// Copyright 2026 Google LLC. // Use of this source code is governed by a BSD-style // license that can be found in the LICENSE file. // Code generated file. DO NOT EDIT. // Package language provides access to the Cloud Natural Language API. // // This package is DEPRECATED. Use package cloud.google.com/go/language/apiv1 instead. // // For product documentation, see: https://cloud.google.com/natural-language/ // // # Library status // // These client libraries are officially supported by Google. However, this // library is considered complete and is in maintenance mode. This means // that we will address critical bugs and security issues but will not add // any new features. // // When possible, we recommend using our newer // [Cloud Client Libraries for Go](https://pkg.go.dev/cloud.google.com/go) // that are still actively being worked and iterated on. // // # Creating a client // // Usage example: // // import "google.golang.org/api/language/v1beta2" // ... // ctx := context.Background() // languageService, err := language.NewService(ctx) // // In this example, Google Application Default Credentials are used for // authentication. For information on how to create and obtain Application // Default Credentials, see https://developers.google.com/identity/protocols/application-default-credentials. // // # Other authentication options // // By default, all available scopes (see "Constants") are used to authenticate. // To restrict scopes, use [google.golang.org/api/option.WithScopes]: // // languageService, err := language.NewService(ctx, option.WithScopes(language.CloudPlatformScope)) // // To use an API key for authentication (note: some APIs do not support API // keys), use [google.golang.org/api/option.WithAPIKey]: // // languageService, err := language.NewService(ctx, option.WithAPIKey("AIza...")) // // To use an OAuth token (e.g., a user token obtained via a three-legged OAuth // flow, use [google.golang.org/api/option.WithTokenSource]: // // config := &oauth2.Config{...} // // ... // token, err := config.Exchange(ctx, ...) // languageService, err := language.NewService(ctx, option.WithTokenSource(config.TokenSource(ctx, token))) // // See [google.golang.org/api/option.ClientOption] for details on options. package language // import "google.golang.org/api/language/v1beta2" import ( "bytes" "context" "encoding/json" "errors" "fmt" "io" "log/slog" "net/http" "net/url" "strconv" "strings" "github.com/googleapis/gax-go/v2/internallog" googleapi "google.golang.org/api/googleapi" internal "google.golang.org/api/internal" gensupport "google.golang.org/api/internal/gensupport" option "google.golang.org/api/option" internaloption "google.golang.org/api/option/internaloption" htransport "google.golang.org/api/transport/http" ) // Always reference these packages, just in case the auto-generated code // below doesn't. var _ = bytes.NewBuffer var _ = strconv.Itoa var _ = fmt.Sprintf var _ = json.NewDecoder var _ = io.Copy var _ = url.Parse var _ = gensupport.MarshalJSON var _ = googleapi.Version var _ = errors.New var _ = strings.Replace var _ = context.Canceled var _ = internaloption.WithDefaultEndpoint var _ = internal.Version var _ = internallog.New const apiId = "language:v1beta2" const apiName = "language" const apiVersion = "v1beta2" const basePath = "https://language.googleapis.com/" const basePathTemplate = "https://language.UNIVERSE_DOMAIN/" const mtlsBasePath = "https://language.mtls.googleapis.com/" // OAuth2 scopes used by this API. const ( // Apply machine learning models to reveal the structure and meaning of text CloudLanguageScope = "https://www.googleapis.com/auth/cloud-language" // See, edit, configure, and delete your Google Cloud data and see the email // address for your Google Account. CloudPlatformScope = "https://www.googleapis.com/auth/cloud-platform" ) // NewService creates a new Service. func NewService(ctx context.Context, opts ...option.ClientOption) (*Service, error) { scopesOption := internaloption.WithDefaultScopes( "https://www.googleapis.com/auth/cloud-language", "https://www.googleapis.com/auth/cloud-platform", ) // NOTE: prepend, so we don't override user-specified