag
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsLocationsOperationsGetCall) Context(ctx context.Context) *ProjectsLocationsOperationsGetCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsLocationsOperationsGetCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsLocationsOperationsGetCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	if c.ifNoneMatch_ != "" {
		reqHeaders.Set("If-None-Match", c.ifNoneMatch_)
	}
	var body io.Reader = nil
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+name}")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("GET", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"name": c.name,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.locations.operations.get" call.
// Exactly one of *GoogleLongrunning__Operation or error will be
// non-nil. Any non-2xx status code is an error. Response headers are in
// either *GoogleLongrunning__Operation.ServerResponse.Header or (if a
// response was returned at all) in error.(*googleapi.Error).Header. Use
// googleapi.IsNotModified to check whether the returned error was
// because http.StatusNotModified was returned.
func (c *ProjectsLocationsOperationsGetCall) Do(opts ...googleapi.CallOption) (*GoogleLongrunning__Operation, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleLongrunning__Operation{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Gets the latest state of a long-running operation. Clients can use this method to poll the operation result at intervals as recommended by the API service.",
	//   "flatPath": "v1/projects/{projectsId}/locations/{locationsId}/operations/{operationsId}",
	//   "httpMethod": "GET",
	//   "id": "ml.projects.locations.operations.get",
	//   "parameterOrder": [
	//     "name"
	//   ],
	//   "parameters": {
	//     "name": {
	//       "description": "The name of the operation resource.",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+/locations/[^/]+/operations/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+name}",
	//   "response": {
	//     "$ref": "GoogleLongrunning__Operation"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform"
	//   ]
	// }

}

// method id "ml.projects.locations.studies.create":

type ProjectsLocationsStudiesCreateCall struct {
	s                      *Service
	parent                 string
	googlecloudmlv1__study *GoogleCloudMlV1__Study
	urlParams_             gensupport.URLParams
	ctx_                   context.Context
	header_                http.Header
}

// Create: Creates a study.
//
//   - parent: The project and location that the study belongs to. Format:
//     projects/{project}/locations/{location}.
func (r *ProjectsLocationsStudiesService) Create(parent string, googlecloudmlv1__study *GoogleCloudMlV1__Study) *ProjectsLocationsStudiesCreateCall {
	c := &ProjectsLocationsStudiesCreateCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.parent = parent
	c.googlecloudmlv1__study = googlecloudmlv1__study
	return c
}

// StudyId sets the optional parameter "studyId": Required. The ID to
// use for the study, which will become the final component of the
// study's resource name.
func (c *ProjectsLocationsStudiesCreateCall) StudyId(studyId string) *ProjectsLocationsStudiesCreateCall {
	c.urlParams_.Set("studyId", studyId)
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsLocationsStudiesCreateCall) Fields(s ...googleapi.Field) *ProjectsLocationsStudiesCreateCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsLocationsStudiesCreateCall) Context(ctx context.Context) *ProjectsLocationsStudiesCreateCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsLocationsStudiesCreateCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsLocationsStudiesCreateCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	var body io.Reader = nil
	body, err := googleapi.WithoutDataWrapper.JSONReader(c.googlecloudmlv1__study)
	if err != nil {
		return nil, err
	}
	reqHeaders.Set("Content-Type", "application/json")
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+parent}/studies")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("POST", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"parent": c.parent,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.locations.studies.create" call.
// Exactly one of *GoogleCloudMlV1__Study or error will be non-nil. Any
// non-2xx status code is an error. Response headers are in either
// *GoogleCloudMlV1__Study.ServerResponse.Header or (if a response was
// returned at all) in error.(*googleapi.Error).Header. Use
// googleapi.IsNotModified to check whether the returned error was
// because http.StatusNotModified was returned.
func (c *ProjectsLocationsStudiesCreateCall) Do(opts ...googleapi.CallOption) (*GoogleCloudMlV1__Study, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleCloudMlV1__Study{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Creates a study.",
	//   "flatPath": "v1/projects/{projectsId}/locations/{locationsId}/studies",
	//   "httpMethod": "POST",
	//   "id": "ml.projects.locations.studies.create",
	//   "parameterOrder": [
	//     "parent"
	//   ],
	//   "parameters": {
	//     "parent": {
	//       "description": "Required. The project and location that the study belongs to. Format: projects/{project}/locations/{location}",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+/locations/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     },
	//     "studyId": {
	//       "description": "Required. The ID to use for the study, which will become the final component of the study's resource name.",
	//       "location": "query",
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+parent}/studies",
	//   "request": {
	//     "$ref": "GoogleCloudMlV1__Study"
	//   },
	//   "response": {
	//     "$ref": "GoogleCloudMlV1__Study"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform"
	//   ]
	// }

}

// method id "ml.projects.locations.studies.delete":

type ProjectsLocationsStudiesDeleteCall struct {
	s          *Service
	name       string
	urlParams_ gensupport.URLParams
	ctx_       context.Context
	header_    http.Header
}

// Delete: Deletes a study.
//
// - name: The study name.
func (r *ProjectsLocationsStudiesService) Delete(name string) *ProjectsLocationsStudiesDeleteCall {
	c := &ProjectsLocationsStudiesDeleteCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.name = name
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsLocationsStudiesDeleteCall) Fields(s ...googleapi.Field) *ProjectsLocationsStudiesDeleteCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsLocationsStudiesDeleteCall) Context(ctx context.Context) *ProjectsLocationsStudiesDeleteCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsLocationsStudiesDeleteCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsLocationsStudiesDeleteCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	var body io.Reader = nil
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+name}")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("DELETE", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"name": c.name,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.locations.studies.delete" call.
// Exactly one of *GoogleProtobuf__Empty or error will be non-nil. Any
// non-2xx status code is an error. Response headers are in either
// *GoogleProtobuf__Empty.ServerResponse.Header or (if a response was
// returned at all) in error.(*googleapi.Error).Header. Use
// googleapi.IsNotModified to check whether the returned error was
// because http.StatusNotModified was returned.
func (c *ProjectsLocationsStudiesDeleteCall) Do(opts ...googleapi.CallOption) (*GoogleProtobuf__Empty, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleProtobuf__Empty{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Deletes a study.",
	//   "flatPath": "v1/projects/{projectsId}/locations/{locationsId}/studies/{studiesId}",
	//   "httpMethod": "DELETE",
	//   "id": "ml.projects.locations.studies.delete",
	//   "parameterOrder": [
	//     "name"
	//   ],
	//   "parameters": {
	//     "name": {
	//       "description": "Required. The study name.",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+/locations/[^/]+/studies/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+name}",
	//   "response": {
	//     "$ref": "GoogleProtobuf__Empty"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform"
	//   ]
	// }

}

// method id "ml.projects.locations.studies.get":

type ProjectsLocationsStudiesGetCall struct {
	s            *Service
	name         string
	urlParams_   gensupport.URLParams
	ifNoneMatch_ string
	ctx_         context.Context
	header_      http.Header
}

// Get: Gets a study.
//
// - name: The study name.
func (r *ProjectsLocationsStudiesService) Get(name string) *ProjectsLocationsStudiesGetCall {
	c := &ProjectsLocationsStudiesGetCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.name = name
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsLocationsStudiesGetCall) Fields(s ...googleapi.Field) *ProjectsLocationsStudiesGetCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// IfNoneMatch sets the optional parameter which makes the operation
// fail if the object's ETag matches the given value. This is useful for
// getting updates only after the object has changed since the last
// request. Use googleapi.IsNotModified to check whether the response
// error from Do is the result of In-None-Match.
func (c *ProjectsLocationsStudiesGetCall) IfNoneMatch(entityTag string) *ProjectsLocationsStudiesGetCall {
	c.ifNoneMatch_ = entityTag
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsLocationsStudiesGetCall) Context(ctx context.Context) *ProjectsLocationsStudiesGetCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsLocationsStudiesGetCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsLocationsStudiesGetCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	if c.ifNoneMatch_ != "" {
		reqHeaders.Set("If-None-Match", c.ifNoneMatch_)
	}
	var body io.Reader = nil
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+name}")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("GET", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"name": c.name,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.locations.studies.get" call.
// Exactly one of *GoogleCloudMlV1__Study or error will be non-nil. Any
// non-2xx status code is an error. Response headers are in either
// *GoogleCloudMlV1__Study.ServerResponse.Header or (if a response was
// returned at all) in error.(*googleapi.Error).Header. Use
// googleapi.IsNotModified to check whether the returned error was
// because http.StatusNotModified was returned.
func (c *ProjectsLocationsStudiesGetCall) Do(opts ...googleapi.CallOption) (*GoogleCloudMlV1__Study, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleCloudMlV1__Study{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Gets a study.",
	//   "flatPath": "v1/projects/{projectsId}/locations/{locationsId}/studies/{studiesId}",
	//   "httpMethod": "GET",
	//   "id": "ml.projects.locations.studies.get",
	//   "parameterOrder": [
	//     "name"
	//   ],
	//   "parameters": {
	//     "name": {
	//       "description": "Required. The study name.",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+/locations/[^/]+/studies/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+name}",
	//   "response": {
	//     "$ref": "GoogleCloudMlV1__Study"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform"
	//   ]
	// }

}

// method id "ml.projects.locations.studies.list":

type ProjectsLocationsStudiesListCall struct {
	s            *Service
	parent       string
	urlParams_   gensupport.URLParams
	ifNoneMatch_ string
	ctx_         context.Context
	header_      http.Header
}

// List: Lists all the studies in a region for an associated project.
//
//   - parent: The project and location that the study belongs to. Format:
//     projects/{project}/locations/{location}.
func (r *ProjectsLocationsStudiesService) List(parent string) *ProjectsLocationsStudiesListCall {
	c := &ProjectsLocationsStudiesListCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.parent = parent
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsLocationsStudiesListCall) Fields(s ...googleapi.Field) *ProjectsLocationsStudiesListCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// IfNoneMatch sets the optional parameter which makes the operation
// fail if the object's ETag matches the given value. This is useful for
// getting updates only after the object has changed since the last
// request. Use googleapi.IsNotModified to check whether the response
// error from Do is the result of In-None-Match.
func (c *ProjectsLocationsStudiesListCall) IfNoneMatch(entityTag string) *ProjectsLocationsStudiesListCall {
	c.ifNoneMatch_ = entityTag
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsLocationsStudiesListCall) Context(ctx context.Context) *ProjectsLocationsStudiesListCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsLocationsStudiesListCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsLocationsStudiesListCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	if c.ifNoneMatch_ != "" {
		reqHeaders.Set("If-None-Match", c.ifNoneMatch_)
	}
	var body io.Reader = nil
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+parent}/studies")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("GET", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"parent": c.parent,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.locations.studies.list" call.
// Exactly one of *GoogleCloudMlV1__ListStudiesResponse or error will be
// non-nil. Any non-2xx status code is an error. Response headers are in
// either *GoogleCloudMlV1__ListStudiesResponse.ServerResponse.Header or
// (if a response was returned at all) in
// error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check
// whether the returned error was because http.StatusNotModified was
// returned.
func (c *ProjectsLocationsStudiesListCall) Do(opts ...googleapi.CallOption) (*GoogleCloudMlV1__ListStudiesResponse, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleCloudMlV1__ListStudiesResponse{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Lists all the studies in a region for an associated project.",
	//   "flatPath": "v1/projects/{projectsId}/locations/{locationsId}/studies",
	//   "httpMethod": "GET",
	//   "id": "ml.projects.locations.studies.list",
	//   "parameterOrder": [
	//     "parent"
	//   ],
	//   "parameters": {
	//     "parent": {
	//       "description": "Required. The project and location that the study belongs to. Format: projects/{project}/locations/{location}",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+/locations/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+parent}/studies",
	//   "response": {
	//     "$ref": "GoogleCloudMlV1__ListStudiesResponse"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform"
	//   ]
	// }

}

// method id "ml.projects.locations.studies.trials.addMeasurement":

type ProjectsLocationsStudiesTrialsAddMeasurementCall struct {
	s                                           *Service
	name                                        string
	googlecloudmlv1__addtrialmeasurementrequest *GoogleCloudMlV1__AddTrialMeasurementRequest
	urlParams_                                  gensupport.URLParams
	ctx_                                        context.Context
	header_                                     http.Header
}

