language

type AnalyzeEntitiesRequest struct {
	// Document: Required. Input document.
	Document *Document `json:"document,omitempty"`

	// EncodingType: The encoding type used by the API to calculate offsets.
	//
	// Possible values:
	//   "NONE" - If `EncodingType` is not specified, encoding-dependent
	// information (such as `begin_offset`) will be set at `-1`.
	//   "UTF8" - Encoding-dependent information (such as `begin_offset`) is
	// calculated based on the UTF-8 encoding of the input. C++ and Go are
	// examples of languages that use this encoding natively.
	//   "UTF16" - Encoding-dependent information (such as `begin_offset`)
	// is calculated based on the UTF-16 encoding of the input. Java and
	// JavaScript are examples of languages that use this encoding natively.
	//   "UTF32" - Encoding-dependent information (such as `begin_offset`)
	// is calculated based on the UTF-32 encoding of the input. Python is an
	// example of a language that uses this encoding natively.
	EncodingType string `json:"encodingType,omitempty"`

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

	// NullFields is a list of field names (e.g. "Document") 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:"-"`
}

type AnalyzeEntitiesResponse struct {
	// Entities: The recognized entities in the input document.
	Entities []*Entity `json:"entities,omitempty"`

	// Language: The language of the text, which will be the same as the
	// language specified in the request or, if not specified, the
	// automatically-detected language. See Document.language field for more
	// details.
	Language string `json:"language,omitempty"`

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

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

	// NullFields is a list of field names (e.g. "Entities") 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:"-"`
}

type AnalyzeEntitySentimentRequest struct {
	// Document: Required. Input document.
	Document *Document `json:"document,omitempty"`

	// EncodingType: The encoding type used by the API to calculate offsets.
	//
	// Possible values:
	//   "NONE" - If `EncodingType` is not specified, encoding-dependent
	// information (such as `begin_offset`) will be set at `-1`.
	//   "UTF8" - Encoding-dependent information (such as `begin_offset`) is
	// calculated based on the UTF-8 encoding of the input. C++ and Go are
	// examples of languages that use this encoding natively.
	//   "UTF16" - Encoding-dependent information (such as `begin_offset`)
	// is calculated based on the UTF-16 encoding of the input. Java and
	// JavaScript are examples of languages that use this encoding natively.
	//   "UTF32" - Encoding-dependent information (such as `begin_offset`)
	// is calculated based on the UTF-32 encoding of the input. Python is an
	// example of a language that uses this encoding natively.
	EncodingType string `json:"encodingType,omitempty"`

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

	// NullFields is a list of field names (e.g. "Document") 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:"-"`
}

type AnalyzeEntitySentimentResponse struct {
	// Entities: The recognized entities in the input document with
	// associated sentiments.
	Entities []*Entity `json:"entities,omitempty"`

	// Language: The language of the text, which will be the same as the
	// language specified in the request or, if not specified, the
	// automatically-detected language. See Document.language field for more
	// details.
	Language string `json:"language,omitempty"`

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

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

	// NullFields is a list of field names (e.g. "Entities") 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:"-"`
}

type AnalyzeSentimentRequest struct {
	// Document: Required. Input document.
	Document *Document `json:"document,omitempty"`

	// EncodingType: The encoding type used by the API to calculate sentence
	// offsets for the sentence sentiment.
	//
	// Possible values:
	//   "NONE" - If `EncodingType` is not specified, encoding-dependent
	// information (such as `begin_offset`) will be set at `-1`.
	//   "UTF8" - Encoding-dependent information (such as `begin_offset`) is
	// calculated based on the UTF-8 encoding of the input. C++ and Go are
	// examples of languages that use this encoding natively.
	//   "UTF16" - Encoding-dependent information (such as `begin_offset`)
	// is calculated based on the UTF-16 encoding of the input. Java and
	// JavaScript are examples of languages that use this encoding natively.
	//   "UTF32" - Encoding-dependent information (such as `begin_offset`)
	// is calculated based on the UTF-32 encoding of the input. Python is an
	// example of a language that uses this encoding natively.
	EncodingType string `json:"encodingType,omitempty"`

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

	// NullFields is a list of field names (e.g. "Document") 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:"-"`
}

type AnalyzeSentimentResponse struct {
	// DocumentSentiment: The overall sentiment of the input document.
	DocumentSentiment *Sentiment `json:"documentSentiment,omitempty"`

	// Language: The language of the text, which will be the same as the
	// language specified in the request or, if not specified, the
	// automatically-detected language. See Document.language field for more
	// details.
	Language string `json:"language,omitempty"`

	// Sentences: The sentiment for all the sentences in the document.
	Sentences []*Sentence `json:"sentences,omitempty"`

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

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

	// NullFields is a list of field names (e.g. "DocumentSentiment") 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:"-"`
}

type AnalyzeSyntaxRequest struct {
	// Document: Required. Input document.
	Document *Document `json:"document,omitempty"`

	// EncodingType: The encoding type used by the API to calculate offsets.
	//
	// Possible values:
	//   "NONE" - If `EncodingType` is not specified, encoding-dependent
	// information (such as `begin_offset`) will be set at `-1`.
	//   "UTF8" - Encoding-dependent information (such as `begin_offset`) is
	// calculated based on the UTF-8 encoding of the input. C++ and Go are
	// examples of languages that use this encoding natively.
	//   "UTF16" - Encoding-dependent information (such as `begin_offset`)
	// is calculated based on the UTF-16 encoding of the input. Java and
	// JavaScript are examples of languages that use this encoding natively.
	//   "UTF32" - Encoding-dependent information (such as `begin_offset`)
	// is calculated based on the UTF-32 encoding of the input. Python is an
	// example of a language that uses this encoding natively.
	EncodingType string `json:"encodingType,omitempty"`

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

	// NullFields is a list of field names (e.g. "Document") 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:"-"`
}

type AnalyzeSyntaxResponse struct {
	// Language: The language of the text, which will be the same as the
	// language specified in the request or, if not specified, the
	// automatically-detected language. See Document.language field for more
	// details.
	Language string `json:"language,omitempty"`

	// Sentences: Sentences in the input document.
	Sentences []*Sentence `json:"sentences,omitempty"`

	// Tokens: Tokens, along with their syntactic information, in the input
	// document.
	Tokens []*Token `json:"tokens,omitempty"`

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

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

	// NullFields is a list of field names (e.g. "Language") 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:"-"`
}

type AnnotateTextRequest struct {
	// Document: Required. Input document.
	Document *Document `json:"document,omitempty"`

	// EncodingType: The encoding type used by the API to calculate offsets.
	//
	// Possible values:
	//   "NONE" - If `EncodingType` is not specified, encoding-dependent
	// information (such as `begin_offset`) will be set at `-1`.
	//   "UTF8" - Encoding-dependent information (such as `begin_offset`) is
	// calculated based on the UTF-8 encoding of the input. C++ and Go are
	// examples of languages that use this encoding natively.
	//   "UTF16" - Encoding-dependent information (such as `begin_offset`)
	// is calculated based on the UTF-16 encoding of the input. Java and
	// JavaScript are examples of languages that use this encoding natively.
	//   "UTF32" - Encoding-dependent information (such as `begin_offset`)
	// is calculated based on the UTF-32 encoding of the input. Python is an
	// example of a language that uses this encoding natively.
	EncodingType string `json:"encodingType,omitempty"`

	// Features: Required. The enabled features.
	Features *AnnotateTextRequestFeatures `json:"features,omitempty"`

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

	// NullFields is a list of field names (e.g. "Document") 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:"-"`
}

type AnnotateTextRequestFeatures struct {
	// ClassificationModelOptions: Optional. The model options to use for
	// classification. Defaults to v1 options if not specified. Only used if
	// `classify_text` is set to true.
	ClassificationModelOptions *ClassificationModelOptions `json:"classificationModelOptions,omitempty"`

	// ClassifyText: Classify the full document into categories. If this is
	// true, the API will use the default model which classifies into a
	// predefined taxonomy
	// (https://cloud.google.com/natural-language/docs/categories).
	ClassifyText bool `json:"classifyText,omitempty"`

	// ExtractDocumentSentiment: Extract document-level sentiment.
	ExtractDocumentSentiment bool `json:"extractDocumentSentiment,omitempty"`

	// ExtractEntities: Extract entities.
	ExtractEntities bool `json:"extractEntities,omitempty"`

	// ExtractEntitySentiment: Extract entities and their associated
	// sentiment.
	ExtractEntitySentiment bool `json:"extractEntitySentiment,omitempty"`

	// ExtractSyntax: Extract syntax information.
	ExtractSyntax bool `json:"extractSyntax,omitempty"`

	// ModerateText: Moderate the document for harmful and sensitive
	// categories.
	ModerateText bool `json:"moderateText,omitempty"`

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

	// NullFields is a list of field names (e.g.
	// "ClassificationModelOptions") 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:"-"`
}

type AnnotateTextResponse struct {
	// Categories: Categories identified in the input document.
	Categories []*ClassificationCategory `json:"categories,omitempty"`

	// DocumentSentiment: The overall sentiment for the document. Populated
	// if the user enables
	// AnnotateTextRequest.Features.extract_document_sentiment.
	DocumentSentiment *Sentiment `json:"documentSentiment,omitempty"`

	// Entities: Entities, along with their semantic information, in the
	// input document. Populated if the user enables
	// AnnotateTextRequest.Features.extract_entities.
	Entities []*Entity `json:"entities,omitempty"`

	// Language: The language of the text, which will be the same as the
	// language specified in the request or, if not specified, the
	// automatically-detected language. See Document.language field for more
	// details.
	Language string `json:"language,omitempty"`

	// ModerationCategories: Harmful and sensitive categories identified in
	// the input document.
	ModerationCategories []*ClassificationCategory `json:"moderationCategories,omitempty"`

	// Sentences: Sentences in the input document. Populated if the user
	// enables AnnotateTextRequest.Features.extract_syntax.
	Sentences []*Sentence `json:"sentences,omitempty"`

	// Tokens: Tokens, along with their syntactic information, in the input
	// document. Populated if the user enables
	// AnnotateTextRequest.Features.extract_syntax.
	Tokens []*Token `json:"tokens,omitempty"`

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

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

	// NullFields is a list of field names (e.g. "Categories") 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:"-"`
}

type ClassificationCategory struct {
	// Confidence: The classifier's confidence of the category. Number
	// represents how certain the classifier is that this category
	// represents the given text.
	Confidence float64 `json:"confidence,omitempty"`

	// Name: The name of the category representing the document.
	Name string `json:"name,omitempty"`

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

	// NullFields is a list of field names (e.g. "Confidence") 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:"-"`
}

type ClassificationModelOptions struct {
	// V1Model: Setting this field will use the V1 model and V1 content
	// categories version. The V1 model is a legacy model; support for this
	// will be discontinued in the future.
	V1Model *ClassificationModelOptionsV1Model `json:"v1Model,omitempty"`

	// V2Model: Setting this field will use the V2 model with the
	// appropriate content categories version. The V2 model is a better
	// performing model.
	V2Model *ClassificationModelOptionsV2Model `json:"v2Model,omitempty"`

	// ForceSendFields is a list of field names (e.g. "V1Model") to
	// unconditionally include in API requests. By default, fields with
	// empty or default values are omitted from API requests. However, any
	// non-pointer, non-interface field appearing in ForceSendFields will be
	// sent to the server regardless of whether the field is empty or not.
	// This may be used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "V1Model") 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:"-"`
}

type ClassificationModelOptionsV1Model struct {
}

type ClassificationModelOptionsV2Model struct {
	// ContentCategoriesVersion: The content categories used for
	// classification.
	//
	// Possible values:
	//   "CONTENT_CATEGORIES_VERSION_UNSPECIFIED" - If
	// `ContentCategoriesVersion` is not specified, this option will default
	// to `V1`.
	//   "V1" - Legacy content categories of our initial launch in 2017.
	//   "V2" - Updated content categories in 2022.
	ContentCategoriesVersion string `json:"contentCategoriesVersion,omitempty"`

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

	// NullFields is a list of field names (e.g. "ContentCategoriesVersion")
	// 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:"-"`
}

type ClassifyTextRequest struct {
	// ClassificationModelOptions: Optional. Model options to use for
	// classification. Defaults to v1 options if not specified.
	ClassificationModelOptions *ClassificationModelOptions `json:"classificationModelOptions,omitempty"`

	// Document: Required. Input document.
	Document *Document `json:"document,omitempty"`

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

	// NullFields is a list of field names (e.g.
	// "ClassificationModelOptions") 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:"-"`
}

type ClassifyTextResponse struct {
	// Categories: Categories representing the input document.
	Categories []*ClassificationCategory `json:"categories,omitempty"`

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

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

	// NullFields is a list of field names (e.g. "Categories") 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:"-"`
}

type Color struct {
	// Alpha: The fraction of this color that should be applied to the
	// pixel. That is, the final pixel color is defined by the equation:
	// `pixel color = alpha * (this color) + (1.0 - alpha) * (background
	// color)` This means that a value of 1.0 corresponds to a solid color,
	// whereas a value of 0.0 corresponds to a completely transparent color.
	// This uses a wrapper message rather than a simple float scalar so that
	// it is possible to distinguish between a default value and the value
	// being unset. If omitted, this color object is rendered as a solid
	// color (as if the alpha value had been explicitly given a value of
	// 1.0).
	Alpha float64 `json:"alpha,omitempty"`

	// Blue: The amount of blue in the color as a value in the interval [0,
	// 1].
	Blue float64 `json:"blue,omitempty"`

	// Green: The amount of green in the color as a value in the interval
	// [0, 1].
	Green float64 `json:"green,omitempty"`

	// Red: The amount of red in the color as a value in the interval [0,
	// 1].
	Red float64 `json:"red,omitempty"`

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

	// NullFields is a list of field names (e.g. "Alpha") 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:"-"`
}

type CpuMetric struct {
	// CoreNumber: Required. Number of CPU cores.
	CoreNumber int64 `json:"coreNumber,omitempty,string"`

	// CoreSec: Required. Total seconds of core usage, e.g. 4.
	CoreSec int64 `json:"coreSec,omitempty,string"`

