ml/v1/ml-gen.go

// Copyright 2020 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/
//
// 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 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 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 option.WithTokenSource:
//
//   config := &oauth2.Config{...}
//   // ...
//   token, err := config.Exchange(ctx, ...)
//   mlService, err := ml.NewService(ctx, option.WithTokenSource(config.TokenSource(ctx, token)))
//
// See https://godoc.org/google.golang.org/api/option/ 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"
	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

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 (
	// View and manage your data across Google Cloud Platform services
	CloudPlatformScope = "https://www.googleapis.com/auth/cloud-platform"

	// View your data across Google Cloud Platform services
	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 := option.WithScopes(
		"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 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 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 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 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 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 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 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)
}

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 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 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 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 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)
}

// 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 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 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 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 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 Tesla V100 GPU.
	//   "NVIDIA_TESLA_P4" - Nvidia Tesla P4 GPU.
	//   "NVIDIA_TESLA_T4" - Nvidia Tesla T4 GPU.
	//   "TPU_V2" - TPU v2.
	//   "TPU_V3" - TPU v3.
	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 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 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 {
	// 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. Note that you cannot use
	// AutoScaling if your version uses
	// [GPUs](#Version.FIELDS.accelerator_config). Instead, you must use
	// ManualScaling. 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. "MinNodes") to
	// unconditionally include in API requests. By default, fields with
	// empty 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. "MinNodes") 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 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 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 Tesla V100 GPU.
	//   "NVIDIA_TESLA_P4" - Nvidia Tesla P4 GPU.
	//   "NVIDIA_TESLA_T4" - Nvidia Tesla T4 GPU.
	//   "TPU_V2" - TPU v2.
	//   "TPU_V3" - TPU v3.
	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 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 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 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 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 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__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 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__EndpointMap:  EndpointMap is used to provide paths
// for predict/explain/healthcheck to customers. It's an output only
// field in the version proto which can be only set on the server side.
// Public endpoints follow the format specified on the user facing doc,
// and private endpoints are customized for each privately deploymed
// model/version.
type GoogleCloudMlV1__EndpointMap struct {
	// Explain: Optional. Http(s) path to send explain requests.
	Explain string `json:"explain,omitempty"`

	// Health: Http(s) path to send health check requests.
	Health string `json:"health,omitempty"`

	// Predict: Http(s) path to send prediction requests.
	Predict string `json:"predict,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Explain") to
	// unconditionally include in API requests. By default, fields with
	// empty 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. "Explain") 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__EndpointMap) MarshalJSON() ([]byte, error) {
	type NoMethod GoogleCloudMlV1__EndpointMap
	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 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 two feature
// attribution methods supported for TensorFlow models: integrated
// gradients and sampled Shapley. [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 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 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"`

	// ForceSendFields is a list of field names (e.g. "AllMetrics") to
	// unconditionally include in API requests. By default, fields with
	// empty 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 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 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"`

	// 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 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 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 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 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)
}

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 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 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 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 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 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 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__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.
	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 Stackdriver 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 [Stackdriver 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 StackDriver Logging. These logs are like standard
	// server access logs, containing information like timestamp and latency
	// for each request. Note that [Stackdriver 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 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.
	//   "MIGRATE_TO_UCAIP" - An operation to migrate existing model/version
	// to uCAIP.
	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 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 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 {
		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
}

// 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 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_doc
	// s/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 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 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-machin
	// e-types-with-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"`

	// 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_vers
	// ioning_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 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 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__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 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. 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 [provide
	// this field in a `config.yaml`
	// file](/ai-platform/training/docs/training-jobs#formatting_your_configu
	// ration_parameters). For example: ```yaml trainingInput: ...
	// scheduling: maxRunningTime: 7200s ... ```
	MaxRunningTime string `json:"maxRunningTime,omitempty"`

	MaxWaitTime string `json:"maxWaitTime,omitempty"`

	// ForceSendFields is a list of field names (e.g. "MaxRunningTime") to
	// unconditionally include in API requests. By default, fields with
	// empty 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 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 Optimization 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 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 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 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 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"`