// AddMeasurement: Adds a measurement of the objective metrics to a
// trial. This measurement is assumed to have been taken before the
// trial is complete.
//
// - name: The trial name.
func (r *ProjectsLocationsStudiesTrialsService) AddMeasurement(name string, googlecloudmlv1__addtrialmeasurementrequest *GoogleCloudMlV1__AddTrialMeasurementRequest) *ProjectsLocationsStudiesTrialsAddMeasurementCall {
	c := &ProjectsLocationsStudiesTrialsAddMeasurementCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.name = name
	c.googlecloudmlv1__addtrialmeasurementrequest = googlecloudmlv1__addtrialmeasurementrequest
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsLocationsStudiesTrialsAddMeasurementCall) Fields(s ...googleapi.Field) *ProjectsLocationsStudiesTrialsAddMeasurementCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsLocationsStudiesTrialsAddMeasurementCall) Context(ctx context.Context) *ProjectsLocationsStudiesTrialsAddMeasurementCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsLocationsStudiesTrialsAddMeasurementCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsLocationsStudiesTrialsAddMeasurementCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	var body io.Reader = nil
	body, err := googleapi.WithoutDataWrapper.JSONReader(c.googlecloudmlv1__addtrialmeasurementrequest)
	if err != nil {
		return nil, err
	}
	reqHeaders.Set("Content-Type", "application/json")
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+name}:addMeasurement")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("POST", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"name": c.name,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.locations.studies.trials.addMeasurement" call.
// Exactly one of *GoogleCloudMlV1__Trial or error will be non-nil. Any
// non-2xx status code is an error. Response headers are in either
// *GoogleCloudMlV1__Trial.ServerResponse.Header or (if a response was
// returned at all) in error.(*googleapi.Error).Header. Use
// googleapi.IsNotModified to check whether the returned error was
// because http.StatusNotModified was returned.
func (c *ProjectsLocationsStudiesTrialsAddMeasurementCall) Do(opts ...googleapi.CallOption) (*GoogleCloudMlV1__Trial, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleCloudMlV1__Trial{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Adds a measurement of the objective metrics to a trial. This measurement is assumed to have been taken before the trial is complete.",
	//   "flatPath": "v1/projects/{projectsId}/locations/{locationsId}/studies/{studiesId}/trials/{trialsId}:addMeasurement",
	//   "httpMethod": "POST",
	//   "id": "ml.projects.locations.studies.trials.addMeasurement",
	//   "parameterOrder": [
	//     "name"
	//   ],
	//   "parameters": {
	//     "name": {
	//       "description": "Required. The trial name.",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+/locations/[^/]+/studies/[^/]+/trials/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+name}:addMeasurement",
	//   "request": {
	//     "$ref": "GoogleCloudMlV1__AddTrialMeasurementRequest"
	//   },
	//   "response": {
	//     "$ref": "GoogleCloudMlV1__Trial"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform"
	//   ]
	// }

}

// method id "ml.projects.locations.studies.trials.checkEarlyStoppingState":

type ProjectsLocationsStudiesTrialsCheckEarlyStoppingStateCall struct {
	s                                                    *Service
	name                                                 string
	googlecloudmlv1__checktrialearlystoppingstaterequest *GoogleCloudMlV1__CheckTrialEarlyStoppingStateRequest
	urlParams_                                           gensupport.URLParams
	ctx_                                                 context.Context
	header_                                              http.Header
}

// CheckEarlyStoppingState: Checks whether a trial should stop or not.
// Returns a long-running operation. When the operation is successful,
// it will contain a CheckTrialEarlyStoppingStateResponse.
//
// - name: The trial name.
func (r *ProjectsLocationsStudiesTrialsService) CheckEarlyStoppingState(name string, googlecloudmlv1__checktrialearlystoppingstaterequest *GoogleCloudMlV1__CheckTrialEarlyStoppingStateRequest) *ProjectsLocationsStudiesTrialsCheckEarlyStoppingStateCall {
	c := &ProjectsLocationsStudiesTrialsCheckEarlyStoppingStateCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.name = name
	c.googlecloudmlv1__checktrialearlystoppingstaterequest = googlecloudmlv1__checktrialearlystoppingstaterequest
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsLocationsStudiesTrialsCheckEarlyStoppingStateCall) Fields(s ...googleapi.Field) *ProjectsLocationsStudiesTrialsCheckEarlyStoppingStateCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsLocationsStudiesTrialsCheckEarlyStoppingStateCall) Context(ctx context.Context) *ProjectsLocationsStudiesTrialsCheckEarlyStoppingStateCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsLocationsStudiesTrialsCheckEarlyStoppingStateCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsLocationsStudiesTrialsCheckEarlyStoppingStateCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	var body io.Reader = nil
	body, err := googleapi.WithoutDataWrapper.JSONReader(c.googlecloudmlv1__checktrialearlystoppingstaterequest)
	if err != nil {
		return nil, err
	}
	reqHeaders.Set("Content-Type", "application/json")
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+name}:checkEarlyStoppingState")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("POST", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"name": c.name,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.locations.studies.trials.checkEarlyStoppingState" call.
// Exactly one of *GoogleLongrunning__Operation or error will be
// non-nil. Any non-2xx status code is an error. Response headers are in
// either *GoogleLongrunning__Operation.ServerResponse.Header or (if a
// response was returned at all) in error.(*googleapi.Error).Header. Use
// googleapi.IsNotModified to check whether the returned error was
// because http.StatusNotModified was returned.
func (c *ProjectsLocationsStudiesTrialsCheckEarlyStoppingStateCall) Do(opts ...googleapi.CallOption) (*GoogleLongrunning__Operation, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleLongrunning__Operation{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Checks whether a trial should stop or not. Returns a long-running operation. When the operation is successful, it will contain a CheckTrialEarlyStoppingStateResponse.",
	//   "flatPath": "v1/projects/{projectsId}/locations/{locationsId}/studies/{studiesId}/trials/{trialsId}:checkEarlyStoppingState",
	//   "httpMethod": "POST",
	//   "id": "ml.projects.locations.studies.trials.checkEarlyStoppingState",
	//   "parameterOrder": [
	//     "name"
	//   ],
	//   "parameters": {
	//     "name": {
	//       "description": "Required. The trial name.",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+/locations/[^/]+/studies/[^/]+/trials/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+name}:checkEarlyStoppingState",
	//   "request": {
	//     "$ref": "GoogleCloudMlV1__CheckTrialEarlyStoppingStateRequest"
	//   },
	//   "response": {
	//     "$ref": "GoogleLongrunning__Operation"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform"
	//   ]
	// }

}

// method id "ml.projects.locations.studies.trials.complete":

type ProjectsLocationsStudiesTrialsCompleteCall struct {
	s                                     *Service
	name                                  string
	googlecloudmlv1__completetrialrequest *GoogleCloudMlV1__CompleteTrialRequest
	urlParams_                            gensupport.URLParams
	ctx_                                  context.Context
	header_                               http.Header
}

// Complete: Marks a trial as complete.
//
// - name: The trial name.metat.
func (r *ProjectsLocationsStudiesTrialsService) Complete(name string, googlecloudmlv1__completetrialrequest *GoogleCloudMlV1__CompleteTrialRequest) *ProjectsLocationsStudiesTrialsCompleteCall {
	c := &ProjectsLocationsStudiesTrialsCompleteCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.name = name
	c.googlecloudmlv1__completetrialrequest = googlecloudmlv1__completetrialrequest
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsLocationsStudiesTrialsCompleteCall) Fields(s ...googleapi.Field) *ProjectsLocationsStudiesTrialsCompleteCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsLocationsStudiesTrialsCompleteCall) Context(ctx context.Context) *ProjectsLocationsStudiesTrialsCompleteCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsLocationsStudiesTrialsCompleteCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsLocationsStudiesTrialsCompleteCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	var body io.Reader = nil
	body, err := googleapi.WithoutDataWrapper.JSONReader(c.googlecloudmlv1__completetrialrequest)
	if err != nil {
		return nil, err
	}
	reqHeaders.Set("Content-Type", "application/json")
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+name}:complete")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("POST", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"name": c.name,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.locations.studies.trials.complete" call.
// Exactly one of *GoogleCloudMlV1__Trial or error will be non-nil. Any
// non-2xx status code is an error. Response headers are in either
// *GoogleCloudMlV1__Trial.ServerResponse.Header or (if a response was
// returned at all) in error.(*googleapi.Error).Header. Use
// googleapi.IsNotModified to check whether the returned error was
// because http.StatusNotModified was returned.
func (c *ProjectsLocationsStudiesTrialsCompleteCall) Do(opts ...googleapi.CallOption) (*GoogleCloudMlV1__Trial, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleCloudMlV1__Trial{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Marks a trial as complete.",
	//   "flatPath": "v1/projects/{projectsId}/locations/{locationsId}/studies/{studiesId}/trials/{trialsId}:complete",
	//   "httpMethod": "POST",
	//   "id": "ml.projects.locations.studies.trials.complete",
	//   "parameterOrder": [
	//     "name"
	//   ],
	//   "parameters": {
	//     "name": {
	//       "description": "Required. The trial name.metat",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+/locations/[^/]+/studies/[^/]+/trials/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+name}:complete",
	//   "request": {
	//     "$ref": "GoogleCloudMlV1__CompleteTrialRequest"
	//   },
	//   "response": {
	//     "$ref": "GoogleCloudMlV1__Trial"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform"
	//   ]
	// }

}

// method id "ml.projects.locations.studies.trials.create":

type ProjectsLocationsStudiesTrialsCreateCall struct {
	s                      *Service
	parent                 string
	googlecloudmlv1__trial *GoogleCloudMlV1__Trial
	urlParams_             gensupport.URLParams
	ctx_                   context.Context
	header_                http.Header
}

// Create: Adds a user provided trial to a study.
//
// - parent: The name of the study that the trial belongs to.
func (r *ProjectsLocationsStudiesTrialsService) Create(parent string, googlecloudmlv1__trial *GoogleCloudMlV1__Trial) *ProjectsLocationsStudiesTrialsCreateCall {
	c := &ProjectsLocationsStudiesTrialsCreateCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.parent = parent
	c.googlecloudmlv1__trial = googlecloudmlv1__trial
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsLocationsStudiesTrialsCreateCall) Fields(s ...googleapi.Field) *ProjectsLocationsStudiesTrialsCreateCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsLocationsStudiesTrialsCreateCall) Context(ctx context.Context) *ProjectsLocationsStudiesTrialsCreateCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsLocationsStudiesTrialsCreateCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsLocationsStudiesTrialsCreateCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	var body io.Reader = nil
	body, err := googleapi.WithoutDataWrapper.JSONReader(c.googlecloudmlv1__trial)
	if err != nil {
		return nil, err
	}
	reqHeaders.Set("Content-Type", "application/json")
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+parent}/trials")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("POST", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"parent": c.parent,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.locations.studies.trials.create" call.
// Exactly one of *GoogleCloudMlV1__Trial or error will be non-nil. Any
// non-2xx status code is an error. Response headers are in either
// *GoogleCloudMlV1__Trial.ServerResponse.Header or (if a response was
// returned at all) in error.(*googleapi.Error).Header. Use
// googleapi.IsNotModified to check whether the returned error was
// because http.StatusNotModified was returned.
func (c *ProjectsLocationsStudiesTrialsCreateCall) Do(opts ...googleapi.CallOption) (*GoogleCloudMlV1__Trial, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleCloudMlV1__Trial{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Adds a user provided trial to a study.",
	//   "flatPath": "v1/projects/{projectsId}/locations/{locationsId}/studies/{studiesId}/trials",
	//   "httpMethod": "POST",
	//   "id": "ml.projects.locations.studies.trials.create",
	//   "parameterOrder": [
	//     "parent"
	//   ],
	//   "parameters": {
	//     "parent": {
	//       "description": "Required. The name of the study that the trial belongs to.",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+/locations/[^/]+/studies/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+parent}/trials",
	//   "request": {
	//     "$ref": "GoogleCloudMlV1__Trial"
	//   },
	//   "response": {
	//     "$ref": "GoogleCloudMlV1__Trial"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform"
	//   ]
	// }

}

// method id "ml.projects.locations.studies.trials.delete":

type ProjectsLocationsStudiesTrialsDeleteCall struct {
	s          *Service
	name       string
	urlParams_ gensupport.URLParams
	ctx_       context.Context
	header_    http.Header
}