	// CpuType: Required. Type of cpu, e.g. N2.
	//
	// Possible values:
	//   "UNKNOWN_CPU_TYPE"
	//   "A2" - GPU-based machine, skip quota reporting.
	//   "A3" - GPU-based machine, skip quota reporting.
	//   "C2" - COMPUTE_OPTIMIZED
	//   "C2D"
	//   "CUSTOM"
	//   "E2"
	//   "G2" - GPU-based machine, skip quota reporting.
	//   "C3"
	//   "M2" - MEMORY_OPTIMIZED_UPGRADE_PREMIUM
	//   "M1" - MEMORY_OPTIMIZED
	//   "N1"
	//   "N2_CUSTOM"
	//   "N2"
	//   "N2D"
	CpuType string `json:"cpuType,omitempty"`

	// MachineSpec: Required. Machine spec, e.g. N1_STANDARD_4.
	//
	// Possible values:
	//   "UNKNOWN_MACHINE_SPEC"
	//   "N1_STANDARD_2"
	//   "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_2"
	//   "N1_HIGHCPU_4"
	//   "N1_HIGHCPU_8"
	//   "N1_HIGHCPU_16"
	//   "N1_HIGHCPU_32"
	//   "N1_HIGHCPU_64"
	//   "N1_HIGHCPU_96"
	//   "A2_HIGHGPU_1G"
	//   "A2_HIGHGPU_2G"
	//   "A2_HIGHGPU_4G"
	//   "A2_HIGHGPU_8G"
	//   "A2_MEGAGPU_16G"
	//   "A2_ULTRAGPU_1G"
	//   "A2_ULTRAGPU_2G"
	//   "A2_ULTRAGPU_4G"
	//   "A2_ULTRAGPU_8G"
	//   "A3_HIGHGPU_8G"
	//   "E2_STANDARD_2"
	//   "E2_STANDARD_4"
	//   "E2_STANDARD_8"
	//   "E2_STANDARD_16"
	//   "E2_STANDARD_32"
	//   "E2_HIGHMEM_2"
	//   "E2_HIGHMEM_4"
	//   "E2_HIGHMEM_8"
	//   "E2_HIGHMEM_16"
	//   "E2_HIGHCPU_2"
	//   "E2_HIGHCPU_4"
	//   "E2_HIGHCPU_8"
	//   "E2_HIGHCPU_16"
	//   "E2_HIGHCPU_32"
	//   "N2_STANDARD_2"
	//   "N2_STANDARD_4"
	//   "N2_STANDARD_8"
	//   "N2_STANDARD_16"
	//   "N2_STANDARD_32"
	//   "N2_STANDARD_48"
	//   "N2_STANDARD_64"
	//   "N2_STANDARD_80"
	//   "N2_STANDARD_96"
	//   "N2_STANDARD_128"
	//   "N2_HIGHMEM_2"
	//   "N2_HIGHMEM_4"
	//   "N2_HIGHMEM_8"
	//   "N2_HIGHMEM_16"
	//   "N2_HIGHMEM_32"
	//   "N2_HIGHMEM_48"
	//   "N2_HIGHMEM_64"
	//   "N2_HIGHMEM_80"
	//   "N2_HIGHMEM_96"
	//   "N2_HIGHMEM_128"
	//   "N2_HIGHCPU_2"
	//   "N2_HIGHCPU_4"
	//   "N2_HIGHCPU_8"
	//   "N2_HIGHCPU_16"
	//   "N2_HIGHCPU_32"
	//   "N2_HIGHCPU_48"
	//   "N2_HIGHCPU_64"
	//   "N2_HIGHCPU_80"
	//   "N2_HIGHCPU_96"
	//   "N2D_STANDARD_2"
	//   "N2D_STANDARD_4"
	//   "N2D_STANDARD_8"
	//   "N2D_STANDARD_16"
	//   "N2D_STANDARD_32"
	//   "N2D_STANDARD_48"
	//   "N2D_STANDARD_64"
	//   "N2D_STANDARD_80"
	//   "N2D_STANDARD_96"
	//   "N2D_STANDARD_128"
	//   "N2D_STANDARD_224"
	//   "N2D_HIGHMEM_2"
	//   "N2D_HIGHMEM_4"
	//   "N2D_HIGHMEM_8"
	//   "N2D_HIGHMEM_16"
	//   "N2D_HIGHMEM_32"
	//   "N2D_HIGHMEM_48"
	//   "N2D_HIGHMEM_64"
	//   "N2D_HIGHMEM_80"
	//   "N2D_HIGHMEM_96"
	//   "N2D_HIGHCPU_2"
	//   "N2D_HIGHCPU_4"
	//   "N2D_HIGHCPU_8"
	//   "N2D_HIGHCPU_16"
	//   "N2D_HIGHCPU_32"
	//   "N2D_HIGHCPU_48"
	//   "N2D_HIGHCPU_64"
	//   "N2D_HIGHCPU_80"
	//   "N2D_HIGHCPU_96"
	//   "N2D_HIGHCPU_128"
	//   "N2D_HIGHCPU_224"
	//   "C2_STANDARD_4"
	//   "C2_STANDARD_8"
	//   "C2_STANDARD_16"
	//   "C2_STANDARD_30"
	//   "C2_STANDARD_60"
	//   "C2D_STANDARD_2"
	//   "C2D_STANDARD_4"
	//   "C2D_STANDARD_8"
	//   "C2D_STANDARD_16"
	//   "C2D_STANDARD_32"
	//   "C2D_STANDARD_56"
	//   "C2D_STANDARD_112"
	//   "C2D_HIGHCPU_2"
	//   "C2D_HIGHCPU_4"
	//   "C2D_HIGHCPU_8"
	//   "C2D_HIGHCPU_16"
	//   "C2D_HIGHCPU_32"
	//   "C2D_HIGHCPU_56"
	//   "C2D_HIGHCPU_112"
	//   "C2D_HIGHMEM_2"
	//   "C2D_HIGHMEM_4"
	//   "C2D_HIGHMEM_8"
	//   "C2D_HIGHMEM_16"
	//   "C2D_HIGHMEM_32"
	//   "C2D_HIGHMEM_56"
	//   "C2D_HIGHMEM_112"
	//   "G2_STANDARD_4"
	//   "G2_STANDARD_8"
	//   "G2_STANDARD_12"
	//   "G2_STANDARD_16"
	//   "G2_STANDARD_24"
	//   "G2_STANDARD_32"
	//   "G2_STANDARD_48"
	//   "G2_STANDARD_96"
	//   "C3_STANDARD_4"
	//   "C3_STANDARD_8"
	//   "C3_STANDARD_22"
	//   "C3_STANDARD_44"
	//   "C3_STANDARD_88"
	//   "C3_STANDARD_176"
	//   "C3_HIGHCPU_4"
	//   "C3_HIGHCPU_8"
	//   "C3_HIGHCPU_22"
	//   "C3_HIGHCPU_44"
	//   "C3_HIGHCPU_88"
	//   "C3_HIGHCPU_176"
	//   "C3_HIGHMEM_4"
	//   "C3_HIGHMEM_8"
	//   "C3_HIGHMEM_22"
	//   "C3_HIGHMEM_44"
	//   "C3_HIGHMEM_88"
	//   "C3_HIGHMEM_176"
	MachineSpec string `json:"machineSpec,omitempty"`

	// TrackingLabels: Billing tracking labels. They do not contain any user
	// data but only the labels set by Vertex Core Infra itself. Tracking
	// labels' keys are defined with special format: goog-[\p{Ll}\p{N}]+
	// E.g. "key": "goog-k8s-cluster-name","value": "us-east1-b4rk"
	TrackingLabels map[string]string `json:"trackingLabels,omitempty"`

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

	// NullFields is a list of field names (e.g. "CoreNumber") 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:"-"`
}

type DependencyEdge struct {
	// HeadTokenIndex: Represents the head of this token in the dependency
	// tree. This is the index of the token which has an arc going to this
	// token. The index is the position of the token in the array of tokens
	// returned by the API method. If this token is a root token, then the
	// `head_token_index` is its own index.
	HeadTokenIndex int64 `json:"headTokenIndex,omitempty"`

	// Label: The parse label for the token.
	//
	// Possible values:
	//   "UNKNOWN" - Unknown
	//   "ABBREV" - Abbreviation modifier
	//   "ACOMP" - Adjectival complement
	//   "ADVCL" - Adverbial clause modifier
	//   "ADVMOD" - Adverbial modifier
	//   "AMOD" - Adjectival modifier of an NP
	//   "APPOS" - Appositional modifier of an NP
	//   "ATTR" - Attribute dependent of a copular verb
	//   "AUX" - Auxiliary (non-main) verb
	//   "AUXPASS" - Passive auxiliary
	//   "CC" - Coordinating conjunction
	//   "CCOMP" - Clausal complement of a verb or adjective
	//   "CONJ" - Conjunct
	//   "CSUBJ" - Clausal subject
	//   "CSUBJPASS" - Clausal passive subject
	//   "DEP" - Dependency (unable to determine)
	//   "DET" - Determiner
	//   "DISCOURSE" - Discourse
	//   "DOBJ" - Direct object
	//   "EXPL" - Expletive
	//   "GOESWITH" - Goes with (part of a word in a text not well edited)
	//   "IOBJ" - Indirect object
	//   "MARK" - Marker (word introducing a subordinate clause)
	//   "MWE" - Multi-word expression
	//   "MWV" - Multi-word verbal expression
	//   "NEG" - Negation modifier
	//   "NN" - Noun compound modifier
	//   "NPADVMOD" - Noun phrase used as an adverbial modifier
	//   "NSUBJ" - Nominal subject
	//   "NSUBJPASS" - Passive nominal subject
	//   "NUM" - Numeric modifier of a noun
	//   "NUMBER" - Element of compound number
	//   "P" - Punctuation mark
	//   "PARATAXIS" - Parataxis relation
	//   "PARTMOD" - Participial modifier
	//   "PCOMP" - The complement of a preposition is a clause
	//   "POBJ" - Object of a preposition
	//   "POSS" - Possession modifier
	//   "POSTNEG" - Postverbal negative particle
	//   "PRECOMP" - Predicate complement
	//   "PRECONJ" - Preconjunt
	//   "PREDET" - Predeterminer
	//   "PREF" - Prefix
	//   "PREP" - Prepositional modifier
	//   "PRONL" - The relationship between a verb and verbal morpheme
	//   "PRT" - Particle
	//   "PS" - Associative or possessive marker
	//   "QUANTMOD" - Quantifier phrase modifier
	//   "RCMOD" - Relative clause modifier
	//   "RCMODREL" - Complementizer in relative clause
	//   "RDROP" - Ellipsis without a preceding predicate
	//   "REF" - Referent
	//   "REMNANT" - Remnant
	//   "REPARANDUM" - Reparandum
	//   "ROOT" - Root
	//   "SNUM" - Suffix specifying a unit of number
	//   "SUFF" - Suffix
	//   "TMOD" - Temporal modifier
	//   "TOPIC" - Topic marker
	//   "VMOD" - Clause headed by an infinite form of the verb that
	// modifies a noun
	//   "VOCATIVE" - Vocative
	//   "XCOMP" - Open clausal complement
	//   "SUFFIX" - Name suffix
	//   "TITLE" - Name title
	//   "ADVPHMOD" - Adverbial phrase modifier
	//   "AUXCAUS" - Causative auxiliary
	//   "AUXVV" - Helper auxiliary
	//   "DTMOD" - Rentaishi (Prenominal modifier)
	//   "FOREIGN" - Foreign words
	//   "KW" - Keyword
	//   "LIST" - List for chains of comparable items
	//   "NOMC" - Nominalized clause
	//   "NOMCSUBJ" - Nominalized clausal subject
	//   "NOMCSUBJPASS" - Nominalized clausal passive
	//   "NUMC" - Compound of numeric modifier
	//   "COP" - Copula
	//   "DISLOCATED" - Dislocated relation (for fronted/topicalized
	// elements)
	//   "ASP" - Aspect marker
	//   "GMOD" - Genitive modifier
	//   "GOBJ" - Genitive object
	//   "INFMOD" - Infinitival modifier
	//   "MES" - Measure
	//   "NCOMP" - Nominal complement of a noun
	Label string `json:"label,omitempty"`

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

	// NullFields is a list of field names (e.g. "HeadTokenIndex") 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:"-"`
}

type DiskMetric struct {
	// DiskType: Required. Type of Disk, e.g. REGIONAL_SSD.
	//
	// Possible values:
	//   "UNKNOWN_DISK_TYPE"
	//   "REGIONAL_SSD"
	//   "REGIONAL_STORAGE"
	//   "PD_SSD"
	//   "PD_STANDARD"
	//   "STORAGE_SNAPSHOT"
	DiskType string `json:"diskType,omitempty"`

	// GibSec: Required. Seconds of physical disk usage, e.g. 3600.
	GibSec int64 `json:"gibSec,omitempty,string"`

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

	// NullFields is a list of field names (e.g. "DiskType") 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:"-"`
}

type Document struct {
	// BoilerplateHandling: Indicates how detected boilerplate(e.g.
	// advertisements, copyright declarations, banners) should be handled
	// for this document. If not specified, boilerplate will be treated the
	// same as content.
	//
	// Possible values:
	//   "BOILERPLATE_HANDLING_UNSPECIFIED" - The boilerplate handling is
	// not specified.
	//   "SKIP_BOILERPLATE" - Do not analyze detected boilerplate. Reference
	// web URI is required for detecting boilerplate.
	//   "KEEP_BOILERPLATE" - Treat boilerplate the same as content.
	BoilerplateHandling string `json:"boilerplateHandling,omitempty"`

	// Content: The content of the input in string format. Cloud audit
	// logging exempt since it is based on user data.
	Content string `json:"content,omitempty"`

	// GcsContentUri: The Google Cloud Storage URI where the file content is
	// located. This URI must be of the form: gs://bucket_name/object_name.
	// For more details, see
	// https://cloud.google.com/storage/docs/reference-uris. NOTE: Cloud
	// Storage object versioning is not supported.
	GcsContentUri string `json:"gcsContentUri,omitempty"`