	// 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-machin
	// e-types-with-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-machin
	// e-types-with-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. The following types are
	// supported: - `n1-standard-4` - `n1-standard-8` - `n1-standard-16` -
	// `n1-standard-32` - `n1-standard-64` - `n1-standard-96` -
	// `n1-highmem-2` - `n1-highmem-4` - `n1-highmem-8` - `n1-highmem-16` -
	// `n1-highmem-32` - `n1-highmem-64` - `n1-highmem-96` - `n1-highcpu-16`
	// - `n1-highcpu-32` - `n1-highcpu-64` - `n1-highcpu-96` Learn more
	// about [using Compute Engine machine
	// types](/ml-engine/docs/machine-types#compute-engine-machine-types).
	// Alternatively, you can use the following legacy machine types: -
	// `standard` - `large_model` - `complex_model_s` - `complex_model_m` -
	// `complex_model_l` - `standard_gpu` - `complex_model_m_gpu` -
	// `complex_model_l_gpu` - `standard_p100` - `complex_model_m_p100` -
	// `standard_v100` - `large_model_v100` - `complex_model_m_v100` -
	// `complex_model_l_v100` Learn more about [using legacy machine
	// types](/ml-engine/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](/ml-engine/docs/tensorflow/using-tpus#configuring_a_custom_tpu_m
	// achine).
	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-machin
	// e-types-with-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-machin
	// e-types-with-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_tp
	// u_machine). 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 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.FIE
	// LDS.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"`

	// ForceSendFields is a list of field names (e.g.
	// "BuiltInAlgorithmOutput") to unconditionally include in API requests.
	// By default, fields with empty 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 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. Note that you cannot use AutoScaling if your version
	// uses [GPUs](#Version.FIELDS.accelerator_config). Instead, you must
	// use specify `manual_scaling`.
	AutoScaling *GoogleCloudMlV1__AutoScaling `json:"autoScaling,omitempty"`

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

	// DeploymentUri: Required. The Cloud Storage location of the trained
	// model used to create the version. See the [guide to model
	// deployment](/ml-engine/docs/tensorflow/deploying-models) for more
	// information. When passing Version to projects.models.versions.create
	// the model service uses the specified location as the source of the
	// model. Once deployed, the model version is hosted by the prediction
	// service, so this location is useful only as a historical record. The
	// total number of model files can't exceed 1000.
	DeploymentUri string `json:"deploymentUri,omitempty"`

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

	// Endpoints: Optional. Output only. If set by server, the http(s)
	// endpoints returned to user after the public/private deployment is
	// successful.
	// https://cloud.google.com/apis/design/design_patterns#output_fields.
	Endpoints *GoogleCloudMlV1__EndpointMap `json:"endpoints,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](/ml-engine/docs/tensorflow/custom-prediction-routines). If
	// you specify a [Compute Engine (N1) machine
	// type](/ml-engine/docs/machine-types-online-prediction) in the
	// `machineType` field, you must specify `TENSORFLOW` for the framework.
	//
	// 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.
	Labels map[string]string `json:"labels,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. If this
	// field is not specified, it defaults to `mls1-c1-m2`. Online
	// prediction supports the following machine types: * `mls1-c1-m2` *
	// `mls1-c4-m2` * `n1-standard-2` * `n1-standard-4` * `n1-standard-8` *
	// `n1-standard-16` * `n1-standard-32` * `n1-highmem-2` * `n1-highmem-4`
	// * `n1-highmem-8` * `n1-highmem-16` * `n1-highmem-32` * `n1-highcpu-2`
	// * `n1-highcpu-4` * `n1-highcpu-8` * `n1-highcpu-16` * `n1-highcpu-32`
	// `mls1-c1-m2` is generally available. All other machine types are
	// available in beta. Learn more about the [differences between machine
	// types](/ml-engine/docs/machine-types-online-prediction).
	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