// Delete: Deletes a trial.
//
// - name: The trial name.
func (r *ProjectsLocationsStudiesTrialsService) Delete(name string) *ProjectsLocationsStudiesTrialsDeleteCall {
	c := &ProjectsLocationsStudiesTrialsDeleteCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.name = name
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsLocationsStudiesTrialsDeleteCall) Fields(s ...googleapi.Field) *ProjectsLocationsStudiesTrialsDeleteCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsLocationsStudiesTrialsDeleteCall) Context(ctx context.Context) *ProjectsLocationsStudiesTrialsDeleteCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsLocationsStudiesTrialsDeleteCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsLocationsStudiesTrialsDeleteCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	var body io.Reader = nil
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+name}")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("DELETE", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"name": c.name,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.locations.studies.trials.delete" call.
// Exactly one of *GoogleProtobuf__Empty or error will be non-nil. Any
// non-2xx status code is an error. Response headers are in either
// *GoogleProtobuf__Empty.ServerResponse.Header or (if a response was
// returned at all) in error.(*googleapi.Error).Header. Use
// googleapi.IsNotModified to check whether the returned error was
// because http.StatusNotModified was returned.
func (c *ProjectsLocationsStudiesTrialsDeleteCall) Do(opts ...googleapi.CallOption) (*GoogleProtobuf__Empty, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleProtobuf__Empty{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Deletes a trial.",
	//   "flatPath": "v1/projects/{projectsId}/locations/{locationsId}/studies/{studiesId}/trials/{trialsId}",
	//   "httpMethod": "DELETE",
	//   "id": "ml.projects.locations.studies.trials.delete",
	//   "parameterOrder": [
	//     "name"
	//   ],
	//   "parameters": {
	//     "name": {
	//       "description": "Required. The trial name.",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+/locations/[^/]+/studies/[^/]+/trials/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+name}",
	//   "response": {
	//     "$ref": "GoogleProtobuf__Empty"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform"
	//   ]
	// }

}

// method id "ml.projects.locations.studies.trials.get":

type ProjectsLocationsStudiesTrialsGetCall struct {
	s            *Service
	name         string
	urlParams_   gensupport.URLParams
	ifNoneMatch_ string
	ctx_         context.Context
	header_      http.Header
}

// Get: Gets a trial.
//
// - name: The trial name.
func (r *ProjectsLocationsStudiesTrialsService) Get(name string) *ProjectsLocationsStudiesTrialsGetCall {
	c := &ProjectsLocationsStudiesTrialsGetCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.name = name
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsLocationsStudiesTrialsGetCall) Fields(s ...googleapi.Field) *ProjectsLocationsStudiesTrialsGetCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// IfNoneMatch sets the optional parameter which makes the operation
// fail if the object's ETag matches the given value. This is useful for
// getting updates only after the object has changed since the last
// request. Use googleapi.IsNotModified to check whether the response
// error from Do is the result of In-None-Match.
func (c *ProjectsLocationsStudiesTrialsGetCall) IfNoneMatch(entityTag string) *ProjectsLocationsStudiesTrialsGetCall {
	c.ifNoneMatch_ = entityTag
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsLocationsStudiesTrialsGetCall) Context(ctx context.Context) *ProjectsLocationsStudiesTrialsGetCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsLocationsStudiesTrialsGetCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsLocationsStudiesTrialsGetCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	if c.ifNoneMatch_ != "" {
		reqHeaders.Set("If-None-Match", c.ifNoneMatch_)
	}
	var body io.Reader = nil
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+name}")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("GET", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"name": c.name,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.locations.studies.trials.get" call.
// Exactly one of *GoogleCloudMlV1__Trial or error will be non-nil. Any
// non-2xx status code is an error. Response headers are in either
// *GoogleCloudMlV1__Trial.ServerResponse.Header or (if a response was
// returned at all) in error.(*googleapi.Error).Header. Use
// googleapi.IsNotModified to check whether the returned error was
// because http.StatusNotModified was returned.
func (c *ProjectsLocationsStudiesTrialsGetCall) Do(opts ...googleapi.CallOption) (*GoogleCloudMlV1__Trial, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleCloudMlV1__Trial{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Gets a trial.",
	//   "flatPath": "v1/projects/{projectsId}/locations/{locationsId}/studies/{studiesId}/trials/{trialsId}",
	//   "httpMethod": "GET",
	//   "id": "ml.projects.locations.studies.trials.get",
	//   "parameterOrder": [
	//     "name"
	//   ],
	//   "parameters": {
	//     "name": {
	//       "description": "Required. The trial name.",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+/locations/[^/]+/studies/[^/]+/trials/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+name}",
	//   "response": {
	//     "$ref": "GoogleCloudMlV1__Trial"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform"
	//   ]
	// }

}

// method id "ml.projects.locations.studies.trials.list":

type ProjectsLocationsStudiesTrialsListCall struct {
	s            *Service
	parent       string
	urlParams_   gensupport.URLParams
	ifNoneMatch_ string
	ctx_         context.Context
	header_      http.Header
}

// List: Lists the trials associated with a study.
//
// - parent: The name of the study that the trial belongs to.
func (r *ProjectsLocationsStudiesTrialsService) List(parent string) *ProjectsLocationsStudiesTrialsListCall {
	c := &ProjectsLocationsStudiesTrialsListCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.parent = parent
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsLocationsStudiesTrialsListCall) Fields(s ...googleapi.Field) *ProjectsLocationsStudiesTrialsListCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// IfNoneMatch sets the optional parameter which makes the operation
// fail if the object's ETag matches the given value. This is useful for
// getting updates only after the object has changed since the last
// request. Use googleapi.IsNotModified to check whether the response
// error from Do is the result of In-None-Match.
func (c *ProjectsLocationsStudiesTrialsListCall) IfNoneMatch(entityTag string) *ProjectsLocationsStudiesTrialsListCall {
	c.ifNoneMatch_ = entityTag
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsLocationsStudiesTrialsListCall) Context(ctx context.Context) *ProjectsLocationsStudiesTrialsListCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsLocationsStudiesTrialsListCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsLocationsStudiesTrialsListCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	if c.ifNoneMatch_ != "" {
		reqHeaders.Set("If-None-Match", c.ifNoneMatch_)
	}
	var body io.Reader = nil
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+parent}/trials")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("GET", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"parent": c.parent,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.locations.studies.trials.list" call.
// Exactly one of *GoogleCloudMlV1__ListTrialsResponse or error will be
// non-nil. Any non-2xx status code is an error. Response headers are in
// either *GoogleCloudMlV1__ListTrialsResponse.ServerResponse.Header or
// (if a response was returned at all) in
// error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check
// whether the returned error was because http.StatusNotModified was
// returned.
func (c *ProjectsLocationsStudiesTrialsListCall) Do(opts ...googleapi.CallOption) (*GoogleCloudMlV1__ListTrialsResponse, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleCloudMlV1__ListTrialsResponse{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Lists the trials associated with a study.",
	//   "flatPath": "v1/projects/{projectsId}/locations/{locationsId}/studies/{studiesId}/trials",
	//   "httpMethod": "GET",
	//   "id": "ml.projects.locations.studies.trials.list",
	//   "parameterOrder": [
	//     "parent"
	//   ],
	//   "parameters": {
	//     "parent": {
	//       "description": "Required. The name of the study that the trial belongs to.",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+/locations/[^/]+/studies/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+parent}/trials",
	//   "response": {
	//     "$ref": "GoogleCloudMlV1__ListTrialsResponse"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform"
	//   ]
	// }

}

// method id "ml.projects.locations.studies.trials.listOptimalTrials":

type ProjectsLocationsStudiesTrialsListOptimalTrialsCall struct {
	s                                         *Service
	parent                                    string
	googlecloudmlv1__listoptimaltrialsrequest *GoogleCloudMlV1__ListOptimalTrialsRequest
	urlParams_                                gensupport.URLParams
	ctx_                                      context.Context
	header_                                   http.Header
}

// ListOptimalTrials: Lists the pareto-optimal trials for
// multi-objective study or the optimal trials for single-objective
// study. The definition of pareto-optimal can be checked in wiki page.
// https://en.wikipedia.org/wiki/Pareto_efficiency
//
//   - parent: The name of the study that the pareto-optimal trial belongs
//     to.
func (r *ProjectsLocationsStudiesTrialsService) ListOptimalTrials(parent string, googlecloudmlv1__listoptimaltrialsrequest *GoogleCloudMlV1__ListOptimalTrialsRequest) *ProjectsLocationsStudiesTrialsListOptimalTrialsCall {
	c := &ProjectsLocationsStudiesTrialsListOptimalTrialsCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.parent = parent
	c.googlecloudmlv1__listoptimaltrialsrequest = googlecloudmlv1__listoptimaltrialsrequest
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsLocationsStudiesTrialsListOptimalTrialsCall) Fields(s ...googleapi.Field) *ProjectsLocationsStudiesTrialsListOptimalTrialsCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsLocationsStudiesTrialsListOptimalTrialsCall) Context(ctx context.Context) *ProjectsLocationsStudiesTrialsListOptimalTrialsCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsLocationsStudiesTrialsListOptimalTrialsCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsLocationsStudiesTrialsListOptimalTrialsCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	var body io.Reader = nil
	body, err := googleapi.WithoutDataWrapper.JSONReader(c.googlecloudmlv1__listoptimaltrialsrequest)
	if err != nil {
		return nil, err
	}
	reqHeaders.Set("Content-Type", "application/json")
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+parent}/trials:listOptimalTrials")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("POST", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"parent": c.parent,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.locations.studies.trials.listOptimalTrials" call.
// Exactly one of *GoogleCloudMlV1__ListOptimalTrialsResponse or error
// will be non-nil. Any non-2xx status code is an error. Response
// headers are in either
// *GoogleCloudMlV1__ListOptimalTrialsResponse.ServerResponse.Header or
// (if a response was returned at all) in
// error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check
// whether the returned error was because http.StatusNotModified was
// returned.
func (c *ProjectsLocationsStudiesTrialsListOptimalTrialsCall) Do(opts ...googleapi.CallOption) (*GoogleCloudMlV1__ListOptimalTrialsResponse, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleCloudMlV1__ListOptimalTrialsResponse{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Lists the pareto-optimal trials for multi-objective study or the optimal trials for single-objective study. The definition of pareto-optimal can be checked in wiki page. https://en.wikipedia.org/wiki/Pareto_efficiency",
	//   "flatPath": "v1/projects/{projectsId}/locations/{locationsId}/studies/{studiesId}/trials:listOptimalTrials",
	//   "httpMethod": "POST",
	//   "id": "ml.projects.locations.studies.trials.listOptimalTrials",
	//   "parameterOrder": [
	//     "parent"
	//   ],
	//   "parameters": {
	//     "parent": {
	//       "description": "Required. The name of the study that the pareto-optimal trial belongs to.",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+/locations/[^/]+/studies/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+parent}/trials:listOptimalTrials",
	//   "request": {
	//     "$ref": "GoogleCloudMlV1__ListOptimalTrialsRequest"
	//   },
	//   "response": {
	//     "$ref": "GoogleCloudMlV1__ListOptimalTrialsResponse"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform"
	//   ]
	// }

}

// method id "ml.projects.locations.studies.trials.stop":

type ProjectsLocationsStudiesTrialsStopCall struct {
	s                                 *Service
	name                              string
	googlecloudmlv1__stoptrialrequest *GoogleCloudMlV1__StopTrialRequest
	urlParams_                        gensupport.URLParams
	ctx_                              context.Context
	header_                           http.Header
}

// Stop: Stops a trial.
//
// - name: The trial name.
func (r *ProjectsLocationsStudiesTrialsService) Stop(name string, googlecloudmlv1__stoptrialrequest *GoogleCloudMlV1__StopTrialRequest) *ProjectsLocationsStudiesTrialsStopCall {
	c := &ProjectsLocationsStudiesTrialsStopCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.name = name
	c.googlecloudmlv1__stoptrialrequest = googlecloudmlv1__stoptrialrequest
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsLocationsStudiesTrialsStopCall) Fields(s ...googleapi.Field) *ProjectsLocationsStudiesTrialsStopCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsLocationsStudiesTrialsStopCall) Context(ctx context.Context) *ProjectsLocationsStudiesTrialsStopCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsLocationsStudiesTrialsStopCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsLocationsStudiesTrialsStopCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	var body io.Reader = nil
	body, err := googleapi.WithoutDataWrapper.JSONReader(c.googlecloudmlv1__stoptrialrequest)
	if err != nil {
		return nil, err
	}
	reqHeaders.Set("Content-Type", "application/json")
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+name}:stop")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("POST", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"name": c.name,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.locations.studies.trials.stop" call.
// Exactly one of *GoogleCloudMlV1__Trial or error will be non-nil. Any
// non-2xx status code is an error. Response headers are in either
// *GoogleCloudMlV1__Trial.ServerResponse.Header or (if a response was
// returned at all) in error.(*googleapi.Error).Header. Use
// googleapi.IsNotModified to check whether the returned error was
// because http.StatusNotModified was returned.
func (c *ProjectsLocationsStudiesTrialsStopCall) Do(opts ...googleapi.CallOption) (*GoogleCloudMlV1__Trial, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleCloudMlV1__Trial{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Stops a trial.",
	//   "flatPath": "v1/projects/{projectsId}/locations/{locationsId}/studies/{studiesId}/trials/{trialsId}:stop",
	//   "httpMethod": "POST",
	//   "id": "ml.projects.locations.studies.trials.stop",
	//   "parameterOrder": [
	//     "name"
	//   ],
	//   "parameters": {
	//     "name": {
	//       "description": "Required. The trial name.",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+/locations/[^/]+/studies/[^/]+/trials/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+name}:stop",
	//   "request": {
	//     "$ref": "GoogleCloudMlV1__StopTrialRequest"
	//   },
	//   "response": {
	//     "$ref": "GoogleCloudMlV1__Trial"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform"
	//   ]
	// }