	// Language: The language of the document (if not specified, the
	// language is automatically detected). Both ISO and BCP-47 language
	// codes are accepted. Language Support
	// (https://cloud.google.com/natural-language/docs/languages) lists
	// currently supported languages for each API method. If the language
	// (either specified by the caller or automatically detected) is not
	// supported by the called API method, an `INVALID_ARGUMENT` error is
	// returned.
	Language string `json:"language,omitempty"`

	// ReferenceWebUri: The web URI where the document comes from. This URI
	// is not used for fetching the content, but as a hint for analyzing the
	// document.
	ReferenceWebUri string `json:"referenceWebUri,omitempty"`

	// Type: Required. If the type is not set or is `TYPE_UNSPECIFIED`,
	// returns an `INVALID_ARGUMENT` error.
	//
	// Possible values:
	//   "TYPE_UNSPECIFIED" - The content type is not specified.
	//   "PLAIN_TEXT" - Plain text
	//   "HTML" - HTML
	Type string `json:"type,omitempty"`

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

	// NullFields is a list of field names (e.g. "BoilerplateHandling") 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:"-"`
}

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

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

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

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

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

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

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

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

type Entity struct {
	// Mentions: The mentions of this entity in the input document. The API
	// currently supports proper noun mentions.
	Mentions []*EntityMention `json:"mentions,omitempty"`

	// Metadata: Metadata associated with the entity. For most entity types,
	// the metadata is a Wikipedia URL (`wikipedia_url`) and Knowledge Graph
	// MID (`mid`), if they are available. For the metadata associated with
	// other entity types, see the Type table below.
	Metadata map[string]string `json:"metadata,omitempty"`

	// Name: The representative name for the entity.
	Name string `json:"name,omitempty"`

	// Salience: The salience score associated with the entity in the [0,
	// 1.0] range. The salience score for an entity provides information
	// about the importance or centrality of that entity to the entire
	// document text. Scores closer to 0 are less salient, while scores
	// closer to 1.0 are highly salient.
	Salience float64 `json:"salience,omitempty"`

	// Sentiment: For calls to AnalyzeEntitySentiment or if
	// AnnotateTextRequest.Features.extract_entity_sentiment is set to true,
	// this field will contain the aggregate sentiment expressed for this
	// entity in the provided document.
	Sentiment *Sentiment `json:"sentiment,omitempty"`

	// Type: The entity type.
	//
	// Possible values:
	//   "UNKNOWN" - Unknown
	//   "PERSON" - Person
	//   "LOCATION" - Location
	//   "ORGANIZATION" - Organization
	//   "EVENT" - Event
	//   "WORK_OF_ART" - Artwork
	//   "CONSUMER_GOOD" - Consumer product
	//   "OTHER" - Other types of entities
	//   "PHONE_NUMBER" - Phone number The metadata lists the phone number,
	// formatted according to local convention, plus whichever additional
	// elements appear in the text: * `number` - the actual number, broken
	// down into sections as per local convention * `national_prefix` -
	// country code, if detected * `area_code` - region or area code, if
	// detected * `extension` - phone extension (to be dialed after
	// connection), if detected
	//   "ADDRESS" - Address The metadata identifies the street number and
	// locality plus whichever additional elements appear in the text: *
	// `street_number` - street number * `locality` - city or town *
	// `street_name` - street/route name, if detected * `postal_code` -
	// postal code, if detected * `country` - country, if detected< *
	// `broad_region` - administrative area, such as the state, if detected
	// * `narrow_region` - smaller administrative area, such as county, if
	// detected * `sublocality` - used in Asian addresses to demark a
	// district within a city, if detected
	//   "DATE" - Date The metadata identifies the components of the date: *
	// `year` - four digit year, if detected * `month` - two digit month
	// number, if detected * `day` - two digit day number, if detected
	//   "NUMBER" - Number The metadata is the number itself.
	//   "PRICE" - Price The metadata identifies the `value` and `currency`.
	Type string `json:"type,omitempty"`

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

	// NullFields is a list of field names (e.g. "Mentions") 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:"-"`
}

type EntityMention struct {
	// Sentiment: For calls to AnalyzeEntitySentiment or if
	// AnnotateTextRequest.Features.extract_entity_sentiment is set to true,
	// this field will contain the sentiment expressed for this mention of
	// the entity in the provided document.
	Sentiment *Sentiment `json:"sentiment,omitempty"`

	// Text: The mention text.
	Text *TextSpan `json:"text,omitempty"`

	// Type: The type of the entity mention.
	//
	// Possible values:
	//   "TYPE_UNKNOWN" - Unknown
	//   "PROPER" - Proper name
	//   "COMMON" - Common noun (or noun compound)
	Type string `json:"type,omitempty"`

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

	// NullFields is a list of field names (e.g. "Sentiment") 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:"-"`
}

type GpuMetric struct {
	// GpuSec: Required. Seconds of GPU usage, e.g. 3600.
	GpuSec int64 `json:"gpuSec,omitempty,string"`

	// GpuType: Required. Type of GPU, e.g. NVIDIA_TESLA_V100.
	//
	// Possible values:
	//   "UNKNOWN_GPU_TYPE"
	//   "NVIDIA_TESLA_A100"
	//   "NVIDIA_A100_80GB"
	//   "NVIDIA_TESLA_K80"
	//   "NVIDIA_L4"
	//   "NVIDIA_TESLA_P100"
	//   "NVIDIA_TESLA_P4"
	//   "NVIDIA_TESLA_T4"
	//   "NVIDIA_TESLA_V100"
	//   "NVIDIA_H100_80GB"
	GpuType string `json:"gpuType,omitempty"`

	// MachineSpec: Required. Machine spec, e.g. N1_STANDARD_4.
	//
	// Possible values:
	//   "UNKNOWN_MACHINE_SPEC"
	//   "N1_STANDARD_2"
	//   "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_2"
	//   "N1_HIGHCPU_4"
	//   "N1_HIGHCPU_8"
	//   "N1_HIGHCPU_16"
	//   "N1_HIGHCPU_32"
	//   "N1_HIGHCPU_64"
	//   "N1_HIGHCPU_96"
	//   "A2_HIGHGPU_1G"
	//   "A2_HIGHGPU_2G"
	//   "A2_HIGHGPU_4G"
	//   "A2_HIGHGPU_8G"
	//   "A2_MEGAGPU_16G"
	//   "A2_ULTRAGPU_1G"
	//   "A2_ULTRAGPU_2G"
	//   "A2_ULTRAGPU_4G"
	//   "A2_ULTRAGPU_8G"
	//   "A3_HIGHGPU_8G"
	//   "E2_STANDARD_2"
	//   "E2_STANDARD_4"
	//   "E2_STANDARD_8"
	//   "E2_STANDARD_16"
	//   "E2_STANDARD_32"
	//   "E2_HIGHMEM_2"
	//   "E2_HIGHMEM_4"
	//   "E2_HIGHMEM_8"
	//   "E2_HIGHMEM_16"
	//   "E2_HIGHCPU_2"
	//   "E2_HIGHCPU_4"
	//   "E2_HIGHCPU_8"
	//   "E2_HIGHCPU_16"
	//   "E2_HIGHCPU_32"
	//   "N2_STANDARD_2"
	//   "N2_STANDARD_4"
	//   "N2_STANDARD_8"
	//   "N2_STANDARD_16"
	//   "N2_STANDARD_32"
	//   "N2_STANDARD_48"
	//   "N2_STANDARD_64"
	//   "N2_STANDARD_80"
	//   "N2_STANDARD_96"
	//   "N2_STANDARD_128"
	//   "N2_HIGHMEM_2"
	//   "N2_HIGHMEM_4"
	//   "N2_HIGHMEM_8"
	//   "N2_HIGHMEM_16"
	//   "N2_HIGHMEM_32"
	//   "N2_HIGHMEM_48"
	//   "N2_HIGHMEM_64"
	//   "N2_HIGHMEM_80"
	//   "N2_HIGHMEM_96"
	//   "N2_HIGHMEM_128"
	//   "N2_HIGHCPU_2"
	//   "N2_HIGHCPU_4"
	//   "N2_HIGHCPU_8"
	//   "N2_HIGHCPU_16"
	//   "N2_HIGHCPU_32"
	//   "N2_HIGHCPU_48"
	//   "N2_HIGHCPU_64"
	//   "N2_HIGHCPU_80"
	//   "N2_HIGHCPU_96"
	//   "N2D_STANDARD_2"
	//   "N2D_STANDARD_4"
	//   "N2D_STANDARD_8"
	//   "N2D_STANDARD_16"
	//   "N2D_STANDARD_32"
	//   "N2D_STANDARD_48"
	//   "N2D_STANDARD_64"
	//   "N2D_STANDARD_80"
	//   "N2D_STANDARD_96"
	//   "N2D_STANDARD_128"
	//   "N2D_STANDARD_224"
	//   "N2D_HIGHMEM_2"
	//   "N2D_HIGHMEM_4"
	//   "N2D_HIGHMEM_8"
	//   "N2D_HIGHMEM_16"
	//   "N2D_HIGHMEM_32"
	//   "N2D_HIGHMEM_48"
	//   "N2D_HIGHMEM_64"
	//   "N2D_HIGHMEM_80"
	//   "N2D_HIGHMEM_96"
	//   "N2D_HIGHCPU_2"
	//   "N2D_HIGHCPU_4"
	//   "N2D_HIGHCPU_8"
	//   "N2D_HIGHCPU_16"
	//   "N2D_HIGHCPU_32"
	//   "N2D_HIGHCPU_48"
	//   "N2D_HIGHCPU_64"
	//   "N2D_HIGHCPU_80"
	//   "N2D_HIGHCPU_96"
	//   "N2D_HIGHCPU_128"
	//   "N2D_HIGHCPU_224"
	//   "C2_STANDARD_4"
	//   "C2_STANDARD_8"
	//   "C2_STANDARD_16"
	//   "C2_STANDARD_30"
	//   "C2_STANDARD_60"
	//   "C2D_STANDARD_2"
	//   "C2D_STANDARD_4"
	//   "C2D_STANDARD_8"
	//   "C2D_STANDARD_16"
	//   "C2D_STANDARD_32"
	//   "C2D_STANDARD_56"
	//   "C2D_STANDARD_112"
	//   "C2D_HIGHCPU_2"
	//   "C2D_HIGHCPU_4"
	//   "C2D_HIGHCPU_8"
	//   "C2D_HIGHCPU_16"
	//   "C2D_HIGHCPU_32"
	//   "C2D_HIGHCPU_56"
	//   "C2D_HIGHCPU_112"
	//   "C2D_HIGHMEM_2"
	//   "C2D_HIGHMEM_4"
	//   "C2D_HIGHMEM_8"
	//   "C2D_HIGHMEM_16"
	//   "C2D_HIGHMEM_32"
	//   "C2D_HIGHMEM_56"
	//   "C2D_HIGHMEM_112"
	//   "G2_STANDARD_4"
	//   "G2_STANDARD_8"
	//   "G2_STANDARD_12"
	//   "G2_STANDARD_16"
	//   "G2_STANDARD_24"
	//   "G2_STANDARD_32"
	//   "G2_STANDARD_48"
	//   "G2_STANDARD_96"
	//   "C3_STANDARD_4"
	//   "C3_STANDARD_8"
	//   "C3_STANDARD_22"
	//   "C3_STANDARD_44"
	//   "C3_STANDARD_88"
	//   "C3_STANDARD_176"
	//   "C3_HIGHCPU_4"
	//   "C3_HIGHCPU_8"
	//   "C3_HIGHCPU_22"
	//   "C3_HIGHCPU_44"
	//   "C3_HIGHCPU_88"
	//   "C3_HIGHCPU_176"
	//   "C3_HIGHMEM_4"
	//   "C3_HIGHMEM_8"
	//   "C3_HIGHMEM_22"
	//   "C3_HIGHMEM_44"
	//   "C3_HIGHMEM_88"
	//   "C3_HIGHMEM_176"
	MachineSpec string `json:"machineSpec,omitempty"`

	// TrackingLabels: Billing tracking labels. They do not contain any user
	// data but only the labels set by Vertex Core Infra itself. Tracking
	// labels' keys are defined with special format: goog-[\p{Ll}\p{N}]+
	// E.g. "key": "goog-k8s-cluster-name","value": "us-east1-b4rk"
	TrackingLabels map[string]string `json:"trackingLabels,omitempty"`

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

	// NullFields is a list of field names (e.g. "GpuSec") 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:"-"`
}

type InfraUsage struct {
	// CpuMetrics: Aggregated core metrics since requested start_time.
	CpuMetrics []*CpuMetric `json:"cpuMetrics,omitempty"`

	// DiskMetrics: Aggregated persistent disk metrics since requested
	// start_time.
	DiskMetrics []*DiskMetric `json:"diskMetrics,omitempty"`

	// GpuMetrics: Aggregated gpu metrics since requested start_time.
	GpuMetrics []*GpuMetric `json:"gpuMetrics,omitempty"`

	// RamMetrics: Aggregated ram metrics since requested start_time.
	RamMetrics []*RamMetric `json:"ramMetrics,omitempty"`

	// TpuMetrics: Aggregated tpu metrics since requested start_time.
	TpuMetrics []*TpuMetric `json:"tpuMetrics,omitempty"`

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

	// NullFields is a list of field names (e.g. "CpuMetrics") 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:"-"`
}

type ModerateTextRequest struct {
	// Document: Required. Input document.
	Document *Document `json:"document,omitempty"`

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

	// NullFields is a list of field names (e.g. "Document") 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:"-"`
}

type ModerateTextResponse struct {
	// ModerationCategories: Harmful and sensitive categories representing
	// the input document.
	ModerationCategories []*ClassificationCategory `json:"moderationCategories,omitempty"`

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

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

	// NullFields is a list of field names (e.g. "ModerationCategories") 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:"-"`
}

type PartOfSpeech struct {
	// Aspect: The grammatical aspect.
	//
	// Possible values:
	//   "ASPECT_UNKNOWN" - Aspect is not applicable in the analyzed
	// language or is not predicted.
	//   "PERFECTIVE" - Perfective
	//   "IMPERFECTIVE" - Imperfective
	//   "PROGRESSIVE" - Progressive
	Aspect string `json:"aspect,omitempty"`

	// Case: The grammatical case.
	//
	// Possible values:
	//   "CASE_UNKNOWN" - Case is not applicable in the analyzed language or
	// is not predicted.
	//   "ACCUSATIVE" - Accusative
	//   "ADVERBIAL" - Adverbial
	//   "COMPLEMENTIVE" - Complementive
	//   "DATIVE" - Dative
	//   "GENITIVE" - Genitive
	//   "INSTRUMENTAL" - Instrumental
	//   "LOCATIVE" - Locative
	//   "NOMINATIVE" - Nominative
	//   "OBLIQUE" - Oblique
	//   "PARTITIVE" - Partitive
	//   "PREPOSITIONAL" - Prepositional
	//   "REFLEXIVE_CASE" - Reflexive
	//   "RELATIVE_CASE" - Relative
	//   "VOCATIVE" - Vocative
	Case string `json:"case,omitempty"`

	// Form: The grammatical form.
	//
	// Possible values:
	//   "FORM_UNKNOWN" - Form is not applicable in the analyzed language or
	// is not predicted.
	//   "ADNOMIAL" - Adnomial
	//   "AUXILIARY" - Auxiliary
	//   "COMPLEMENTIZER" - Complementizer
	//   "FINAL_ENDING" - Final ending
	//   "GERUND" - Gerund
	//   "REALIS" - Realis
	//   "IRREALIS" - Irrealis
	//   "SHORT" - Short form
	//   "LONG" - Long form
	//   "ORDER" - Order form
	//   "SPECIFIC" - Specific form
	Form string `json:"form,omitempty"`

	// Gender: The grammatical gender.
	//
	// Possible values:
	//   "GENDER_UNKNOWN" - Gender is not applicable in the analyzed
	// language or is not predicted.
	//   "FEMININE" - Feminine
	//   "MASCULINE" - Masculine
	//   "NEUTER" - Neuter
	Gender string `json:"gender,omitempty"`

	// Mood: The grammatical mood.
	//
	// Possible values:
	//   "MOOD_UNKNOWN" - Mood is not applicable in the analyzed language or
	// is not predicted.
	//   "CONDITIONAL_MOOD" - Conditional
	//   "IMPERATIVE" - Imperative
	//   "INDICATIVE" - Indicative
	//   "INTERROGATIVE" - Interrogative
	//   "JUSSIVE" - Jussive
	//   "SUBJUNCTIVE" - Subjunctive
	Mood string `json:"mood,omitempty"`

	// Number: The grammatical number.
	//
	// Possible values:
	//   "NUMBER_UNKNOWN" - Number is not applicable in the analyzed
	// language or is not predicted.
	//   "SINGULAR" - Singular
	//   "PLURAL" - Plural
	//   "DUAL" - Dual
	Number string `json:"number,omitempty"`

	// Person: The grammatical person.
	//
	// Possible values:
	//   "PERSON_UNKNOWN" - Person is not applicable in the analyzed
	// language or is not predicted.
	//   "FIRST" - First
	//   "SECOND" - Second
	//   "THIRD" - Third
	//   "REFLEXIVE_PERSON" - Reflexive
	Person string `json:"person,omitempty"`

	// Proper: The grammatical properness.
	//
	// Possible values:
	//   "PROPER_UNKNOWN" - Proper is not applicable in the analyzed
	// language or is not predicted.
	//   "PROPER" - Proper
	//   "NOT_PROPER" - Not proper
	Proper string `json:"proper,omitempty"`

	// Reciprocity: The grammatical reciprocity.
	//
	// Possible values:
	//   "RECIPROCITY_UNKNOWN" - Reciprocity is not applicable in the
	// analyzed language or is not predicted.
	//   "RECIPROCAL" - Reciprocal
	//   "NON_RECIPROCAL" - Non-reciprocal
	Reciprocity string `json:"reciprocity,omitempty"`

	// Tag: The part of speech tag.
	//
	// Possible values:
	//   "UNKNOWN" - Unknown
	//   "ADJ" - Adjective
	//   "ADP" - Adposition (preposition and postposition)
	//   "ADV" - Adverb
	//   "CONJ" - Conjunction
	//   "DET" - Determiner
	//   "NOUN" - Noun (common and proper)
	//   "NUM" - Cardinal number
	//   "PRON" - Pronoun
	//   "PRT" - Particle or other function word
	//   "PUNCT" - Punctuation
	//   "VERB" - Verb (all tenses and modes)
	//   "X" - Other: foreign words, typos, abbreviations
	//   "AFFIX" - Affix
	Tag string `json:"tag,omitempty"`

	// Tense: The grammatical tense.
	//
	// Possible values:
	//   "TENSE_UNKNOWN" - Tense is not applicable in the analyzed language
	// or is not predicted.
	//   "CONDITIONAL_TENSE" - Conditional
	//   "FUTURE" - Future
	//   "PAST" - Past
	//   "PRESENT" - Present
	//   "IMPERFECT" - Imperfect
	//   "PLUPERFECT" - Pluperfect
	Tense string `json:"tense,omitempty"`

	// Voice: The grammatical voice.
	//
	// Possible values:
	//   "VOICE_UNKNOWN" - Voice is not applicable in the analyzed language
	// or is not predicted.
	//   "ACTIVE" - Active
	//   "CAUSATIVE" - Causative
	//   "PASSIVE" - Passive
	Voice string `json:"voice,omitempty"`

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

	// NullFields is a list of field names (e.g. "Aspect") 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:"-"`
}

type RamMetric struct {
	// GibSec: Required. VM memory in Gigabyte second, e.g. 3600. Using
	// int64 type to match billing metrics definition.
	GibSec int64 `json:"gibSec,omitempty,string"`

	// MachineSpec: Required. Machine spec, e.g. N1_STANDARD_4.
	//
	// Possible values:
	//   "UNKNOWN_MACHINE_SPEC"
	//   "N1_STANDARD_2"
	//   "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_2"
	//   "N1_HIGHCPU_4"
	//   "N1_HIGHCPU_8"
	//   "N1_HIGHCPU_16"
	//   "N1_HIGHCPU_32"
	//   "N1_HIGHCPU_64"
	//   "N1_HIGHCPU_96"
	//   "A2_HIGHGPU_1G"
	//   "A2_HIGHGPU_2G"
	//   "A2_HIGHGPU_4G"
	//   "A2_HIGHGPU_8G"
	//   "A2_MEGAGPU_16G"
	//   "A2_ULTRAGPU_1G"
	//   "A2_ULTRAGPU_2G"
	//   "A2_ULTRAGPU_4G"
	//   "A2_ULTRAGPU_8G"
	//   "A3_HIGHGPU_8G"
	//   "E2_STANDARD_2"
	//   "E2_STANDARD_4"
	//   "E2_STANDARD_8"
	//   "E2_STANDARD_16"
	//   "E2_STANDARD_32"
	//   "E2_HIGHMEM_2"
	//   "E2_HIGHMEM_4"
	//   "E2_HIGHMEM_8"
	//   "E2_HIGHMEM_16"
	//   "E2_HIGHCPU_2"
	//   "E2_HIGHCPU_4"
	//   "E2_HIGHCPU_8"
	//   "E2_HIGHCPU_16"
	//   "E2_HIGHCPU_32"
	//   "N2_STANDARD_2"
	//   "N2_STANDARD_4"
	//   "N2_STANDARD_8"
	//   "N2_STANDARD_16"
	//   "N2_STANDARD_32"
	//   "N2_STANDARD_48"
	//   "N2_STANDARD_64"
	//   "N2_STANDARD_80"
	//   "N2_STANDARD_96"
	//   "N2_STANDARD_128"
	//   "N2_HIGHMEM_2"
	//   "N2_HIGHMEM_4"
	//   "N2_HIGHMEM_8"
	//   "N2_HIGHMEM_16"
	//   "N2_HIGHMEM_32"
	//   "N2_HIGHMEM_48"
	//   "N2_HIGHMEM_64"
	//   "N2_HIGHMEM_80"
	//   "N2_HIGHMEM_96"
	//   "N2_HIGHMEM_128"
	//   "N2_HIGHCPU_2"
	//   "N2_HIGHCPU_4"
	//   "N2_HIGHCPU_8"
	//   "N2_HIGHCPU_16"
	//   "N2_HIGHCPU_32"
	//   "N2_HIGHCPU_48"
	//   "N2_HIGHCPU_64"
	//   "N2_HIGHCPU_80"
	//   "N2_HIGHCPU_96"
	//   "N2D_STANDARD_2"
	//   "N2D_STANDARD_4"
	//   "N2D_STANDARD_8"
	//   "N2D_STANDARD_16"
	//   "N2D_STANDARD_32"
	//   "N2D_STANDARD_48"
	//   "N2D_STANDARD_64"
	//   "N2D_STANDARD_80"
	//   "N2D_STANDARD_96"
	//   "N2D_STANDARD_128"
	//   "N2D_STANDARD_224"
	//   "N2D_HIGHMEM_2"
	//   "N2D_HIGHMEM_4"
	//   "N2D_HIGHMEM_8"
	//   "N2D_HIGHMEM_16"
	//   "N2D_HIGHMEM_32"
	//   "N2D_HIGHMEM_48"
	//   "N2D_HIGHMEM_64"
	//   "N2D_HIGHMEM_80"
	//   "N2D_HIGHMEM_96"
	//   "N2D_HIGHCPU_2"
	//   "N2D_HIGHCPU_4"
	//   "N2D_HIGHCPU_8"
	//   "N2D_HIGHCPU_16"
	//   "N2D_HIGHCPU_32"
	//   "N2D_HIGHCPU_48"
	//   "N2D_HIGHCPU_64"
	//   "N2D_HIGHCPU_80"
	//   "N2D_HIGHCPU_96"
	//   "N2D_HIGHCPU_128"
	//   "N2D_HIGHCPU_224"
	//   "C2_STANDARD_4"
	//   "C2_STANDARD_8"
	//   "C2_STANDARD_16"
	//   "C2_STANDARD_30"
	//   "C2_STANDARD_60"
	//   "C2D_STANDARD_2"
	//   "C2D_STANDARD_4"
	//   "C2D_STANDARD_8"
	//   "C2D_STANDARD_16"
	//   "C2D_STANDARD_32"
	//   "C2D_STANDARD_56"
	//   "C2D_STANDARD_112"
	//   "C2D_HIGHCPU_2"
	//   "C2D_HIGHCPU_4"
	//   "C2D_HIGHCPU_8"
	//   "C2D_HIGHCPU_16"
	//   "C2D_HIGHCPU_32"
	//   "C2D_HIGHCPU_56"
	//   "C2D_HIGHCPU_112"
	//   "C2D_HIGHMEM_2"
	//   "C2D_HIGHMEM_4"
	//   "C2D_HIGHMEM_8"
	//   "C2D_HIGHMEM_16"
	//   "C2D_HIGHMEM_32"
	//   "C2D_HIGHMEM_56"
	//   "C2D_HIGHMEM_112"
	//   "G2_STANDARD_4"
	//   "G2_STANDARD_8"
	//   "G2_STANDARD_12"
	//   "G2_STANDARD_16"
	//   "G2_STANDARD_24"
	//   "G2_STANDARD_32"
	//   "G2_STANDARD_48"
	//   "G2_STANDARD_96"
	//   "C3_STANDARD_4"
	//   "C3_STANDARD_8"
	//   "C3_STANDARD_22"
	//   "C3_STANDARD_44"
	//   "C3_STANDARD_88"
	//   "C3_STANDARD_176"
	//   "C3_HIGHCPU_4"
	//   "C3_HIGHCPU_8"
	//   "C3_HIGHCPU_22"
	//   "C3_HIGHCPU_44"
	//   "C3_HIGHCPU_88"
	//   "C3_HIGHCPU_176"
	//   "C3_HIGHMEM_4"
	//   "C3_HIGHMEM_8"
	//   "C3_HIGHMEM_22"
	//   "C3_HIGHMEM_44"
	//   "C3_HIGHMEM_88"
	//   "C3_HIGHMEM_176"
	MachineSpec string `json:"machineSpec,omitempty"`

	// Memories: Required. VM memory in gb.
	Memories float64 `json:"memories,omitempty"`

	// RamType: Required. Type of ram.
	//
	// Possible values:
	//   "UNKNOWN_RAM_TYPE"
	//   "A2"
	//   "A3"
	//   "C2" - COMPUTE_OPTIMIZED
	//   "C2D"
	//   "CUSTOM"
	//   "E2"
	//   "G2"
	//   "C3"
	//   "M2" - MEMORY_OPTIMIZED_UPGRADE_PREMIUM
	//   "M1" - MEMORY_OPTIMIZED
	//   "N1"
	//   "N2_CUSTOM"
	//   "N2"
	//   "N2D"
	RamType string `json:"ramType,omitempty"`

	// TrackingLabels: Billing tracking labels. They do not contain any user
	// data but only the labels set by Vertex Core Infra itself. Tracking
	// labels' keys are defined with special format: goog-[\p{Ll}\p{N}]+
	// E.g. "key": "goog-k8s-cluster-name","value": "us-east1-b4rk"
	TrackingLabels map[string]string `json:"trackingLabels,omitempty"`

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

	// NullFields is a list of field names (e.g. "GibSec") 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:"-"`
}

type Sentence struct {
	// Sentiment: For calls to AnalyzeSentiment or if
	// AnnotateTextRequest.Features.extract_document_sentiment is set to
	// true, this field will contain the sentiment for the sentence.
	Sentiment *Sentiment `json:"sentiment,omitempty"`

	// Text: The sentence text.
	Text *TextSpan `json:"text,omitempty"`

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

	// NullFields is a list of field names (e.g. "Sentiment") 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:"-"`
}

type Sentiment struct {
	// Magnitude: A non-negative number in the [0, +inf) range, which
	// represents the absolute magnitude of sentiment regardless of score
	// (positive or negative).
	Magnitude float64 `json:"magnitude,omitempty"`

	// Score: Sentiment score between -1.0 (negative sentiment) and 1.0
	// (positive sentiment).
	Score float64 `json:"score,omitempty"`

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

	// NullFields is a list of field names (e.g. "Magnitude") 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:"-"`
}

type Service struct {
	BasePath  string // API endpoint base URL
	UserAgent string // optional additional User-Agent fragment