}

// method id "ml.projects.locations.studies.trials.suggest":

type ProjectsLocationsStudiesTrialsSuggestCall struct {
	s                                     *Service
	parent                                string
	googlecloudmlv1__suggesttrialsrequest *GoogleCloudMlV1__SuggestTrialsRequest
	urlParams_                            gensupport.URLParams
	ctx_                                  context.Context
	header_                               http.Header
}

// Suggest: Adds one or more trials to a study, with parameter values
// suggested by AI Platform Vizier. Returns a long-running operation
// associated with the generation of trial suggestions. When this
// long-running operation succeeds, it will contain a
// SuggestTrialsResponse.
//
// - parent: The name of the study that the trial belongs to.
func (r *ProjectsLocationsStudiesTrialsService) Suggest(parent string, googlecloudmlv1__suggesttrialsrequest *GoogleCloudMlV1__SuggestTrialsRequest) *ProjectsLocationsStudiesTrialsSuggestCall {
	c := &ProjectsLocationsStudiesTrialsSuggestCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.parent = parent
	c.googlecloudmlv1__suggesttrialsrequest = googlecloudmlv1__suggesttrialsrequest
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsLocationsStudiesTrialsSuggestCall) Fields(s ...googleapi.Field) *ProjectsLocationsStudiesTrialsSuggestCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsLocationsStudiesTrialsSuggestCall) Context(ctx context.Context) *ProjectsLocationsStudiesTrialsSuggestCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsLocationsStudiesTrialsSuggestCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsLocationsStudiesTrialsSuggestCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	var body io.Reader = nil
	body, err := googleapi.WithoutDataWrapper.JSONReader(c.googlecloudmlv1__suggesttrialsrequest)
	if err != nil {
		return nil, err
	}
	reqHeaders.Set("Content-Type", "application/json")
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+parent}/trials:suggest")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("POST", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"parent": c.parent,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.locations.studies.trials.suggest" call.
// Exactly one of *GoogleLongrunning__Operation or error will be
// non-nil. Any non-2xx status code is an error. Response headers are in
// either *GoogleLongrunning__Operation.ServerResponse.Header or (if a
// response was returned at all) in error.(*googleapi.Error).Header. Use
// googleapi.IsNotModified to check whether the returned error was
// because http.StatusNotModified was returned.
func (c *ProjectsLocationsStudiesTrialsSuggestCall) Do(opts ...googleapi.CallOption) (*GoogleLongrunning__Operation, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleLongrunning__Operation{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Adds one or more trials to a study, with parameter values suggested by AI Platform Vizier. Returns a long-running operation associated with the generation of trial suggestions. When this long-running operation succeeds, it will contain a SuggestTrialsResponse.",
	//   "flatPath": "v1/projects/{projectsId}/locations/{locationsId}/studies/{studiesId}/trials:suggest",
	//   "httpMethod": "POST",
	//   "id": "ml.projects.locations.studies.trials.suggest",
	//   "parameterOrder": [
	//     "parent"
	//   ],
	//   "parameters": {
	//     "parent": {
	//       "description": "Required. The name of the study that the trial belongs to.",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+/locations/[^/]+/studies/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+parent}/trials:suggest",
	//   "request": {
	//     "$ref": "GoogleCloudMlV1__SuggestTrialsRequest"
	//   },
	//   "response": {
	//     "$ref": "GoogleLongrunning__Operation"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform"
	//   ]
	// }

}

// method id "ml.projects.models.create":

type ProjectsModelsCreateCall struct {
	s                      *Service
	parent                 string
	googlecloudmlv1__model *GoogleCloudMlV1__Model
	urlParams_             gensupport.URLParams
	ctx_                   context.Context
	header_                http.Header
}

// Create: Creates a model which will later contain one or more
// versions. You must add at least one version before you can request
// predictions from the model. Add versions by calling
// projects.models.versions.create.
//
// - parent: The project name.
func (r *ProjectsModelsService) Create(parent string, googlecloudmlv1__model *GoogleCloudMlV1__Model) *ProjectsModelsCreateCall {
	c := &ProjectsModelsCreateCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.parent = parent
	c.googlecloudmlv1__model = googlecloudmlv1__model
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsModelsCreateCall) Fields(s ...googleapi.Field) *ProjectsModelsCreateCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsModelsCreateCall) Context(ctx context.Context) *ProjectsModelsCreateCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsModelsCreateCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsModelsCreateCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	var body io.Reader = nil
	body, err := googleapi.WithoutDataWrapper.JSONReader(c.googlecloudmlv1__model)
	if err != nil {
		return nil, err
	}
	reqHeaders.Set("Content-Type", "application/json")
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+parent}/models")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("POST", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"parent": c.parent,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.models.create" call.
// Exactly one of *GoogleCloudMlV1__Model or error will be non-nil. Any
// non-2xx status code is an error. Response headers are in either
// *GoogleCloudMlV1__Model.ServerResponse.Header or (if a response was
// returned at all) in error.(*googleapi.Error).Header. Use
// googleapi.IsNotModified to check whether the returned error was
// because http.StatusNotModified was returned.
func (c *ProjectsModelsCreateCall) Do(opts ...googleapi.CallOption) (*GoogleCloudMlV1__Model, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleCloudMlV1__Model{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Creates a model which will later contain one or more versions. You must add at least one version before you can request predictions from the model. Add versions by calling projects.models.versions.create.",
	//   "flatPath": "v1/projects/{projectsId}/models",
	//   "httpMethod": "POST",
	//   "id": "ml.projects.models.create",
	//   "parameterOrder": [
	//     "parent"
	//   ],
	//   "parameters": {
	//     "parent": {
	//       "description": "Required. The project name.",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+parent}/models",
	//   "request": {
	//     "$ref": "GoogleCloudMlV1__Model"
	//   },
	//   "response": {
	//     "$ref": "GoogleCloudMlV1__Model"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform"
	//   ]
	// }

}

// method id "ml.projects.models.delete":

type ProjectsModelsDeleteCall struct {
	s          *Service
	name       string
	urlParams_ gensupport.URLParams
	ctx_       context.Context
	header_    http.Header
}

// Delete: Deletes a model. You can only delete a model if there are no
// versions in it. You can delete versions by calling
// projects.models.versions.delete.
//
// - name: The name of the model.
func (r *ProjectsModelsService) Delete(name string) *ProjectsModelsDeleteCall {
	c := &ProjectsModelsDeleteCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.name = name
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsModelsDeleteCall) Fields(s ...googleapi.Field) *ProjectsModelsDeleteCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsModelsDeleteCall) Context(ctx context.Context) *ProjectsModelsDeleteCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsModelsDeleteCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsModelsDeleteCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	var body io.Reader = nil
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+name}")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("DELETE", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"name": c.name,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.models.delete" call.
// Exactly one of *GoogleLongrunning__Operation or error will be
// non-nil. Any non-2xx status code is an error. Response headers are in
// either *GoogleLongrunning__Operation.ServerResponse.Header or (if a
// response was returned at all) in error.(*googleapi.Error).Header. Use
// googleapi.IsNotModified to check whether the returned error was
// because http.StatusNotModified was returned.
func (c *ProjectsModelsDeleteCall) Do(opts ...googleapi.CallOption) (*GoogleLongrunning__Operation, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleLongrunning__Operation{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Deletes a model. You can only delete a model if there are no versions in it. You can delete versions by calling projects.models.versions.delete.",
	//   "flatPath": "v1/projects/{projectsId}/models/{modelsId}",
	//   "httpMethod": "DELETE",
	//   "id": "ml.projects.models.delete",
	//   "parameterOrder": [
	//     "name"
	//   ],
	//   "parameters": {
	//     "name": {
	//       "description": "Required. The name of the model.",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+/models/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+name}",
	//   "response": {
	//     "$ref": "GoogleLongrunning__Operation"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform"
	//   ]
	// }

}

// method id "ml.projects.models.get":

type ProjectsModelsGetCall struct {
	s            *Service
	name         string
	urlParams_   gensupport.URLParams
	ifNoneMatch_ string
	ctx_         context.Context
	header_      http.Header
}

// Get: Gets information about a model, including its name, the
// description (if set), and the default version (if at least one
// version of the model has been deployed).
//
// - name: The name of the model.
func (r *ProjectsModelsService) Get(name string) *ProjectsModelsGetCall {
	c := &ProjectsModelsGetCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.name = name
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsModelsGetCall) Fields(s ...googleapi.Field) *ProjectsModelsGetCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// IfNoneMatch sets the optional parameter which makes the operation
// fail if the object's ETag matches the given value. This is useful for
// getting updates only after the object has changed since the last
// request. Use googleapi.IsNotModified to check whether the response
// error from Do is the result of In-None-Match.
func (c *ProjectsModelsGetCall) IfNoneMatch(entityTag string) *ProjectsModelsGetCall {
	c.ifNoneMatch_ = entityTag
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsModelsGetCall) Context(ctx context.Context) *ProjectsModelsGetCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsModelsGetCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsModelsGetCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	if c.ifNoneMatch_ != "" {
		reqHeaders.Set("If-None-Match", c.ifNoneMatch_)
	}
	var body io.Reader = nil
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+name}")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("GET", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"name": c.name,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.models.get" call.
// Exactly one of *GoogleCloudMlV1__Model or error will be non-nil. Any
// non-2xx status code is an error. Response headers are in either
// *GoogleCloudMlV1__Model.ServerResponse.Header or (if a response was
// returned at all) in error.(*googleapi.Error).Header. Use
// googleapi.IsNotModified to check whether the returned error was
// because http.StatusNotModified was returned.
func (c *ProjectsModelsGetCall) Do(opts ...googleapi.CallOption) (*GoogleCloudMlV1__Model, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleCloudMlV1__Model{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Gets information about a model, including its name, the description (if set), and the default version (if at least one version of the model has been deployed).",
	//   "flatPath": "v1/projects/{projectsId}/models/{modelsId}",
	//   "httpMethod": "GET",
	//   "id": "ml.projects.models.get",
	//   "parameterOrder": [
	//     "name"
	//   ],
	//   "parameters": {
	//     "name": {
	//       "description": "Required. The name of the model.",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+/models/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+name}",
	//   "response": {
	//     "$ref": "GoogleCloudMlV1__Model"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform",
	//     "https://www.googleapis.com/auth/cloud-platform.read-only"
	//   ]
	// }

}

// method id "ml.projects.models.getIamPolicy":

type ProjectsModelsGetIamPolicyCall struct {
	s            *Service
	resource     string
	urlParams_   gensupport.URLParams
	ifNoneMatch_ string
	ctx_         context.Context
	header_      http.Header
}

// GetIamPolicy: Gets the access control policy for a resource. Returns
// an empty policy if the resource exists and does not have a policy
// set.
//
//   - resource: REQUIRED: The resource for which the policy is being
//     requested. See Resource names
//     (https://cloud.google.com/apis/design/resource_names) for the
//     appropriate value for this field.
func (r *ProjectsModelsService) GetIamPolicy(resource string) *ProjectsModelsGetIamPolicyCall {
	c := &ProjectsModelsGetIamPolicyCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.resource = resource
	return c
}

// OptionsRequestedPolicyVersion sets the optional parameter
// "options.requestedPolicyVersion": The maximum policy version that
// will be used to format the policy. Valid values are 0, 1, and 3.
// Requests specifying an invalid value will be rejected. Requests for
// policies with any conditional role bindings must specify version 3.
// Policies with no conditional role bindings may specify any valid
// value or leave the field unset. The policy in the response might use
// the policy version that you specified, or it might use a lower policy
// version. For example, if you specify version 3, but the policy has no
// conditional role bindings, the response uses version 1. To learn
// which resources support conditions in their IAM policies, see the IAM
// documentation
// (https://cloud.google.com/iam/help/conditions/resource-policies).
func (c *ProjectsModelsGetIamPolicyCall) OptionsRequestedPolicyVersion(optionsRequestedPolicyVersion int64) *ProjectsModelsGetIamPolicyCall {
	c.urlParams_.Set("options.requestedPolicyVersion", fmt.Sprint(optionsRequestedPolicyVersion))
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsModelsGetIamPolicyCall) Fields(s ...googleapi.Field) *ProjectsModelsGetIamPolicyCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// IfNoneMatch sets the optional parameter which makes the operation
// fail if the object's ETag matches the given value. This is useful for
// getting updates only after the object has changed since the last
// request. Use googleapi.IsNotModified to check whether the response
// error from Do is the result of In-None-Match.
func (c *ProjectsModelsGetIamPolicyCall) IfNoneMatch(entityTag string) *ProjectsModelsGetIamPolicyCall {
	c.ifNoneMatch_ = entityTag
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsModelsGetIamPolicyCall) Context(ctx context.Context) *ProjectsModelsGetIamPolicyCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsModelsGetIamPolicyCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsModelsGetIamPolicyCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	if c.ifNoneMatch_ != "" {
		reqHeaders.Set("If-None-Match", c.ifNoneMatch_)
	}
	var body io.Reader = nil
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+resource}:getIamPolicy")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("GET", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"resource": c.resource,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.models.getIamPolicy" call.
// Exactly one of *GoogleIamV1__Policy or error will be non-nil. Any
// non-2xx status code is an error. Response headers are in either
// *GoogleIamV1__Policy.ServerResponse.Header or (if a response was
// returned at all) in error.(*googleapi.Error).Header. Use
// googleapi.IsNotModified to check whether the returned error was
// because http.StatusNotModified was returned.
func (c *ProjectsModelsGetIamPolicyCall) Do(opts ...googleapi.CallOption) (*GoogleIamV1__Policy, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleIamV1__Policy{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Gets the access control policy for a resource. Returns an empty policy if the resource exists and does not have a policy set.",
	//   "flatPath": "v1/projects/{projectsId}/models/{modelsId}:getIamPolicy",
	//   "httpMethod": "GET",
	//   "id": "ml.projects.models.getIamPolicy",
	//   "parameterOrder": [
	//     "resource"
	//   ],
	//   "parameters": {
	//     "options.requestedPolicyVersion": {
	//       "description": "Optional. The maximum policy version that will be used to format the policy. Valid values are 0, 1, and 3. Requests specifying an invalid value will be rejected. Requests for policies with any conditional role bindings must specify version 3. Policies with no conditional role bindings may specify any valid value or leave the field unset. The policy in the response might use the policy version that you specified, or it might use a lower policy version. For example, if you specify version 3, but the policy has no conditional role bindings, the response uses version 1. To learn which resources support conditions in their IAM policies, see the [IAM documentation](https://cloud.google.com/iam/help/conditions/resource-policies).",
	//       "format": "int32",
	//       "location": "query",
	//       "type": "integer"
	//     },
	//     "resource": {
	//       "description": "REQUIRED: The resource for which the policy is being requested. See [Resource names](https://cloud.google.com/apis/design/resource_names) for the appropriate value for this field.",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+/models/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+resource}:getIamPolicy",
	//   "response": {
	//     "$ref": "GoogleIamV1__Policy"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform"
	//   ]
	// }

}

// method id "ml.projects.models.list":

type ProjectsModelsListCall struct {
	s            *Service
	parent       string
	urlParams_   gensupport.URLParams
	ifNoneMatch_ string
	ctx_         context.Context
	header_      http.Header
}

// List: Lists the models in a project. Each project can contain
// multiple models, and each model can have multiple versions. If there
// are no models that match the request parameters, the list request
// returns an empty response body: {}.
//
// - parent: The name of the project whose models are to be listed.
func (r *ProjectsModelsService) List(parent string) *ProjectsModelsListCall {
	c := &ProjectsModelsListCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.parent = parent
	return c
}

// Filter sets the optional parameter "filter": Specifies the subset of
// models to retrieve.
func (c *ProjectsModelsListCall) Filter(filter string) *ProjectsModelsListCall {
	c.urlParams_.Set("filter", filter)
	return c
}

// PageSize sets the optional parameter "pageSize": The number of models
// to retrieve per "page" of results. If there are more remaining
// results than this number, the response message will contain a valid
// value in the `next_page_token` field. The default value is 20, and
// the maximum page size is 100.
func (c *ProjectsModelsListCall) PageSize(pageSize int64) *ProjectsModelsListCall {
	c.urlParams_.Set("pageSize", fmt.Sprint(pageSize))
	return c
}

// PageToken sets the optional parameter "pageToken": A page token to
// request the next page of results. You get the token from the
// `next_page_token` field of the response from the previous call.
func (c *ProjectsModelsListCall) PageToken(pageToken string) *ProjectsModelsListCall {
	c.urlParams_.Set("pageToken", pageToken)
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsModelsListCall) Fields(s ...googleapi.Field) *ProjectsModelsListCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// IfNoneMatch sets the optional parameter which makes the operation
// fail if the object's ETag matches the given value. This is useful for
// getting updates only after the object has changed since the last
// request. Use googleapi.IsNotModified to check whether the response
// error from Do is the result of In-None-Match.
func (c *ProjectsModelsListCall) IfNoneMatch(entityTag string) *ProjectsModelsListCall {
	c.ifNoneMatch_ = entityTag
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsModelsListCall) Context(ctx context.Context) *ProjectsModelsListCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsModelsListCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsModelsListCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	if c.ifNoneMatch_ != "" {
		reqHeaders.Set("If-None-Match", c.ifNoneMatch_)
	}
	var body io.Reader = nil
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+parent}/models")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("GET", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"parent": c.parent,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.models.list" call.
// Exactly one of *GoogleCloudMlV1__ListModelsResponse or error will be
// non-nil. Any non-2xx status code is an error. Response headers are in
// either *GoogleCloudMlV1__ListModelsResponse.ServerResponse.Header or
// (if a response was returned at all) in
// error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check
// whether the returned error was because http.StatusNotModified was
// returned.
func (c *ProjectsModelsListCall) Do(opts ...googleapi.CallOption) (*GoogleCloudMlV1__ListModelsResponse, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleCloudMlV1__ListModelsResponse{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Lists the models in a project. Each project can contain multiple models, and each model can have multiple versions. If there are no models that match the request parameters, the list request returns an empty response body: {}.",
	//   "flatPath": "v1/projects/{projectsId}/models",
	//   "httpMethod": "GET",
	//   "id": "ml.projects.models.list",
	//   "parameterOrder": [
	//     "parent"
	//   ],
	//   "parameters": {
	//     "filter": {
	//       "description": "Optional. Specifies the subset of models to retrieve.",
	//       "location": "query",
	//       "type": "string"
	//     },
	//     "pageSize": {
	//       "description": "Optional. The number of models to retrieve per \"page\" of results. If there are more remaining results than this number, the response message will contain a valid value in the `next_page_token` field. The default value is 20, and the maximum page size is 100.",
	//       "format": "int32",
	//       "location": "query",
	//       "type": "integer"
	//     },
	//     "pageToken": {
	//       "description": "Optional. A page token to request the next page of results. You get the token from the `next_page_token` field of the response from the previous call.",
	//       "location": "query",
	//       "type": "string"
	//     },
	//     "parent": {
	//       "description": "Required. The name of the project whose models are to be listed.",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+parent}/models",
	//   "response": {
	//     "$ref": "GoogleCloudMlV1__ListModelsResponse"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform",
	//     "https://www.googleapis.com/auth/cloud-platform.read-only"
	//   ]
	// }

}

// Pages invokes f for each page of results.
// A non-nil error returned from f will halt the iteration.
// The provided context supersedes any context provided to the Context method.
func (c *ProjectsModelsListCall) Pages(ctx context.Context, f func(*GoogleCloudMlV1__ListModelsResponse) error) error {
	c.ctx_ = ctx
	defer c.PageToken(c.urlParams_.Get("pageToken")) // reset paging to original point
	for {
		x, err := c.Do()
		if err != nil {
			return err
		}
		if err := f(x); err != nil {
			return err
		}
		if x.NextPageToken == "" {
			return nil
		}
		c.PageToken(x.NextPageToken)
	}
}

// method id "ml.projects.models.patch":

type ProjectsModelsPatchCall struct {
	s                      *Service
	name                   string
	googlecloudmlv1__model *GoogleCloudMlV1__Model
	urlParams_             gensupport.URLParams
	ctx_                   context.Context
	header_                http.Header
}

// Patch: Updates a specific model resource. Currently the only
// supported fields to update are `description` and
// `default_version.name`.
//
// - name: The project name.
func (r *ProjectsModelsService) Patch(name string, googlecloudmlv1__model *GoogleCloudMlV1__Model) *ProjectsModelsPatchCall {
	c := &ProjectsModelsPatchCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.name = name
	c.googlecloudmlv1__model = googlecloudmlv1__model
	return c
}

// UpdateMask sets the optional parameter "updateMask": Required.
// Specifies the path, relative to `Model`, of the field to update. For
// example, to change the description of a model to "foo" and set its
// default version to "version_1", the `update_mask` parameter would be
// specified as `description`, `default_version.name`, and the `PATCH`
// request body would specify the new value, as follows: {
// "description": "foo", "defaultVersion": { "name":"version_1" } }
// Currently the supported update masks are `description` and
// `default_version.name`.
func (c *ProjectsModelsPatchCall) UpdateMask(updateMask string) *ProjectsModelsPatchCall {
	c.urlParams_.Set("updateMask", updateMask)
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsModelsPatchCall) Fields(s ...googleapi.Field) *ProjectsModelsPatchCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsModelsPatchCall) Context(ctx context.Context) *ProjectsModelsPatchCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsModelsPatchCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsModelsPatchCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	var body io.Reader = nil
	body, err := googleapi.WithoutDataWrapper.JSONReader(c.googlecloudmlv1__model)
	if err != nil {
		return nil, err
	}
	reqHeaders.Set("Content-Type", "application/json")
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+name}")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("PATCH", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"name": c.name,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.models.patch" call.
// Exactly one of *GoogleLongrunning__Operation or error will be
// non-nil. Any non-2xx status code is an error. Response headers are in
// either *GoogleLongrunning__Operation.ServerResponse.Header or (if a
// response was returned at all) in error.(*googleapi.Error).Header. Use
// googleapi.IsNotModified to check whether the returned error was
// because http.StatusNotModified was returned.
func (c *ProjectsModelsPatchCall) Do(opts ...googleapi.CallOption) (*GoogleLongrunning__Operation, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleLongrunning__Operation{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Updates a specific model resource. Currently the only supported fields to update are `description` and `default_version.name`.",
	//   "flatPath": "v1/projects/{projectsId}/models/{modelsId}",
	//   "httpMethod": "PATCH",
	//   "id": "ml.projects.models.patch",
	//   "parameterOrder": [
	//     "name"
	//   ],
	//   "parameters": {
	//     "name": {
	//       "description": "Required. The project name.",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+/models/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     },
	//     "updateMask": {
	//       "description": "Required. Specifies the path, relative to `Model`, of the field to update. For example, to change the description of a model to \"foo\" and set its default version to \"version_1\", the `update_mask` parameter would be specified as `description`, `default_version.name`, and the `PATCH` request body would specify the new value, as follows: { \"description\": \"foo\", \"defaultVersion\": { \"name\":\"version_1\" } } Currently the supported update masks are `description` and `default_version.name`.",
	//       "format": "google-fieldmask",
	//       "location": "query",
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+name}",
	//   "request": {
	//     "$ref": "GoogleCloudMlV1__Model"
	//   },
	//   "response": {
	//     "$ref": "GoogleLongrunning__Operation"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform"
	//   ]
	// }

}

// method id "ml.projects.models.setIamPolicy":

type ProjectsModelsSetIamPolicyCall struct {
	s                                *Service
	resource                         string
	googleiamv1__setiampolicyrequest *GoogleIamV1__SetIamPolicyRequest
	urlParams_                       gensupport.URLParams
	ctx_                             context.Context
	header_                          http.Header
}