	Documents *DocumentsService
	// contains filtered or unexported fields
}

type Status struct {
	// Code: The status code, which should be an enum value of
	// google.rpc.Code.
	Code int64 `json:"code,omitempty"`

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

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

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

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

type TextSpan struct {
	// BeginOffset: The API calculates the beginning offset of the content
	// in the original document according to the EncodingType specified in
	// the API request.
	BeginOffset int64 `json:"beginOffset,omitempty"`

	// Content: The content of the text span, which is a substring of the
	// document.
	Content string `json:"content,omitempty"`

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

	// NullFields is a list of field names (e.g. "BeginOffset") 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:"-"`
}

type Token struct {
	// DependencyEdge: Dependency tree parse for this token.
	DependencyEdge *DependencyEdge `json:"dependencyEdge,omitempty"`

	// Lemma: Lemma (https://en.wikipedia.org/wiki/Lemma_%28morphology%29)
	// of the token.
	Lemma string `json:"lemma,omitempty"`

	// PartOfSpeech: Parts of speech tag for this token.
	PartOfSpeech *PartOfSpeech `json:"partOfSpeech,omitempty"`

	// Text: The token text.
	Text *TextSpan `json:"text,omitempty"`

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

	// NullFields is a list of field names (e.g. "DependencyEdge") 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:"-"`
}

type TpuMetric struct {
	// TpuSec: Required. Seconds of TPU usage, e.g. 3600.
	TpuSec int64 `json:"tpuSec,omitempty,string"`

	// TpuType: Required. Type of TPU, e.g. TPU_V2, TPU_V3_POD.
	//
	// Possible values:
	//   "UNKNOWN_TPU_TYPE"
	//   "TPU_V2_POD"
	//   "TPU_V2"
	//   "TPU_V3_POD"
	//   "TPU_V3"
	//   "TPU_V5_LITEPOD"
	TpuType string `json:"tpuType,omitempty"`

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

	// NullFields is a list of field names (e.g. "TpuSec") 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:"-"`
}

type XPSArrayStats struct {
	CommonStats *XPSCommonStats `json:"commonStats,omitempty"`

	// MemberStats: Stats of all the values of all arrays, as if they were a
	// single long series of data. The type depends on the element type of
	// the array.
	MemberStats *XPSDataStats `json:"memberStats,omitempty"`

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

	// NullFields is a list of field names (e.g. "CommonStats") 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:"-"`
}

type XPSBatchPredictResponse struct {
	// ExampleSet: Examples for batch prediction result. Under full API
	// implementation, results are stored in shared RecordIO of
	// AnnotatedExample protobufs, the annotations field of which is
	// populated by XPS backend.
	ExampleSet *XPSExampleSet `json:"exampleSet,omitempty"`

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

	// NullFields is a list of field names (e.g. "ExampleSet") 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:"-"`
}

type XPSBoundingBoxMetricsEntry struct {
	// ConfidenceMetricsEntries: Metrics for each label-match
	// confidence_threshold from 0.05,0.10,...,0.95,0.96,0.97,0.98,0.99.
	ConfidenceMetricsEntries []*XPSBoundingBoxMetricsEntryConfidenceMetricsEntry `json:"confidenceMetricsEntries,omitempty"`

	// IouThreshold: The intersection-over-union threshold value used to
	// compute this metrics entry.
	IouThreshold float64 `json:"iouThreshold,omitempty"`

	// MeanAveragePrecision: The mean average precision.
	MeanAveragePrecision float64 `json:"meanAveragePrecision,omitempty"`

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

	// NullFields is a list of field names (e.g. "ConfidenceMetricsEntries")
	// 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:"-"`
}

type XPSBoundingBoxMetricsEntryConfidenceMetricsEntry struct {
	// ConfidenceThreshold: The confidence threshold value used to compute
	// the metrics.
	ConfidenceThreshold float64 `json:"confidenceThreshold,omitempty"`

	// F1Score: The harmonic mean of recall and precision.
	F1Score float64 `json:"f1Score,omitempty"`

	// Precision: Precision for the given confidence threshold.
	Precision float64 `json:"precision,omitempty"`

	// Recall: Recall for the given confidence threshold.
	Recall float64 `json:"recall,omitempty"`

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

	// NullFields is a list of field names (e.g. "ConfidenceThreshold") 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:"-"`
}

type XPSCategoryStats struct {
	CommonStats *XPSCommonStats `json:"commonStats,omitempty"`

	// TopCategoryStats: The statistics of the top 20 CATEGORY values,
	// ordered by CategoryStats.SingleCategoryStats.count.
	TopCategoryStats []*XPSCategoryStatsSingleCategoryStats `json:"topCategoryStats,omitempty"`

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

	// NullFields is a list of field names (e.g. "CommonStats") 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:"-"`
}

type XPSCategoryStatsSingleCategoryStats struct {
	// Count: The number of occurrences of this value in the series.
	Count int64 `json:"count,omitempty,string"`

	// Value: The CATEGORY value.
	Value string `json:"value,omitempty"`

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

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

type XPSClassificationEvaluationMetrics struct {
	// AuPrc: The Area under precision recall curve metric.
	AuPrc float64 `json:"auPrc,omitempty"`

	// AuRoc: The Area Under Receiver Operating Characteristic curve metric.
	// Micro-averaged for the overall evaluation.
	AuRoc float64 `json:"auRoc,omitempty"`

	// BaseAuPrc: The Area under precision recall curve metric based on
	// priors.
	BaseAuPrc float64 `json:"baseAuPrc,omitempty"`

	// ConfidenceMetricsEntries: Metrics that have confidence thresholds.
	// Precision-recall curve can be derived from it.
	ConfidenceMetricsEntries []*XPSConfidenceMetricsEntry `json:"confidenceMetricsEntries,omitempty"`

	// ConfusionMatrix: Confusion matrix of the evaluation. Only set for
	// MULTICLASS classification problems where number of annotation specs
	// is no more than 10. Only set for model level evaluation, not for
	// evaluation per label.
	ConfusionMatrix *XPSConfusionMatrix `json:"confusionMatrix,omitempty"`

	// EvaluatedExamplesCount: The number of examples used for model
	// evaluation.
	EvaluatedExamplesCount int64 `json:"evaluatedExamplesCount,omitempty"`

	// LogLoss: The Log Loss metric.
	LogLoss float64 `json:"logLoss,omitempty"`

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

	// NullFields is a list of field names (e.g. "AuPrc") 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:"-"`
}

type XPSColorMap struct {
	// AnnotationSpecIdToken: Should be used during training.
	AnnotationSpecIdToken string `json:"annotationSpecIdToken,omitempty"`

	// Color: This type is deprecated in favor of the IntColor below. This
	// is because google.type.Color represent color has a float which
	// semantically does not reflect discrete classes/categories concept.
	// Moreover, to handle it well we need to have some tolerance when
	// converting to a discretized color. As such, the recommendation is to
	// have API surface still use google.type.Color while internally
	// IntColor is used.
	Color *Color `json:"color,omitempty"`

	// DisplayName: Should be used during preprocessing.
	DisplayName string `json:"displayName,omitempty"`

	IntColor *XPSColorMapIntColor `json:"intColor,omitempty"`

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

	// NullFields is a list of field names (e.g. "AnnotationSpecIdToken") 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:"-"`
}

type XPSColorMapIntColor struct {
	// Blue: The value should be in range of [0, 255].
	Blue int64 `json:"blue,omitempty"`

	// Green: The value should be in range of [0, 255].
	Green int64 `json:"green,omitempty"`

	// Red: The value should be in range of [0, 255].
	Red int64 `json:"red,omitempty"`

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

	// NullFields is a list of field names (e.g. "Blue") 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:"-"`
}

type XPSColumnSpec struct {
	// ColumnId: The unique id of the column. When Preprocess, the Tables BE
	// will popuate the order id of the column, which reflects the order of
	// the column inside the table, i.e. 0 means the first column in the
	// table, N-1 means the last column. AutoML BE will persist this order
	// id in Spanner and set the order id here when calling
	// RefreshTablesStats and Train. Note: it's different than the
	// column_spec_id that is generated in AutoML BE.
	ColumnId int64 `json:"columnId,omitempty"`

	// DataStats: The data stats of the column. It's outputed in
	// RefreshTablesStats and a required input for Train.
	DataStats *XPSDataStats `json:"dataStats,omitempty"`

	// DataType: The data type of the column. It's outputed in Preprocess
	// rpc and a required input for RefreshTablesStats and Train.
	DataType *XPSDataType `json:"dataType,omitempty"`

	// DisplayName: The display name of the column. It's outputed in
	// Preprocess and a required input for RefreshTablesStats and Train.
	DisplayName string `json:"displayName,omitempty"`

	ForecastingMetadata *XPSColumnSpecForecastingMetadata `json:"forecastingMetadata,omitempty"`

	// TopCorrelatedColumns: It's outputed in RefreshTablesStats, and a
	// required input in Train.
	TopCorrelatedColumns []*XPSColumnSpecCorrelatedColumn `json:"topCorrelatedColumns,omitempty"`

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

	// NullFields is a list of field names (e.g. "ColumnId") 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:"-"`
}

type XPSColumnSpecCorrelatedColumn struct {
	ColumnId int64 `json:"columnId,omitempty"`

	CorrelationStats *XPSCorrelationStats `json:"correlationStats,omitempty"`

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

	// NullFields is a list of field names (e.g. "ColumnId") 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:"-"`
}

type XPSColumnSpecForecastingMetadata struct {
	// ColumnType: The type of the column for FORECASTING model training
	// purposes.
	//
	// Possible values:
	//   "COLUMN_TYPE_UNSPECIFIED" - An un-set value of this enum.
	//   "KEY" - Key columns are used to identify timeseries.
	//   "KEY_METADATA" - This column contains information describing static
	// properties of the entities identified by the key column(s) (e.g.
	// city's ZIP code).
	//   "TIME_SERIES_AVAILABLE_PAST_ONLY" - This column contains
	// information for the given entity, at any time poinrt, they are only
	// available in the time series before.
	//   "TIME_SERIES_AVAILABLE_PAST_AND_FUTURE" - This column contains
	// information for the given entity is known both for the past and the
	// sufficiently far future.
	ColumnType string `json:"columnType,omitempty"`

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

	// NullFields is a list of field names (e.g. "ColumnType") 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:"-"`
}

type XPSCommonStats struct {
	DistinctValueCount int64 `json:"distinctValueCount,omitempty,string"`

	NullValueCount int64 `json:"nullValueCount,omitempty,string"`

	ValidValueCount int64 `json:"validValueCount,omitempty,string"`

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

	// NullFields is a list of field names (e.g. "DistinctValueCount") 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:"-"`
}

type XPSConfidenceMetricsEntry struct {
	// ConfidenceThreshold: Metrics are computed with an assumption that the
	// model never return predictions with score lower than this value.
	ConfidenceThreshold float64 `json:"confidenceThreshold,omitempty"`

	// F1Score: The harmonic mean of recall and precision.
	F1Score float64 `json:"f1Score,omitempty"`

	// F1ScoreAt1: The harmonic mean of recall_at1 and precision_at1.
	F1ScoreAt1 float64 `json:"f1ScoreAt1,omitempty"`

	// FalseNegativeCount: The number of ground truth labels that are not
	// matched by a model created label.
	FalseNegativeCount int64 `json:"falseNegativeCount,omitempty,string"`

	// FalsePositiveCount: The number of model created labels that do not
	// match a ground truth label.
	FalsePositiveCount int64 `json:"falsePositiveCount,omitempty,string"`

	// FalsePositiveRate: False Positive Rate for the given confidence
	// threshold.
	FalsePositiveRate float64 `json:"falsePositiveRate,omitempty"`

	// FalsePositiveRateAt1: The False Positive Rate when only considering
	// the label that has the highest prediction score and not below the
	// confidence threshold for each example.
	FalsePositiveRateAt1 float64 `json:"falsePositiveRateAt1,omitempty"`

	// PositionThreshold: Metrics are computed with an assumption that the
	// model always returns at most this many predictions (ordered by their
	// score, descendingly), but they all still need to meet the
	// confidence_threshold.
	PositionThreshold int64 `json:"positionThreshold,omitempty"`

	// Precision: Precision for the given confidence threshold.
	Precision float64 `json:"precision,omitempty"`

	// PrecisionAt1: The precision when only considering the label that has
	// the highest prediction score and not below the confidence threshold
	// for each example.
	PrecisionAt1 float64 `json:"precisionAt1,omitempty"`

	// Recall: Recall (true positive rate) for the given confidence
	// threshold.
	Recall float64 `json:"recall,omitempty"`

	// RecallAt1: The recall (true positive rate) when only considering the
	// label that has the highest prediction score and not below the
	// confidence threshold for each example.
	RecallAt1 float64 `json:"recallAt1,omitempty"`

	// TrueNegativeCount: The number of labels that were not created by the
	// model, but if they would, they would not match a ground truth label.
	TrueNegativeCount int64 `json:"trueNegativeCount,omitempty,string"`

	// TruePositiveCount: The number of model created labels that match a
	// ground truth label.
	TruePositiveCount int64 `json:"truePositiveCount,omitempty,string"`

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

	// NullFields is a list of field names (e.g. "ConfidenceThreshold") 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:"-"`
}

type XPSConfusionMatrix struct {
	// AnnotationSpecIdToken: For the following three repeated fields, only
	// one is intended to be set. annotation_spec_id_token is preferable to
	// be set. ID tokens of the annotation specs used in the confusion
	// matrix.
	AnnotationSpecIdToken []string `json:"annotationSpecIdToken,omitempty"`

	// Category: Category (mainly for segmentation). Set only for image
	// segmentation models. Note: uCAIP Image Segmentation should use
	// annotation_spec_id_token.
	Category []int64 `json:"category,omitempty"`

	// Row: Rows in the confusion matrix. The number of rows is equal to the
	// size of `annotation_spec_id_token`. `row[i].value[j]` is the number
	// of examples that have ground truth of the
	// `annotation_spec_id_token[i]` and are predicted as
	// `annotation_spec_id_token[j]` by the model being evaluated.
	Row []*XPSConfusionMatrixRow `json:"row,omitempty"`

	// SentimentLabel: Sentiment labels used in the confusion matrix. Set
	// only for text sentiment models. For AutoML Text Revamp, use
	// `annotation_spec_id_token` instead and leave this field empty.
	SentimentLabel []int64 `json:"sentimentLabel,omitempty"`

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

	// NullFields is a list of field names (e.g. "AnnotationSpecIdToken") 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:"-"`
}

type XPSConfusionMatrixRow struct {
	// Count: Same as above except intended to represent other counts (for
	// e.g. for segmentation this is pixel count). NOTE(params): Only
	// example_count or count is set (oneoff does not support repeated
	// fields unless they are embedded inside another message).
	Count googleapi.Int64s `json:"count,omitempty"`

	// ExampleCount: Value of the specific cell in the confusion matrix. The
	// number of values each row has (i.e. the length of the row) is equal
	// to the length of the annotation_spec_id_token field.
	ExampleCount []int64 `json:"exampleCount,omitempty"`

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

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

type XPSCoreMlFormat struct {
}

type XPSCorrelationStats struct {
	// CramersV: The correlation value using the Cramer's V measure.
	CramersV float64 `json:"cramersV,omitempty"`

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

	// NullFields is a list of field names (e.g. "CramersV") 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:"-"`
}

type XPSDataErrors struct {
	// Count: Number of records having errors associated with the enum.
	Count int64 `json:"count,omitempty"`

	// ErrorType: Type of the error.
	//
	// Possible values:
	//   "ERROR_TYPE_UNSPECIFIED" - Not specified.
	//   "UNSUPPORTED_AUDIO_FORMAT" - Audio format not in the formats by
	// cloud-speech AutoML. Currently only wav and flac file formats are
	// supported.
	//   "FILE_EXTENSION_MISMATCH_WITH_AUDIO_FORMAT" - File format differnt
	// from what is specified in the file name extension.
	//   "FILE_TOO_LARGE" - File too large. Maximum allowed size is 50 MB.
	//   "MISSING_TRANSCRIPTION" - Transcript is missing.
	ErrorType string `json:"errorType,omitempty"`

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

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

type XPSDataStats struct {
	// ArrayStats: The statistics for ARRAY DataType.
	ArrayStats *XPSArrayStats `json:"arrayStats,omitempty"`

	// CategoryStats: The statistics for CATEGORY DataType.
	CategoryStats *XPSCategoryStats `json:"categoryStats,omitempty"`

	// DistinctValueCount: The number of distinct values.
	DistinctValueCount int64 `json:"distinctValueCount,omitempty,string"`

	// Float64Stats: The statistics for FLOAT64 DataType.
	Float64Stats *XPSFloat64Stats `json:"float64Stats,omitempty"`

	// NullValueCount: The number of values that are null.
	NullValueCount int64 `json:"nullValueCount,omitempty,string"`

	// StringStats: The statistics for STRING DataType.
	StringStats *XPSStringStats `json:"stringStats,omitempty"`

	// StructStats: The statistics for STRUCT DataType.
	StructStats *XPSStructStats `json:"structStats,omitempty"`

	// TimestampStats: The statistics for TIMESTAMP DataType.
	TimestampStats *XPSTimestampStats `json:"timestampStats,omitempty"`

	// ValidValueCount: The number of values that are valid.
	ValidValueCount int64 `json:"validValueCount,omitempty,string"`

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

	// NullFields is a list of field names (e.g. "ArrayStats") 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:"-"`
}

type XPSDataType struct {
	// CompatibleDataTypes: The highly compatible data types to this data
	// type.
	CompatibleDataTypes []*XPSDataType `json:"compatibleDataTypes,omitempty"`

	// ListElementType: If type_code == ARRAY, then `list_element_type` is
	// the type of the elements.
	ListElementType *XPSDataType `json:"listElementType,omitempty"`

	// Nullable: If true, this DataType can also be `null`.
	Nullable bool `json:"nullable,omitempty"`

	// StructType: If type_code == STRUCT, then `struct_type` provides type
	// information for the struct's fields.
	StructType *XPSStructType `json:"structType,omitempty"`

	// TimeFormat: If type_code == TIMESTAMP then `time_format` provides the
	// format in which that time field is expressed. The time_format must be
	// written in `strftime` syntax. If time_format is not set, then the
	// default format as described on the field is used.
	TimeFormat string `json:"timeFormat,omitempty"`

	// TypeCode: Required. The TypeCode for this type.
	//
	// Possible values:
	//   "TYPE_CODE_UNSPECIFIED" - Not specified. Should not be used.
	//   "FLOAT64" - Encoded as `number`, or the strings "NaN",
	// "Infinity", or "-Infinity".
	//   "TIMESTAMP" - Must be between 0AD and 9999AD. Encoded as `string`
	// according to time_format, or, if that format is not set, then in RFC
	// 3339 `date-time` format, where `time-offset` = "Z" (e.g.
	// 1985-04-12T23:20:50.52Z).
	//   "STRING" - Encoded as `string`.
	//   "ARRAY" - Encoded as `list`, where the list elements are
	// represented according to list_element_type.
	//   "STRUCT" - Encoded as `struct`, where field values are represented
	// according to struct_type.
	//   "CATEGORY" - Values of this type are not further understood by
	// AutoML, e.g. AutoML is unable to tell the order of values (as it
	// could with FLOAT64), or is unable to say if one value contains
	// another (as it could with STRING). Encoded as `string` (bytes should
	// be base64-encoded, as described in RFC 4648, section 4).
	TypeCode string `json:"typeCode,omitempty"`

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

	// NullFields is a list of field names (e.g. "CompatibleDataTypes") 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:"-"`
}

type XPSDockerFormat struct {
	// CpuArchitecture: Optional. Additional cpu information describing the
	// requirements for the to be exported model files.
	//
	// Possible values:
	//   "CPU_ARCHITECTURE_UNSPECIFIED"
	//   "CPU_ARCHITECTURE_X86_64"
	CpuArchitecture string `json:"cpuArchitecture,omitempty"`

	// GpuArchitecture: Optional. Additional gpu information describing the
	// requirements for the to be exported model files.
	//
	// Possible values:
	//   "GPU_ARCHITECTURE_UNSPECIFIED"
	//   "GPU_ARCHITECTURE_NVIDIA"
	GpuArchitecture string `json:"gpuArchitecture,omitempty"`

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

	// NullFields is a list of field names (e.g. "CpuArchitecture") 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:"-"`
}

type XPSEdgeTpuTfLiteFormat struct {
}

type XPSEvaluationMetrics struct {
	// AnnotationSpecIdToken: The annotation_spec for which this evaluation
	// metrics instance had been created. Empty iff this is an overall model
	// evaluation (like Tables evaluation metrics), i.e. aggregated across
	// all labels. The value comes from the input annotations in
	// AnnotatedExample. For MVP product or for text sentiment models where
	// annotation_spec_id_token is not available, set label instead.
	AnnotationSpecIdToken string `json:"annotationSpecIdToken,omitempty"`

	// Category: The integer category label for which this evaluation metric
	// instance had been created. Valid categories are 0 or higher. Overall
	// model evaluation should set this to negative values (rather than
	// implicit zero). Only used for Image Segmentation (prefer to set
	// annotation_spec_id_token instead). Note: uCAIP Image Segmentation
	// should use annotation_spec_id_token.
	Category int64 `json:"category,omitempty"`

	// EvaluatedExampleCount: The number of examples used to create this
	// evaluation metrics instance.
	EvaluatedExampleCount int64 `json:"evaluatedExampleCount,omitempty"`

	ImageClassificationEvalMetrics *XPSClassificationEvaluationMetrics `json:"imageClassificationEvalMetrics,omitempty"`

	ImageObjectDetectionEvalMetrics *XPSImageObjectDetectionEvaluationMetrics `json:"imageObjectDetectionEvalMetrics,omitempty"`

	ImageSegmentationEvalMetrics *XPSImageSegmentationEvaluationMetrics `json:"imageSegmentationEvalMetrics,omitempty"`

	// Label: The label for which this evaluation metrics instance had been
	// created. Empty iff this is an overall model evaluation (like Tables
	// evaluation metrics), i.e. aggregated across all labels. The label
	// maps to AnnotationSpec.display_name in Public API protos. Only used
	// by MVP implementation and text sentiment FULL implementation.
	Label string `json:"label,omitempty"`

	RegressionEvalMetrics *XPSRegressionEvaluationMetrics `json:"regressionEvalMetrics,omitempty"`

	TablesClassificationEvalMetrics *XPSClassificationEvaluationMetrics `json:"tablesClassificationEvalMetrics,omitempty"`

	TablesEvalMetrics *XPSTablesEvaluationMetrics `json:"tablesEvalMetrics,omitempty"`

	TextClassificationEvalMetrics *XPSClassificationEvaluationMetrics `json:"textClassificationEvalMetrics,omitempty"`

	TextExtractionEvalMetrics *XPSTextExtractionEvaluationMetrics `json:"textExtractionEvalMetrics,omitempty"`

	TextSentimentEvalMetrics *XPSTextSentimentEvaluationMetrics `json:"textSentimentEvalMetrics,omitempty"`

	TranslationEvalMetrics *XPSTranslationEvaluationMetrics `json:"translationEvalMetrics,omitempty"`

	VideoActionRecognitionEvalMetrics *XPSVideoActionRecognitionEvaluationMetrics `json:"videoActionRecognitionEvalMetrics,omitempty"`

	VideoClassificationEvalMetrics *XPSClassificationEvaluationMetrics `json:"videoClassificationEvalMetrics,omitempty"`

	VideoObjectTrackingEvalMetrics *XPSVideoObjectTrackingEvaluationMetrics `json:"videoObjectTrackingEvalMetrics,omitempty"`

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

	// NullFields is a list of field names (e.g. "AnnotationSpecIdToken") 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:"-"`
}

type XPSEvaluationMetricsSet struct {
	// EvaluationMetrics: Inline EvaluationMetrics - should be relatively
	// small. For passing large quantities of exhaustive metrics, use
	// file_spec.
	EvaluationMetrics []*XPSEvaluationMetrics `json:"evaluationMetrics,omitempty"`

	// FileSpec: File spec containing evaluation metrics of a model, must
	// point to RecordIO file(s) of
	// intelligence.cloud.automl.xps.EvaluationMetrics messages.
	FileSpec *XPSFileSpec `json:"fileSpec,omitempty"`

	// NumEvaluationMetrics: Number of the evaluation metrics (usually one
	// per label plus overall).
	NumEvaluationMetrics int64 `json:"numEvaluationMetrics,omitempty,string"`

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

	// NullFields is a list of field names (e.g. "EvaluationMetrics") 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:"-"`
}

type XPSExampleSet struct {
	// FileSpec: File spec of the examples or input sources.
	FileSpec *XPSFileSpec `json:"fileSpec,omitempty"`

	// Fingerprint: Fingerprint of the example set.
	Fingerprint int64 `json:"fingerprint,omitempty,string"`

	// NumExamples: Number of examples.
	NumExamples int64 `json:"numExamples,omitempty,string"`

	// NumInputSources: Number of input sources.
	NumInputSources int64 `json:"numInputSources,omitempty,string"`

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

	// NullFields is a list of field names (e.g. "FileSpec") 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:"-"`
}

type XPSExportModelOutputConfig struct {
	CoreMlFormat *XPSCoreMlFormat `json:"coreMlFormat,omitempty"`

	DockerFormat *XPSDockerFormat `json:"dockerFormat,omitempty"`

	EdgeTpuTfLiteFormat *XPSEdgeTpuTfLiteFormat `json:"edgeTpuTfLiteFormat,omitempty"`

	// ExportFirebaseAuxiliaryInfo: For any model and format: If true, will
	// additionally export FirebaseExportedModelInfo in a firebase.txt file.
	ExportFirebaseAuxiliaryInfo bool `json:"exportFirebaseAuxiliaryInfo,omitempty"`

	// OutputGcrUri: The Google Contained Registry (GCR) path the exported
	// files to be pushed to. This location is set if the exported format is
	// DOCKDER.
	OutputGcrUri string `json:"outputGcrUri,omitempty"`

	// OutputGcsUri: The Google Cloud Storage (GCS) directory where XPS will
	// output the exported models and related files. Format:
	// gs://bucket/directory
	OutputGcsUri string `json:"outputGcsUri,omitempty"`

	TfJsFormat *XPSTfJsFormat `json:"tfJsFormat,omitempty"`

	TfLiteFormat *XPSTfLiteFormat `json:"tfLiteFormat,omitempty"`

	TfSavedModelFormat *XPSTfSavedModelFormat `json:"tfSavedModelFormat,omitempty"`

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

	// NullFields is a list of field names (e.g. "CoreMlFormat") 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:"-"`
}

type XPSFileSpec struct {
	// DirectoryPath: Deprecated. Use file_spec.
	DirectoryPath string `json:"directoryPath,omitempty"`

	// Possible values:
	//   "FILE_FORMAT_UNKNOWN"
	//   "FILE_FORMAT_SSTABLE"
	//   "FILE_FORMAT_TRANSLATION_RKV" - Internal format for parallel text
	// data used by Google Translate. go/rkvtools
	//   "FILE_FORMAT_RECORDIO"
	//   "FILE_FORMAT_RAW_CSV" - Only the lexicographically first file
	// described by the file_spec contains the header line.
	//   "FILE_FORMAT_RAW_CAPACITOR"
	FileFormat string `json:"fileFormat,omitempty"`

	// FileSpec: Single file path, or file pattern of format
	// "/path/to/file@shard_count". E.g. /cns/cell-d/somewhere/file@2 is
	// expanded to two files: /cns/cell-d/somewhere/file-00000-of-00002 and
	// /cns/cell-d/somewhere/file-00001-of-00002.
	FileSpec string `json:"fileSpec,omitempty"`

	// SingleFilePath: Deprecated. Use file_spec.
	SingleFilePath string `json:"singleFilePath,omitempty"`

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

	// NullFields is a list of field names (e.g. "DirectoryPath") 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:"-"`
}

type XPSFloat64Stats struct {
	CommonStats *XPSCommonStats `json:"commonStats,omitempty"`