// SetIamPolicy: Sets the access control policy on the specified
// resource. Replaces any existing policy. Can return `NOT_FOUND`,
// `INVALID_ARGUMENT`, and `PERMISSION_DENIED` errors.
//
//   - resource: REQUIRED: The resource for which the policy is being
//     specified. See Resource names
//     (https://cloud.google.com/apis/design/resource_names) for the
//     appropriate value for this field.
func (r *ProjectsModelsService) SetIamPolicy(resource string, googleiamv1__setiampolicyrequest *GoogleIamV1__SetIamPolicyRequest) *ProjectsModelsSetIamPolicyCall {
	c := &ProjectsModelsSetIamPolicyCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.resource = resource
	c.googleiamv1__setiampolicyrequest = googleiamv1__setiampolicyrequest
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsModelsSetIamPolicyCall) Fields(s ...googleapi.Field) *ProjectsModelsSetIamPolicyCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsModelsSetIamPolicyCall) Context(ctx context.Context) *ProjectsModelsSetIamPolicyCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsModelsSetIamPolicyCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsModelsSetIamPolicyCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	var body io.Reader = nil
	body, err := googleapi.WithoutDataWrapper.JSONReader(c.googleiamv1__setiampolicyrequest)
	if err != nil {
		return nil, err
	}
	reqHeaders.Set("Content-Type", "application/json")
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+resource}:setIamPolicy")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("POST", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"resource": c.resource,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.models.setIamPolicy" call.
// Exactly one of *GoogleIamV1__Policy or error will be non-nil. Any
// non-2xx status code is an error. Response headers are in either
// *GoogleIamV1__Policy.ServerResponse.Header or (if a response was
// returned at all) in error.(*googleapi.Error).Header. Use
// googleapi.IsNotModified to check whether the returned error was
// because http.StatusNotModified was returned.
func (c *ProjectsModelsSetIamPolicyCall) Do(opts ...googleapi.CallOption) (*GoogleIamV1__Policy, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleIamV1__Policy{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Sets the access control policy on the specified resource. Replaces any existing policy. Can return `NOT_FOUND`, `INVALID_ARGUMENT`, and `PERMISSION_DENIED` errors.",
	//   "flatPath": "v1/projects/{projectsId}/models/{modelsId}:setIamPolicy",
	//   "httpMethod": "POST",
	//   "id": "ml.projects.models.setIamPolicy",
	//   "parameterOrder": [
	//     "resource"
	//   ],
	//   "parameters": {
	//     "resource": {
	//       "description": "REQUIRED: The resource for which the policy is being specified. See [Resource names](https://cloud.google.com/apis/design/resource_names) for the appropriate value for this field.",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+/models/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+resource}:setIamPolicy",
	//   "request": {
	//     "$ref": "GoogleIamV1__SetIamPolicyRequest"
	//   },
	//   "response": {
	//     "$ref": "GoogleIamV1__Policy"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform"
	//   ]
	// }

}

// method id "ml.projects.models.testIamPermissions":

type ProjectsModelsTestIamPermissionsCall struct {
	s                                      *Service
	resource                               string
	googleiamv1__testiampermissionsrequest *GoogleIamV1__TestIamPermissionsRequest
	urlParams_                             gensupport.URLParams
	ctx_                                   context.Context
	header_                                http.Header
}

// 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.
//
//   - resource: REQUIRED: The resource for which the policy detail is
//     being requested. See Resource names
//     (https://cloud.google.com/apis/design/resource_names) for the
//     appropriate value for this field.
func (r *ProjectsModelsService) TestIamPermissions(resource string, googleiamv1__testiampermissionsrequest *GoogleIamV1__TestIamPermissionsRequest) *ProjectsModelsTestIamPermissionsCall {
	c := &ProjectsModelsTestIamPermissionsCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.resource = resource
	c.googleiamv1__testiampermissionsrequest = googleiamv1__testiampermissionsrequest
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsModelsTestIamPermissionsCall) Fields(s ...googleapi.Field) *ProjectsModelsTestIamPermissionsCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsModelsTestIamPermissionsCall) Context(ctx context.Context) *ProjectsModelsTestIamPermissionsCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsModelsTestIamPermissionsCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsModelsTestIamPermissionsCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	var body io.Reader = nil
	body, err := googleapi.WithoutDataWrapper.JSONReader(c.googleiamv1__testiampermissionsrequest)
	if err != nil {
		return nil, err
	}
	reqHeaders.Set("Content-Type", "application/json")
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+resource}:testIamPermissions")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("POST", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"resource": c.resource,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.models.testIamPermissions" call.
// Exactly one of *GoogleIamV1__TestIamPermissionsResponse or error will
// be non-nil. Any non-2xx status code is an error. Response headers are
// in either
// *GoogleIamV1__TestIamPermissionsResponse.ServerResponse.Header or (if
// a response was returned at all) in error.(*googleapi.Error).Header.
// Use googleapi.IsNotModified to check whether the returned error was
// because http.StatusNotModified was returned.
func (c *ProjectsModelsTestIamPermissionsCall) Do(opts ...googleapi.CallOption) (*GoogleIamV1__TestIamPermissionsResponse, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleIamV1__TestIamPermissionsResponse{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "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.",
	//   "flatPath": "v1/projects/{projectsId}/models/{modelsId}:testIamPermissions",
	//   "httpMethod": "POST",
	//   "id": "ml.projects.models.testIamPermissions",
	//   "parameterOrder": [
	//     "resource"
	//   ],
	//   "parameters": {
	//     "resource": {
	//       "description": "REQUIRED: The resource for which the policy detail is being requested. See [Resource names](https://cloud.google.com/apis/design/resource_names) for the appropriate value for this field.",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+/models/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+resource}:testIamPermissions",
	//   "request": {
	//     "$ref": "GoogleIamV1__TestIamPermissionsRequest"
	//   },
	//   "response": {
	//     "$ref": "GoogleIamV1__TestIamPermissionsResponse"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform"
	//   ]
	// }

}

// method id "ml.projects.models.versions.create":

type ProjectsModelsVersionsCreateCall struct {
	s                        *Service
	parent                   string
	googlecloudmlv1__version *GoogleCloudMlV1__Version
	urlParams_               gensupport.URLParams
	ctx_                     context.Context
	header_                  http.Header
}

// Create: Creates a new version of a model from a trained TensorFlow
// model. If the version created in the cloud by this call is the first
// deployed version of the specified model, it will be made the default
// version of the model. When you add a version to a model that already
// has one or more versions, the default version does not automatically
// change. If you want a new version to be the default, you must call
// projects.models.versions.setDefault.
//
// - parent: The name of the model.
func (r *ProjectsModelsVersionsService) Create(parent string, googlecloudmlv1__version *GoogleCloudMlV1__Version) *ProjectsModelsVersionsCreateCall {
	c := &ProjectsModelsVersionsCreateCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.parent = parent
	c.googlecloudmlv1__version = googlecloudmlv1__version
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsModelsVersionsCreateCall) Fields(s ...googleapi.Field) *ProjectsModelsVersionsCreateCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsModelsVersionsCreateCall) Context(ctx context.Context) *ProjectsModelsVersionsCreateCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsModelsVersionsCreateCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsModelsVersionsCreateCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	var body io.Reader = nil
	body, err := googleapi.WithoutDataWrapper.JSONReader(c.googlecloudmlv1__version)
	if err != nil {
		return nil, err
	}
	reqHeaders.Set("Content-Type", "application/json")
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+parent}/versions")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("POST", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"parent": c.parent,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.models.versions.create" call.
// Exactly one of *GoogleLongrunning__Operation or error will be
// non-nil. Any non-2xx status code is an error. Response headers are in
// either *GoogleLongrunning__Operation.ServerResponse.Header or (if a
// response was returned at all) in error.(*googleapi.Error).Header. Use
// googleapi.IsNotModified to check whether the returned error was
// because http.StatusNotModified was returned.
func (c *ProjectsModelsVersionsCreateCall) Do(opts ...googleapi.CallOption) (*GoogleLongrunning__Operation, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleLongrunning__Operation{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Creates a new version of a model from a trained TensorFlow model. If the version created in the cloud by this call is the first deployed version of the specified model, it will be made the default version of the model. When you add a version to a model that already has one or more versions, the default version does not automatically change. If you want a new version to be the default, you must call projects.models.versions.setDefault.",
	//   "flatPath": "v1/projects/{projectsId}/models/{modelsId}/versions",
	//   "httpMethod": "POST",
	//   "id": "ml.projects.models.versions.create",
	//   "parameterOrder": [
	//     "parent"
	//   ],
	//   "parameters": {
	//     "parent": {
	//       "description": "Required. The name of the model.",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+/models/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+parent}/versions",
	//   "request": {
	//     "$ref": "GoogleCloudMlV1__Version"
	//   },
	//   "response": {
	//     "$ref": "GoogleLongrunning__Operation"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform"
	//   ]
	// }

}

// method id "ml.projects.models.versions.delete":

type ProjectsModelsVersionsDeleteCall struct {
	s          *Service
	name       string
	urlParams_ gensupport.URLParams
	ctx_       context.Context
	header_    http.Header
}

// Delete: Deletes a model version. Each model can have multiple
// versions deployed and in use at any given time. Use this method to
// remove a single version. Note: You cannot delete the version that is
// set as the default version of the model unless it is the only
// remaining version.
//
//   - name: The name of the version. You can get the names of all the
//     versions of a model by calling projects.models.versions.list.
func (r *ProjectsModelsVersionsService) Delete(name string) *ProjectsModelsVersionsDeleteCall {
	c := &ProjectsModelsVersionsDeleteCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.name = name
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsModelsVersionsDeleteCall) Fields(s ...googleapi.Field) *ProjectsModelsVersionsDeleteCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsModelsVersionsDeleteCall) Context(ctx context.Context) *ProjectsModelsVersionsDeleteCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsModelsVersionsDeleteCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsModelsVersionsDeleteCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	var body io.Reader = nil
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+name}")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("DELETE", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"name": c.name,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.models.versions.delete" call.
// Exactly one of *GoogleLongrunning__Operation or error will be
// non-nil. Any non-2xx status code is an error. Response headers are in
// either *GoogleLongrunning__Operation.ServerResponse.Header or (if a
// response was returned at all) in error.(*googleapi.Error).Header. Use
// googleapi.IsNotModified to check whether the returned error was
// because http.StatusNotModified was returned.
func (c *ProjectsModelsVersionsDeleteCall) Do(opts ...googleapi.CallOption) (*GoogleLongrunning__Operation, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleLongrunning__Operation{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Deletes a model version. Each model can have multiple versions deployed and in use at any given time. Use this method to remove a single version. Note: You cannot delete the version that is set as the default version of the model unless it is the only remaining version.",
	//   "flatPath": "v1/projects/{projectsId}/models/{modelsId}/versions/{versionsId}",
	//   "httpMethod": "DELETE",
	//   "id": "ml.projects.models.versions.delete",
	//   "parameterOrder": [
	//     "name"
	//   ],
	//   "parameters": {
	//     "name": {
	//       "description": "Required. The name of the version. You can get the names of all the versions of a model by calling projects.models.versions.list.",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+/models/[^/]+/versions/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+name}",
	//   "response": {
	//     "$ref": "GoogleLongrunning__Operation"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform"
	//   ]
	// }

}

// method id "ml.projects.models.versions.get":

type ProjectsModelsVersionsGetCall struct {
	s            *Service
	name         string
	urlParams_   gensupport.URLParams
	ifNoneMatch_ string
	ctx_         context.Context
	header_      http.Header
}

// Get: Gets information about a model version. Models can have multiple
// versions. You can call projects.models.versions.list to get the same
// information that this method returns for all of the versions of a
// model.
//
// - name: The name of the version.
func (r *ProjectsModelsVersionsService) Get(name string) *ProjectsModelsVersionsGetCall {
	c := &ProjectsModelsVersionsGetCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.name = name
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsModelsVersionsGetCall) Fields(s ...googleapi.Field) *ProjectsModelsVersionsGetCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// IfNoneMatch sets the optional parameter which makes the operation
// fail if the object's ETag matches the given value. This is useful for
// getting updates only after the object has changed since the last
// request. Use googleapi.IsNotModified to check whether the response
// error from Do is the result of In-None-Match.
func (c *ProjectsModelsVersionsGetCall) IfNoneMatch(entityTag string) *ProjectsModelsVersionsGetCall {
	c.ifNoneMatch_ = entityTag
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsModelsVersionsGetCall) Context(ctx context.Context) *ProjectsModelsVersionsGetCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsModelsVersionsGetCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsModelsVersionsGetCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	if c.ifNoneMatch_ != "" {
		reqHeaders.Set("If-None-Match", c.ifNoneMatch_)
	}
	var body io.Reader = nil
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+name}")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("GET", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"name": c.name,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.models.versions.get" call.
// Exactly one of *GoogleCloudMlV1__Version or error will be non-nil.
// Any non-2xx status code is an error. Response headers are in either
// *GoogleCloudMlV1__Version.ServerResponse.Header or (if a response was
// returned at all) in error.(*googleapi.Error).Header. Use
// googleapi.IsNotModified to check whether the returned error was
// because http.StatusNotModified was returned.
func (c *ProjectsModelsVersionsGetCall) Do(opts ...googleapi.CallOption) (*GoogleCloudMlV1__Version, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleCloudMlV1__Version{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Gets information about a model version. Models can have multiple versions. You can call projects.models.versions.list to get the same information that this method returns for all of the versions of a model.",
	//   "flatPath": "v1/projects/{projectsId}/models/{modelsId}/versions/{versionsId}",
	//   "httpMethod": "GET",
	//   "id": "ml.projects.models.versions.get",
	//   "parameterOrder": [
	//     "name"
	//   ],
	//   "parameters": {
	//     "name": {
	//       "description": "Required. The name of the version.",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+/models/[^/]+/versions/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+name}",
	//   "response": {
	//     "$ref": "GoogleCloudMlV1__Version"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform"
	//   ]
	// }