	// HistogramBuckets: Histogram buckets of the data series. Sorted by the
	// min value of the bucket, ascendingly, and the number of the buckets
	// is dynamically generated. The buckets are non-overlapping and
	// completely cover whole FLOAT64 range with min of first bucket being
	// "-Infinity", and max of the last one being "Infinity".
	HistogramBuckets []*XPSFloat64StatsHistogramBucket `json:"histogramBuckets,omitempty"`

	// Mean: The mean of the series.
	Mean float64 `json:"mean,omitempty"`

	// Quantiles: Ordered from 0 to k k-quantile values of the data series
	// of n values. The value at index i is, approximately, the i*n/k-th
	// smallest value in the series; for i = 0 and i = k these are,
	// respectively, the min and max values.
	Quantiles []float64 `json:"quantiles,omitempty"`

	// StandardDeviation: The standard deviation of the series.
	StandardDeviation float64 `json:"standardDeviation,omitempty"`

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

	// NullFields is a list of field names (e.g. "CommonStats") 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:"-"`
}

type XPSFloat64StatsHistogramBucket struct {
	// Count: The number of data values that are in the bucket, i.e. are
	// between min and max values.
	Count int64 `json:"count,omitempty,string"`

	// Max: The maximum value of the bucket, exclusive unless max =
	// "Infinity", in which case it's inclusive.
	Max float64 `json:"max,omitempty"`

	// Min: The minimum value of the bucket, inclusive.
	Min float64 `json:"min,omitempty"`

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

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

type XPSImageClassificationTrainResponse struct {
	// ClassCount: Total number of classes.
	ClassCount int64 `json:"classCount,omitempty,string"`

	// ExportModelSpec: Information of downloadable models that are
	// pre-generated as part of training flow and will be persisted in
	// AutoMl backend. Populated for AutoMl requests.
	ExportModelSpec *XPSImageExportModelSpec `json:"exportModelSpec,omitempty"`

	// ModelArtifactSpec: ## The fields below are only populated under uCAIP
	// request scope.
	ModelArtifactSpec *XPSImageModelArtifactSpec `json:"modelArtifactSpec,omitempty"`

	ModelServingSpec *XPSImageModelServingSpec `json:"modelServingSpec,omitempty"`

	// StopReason: Stop reason for training job, e.g.
	// 'TRAIN_BUDGET_REACHED', 'MODEL_CONVERGED', 'MODEL_EARLY_STOPPED'.
	//
	// Possible values:
	//   "TRAIN_STOP_REASON_UNSPECIFIED"
	//   "TRAIN_STOP_REASON_BUDGET_REACHED"
	//   "TRAIN_STOP_REASON_MODEL_CONVERGED" - Model fully converged, can
	// not be resumbed training.
	//   "TRAIN_STOP_REASON_MODEL_EARLY_STOPPED" - Model early converged,
	// can be further trained till full convergency.
	StopReason string `json:"stopReason,omitempty"`

	// TrainCostInNodeTime: The actual cost to create this model. - For edge
	// type model, the cost is expressed in node hour. - For cloud type
	// model,the cost is expressed in compute hour. - Populated for models
	// created before GA. To be deprecated after GA.
	TrainCostInNodeTime string `json:"trainCostInNodeTime,omitempty"`

	// TrainCostNodeSeconds: The actual training cost, expressed in node
	// seconds. Populated for models trained in node time.
	TrainCostNodeSeconds int64 `json:"trainCostNodeSeconds,omitempty,string"`

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

	// NullFields is a list of field names (e.g. "ClassCount") 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:"-"`
}

type XPSImageExportModelSpec struct {
	// ExportModelOutputConfig: Contains the model format and internal
	// location of the model files to be exported/downloaded. Use the GCS
	// bucket name which is provided via TrainRequest.gcs_bucket_name to
	// store the model files.
	ExportModelOutputConfig []*XPSExportModelOutputConfig `json:"exportModelOutputConfig,omitempty"`

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

	// NullFields is a list of field names (e.g. "ExportModelOutputConfig")
	// 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:"-"`
}

type XPSImageModelArtifactSpec struct {
	// CheckpointArtifact: The Tensorflow checkpoint files. e.g. Used for
	// resumable training.
	CheckpointArtifact *XPSModelArtifactItem `json:"checkpointArtifact,omitempty"`

	// ExportArtifact: The model binary files in different formats for model
	// export.
	ExportArtifact []*XPSModelArtifactItem `json:"exportArtifact,omitempty"`

	// LabelGcsUri: GCS uri of decoded labels file for model export
	// 'dict.txt'.
	LabelGcsUri string `json:"labelGcsUri,omitempty"`

	// ServingArtifact: The default model binary file used for serving (e.g.
	// online predict, batch predict) via public Cloud AI Platform API.
	ServingArtifact *XPSModelArtifactItem `json:"servingArtifact,omitempty"`

	// TfJsBinaryGcsPrefix: GCS uri prefix of Tensorflow JavaScript binary
	// files 'groupX-shardXofX.bin' Deprecated.
	TfJsBinaryGcsPrefix string `json:"tfJsBinaryGcsPrefix,omitempty"`

	// TfLiteMetadataGcsUri: GCS uri of Tensorflow Lite metadata
	// 'tflite_metadata.json'.
	TfLiteMetadataGcsUri string `json:"tfLiteMetadataGcsUri,omitempty"`

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

	// NullFields is a list of field names (e.g. "CheckpointArtifact") 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:"-"`
}

type XPSImageModelServingSpec struct {
	// ModelThroughputEstimation: Populate under uCAIP request scope.
	ModelThroughputEstimation []*XPSImageModelServingSpecModelThroughputEstimation `json:"modelThroughputEstimation,omitempty"`

	// NodeQps: An estimated value of how much traffic a node can serve.
	// Populated for AutoMl request only.
	NodeQps float64 `json:"nodeQps,omitempty"`

	// TfRuntimeVersion: ## The fields below are only populated under uCAIP
	// request scope.
	// https://cloud.google.com/ml-engine/docs/runtime-version-list
	TfRuntimeVersion string `json:"tfRuntimeVersion,omitempty"`

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

	// NullFields is a list of field names (e.g.
	// "ModelThroughputEstimation") 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:"-"`
}

type XPSImageModelServingSpecModelThroughputEstimation struct {
	// Possible values:
	//   "UNSPECIFIED"
	//   "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.
	//   "NVIDIA_TESLA_A100" - Nvidia Tesla A100 GPU.
	//   "NVIDIA_A100_80GB" - Nvidia A100 80GB GPU.
	//   "NVIDIA_L4" - Nvidia L4 GPU.
	//   "NVIDIA_H100_80GB" - Nvidia H100 80Gb GPU.
	//   "TPU_V2" - TPU v2 (JellyFish).
	//   "TPU_V3" - TPU v3 (DragonFish).
	//   "TPU_V4_POD" - TPU_v4 (PufferFish).
	//   "TPU_V5_LITEPOD" - TPU v5 Lite Pods.
	ComputeEngineAcceleratorType string `json:"computeEngineAcceleratorType,omitempty"`

	// LatencyInMilliseconds: Estimated latency.
	LatencyInMilliseconds float64 `json:"latencyInMilliseconds,omitempty"`

	// NodeQps: The approximate qps a deployed node can serve.
	NodeQps float64 `json:"nodeQps,omitempty"`

	// Possible values:
	//   "PARTITION_TYPE_UNSPECIFIED"
	//   "PARTITION_ZERO" - The default partition.
	//   "PARTITION_REDUCED_HOMING" - It has significantly lower replication
	// than partition-0 and is located in the US only. It also has a larger
	// model size limit and higher default RAM quota than partition-0.
	// Customers with batch traffic, US-based traffic, or very large models
	// should use this partition. Capacity in this partition is
	// significantly cheaper than partition-0.
	//   "PARTITION_JELLYFISH" - To be used by customers with
	// Jellyfish-accelerated ops. See go/servomatic-jellyfish for details.
	//   "PARTITION_CPU" - The partition used by regionalized servomatic
	// cloud regions.
	//   "PARTITION_CUSTOM_STORAGE_CPU" - The partition used for loading
	// models from custom storage.
	ServomaticPartitionType string `json:"servomaticPartitionType,omitempty"`

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

	// NullFields is a list of field names (e.g.
	// "ComputeEngineAcceleratorType") 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:"-"`
}

type XPSImageObjectDetectionEvaluationMetrics struct {
	// BoundingBoxMeanAveragePrecision: The single metric for bounding boxes
	// evaluation: the mean_average_precision averaged over all
	// bounding_box_metrics_entries.
	BoundingBoxMeanAveragePrecision float64 `json:"boundingBoxMeanAveragePrecision,omitempty"`

	// BoundingBoxMetricsEntries: The bounding boxes match metrics for each
	// Intersection-over-union threshold
	// 0.05,0.10,...,0.95,0.96,0.97,0.98,0.99 and each label confidence
	// threshold 0.05,0.10,...,0.95,0.96,0.97,0.98,0.99 pair.
	BoundingBoxMetricsEntries []*XPSBoundingBoxMetricsEntry `json:"boundingBoxMetricsEntries,omitempty"`

	// EvaluatedBoundingBoxCount: The total number of bounding boxes (i.e.
	// summed over all images) the ground truth used to create this
	// evaluation had.
	EvaluatedBoundingBoxCount int64 `json:"evaluatedBoundingBoxCount,omitempty"`

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

	// NullFields is a list of field names (e.g.
	// "BoundingBoxMeanAveragePrecision") 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:"-"`
}

type XPSImageObjectDetectionModelSpec struct {
	// ClassCount: Total number of classes.
	ClassCount int64 `json:"classCount,omitempty,string"`

	ExportModelSpec *XPSImageExportModelSpec `json:"exportModelSpec,omitempty"`

	// MaxBoundingBoxCount: Max number of bounding box.
	MaxBoundingBoxCount int64 `json:"maxBoundingBoxCount,omitempty,string"`

	// ModelArtifactSpec: ## The fields below are only populated under uCAIP
	// request scope.
	ModelArtifactSpec *XPSImageModelArtifactSpec `json:"modelArtifactSpec,omitempty"`

	ModelServingSpec *XPSImageModelServingSpec `json:"modelServingSpec,omitempty"`

	// StopReason: Stop reason for training job, e.g.
	// 'TRAIN_BUDGET_REACHED', 'MODEL_CONVERGED'.
	//
	// Possible values:
	//   "TRAIN_STOP_REASON_UNSPECIFIED"
	//   "TRAIN_STOP_REASON_BUDGET_REACHED"
	//   "TRAIN_STOP_REASON_MODEL_CONVERGED" - Model fully converged, can
	// not be resumbed training.
	//   "TRAIN_STOP_REASON_MODEL_EARLY_STOPPED" - Model early converged,
	// can be further trained till full convergency.
	StopReason string `json:"stopReason,omitempty"`

	// TrainCostNodeSeconds: The actual train cost of creating this model,
	// expressed in node seconds, i.e. 3,600 value in this field means 1
	// node hour.
	TrainCostNodeSeconds int64 `json:"trainCostNodeSeconds,omitempty,string"`

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

	// NullFields is a list of field names (e.g. "ClassCount") 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:"-"`
}

type XPSImageSegmentationEvaluationMetrics struct {
	// ConfidenceMetricsEntries: Metrics that have confidence thresholds.
	// Precision-recall curve can be derived from it.
	ConfidenceMetricsEntries []*XPSImageSegmentationEvaluationMetricsConfidenceMetricsEntry `json:"confidenceMetricsEntries,omitempty"`

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

	// NullFields is a list of field names (e.g. "ConfidenceMetricsEntries")
	// 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:"-"`
}

type XPSImageSegmentationEvaluationMetricsConfidenceMetricsEntry struct {
	// ConfidenceThreshold: The confidence threshold value used to compute
	// the metrics.
	ConfidenceThreshold float64 `json:"confidenceThreshold,omitempty"`

	// ConfusionMatrix: Confusion matrix of the per confidence_threshold
	// evaluation. Pixel counts are set here. Only set for model level
	// evaluation, not for evaluation per label.
	ConfusionMatrix *XPSConfusionMatrix `json:"confusionMatrix,omitempty"`

	// DiceScoreCoefficient: DSC or the F1 score: The harmonic mean of
	// recall and precision.
	DiceScoreCoefficient float64 `json:"diceScoreCoefficient,omitempty"`

	// IouScore: IOU score.
	IouScore float64 `json:"iouScore,omitempty"`

	// Precision: Precision for the given confidence threshold.
	Precision float64 `json:"precision,omitempty"`

	// Recall: Recall for the given confidence threshold.
	Recall float64 `json:"recall,omitempty"`

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

	// NullFields is a list of field names (e.g. "ConfidenceThreshold") 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:"-"`
}

type XPSImageSegmentationTrainResponse struct {
	// ColorMaps: Color map of the model.
	ColorMaps []*XPSColorMap `json:"colorMaps,omitempty"`

	// ExportModelSpec: NOTE: These fields are not used/needed in EAP but
	// will be set later.
	ExportModelSpec *XPSImageExportModelSpec `json:"exportModelSpec,omitempty"`

	// ModelArtifactSpec: ## The fields below are only populated under uCAIP
	// request scope. Model artifact spec stores and model gcs pathes and
	// related metadata
	ModelArtifactSpec *XPSImageModelArtifactSpec `json:"modelArtifactSpec,omitempty"`

	ModelServingSpec *XPSImageModelServingSpec `json:"modelServingSpec,omitempty"`

	// StopReason: Stop reason for training job, e.g.
	// 'TRAIN_BUDGET_REACHED', 'MODEL_CONVERGED'.
	//
	// Possible values:
	//   "TRAIN_STOP_REASON_UNSPECIFIED"
	//   "TRAIN_STOP_REASON_BUDGET_REACHED"
	//   "TRAIN_STOP_REASON_MODEL_CONVERGED" - Model fully converged, can
	// not be resumbed training.
	//   "TRAIN_STOP_REASON_MODEL_EARLY_STOPPED" - Model early converged,
	// can be further trained till full convergency.
	StopReason string `json:"stopReason,omitempty"`

	// TrainCostNodeSeconds: The actual train cost of creating this model,
	// expressed in node seconds, i.e. 3,600 value in this field means 1
	// node hour.
	TrainCostNodeSeconds int64 `json:"trainCostNodeSeconds,omitempty,string"`