}

// method id "ml.projects.models.versions.list":

type ProjectsModelsVersionsListCall struct {
	s            *Service
	parent       string
	urlParams_   gensupport.URLParams
	ifNoneMatch_ string
	ctx_         context.Context
	header_      http.Header
}

// List: Gets basic information about all the versions of a model. If
// you expect that a model has many versions, or if you need to handle
// only a limited number of results at a time, you can request that the
// list be retrieved in batches (called pages). If there are no versions
// that match the request parameters, the list request returns an empty
// response body: {}.
//
// - parent: The name of the model for which to list the version.
func (r *ProjectsModelsVersionsService) List(parent string) *ProjectsModelsVersionsListCall {
	c := &ProjectsModelsVersionsListCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.parent = parent
	return c
}

// Filter sets the optional parameter "filter": Specifies the subset of
// versions to retrieve.
func (c *ProjectsModelsVersionsListCall) Filter(filter string) *ProjectsModelsVersionsListCall {
	c.urlParams_.Set("filter", filter)
	return c
}

// PageSize sets the optional parameter "pageSize": The number of
// versions to retrieve per "page" of results. If there are more
// remaining results than this number, the response message will contain
// a valid value in the `next_page_token` field. The default value is
// 20, and the maximum page size is 100.
func (c *ProjectsModelsVersionsListCall) PageSize(pageSize int64) *ProjectsModelsVersionsListCall {
	c.urlParams_.Set("pageSize", fmt.Sprint(pageSize))
	return c
}

// PageToken sets the optional parameter "pageToken": A page token to
// request the next page of results. You get the token from the
// `next_page_token` field of the response from the previous call.
func (c *ProjectsModelsVersionsListCall) PageToken(pageToken string) *ProjectsModelsVersionsListCall {
	c.urlParams_.Set("pageToken", pageToken)
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsModelsVersionsListCall) Fields(s ...googleapi.Field) *ProjectsModelsVersionsListCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// IfNoneMatch sets the optional parameter which makes the operation
// fail if the object's ETag matches the given value. This is useful for
// getting updates only after the object has changed since the last
// request. Use googleapi.IsNotModified to check whether the response
// error from Do is the result of In-None-Match.
func (c *ProjectsModelsVersionsListCall) IfNoneMatch(entityTag string) *ProjectsModelsVersionsListCall {
	c.ifNoneMatch_ = entityTag
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsModelsVersionsListCall) Context(ctx context.Context) *ProjectsModelsVersionsListCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsModelsVersionsListCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsModelsVersionsListCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	if c.ifNoneMatch_ != "" {
		reqHeaders.Set("If-None-Match", c.ifNoneMatch_)
	}
	var body io.Reader = nil
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+parent}/versions")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("GET", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"parent": c.parent,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.models.versions.list" call.
// Exactly one of *GoogleCloudMlV1__ListVersionsResponse or error will
// be non-nil. Any non-2xx status code is an error. Response headers are
// in either
// *GoogleCloudMlV1__ListVersionsResponse.ServerResponse.Header or (if a
// response was returned at all) in error.(*googleapi.Error).Header. Use
// googleapi.IsNotModified to check whether the returned error was
// because http.StatusNotModified was returned.
func (c *ProjectsModelsVersionsListCall) Do(opts ...googleapi.CallOption) (*GoogleCloudMlV1__ListVersionsResponse, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleCloudMlV1__ListVersionsResponse{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Gets basic information about all the versions of a model. If you expect that a model has many versions, or if you need to handle only a limited number of results at a time, you can request that the list be retrieved in batches (called pages). If there are no versions that match the request parameters, the list request returns an empty response body: {}.",
	//   "flatPath": "v1/projects/{projectsId}/models/{modelsId}/versions",
	//   "httpMethod": "GET",
	//   "id": "ml.projects.models.versions.list",
	//   "parameterOrder": [
	//     "parent"
	//   ],
	//   "parameters": {
	//     "filter": {
	//       "description": "Optional. Specifies the subset of versions to retrieve.",
	//       "location": "query",
	//       "type": "string"
	//     },
	//     "pageSize": {
	//       "description": "Optional. The number of versions to retrieve per \"page\" of results. If there are more remaining results than this number, the response message will contain a valid value in the `next_page_token` field. The default value is 20, and the maximum page size is 100.",
	//       "format": "int32",
	//       "location": "query",
	//       "type": "integer"
	//     },
	//     "pageToken": {
	//       "description": "Optional. A page token to request the next page of results. You get the token from the `next_page_token` field of the response from the previous call.",
	//       "location": "query",
	//       "type": "string"
	//     },
	//     "parent": {
	//       "description": "Required. The name of the model for which to list the version.",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+/models/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+parent}/versions",
	//   "response": {
	//     "$ref": "GoogleCloudMlV1__ListVersionsResponse"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform",
	//     "https://www.googleapis.com/auth/cloud-platform.read-only"
	//   ]
	// }

}

// Pages invokes f for each page of results.
// A non-nil error returned from f will halt the iteration.
// The provided context supersedes any context provided to the Context method.
func (c *ProjectsModelsVersionsListCall) Pages(ctx context.Context, f func(*GoogleCloudMlV1__ListVersionsResponse) error) error {
	c.ctx_ = ctx
	defer c.PageToken(c.urlParams_.Get("pageToken")) // reset paging to original point
	for {
		x, err := c.Do()
		if err != nil {
			return err
		}
		if err := f(x); err != nil {
			return err
		}
		if x.NextPageToken == "" {
			return nil
		}
		c.PageToken(x.NextPageToken)
	}
}

// method id "ml.projects.models.versions.patch":

type ProjectsModelsVersionsPatchCall struct {
	s                        *Service
	name                     string
	googlecloudmlv1__version *GoogleCloudMlV1__Version
	urlParams_               gensupport.URLParams
	ctx_                     context.Context
	header_                  http.Header
}

// Patch: Updates the specified Version resource. Currently the only
// update-able fields are `description`, `requestLoggingConfig`,
// `autoScaling.minNodes`, and `manualScaling.nodes`.
//
// - name: The name of the model.
func (r *ProjectsModelsVersionsService) Patch(name string, googlecloudmlv1__version *GoogleCloudMlV1__Version) *ProjectsModelsVersionsPatchCall {
	c := &ProjectsModelsVersionsPatchCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.name = name
	c.googlecloudmlv1__version = googlecloudmlv1__version
	return c
}

// UpdateMask sets the optional parameter "updateMask": Required.
// Specifies the path, relative to `Version`, of the field to update.
// Must be present and non-empty. For example, to change the description
// of a version to "foo", the `update_mask` parameter would be specified
// as `description`, and the `PATCH` request body would specify the new
// value, as follows: ``` { "description": "foo" } ``` Currently the
// only supported update mask fields are `description`,
// `requestLoggingConfig`, `autoScaling.minNodes`, and
// `manualScaling.nodes`. However, you can only update
// `manualScaling.nodes` if the version uses a Compute Engine (N1)
// machine type (/ml-engine/docs/machine-types-online-prediction).
func (c *ProjectsModelsVersionsPatchCall) UpdateMask(updateMask string) *ProjectsModelsVersionsPatchCall {
	c.urlParams_.Set("updateMask", updateMask)
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsModelsVersionsPatchCall) Fields(s ...googleapi.Field) *ProjectsModelsVersionsPatchCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsModelsVersionsPatchCall) Context(ctx context.Context) *ProjectsModelsVersionsPatchCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsModelsVersionsPatchCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsModelsVersionsPatchCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	var body io.Reader = nil
	body, err := googleapi.WithoutDataWrapper.JSONReader(c.googlecloudmlv1__version)
	if err != nil {
		return nil, err
	}
	reqHeaders.Set("Content-Type", "application/json")
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+name}")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("PATCH", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"name": c.name,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.models.versions.patch" call.
// Exactly one of *GoogleLongrunning__Operation or error will be
// non-nil. Any non-2xx status code is an error. Response headers are in
// either *GoogleLongrunning__Operation.ServerResponse.Header or (if a
// response was returned at all) in error.(*googleapi.Error).Header. Use
// googleapi.IsNotModified to check whether the returned error was
// because http.StatusNotModified was returned.
func (c *ProjectsModelsVersionsPatchCall) Do(opts ...googleapi.CallOption) (*GoogleLongrunning__Operation, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleLongrunning__Operation{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Updates the specified Version resource. Currently the only update-able fields are `description`, `requestLoggingConfig`, `autoScaling.minNodes`, and `manualScaling.nodes`.",
	//   "flatPath": "v1/projects/{projectsId}/models/{modelsId}/versions/{versionsId}",
	//   "httpMethod": "PATCH",
	//   "id": "ml.projects.models.versions.patch",
	//   "parameterOrder": [
	//     "name"
	//   ],
	//   "parameters": {
	//     "name": {
	//       "description": "Required. The name of the model.",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+/models/[^/]+/versions/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     },
	//     "updateMask": {
	//       "description": "Required. Specifies the path, relative to `Version`, of the field to update. Must be present and non-empty. For example, to change the description of a version to \"foo\", the `update_mask` parameter would be specified as `description`, and the `PATCH` request body would specify the new value, as follows: ``` { \"description\": \"foo\" } ``` Currently the only supported update mask fields are `description`, `requestLoggingConfig`, `autoScaling.minNodes`, and `manualScaling.nodes`. However, you can only update `manualScaling.nodes` if the version uses a [Compute Engine (N1) machine type](/ml-engine/docs/machine-types-online-prediction).",
	//       "format": "google-fieldmask",
	//       "location": "query",
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+name}",
	//   "request": {
	//     "$ref": "GoogleCloudMlV1__Version"
	//   },
	//   "response": {
	//     "$ref": "GoogleLongrunning__Operation"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform"
	//   ]
	// }

}

// method id "ml.projects.models.versions.setDefault":

type ProjectsModelsVersionsSetDefaultCall struct {
	s                                         *Service
	name                                      string
	googlecloudmlv1__setdefaultversionrequest *GoogleCloudMlV1__SetDefaultVersionRequest
	urlParams_                                gensupport.URLParams
	ctx_                                      context.Context
	header_                                   http.Header
}

// SetDefault: Designates a version to be the default for the model. The
// default version is used for prediction requests made against the
// model that don't specify a version. The first version to be created
// for a model is automatically set as the default. You must make any
// subsequent changes to the default version setting manually using this
// method.
//
//   - name: The name of the version to make the default for the model.
//     You can get the names of all the versions of a model by calling
//     projects.models.versions.list.
func (r *ProjectsModelsVersionsService) SetDefault(name string, googlecloudmlv1__setdefaultversionrequest *GoogleCloudMlV1__SetDefaultVersionRequest) *ProjectsModelsVersionsSetDefaultCall {
	c := &ProjectsModelsVersionsSetDefaultCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.name = name
	c.googlecloudmlv1__setdefaultversionrequest = googlecloudmlv1__setdefaultversionrequest
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsModelsVersionsSetDefaultCall) Fields(s ...googleapi.Field) *ProjectsModelsVersionsSetDefaultCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsModelsVersionsSetDefaultCall) Context(ctx context.Context) *ProjectsModelsVersionsSetDefaultCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsModelsVersionsSetDefaultCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsModelsVersionsSetDefaultCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	var body io.Reader = nil
	body, err := googleapi.WithoutDataWrapper.JSONReader(c.googlecloudmlv1__setdefaultversionrequest)
	if err != nil {
		return nil, err
	}
	reqHeaders.Set("Content-Type", "application/json")
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+name}:setDefault")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("POST", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"name": c.name,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.models.versions.setDefault" call.
// Exactly one of *GoogleCloudMlV1__Version or error will be non-nil.
// Any non-2xx status code is an error. Response headers are in either
// *GoogleCloudMlV1__Version.ServerResponse.Header or (if a response was
// returned at all) in error.(*googleapi.Error).Header. Use
// googleapi.IsNotModified to check whether the returned error was
// because http.StatusNotModified was returned.
func (c *ProjectsModelsVersionsSetDefaultCall) Do(opts ...googleapi.CallOption) (*GoogleCloudMlV1__Version, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleCloudMlV1__Version{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Designates a version to be the default for the model. The default version is used for prediction requests made against the model that don't specify a version. The first version to be created for a model is automatically set as the default. You must make any subsequent changes to the default version setting manually using this method.",
	//   "flatPath": "v1/projects/{projectsId}/models/{modelsId}/versions/{versionsId}:setDefault",
	//   "httpMethod": "POST",
	//   "id": "ml.projects.models.versions.setDefault",
	//   "parameterOrder": [
	//     "name"
	//   ],
	//   "parameters": {
	//     "name": {
	//       "description": "Required. The name of the version to make the default for the model. You can get the names of all the versions of a model by calling projects.models.versions.list.",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+/models/[^/]+/versions/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+name}:setDefault",
	//   "request": {
	//     "$ref": "GoogleCloudMlV1__SetDefaultVersionRequest"
	//   },
	//   "response": {
	//     "$ref": "GoogleCloudMlV1__Version"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform"
	//   ]
	// }