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

	// NullFields is a list of field names (e.g. "ColorMaps") 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:"-"`
}

type XPSIntegratedGradientsAttribution struct {
	// StepCount: The 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 within the desired error range. Valid range of its
	// value is [1, 100], inclusively.
	StepCount int64 `json:"stepCount,omitempty"`

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

	// NullFields is a list of field names (e.g. "StepCount") 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:"-"`
}

type XPSMetricEntry struct {
	// ArgentumMetricId: For billing metrics that are using legacy sku's,
	// set the legacy billing metric id here. This will be sent to Chemist
	// as the "cloudbilling.googleapis.com/argentum_metric_id" label.
	// Otherwise leave empty.
	ArgentumMetricId string `json:"argentumMetricId,omitempty"`

	// DoubleValue: A double value.
	DoubleValue float64 `json:"doubleValue,omitempty"`

	// Int64Value: A signed 64-bit integer value.
	Int64Value int64 `json:"int64Value,omitempty,string"`

	// MetricName: The metric name defined in the service configuration.
	MetricName string `json:"metricName,omitempty"`

	// SystemLabels: Billing system labels for this (metric, value) pair.
	SystemLabels []*XPSMetricEntryLabel `json:"systemLabels,omitempty"`

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

	// NullFields is a list of field names (e.g. "ArgentumMetricId") 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:"-"`
}

type XPSMetricEntryLabel struct {
	// LabelName: The name of the label.
	LabelName string `json:"labelName,omitempty"`

	// LabelValue: The value of the label.
	LabelValue string `json:"labelValue,omitempty"`

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

	// NullFields is a list of field names (e.g. "LabelName") 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:"-"`
}

type XPSModelArtifactItem struct {
	// ArtifactFormat: The model artifact format.
	//
	// Possible values:
	//   "ARTIFACT_FORMAT_UNSPECIFIED" - Should not be used.
	//   "TF_CHECKPOINT" - The Tensorflow checkpoints. See
	// https://www.tensorflow.org/guide/checkpoint.
	//   "TF_SAVED_MODEL" - The Tensorflow SavedModel binary.
	//   "TF_LITE" - Model artifact in generic TensorFlow Lite (.tflite)
	// format. See https://www.tensorflow.org/lite.
	//   "EDGE_TPU_TF_LITE" - Used for [Edge
	// TPU](https://cloud.google.com/edge-tpu/) devices.
	//   "TF_JS" - A [TensorFlow.js](https://www.tensorflow.org/js) model
	// that can be used in the browser and in Node.js using JavaScript.
	//   "CORE_ML" - Used for iOS mobile devices in (.mlmodel) format. See
	// https://developer.apple.com/documentation/coreml
	ArtifactFormat string `json:"artifactFormat,omitempty"`

	// GcsUri: The Google Cloud Storage (GCS) uri that stores the model
	// binary files.
	GcsUri string `json:"gcsUri,omitempty"`

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

	// NullFields is a list of field names (e.g. "ArtifactFormat") 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:"-"`
}

type XPSPreprocessResponse struct {
	// OutputExampleSet: Preprocessed examples, that are to be imported into
	// AutoML storage. This should point to RecordIO file(s) of
	// PreprocessedExample messages. The
	// PreprocessedExample.mvp_training_data-s returned here are later
	// verbatim passed to Train() call in TrainExample.mvp_training_data.
	OutputExampleSet *XPSExampleSet `json:"outputExampleSet,omitempty"`

	SpeechPreprocessResp *XPSSpeechPreprocessResponse `json:"speechPreprocessResp,omitempty"`

	TablesPreprocessResponse *XPSTablesPreprocessResponse `json:"tablesPreprocessResponse,omitempty"`

	TranslationPreprocessResp *XPSTranslationPreprocessResponse `json:"translationPreprocessResp,omitempty"`

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

	// NullFields is a list of field names (e.g. "OutputExampleSet") 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:"-"`
}

type XPSRegressionEvaluationMetrics struct {
	// MeanAbsoluteError: Mean Absolute Error (MAE).
	MeanAbsoluteError float64 `json:"meanAbsoluteError,omitempty"`

	// MeanAbsolutePercentageError: Mean absolute percentage error. Only set
	// if all ground truth values are positive.
	MeanAbsolutePercentageError float64 `json:"meanAbsolutePercentageError,omitempty"`

	// RSquared: R squared.
	RSquared float64 `json:"rSquared,omitempty"`

	// RegressionMetricsEntries: A list of actual versus predicted points
	// for the model being evaluated.
	RegressionMetricsEntries []*XPSRegressionMetricsEntry `json:"regressionMetricsEntries,omitempty"`

	// RootMeanSquaredError: Root Mean Squared Error (RMSE).
	RootMeanSquaredError float64 `json:"rootMeanSquaredError,omitempty"`

	// RootMeanSquaredLogError: Root mean squared log error.
	RootMeanSquaredLogError float64 `json:"rootMeanSquaredLogError,omitempty"`

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

	// NullFields is a list of field names (e.g. "MeanAbsoluteError") 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:"-"`
}

type XPSRegressionMetricsEntry struct {
	// PredictedValue: The observed value for a row in the dataset.
	PredictedValue float64 `json:"predictedValue,omitempty"`

	// TrueValue: The actual target value for a row in the dataset.
	TrueValue float64 `json:"trueValue,omitempty"`

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

	// NullFields is a list of field names (e.g. "PredictedValue") 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:"-"`
}

type XPSReportingMetrics struct {
	// EffectiveTrainingDuration: The effective time training used. If set,
	// this is used for quota management and billing. Deprecated. AutoML BE
	// doesn't use this. Don't set.
	EffectiveTrainingDuration string `json:"effectiveTrainingDuration,omitempty"`

	// MetricEntries: One entry per metric name. The values must be
	// aggregated per metric name.
	MetricEntries []*XPSMetricEntry `json:"metricEntries,omitempty"`

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

	// NullFields is a list of field names (e.g.
	// "EffectiveTrainingDuration") 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:"-"`
}

type XPSResponseExplanationMetadata struct {
	// Inputs: Metadata of the input.
	Inputs map[string]XPSResponseExplanationMetadataInputMetadata `json:"inputs,omitempty"`

	// Outputs: Metadata of the output.
	Outputs map[string]XPSResponseExplanationMetadataOutputMetadata `json:"outputs,omitempty"`

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

	// NullFields is a list of field names (e.g. "Inputs") 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:"-"`
}

type XPSResponseExplanationMetadataInputMetadata struct {
	// InputTensorName: Name of the input tensor for this model. Only needed
	// in train response.
	InputTensorName string `json:"inputTensorName,omitempty"`

	// Modality: Modality of the feature. Valid values are: numeric, image.
	// Defaults to numeric.
	//
	// Possible values:
	//   "MODALITY_UNSPECIFIED"
	//   "NUMERIC"
	//   "IMAGE"
	//   "CATEGORICAL"
	Modality string `json:"modality,omitempty"`

	// VisualizationConfig: Visualization configurations for image
	// explanation.
	VisualizationConfig *XPSVisualization `json:"visualizationConfig,omitempty"`

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

	// NullFields is a list of field names (e.g. "InputTensorName") 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:"-"`
}

type XPSResponseExplanationMetadataOutputMetadata struct {
	// OutputTensorName: Name of the output tensor. Only needed in train
	// response.
	OutputTensorName string `json:"outputTensorName,omitempty"`

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

	// NullFields is a list of field names (e.g. "OutputTensorName") 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:"-"`
}

type XPSResponseExplanationParameters struct {
	// IntegratedGradientsAttribution: An attribution method that computes
	// Aumann-Shapley values taking advantage of the model's fully
	// differentiable structure. Refer to this paper for more details:
	// https://arxiv.org/abs/1703.01365
	IntegratedGradientsAttribution *XPSIntegratedGradientsAttribution `json:"integratedGradientsAttribution,omitempty"`

	// XraiAttribution: An attribution method that redistributes Integrated
	// Gradients attribution to segmented regions, taking advantage of the
	// model's fully differentiable structure. Refer to this paper for more
	// details: https://arxiv.org/abs/1906.02825 XRAI currently performs
	// better on natural images, like a picture of a house or an animal. If
	// the images are taken in artificial environments, like a lab or
	// manufacturing line, or from diagnostic equipment, like x-rays or
	// quality-control cameras, use Integrated Gradients instead.
	XraiAttribution *XPSXraiAttribution `json:"xraiAttribution,omitempty"`

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

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

type XPSResponseExplanationSpec struct {
	// ExplanationType: Explanation type. For AutoML Image Classification
	// models, possible values are: * `image-integrated-gradients` *
	// `image-xrai`
	ExplanationType string `json:"explanationType,omitempty"`

	// Metadata: Metadata describing the Model's input and output for
	// explanation.
	Metadata *XPSResponseExplanationMetadata `json:"metadata,omitempty"`

	// Parameters: Parameters that configure explaining of the Model's
	// predictions.
	Parameters *XPSResponseExplanationParameters `json:"parameters,omitempty"`

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

	// NullFields is a list of field names (e.g. "ExplanationType") 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:"-"`
}

type XPSRow struct {
	// ColumnIds: The ids of the columns. Note: The below `values` field
	// must match order of this field, if this field is set.
	ColumnIds []int64 `json:"columnIds,omitempty"`

	// Values: The values of the row cells, given in the same order as the
	// column_ids. If column_ids is not set, then in the same order as the
	// input_feature_column_ids in TablesModelMetadata.
	Values []interface{} `json:"values,omitempty"`

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

	// NullFields is a list of field names (e.g. "ColumnIds") 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:"-"`
}

type XPSSpeechEvaluationMetrics struct {
	// SubModelEvaluationMetrics: Evaluation metrics for all submodels
	// contained in this model.
	SubModelEvaluationMetrics []*XPSSpeechEvaluationMetricsSubModelEvaluationMetric `json:"subModelEvaluationMetrics,omitempty"`

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

	// NullFields is a list of field names (e.g.
	// "SubModelEvaluationMetrics") 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:"-"`
}

type XPSSpeechEvaluationMetricsSubModelEvaluationMetric struct {
	// BiasingModelType: Type of the biasing model.
	//
	// Possible values:
	//   "BIASING_MODEL_TYPE_UNSPECIFIED"
	//   "COMMAND_AND_SEARCH" - Build biasing model on top of
	// COMMAND_AND_SEARCH model
	//   "PHONE_CALL" - Build biasing model on top of PHONE_CALL model
	//   "VIDEO" - Build biasing model on top of VIDEO model
	//   "DEFAULT" - Build biasing model on top of DEFAULT model
	BiasingModelType string `json:"biasingModelType,omitempty"`

	// IsEnhancedModel: If true then it means we have an enhanced version of
	// the biasing models.
	IsEnhancedModel bool `json:"isEnhancedModel,omitempty"`

	NumDeletions int64 `json:"numDeletions,omitempty"`

	NumInsertions int64 `json:"numInsertions,omitempty"`

	NumSubstitutions int64 `json:"numSubstitutions,omitempty"`

	// NumUtterances: Number of utterances used in the wer computation.
	NumUtterances int64 `json:"numUtterances,omitempty"`

	// NumWords: Number of words over which the word error rate was
	// computed.
	NumWords int64 `json:"numWords,omitempty"`

	// SentenceAccuracy: Below fields are used for debugging purposes
	SentenceAccuracy float64 `json:"sentenceAccuracy,omitempty"`

	// Wer: Word error rate (standard error metric used for speech
	// recognition).
	Wer float64 `json:"wer,omitempty"`

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

	// NullFields is a list of field names (e.g. "BiasingModelType") 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:"-"`
}

type XPSSpeechModelSpec struct {
	// DatasetId: Required for speech xps backend. Speech xps has to use
	// dataset_id and model_id as the primary key in db so that speech API
	// can query the db directly.
	DatasetId int64 `json:"datasetId,omitempty,string"`

	Language string `json:"language,omitempty"`

	// SubModelSpecs: Model specs for all submodels contained in this model.
	SubModelSpecs []*XPSSpeechModelSpecSubModelSpec `json:"subModelSpecs,omitempty"`

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

	// NullFields is a list of field names (e.g. "DatasetId") 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:"-"`
}

type XPSSpeechModelSpecSubModelSpec struct {
	// BiasingModelType: Type of the biasing model.
	//
	// Possible values:
	//   "BIASING_MODEL_TYPE_UNSPECIFIED"
	//   "COMMAND_AND_SEARCH" - Build biasing model on top of
	// COMMAND_AND_SEARCH model
	//   "PHONE_CALL" - Build biasing model on top of PHONE_CALL model
	//   "VIDEO" - Build biasing model on top of VIDEO model
	//   "DEFAULT" - Build biasing model on top of DEFAULT model
	BiasingModelType string `json:"biasingModelType,omitempty"`

	// ClientId: In S3, Recognition ClientContextId.client_id
	ClientId string `json:"clientId,omitempty"`

	// ContextId: In S3, Recognition ClientContextId.context_id
	ContextId string `json:"contextId,omitempty"`

	// IsEnhancedModel: If true then it means we have an enhanced version of
	// the biasing models.
	IsEnhancedModel bool `json:"isEnhancedModel,omitempty"`

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

	// NullFields is a list of field names (e.g. "BiasingModelType") 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:"-"`
}

type XPSSpeechPreprocessResponse struct {
	// CnsTestDataPath: Location od shards of sstables (test data) of
	// DataUtterance protos.
	CnsTestDataPath string `json:"cnsTestDataPath,omitempty"`

	// CnsTrainDataPath: Location of shards of sstables (training data) of
	// DataUtterance protos.
	CnsTrainDataPath string `json:"cnsTrainDataPath,omitempty"`

	// PrebuiltModelEvaluationMetrics: The metrics for prebuilt speech
	// models. They are included here because there is no prebuilt speech
	// models stored in the AutoML.
	PrebuiltModelEvaluationMetrics *XPSSpeechEvaluationMetrics `json:"prebuiltModelEvaluationMetrics,omitempty"`

	// SpeechPreprocessStats: Stats associated with the data.
	SpeechPreprocessStats *XPSSpeechPreprocessStats `json:"speechPreprocessStats,omitempty"`

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

	// NullFields is a list of field names (e.g. "CnsTestDataPath") 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:"-"`
}