}

// method id "ml.projects.operations.cancel":

type ProjectsOperationsCancelCall struct {
	s          *Service
	name       string
	urlParams_ gensupport.URLParams
	ctx_       context.Context
	header_    http.Header
}

// Cancel: Starts asynchronous cancellation on a long-running operation.
// The server makes a best effort to cancel the operation, but success
// is not guaranteed. If the server doesn't support this method, it
// returns `google.rpc.Code.UNIMPLEMENTED`. Clients can use
// Operations.GetOperation or other methods to check whether the
// cancellation succeeded or whether the operation completed despite
// cancellation. On successful cancellation, the operation is not
// deleted; instead, it becomes an operation with an Operation.error
// value with a google.rpc.Status.code of 1, corresponding to
// `Code.CANCELLED`.
//
// - name: The name of the operation resource to be cancelled.
func (r *ProjectsOperationsService) Cancel(name string) *ProjectsOperationsCancelCall {
	c := &ProjectsOperationsCancelCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.name = name
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsOperationsCancelCall) Fields(s ...googleapi.Field) *ProjectsOperationsCancelCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsOperationsCancelCall) Context(ctx context.Context) *ProjectsOperationsCancelCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsOperationsCancelCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsOperationsCancelCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	var body io.Reader = nil
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+name}:cancel")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("POST", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"name": c.name,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.operations.cancel" call.
// Exactly one of *GoogleProtobuf__Empty or error will be non-nil. Any
// non-2xx status code is an error. Response headers are in either
// *GoogleProtobuf__Empty.ServerResponse.Header or (if a response was
// returned at all) in error.(*googleapi.Error).Header. Use
// googleapi.IsNotModified to check whether the returned error was
// because http.StatusNotModified was returned.
func (c *ProjectsOperationsCancelCall) Do(opts ...googleapi.CallOption) (*GoogleProtobuf__Empty, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleProtobuf__Empty{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Starts asynchronous cancellation on a long-running operation. The server makes a best effort to cancel the operation, but success is not guaranteed. If the server doesn't support this method, it returns `google.rpc.Code.UNIMPLEMENTED`. Clients can use Operations.GetOperation or other methods to check whether the cancellation succeeded or whether the operation completed despite cancellation. On successful cancellation, the operation is not deleted; instead, it becomes an operation with an Operation.error value with a google.rpc.Status.code of 1, corresponding to `Code.CANCELLED`.",
	//   "flatPath": "v1/projects/{projectsId}/operations/{operationsId}:cancel",
	//   "httpMethod": "POST",
	//   "id": "ml.projects.operations.cancel",
	//   "parameterOrder": [
	//     "name"
	//   ],
	//   "parameters": {
	//     "name": {
	//       "description": "The name of the operation resource to be cancelled.",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+/operations/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+name}:cancel",
	//   "response": {
	//     "$ref": "GoogleProtobuf__Empty"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform"
	//   ]
	// }

}

// method id "ml.projects.operations.get":

type ProjectsOperationsGetCall struct {
	s            *Service
	name         string
	urlParams_   gensupport.URLParams
	ifNoneMatch_ string
	ctx_         context.Context
	header_      http.Header
}

// Get: Gets the latest state of a long-running operation. Clients can
// use this method to poll the operation result at intervals as
// recommended by the API service.
//
// - name: The name of the operation resource.
func (r *ProjectsOperationsService) Get(name string) *ProjectsOperationsGetCall {
	c := &ProjectsOperationsGetCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.name = name
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsOperationsGetCall) Fields(s ...googleapi.Field) *ProjectsOperationsGetCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// IfNoneMatch sets the optional parameter which makes the operation
// fail if the object's ETag matches the given value. This is useful for
// getting updates only after the object has changed since the last
// request. Use googleapi.IsNotModified to check whether the response
// error from Do is the result of In-None-Match.
func (c *ProjectsOperationsGetCall) IfNoneMatch(entityTag string) *ProjectsOperationsGetCall {
	c.ifNoneMatch_ = entityTag
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsOperationsGetCall) Context(ctx context.Context) *ProjectsOperationsGetCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsOperationsGetCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsOperationsGetCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	if c.ifNoneMatch_ != "" {
		reqHeaders.Set("If-None-Match", c.ifNoneMatch_)
	}
	var body io.Reader = nil
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+name}")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("GET", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"name": c.name,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.operations.get" call.
// Exactly one of *GoogleLongrunning__Operation or error will be
// non-nil. Any non-2xx status code is an error. Response headers are in
// either *GoogleLongrunning__Operation.ServerResponse.Header or (if a
// response was returned at all) in error.(*googleapi.Error).Header. Use
// googleapi.IsNotModified to check whether the returned error was
// because http.StatusNotModified was returned.
func (c *ProjectsOperationsGetCall) Do(opts ...googleapi.CallOption) (*GoogleLongrunning__Operation, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleLongrunning__Operation{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Gets the latest state of a long-running operation. Clients can use this method to poll the operation result at intervals as recommended by the API service.",
	//   "flatPath": "v1/projects/{projectsId}/operations/{operationsId}",
	//   "httpMethod": "GET",
	//   "id": "ml.projects.operations.get",
	//   "parameterOrder": [
	//     "name"
	//   ],
	//   "parameters": {
	//     "name": {
	//       "description": "The name of the operation resource.",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+/operations/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+name}",
	//   "response": {
	//     "$ref": "GoogleLongrunning__Operation"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform"
	//   ]
	// }

}

// method id "ml.projects.operations.list":

type ProjectsOperationsListCall struct {
	s            *Service
	name         string
	urlParams_   gensupport.URLParams
	ifNoneMatch_ string
	ctx_         context.Context
	header_      http.Header
}

// List: Lists operations that match the specified filter in the
// request. If the server doesn't support this method, it returns
// `UNIMPLEMENTED`.
//
// - name: The name of the operation's parent resource.
func (r *ProjectsOperationsService) List(name string) *ProjectsOperationsListCall {
	c := &ProjectsOperationsListCall{s: r.s, urlParams_: make(gensupport.URLParams)}
	c.name = name
	return c
}

// Filter sets the optional parameter "filter": The standard list
// filter.
func (c *ProjectsOperationsListCall) Filter(filter string) *ProjectsOperationsListCall {
	c.urlParams_.Set("filter", filter)
	return c
}

// PageSize sets the optional parameter "pageSize": The standard list
// page size.
func (c *ProjectsOperationsListCall) PageSize(pageSize int64) *ProjectsOperationsListCall {
	c.urlParams_.Set("pageSize", fmt.Sprint(pageSize))
	return c
}

// PageToken sets the optional parameter "pageToken": The standard list
// page token.
func (c *ProjectsOperationsListCall) PageToken(pageToken string) *ProjectsOperationsListCall {
	c.urlParams_.Set("pageToken", pageToken)
	return c
}

// Fields allows partial responses to be retrieved. See
// https://developers.google.com/gdata/docs/2.0/basics#PartialResponse
// for more information.
func (c *ProjectsOperationsListCall) Fields(s ...googleapi.Field) *ProjectsOperationsListCall {
	c.urlParams_.Set("fields", googleapi.CombineFields(s))
	return c
}

// IfNoneMatch sets the optional parameter which makes the operation
// fail if the object's ETag matches the given value. This is useful for
// getting updates only after the object has changed since the last
// request. Use googleapi.IsNotModified to check whether the response
// error from Do is the result of In-None-Match.
func (c *ProjectsOperationsListCall) IfNoneMatch(entityTag string) *ProjectsOperationsListCall {
	c.ifNoneMatch_ = entityTag
	return c
}

// Context sets the context to be used in this call's Do method. Any
// pending HTTP request will be aborted if the provided context is
// canceled.
func (c *ProjectsOperationsListCall) Context(ctx context.Context) *ProjectsOperationsListCall {
	c.ctx_ = ctx
	return c
}

// Header returns an http.Header that can be modified by the caller to
// add HTTP headers to the request.
func (c *ProjectsOperationsListCall) Header() http.Header {
	if c.header_ == nil {
		c.header_ = make(http.Header)
	}
	return c.header_
}

func (c *ProjectsOperationsListCall) doRequest(alt string) (*http.Response, error) {
	reqHeaders := make(http.Header)
	reqHeaders.Set("x-goog-api-client", "gl-go/"+gensupport.GoVersion()+" gdcl/"+internal.Version)
	for k, v := range c.header_ {
		reqHeaders[k] = v
	}
	reqHeaders.Set("User-Agent", c.s.userAgent())
	if c.ifNoneMatch_ != "" {
		reqHeaders.Set("If-None-Match", c.ifNoneMatch_)
	}
	var body io.Reader = nil
	c.urlParams_.Set("alt", alt)
	c.urlParams_.Set("prettyPrint", "false")
	urls := googleapi.ResolveRelative(c.s.BasePath, "v1/{+name}/operations")
	urls += "?" + c.urlParams_.Encode()
	req, err := http.NewRequest("GET", urls, body)
	if err != nil {
		return nil, err
	}
	req.Header = reqHeaders
	googleapi.Expand(req.URL, map[string]string{
		"name": c.name,
	})
	return gensupport.SendRequest(c.ctx_, c.s.client, req)
}

// Do executes the "ml.projects.operations.list" call.
// Exactly one of *GoogleLongrunning__ListOperationsResponse or error
// will be non-nil. Any non-2xx status code is an error. Response
// headers are in either
// *GoogleLongrunning__ListOperationsResponse.ServerResponse.Header or
// (if a response was returned at all) in
// error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check
// whether the returned error was because http.StatusNotModified was
// returned.
func (c *ProjectsOperationsListCall) Do(opts ...googleapi.CallOption) (*GoogleLongrunning__ListOperationsResponse, error) {
	gensupport.SetOptions(c.urlParams_, opts...)
	res, err := c.doRequest("json")
	if res != nil && res.StatusCode == http.StatusNotModified {
		if res.Body != nil {
			res.Body.Close()
		}
		return nil, gensupport.WrapError(&googleapi.Error{
			Code:   res.StatusCode,
			Header: res.Header,
		})
	}
	if err != nil {
		return nil, err
	}
	defer googleapi.CloseBody(res)
	if err := googleapi.CheckResponse(res); err != nil {
		return nil, gensupport.WrapError(err)
	}
	ret := &GoogleLongrunning__ListOperationsResponse{
		ServerResponse: googleapi.ServerResponse{
			Header:         res.Header,
			HTTPStatusCode: res.StatusCode,
		},
	}
	target := &ret
	if err := gensupport.DecodeResponse(target, res); err != nil {
		return nil, err
	}
	return ret, nil
	// {
	//   "description": "Lists operations that match the specified filter in the request. If the server doesn't support this method, it returns `UNIMPLEMENTED`.",
	//   "flatPath": "v1/projects/{projectsId}/operations",
	//   "httpMethod": "GET",
	//   "id": "ml.projects.operations.list",
	//   "parameterOrder": [
	//     "name"
	//   ],
	//   "parameters": {
	//     "filter": {
	//       "description": "The standard list filter.",
	//       "location": "query",
	//       "type": "string"
	//     },
	//     "name": {
	//       "description": "The name of the operation's parent resource.",
	//       "location": "path",
	//       "pattern": "^projects/[^/]+$",
	//       "required": true,
	//       "type": "string"
	//     },
	//     "pageSize": {
	//       "description": "The standard list page size.",
	//       "format": "int32",
	//       "location": "query",
	//       "type": "integer"
	//     },
	//     "pageToken": {
	//       "description": "The standard list page token.",
	//       "location": "query",
	//       "type": "string"
	//     }
	//   },
	//   "path": "v1/{+name}/operations",
	//   "response": {
	//     "$ref": "GoogleLongrunning__ListOperationsResponse"
	//   },
	//   "scopes": [
	//     "https://www.googleapis.com/auth/cloud-platform"
	//   ]
	// }

}

// Pages invokes f for each page of results.
// A non-nil error returned from f will halt the iteration.
// The provided context supersedes any context provided to the Context method.
func (c *ProjectsOperationsListCall) Pages(ctx context.Context, f func(*GoogleLongrunning__ListOperationsResponse) error) error {
	c.ctx_ = ctx
	defer c.PageToken(c.urlParams_.Get("pageToken")) // reset paging to original point
	for {
		x, err := c.Do()
		if err != nil {
			return err
		}
		if err := f(x); err != nil {
			return err
		}
		if x.NextPageToken == "" {
			return nil
		}
		c.PageToken(x.NextPageToken)
	}
}