scopes. opts = append([]option.ClientOption{scopesOption}, opts...) opts = append(opts, internaloption.WithDefaultEndpoint(basePath)) opts = append(opts, internaloption.WithDefaultEndpointTemplate(basePathTemplate)) opts = append(opts, internaloption.WithDefaultMTLSEndpoint(mtlsBasePath)) opts = append(opts, internaloption.EnableNewAuthLibrary()) client, endpoint, err := htransport.NewClient(ctx, opts...) if err != nil { return nil, err } s := &Service{client: client, BasePath: basePath, logger: internaloption.GetLogger(opts)} s.Documents = NewDocumentsService(s) if endpoint != "" { s.BasePath = endpoint } return s, nil } // New creates a new Service. It uses the provided http.Client for requests. // // Deprecated: please use NewService instead. // To provide a custom HTTP client, use option.WithHTTPClient. // If you are using google.golang.org/api/googleapis/transport.APIKey, use option.WithAPIKey with NewService instead. func New(client *http.Client) (*Service, error) { if client == nil { return nil, errors.New("client is nil") } return NewService(context.TODO(), option.WithHTTPClient(client)) } type Service struct { client *http.Client logger *slog.Logger BasePath string // API endpoint base URL UserAgent string // optional additional User-Agent fragment Documents *DocumentsService } func (s *Service) userAgent() string { if s.UserAgent == "" { return googleapi.UserAgent } return googleapi.UserAgent + " " + s.UserAgent } func NewDocumentsService(s *Service) *DocumentsService { rs := &DocumentsService{s: s} return rs } type DocumentsService struct { s *Service } // AnalyzeEntitiesRequest: The entity analysis request message. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s AnalyzeEntitiesRequest) MarshalJSON() ([]byte, error) { type NoMethod AnalyzeEntitiesRequest return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // AnalyzeEntitiesResponse: The entity analysis response message. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s AnalyzeEntitiesResponse) MarshalJSON() ([]byte, error) { type NoMethod AnalyzeEntitiesResponse return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // AnalyzeEntitySentimentRequest: The entity-level sentiment analysis request // message. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s AnalyzeEntitySentimentRequest) MarshalJSON() ([]byte, error) { type NoMethod AnalyzeEntitySentimentRequest return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // AnalyzeEntitySentimentResponse: The entity-level sentiment analysis response // message. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s AnalyzeEntitySentimentResponse) MarshalJSON() ([]byte, error) { type NoMethod AnalyzeEntitySentimentResponse return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // AnalyzeSentimentRequest: The sentiment analysis request message. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s AnalyzeSentimentRequest) MarshalJSON() ([]byte, error) { type NoMethod AnalyzeSentimentRequest return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // AnalyzeSentimentResponse: The sentiment analysis response message. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s AnalyzeSentimentResponse) MarshalJSON() ([]byte, error) { type NoMethod AnalyzeSentimentResponse return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // AnalyzeSyntaxRequest: The syntax analysis request message. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s AnalyzeSyntaxRequest) MarshalJSON() ([]byte, error) { type NoMethod AnalyzeSyntaxRequest return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // AnalyzeSyntaxResponse: The syntax analysis response message. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s AnalyzeSyntaxResponse) MarshalJSON() ([]byte, error) { type NoMethod AnalyzeSyntaxResponse return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // AnnotateTextRequest: The request message for the text annotation API, which // can perform multiple analysis types (sentiment, entities, and syntax) in one // call. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s AnnotateTextRequest) MarshalJSON() ([]byte, error) { type NoMethod AnnotateTextRequest return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // AnnotateTextRequestFeatures: All available features for sentiment, syntax, // and semantic analysis. Setting each one to true will enable that specific // analysis for the input. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s AnnotateTextRequestFeatures) MarshalJSON() ([]byte, error) { type NoMethod AnnotateTextRequestFeatures return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // AnnotateTextResponse: The text annotations response message. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s AnnotateTextResponse) MarshalJSON() ([]byte, error) { type NoMethod AnnotateTextResponse return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // ClassificationCategory: Represents a category returned from the text // classifier. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s ClassificationCategory) MarshalJSON() ([]byte, error) { type NoMethod ClassificationCategory return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } func (s *ClassificationCategory) UnmarshalJSON(data []byte) error { type NoMethod ClassificationCategory var s1 struct { Confidence gensupport.JSONFloat64 `json:"confidence"` *NoMethod } s1.NoMethod = (*NoMethod)(s) if err := json.Unmarshal(data, &s1); err != nil { return err } s.Confidence = float64(s1.Confidence) return nil } // ClassificationModelOptions: Model options available for classification // requests. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s ClassificationModelOptions) MarshalJSON() ([]byte, error) { type NoMethod ClassificationModelOptions return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // ClassificationModelOptionsV1Model: Options for the V1 model. type ClassificationModelOptionsV1Model struct { } // ClassificationModelOptionsV2Model: Options for the V2 model. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s ClassificationModelOptionsV2Model) MarshalJSON() ([]byte, error) { type NoMethod ClassificationModelOptionsV2Model return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // ClassifyTextRequest: The document classification request message. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s ClassifyTextRequest) MarshalJSON() ([]byte, error) { type NoMethod ClassifyTextRequest return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // ClassifyTextResponse: The document classification response message. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s ClassifyTextResponse) MarshalJSON() ([]byte, error) { type NoMethod ClassifyTextResponse return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // Color: Represents a color in the RGBA color space. This representation is // designed for simplicity of conversion to and from color representations in // various languages over compactness. For example, the fields of this // representation can be trivially provided to the constructor of // `java.awt.Color` in Java; it can also be trivially provided to UIColor's // `+colorWithRed:green:blue:alpha` method in iOS; and, with just a little // work, it can be easily formatted into a CSS `rgba()` string in JavaScript. // This reference page doesn't have information about the absolute color space // that should be used to interpret the RGB value—for example, sRGB, Adobe // RGB, DCI-P3, and BT.2020. By default, applications should assume the sRGB // color space. When color equality needs to be decided, implementations, // unless documented otherwise, treat two colors as equal if all their red, // green, blue, and alpha values each differ by at most `1e-5`. Example (Java): // import com.google.type.Color; // ... public static java.awt.Color // fromProto(Color protocolor) { float alpha = protocolor.hasAlpha() ? // protocolor.getAlpha().getValue() : 1.0; return new java.awt.Color( // protocolor.getRed(), protocolor.getGreen(), protocolor.getBlue(), alpha); } // public static Color toProto(java.awt.Color color) { float red = (float) // color.getRed(); float green = (float) color.getGreen(); float blue = (float) // color.getBlue(); float denominator = 255.0; Color.Builder resultBuilder = // Color .newBuilder() .setRed(red / denominator) .setGreen(green / // denominator) .setBlue(blue / denominator); int alpha = color.getAlpha(); if // (alpha != 255) { result.setAlpha( FloatValue .newBuilder() // .setValue(((float) alpha) / denominator) .build()); } return // resultBuilder.build(); } // ... Example (iOS / Obj-C): // ... static // UIColor* fromProto(Color* protocolor) { float red = [protocolor red]; float // green = [protocolor green]; float blue = [protocolor blue]; FloatValue* // alpha_wrapper = [protocolor alpha]; float alpha = 1.0; if (alpha_wrapper != // nil) { alpha = [alpha_wrapper value]; } return [UIColor colorWithRed:red // green:green blue:blue alpha:alpha]; } static Color* toProto(UIColor* color) // { CGFloat red, green, blue, alpha; if (![color getRed:&red green:&green // blue:&blue alpha:&alpha]) { return nil; } Color* result = [[Color alloc] // init]; [result setRed:red]; [result setGreen:green]; [result setBlue:blue]; // if (alpha <= 0.9999) { [result setAlpha:floatWrapperWithValue(alpha)]; } // [result autorelease]; return result; } // ... Example (JavaScript): // ... // var protoToCssColor = function(rgb_color) { var redFrac = rgb_color.red || // 0.0; var greenFrac = rgb_color.green || 0.0; var blueFrac = rgb_color.blue // || 0.0; var red = Math.floor(redFrac * 255); var green = // Math.floor(greenFrac * 255); var blue = Math.floor(blueFrac * 255); if // (!('alpha' in rgb_color)) { return rgbToCssColor(red, green, blue); } var // alphaFrac = rgb_color.alpha.value || 0.0; var rgbParams = [red, green, // blue].join(','); return ['rgba(', rgbParams, ',', alphaFrac, ')'].join(”); // }; var rgbToCssColor = function(red, green, blue) { var rgbNumber = new // Number((red << 16) | (green << 8) | blue); var hexString = // rgbNumber.toString(16); var missingZeros = 6 - hexString.length; var // resultBuilder = ['#']; for (var i = 0; i < missingZeros; i++) { // resultBuilder.push('0'); } resultBuilder.push(hexString); return // resultBuilder.join(”); }; // ... 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s Color) MarshalJSON() ([]byte, error) { type NoMethod Color return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } func (s *Color) UnmarshalJSON(data []byte) error { type NoMethod Color var s1 struct { Alpha gensupport.JSONFloat64 `json:"alpha"` Blue gensupport.JSONFloat64 `json:"blue"` Green gensupport.JSONFloat64 `json:"green"` Red gensupport.JSONFloat64 `json:"red"` *NoMethod } s1.NoMethod = (*NoMethod)(s) if err := json.Unmarshal(data, &s1); err != nil { return err } s.Alpha = float64(s1.Alpha) s.Blue = float64(s1.Blue) s.Green = float64(s1.Green) s.Red = float64(s1.Red) return nil } // CpuMetric: Metric for billing reports. 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. // "A4" - GPU-based machine, skip quota reporting. // "A4X" - GPU-based machine, skip quota reporting. // "C2" - COMPUTE_OPTIMIZED // "C2D" // "CUSTOM" // "E2" // "G2" - GPU-based machine, skip quota reporting. // "G4" - GPU-based machine, skip quota reporting. // "C3" // "C4" // "C4A" // "C4D" // "N4" // "N4A" // "C3D" // "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_1G" // "A3_HIGHGPU_2G" // "A3_HIGHGPU_4G" // "A3_HIGHGPU_8G" // "A3_MEGAGPU_8G" // "A3_ULTRAGPU_8G" // "A3_EDGEGPU_8G" // "A4_HIGHGPU_8G" // "A4X_HIGHGPU_4G" // "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" // "G4_STANDARD_48" // "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" // "C4_STANDARD_8" // "C4_STANDARD_16" // "C4_STANDARD_24" // "C4_STANDARD_32" // "C4_STANDARD_48" // "C4_STANDARD_96" // "C4_STANDARD_144" // "C4_STANDARD_192" // "C4_STANDARD_288" // "C4_HIGHCPU_8" // "C4_HIGHCPU_16" // "C4_HIGHCPU_24" // "C4_HIGHCPU_32" // "C4_HIGHCPU_48" // "C4_HIGHCPU_96" // "C4_HIGHCPU_144" // "C4_HIGHCPU_192" // "C4_HIGHCPU_288" // "C4_HIGHMEM_8" // "C4_HIGHMEM_16" // "C4_HIGHMEM_24" // "C4_HIGHMEM_32" // "C4_HIGHMEM_48" // "C4_HIGHMEM_96" // "C4_HIGHMEM_144" // "C4_HIGHMEM_192" // "C4_HIGHMEM_288" // "C4A_STANDARD_8" // "C4A_STANDARD_16" // "C4A_STANDARD_32" // "C4A_STANDARD_48" // "C4A_STANDARD_64" // "C4A_STANDARD_72" // "C4A_HIGHCPU_8" // "C4A_HIGHCPU_16" // "C4A_HIGHCPU_32" // "C4A_HIGHCPU_48" // "C4A_HIGHCPU_64" // "C4A_HIGHCPU_72" // "C4A_HIGHMEM_8" // "C4A_HIGHMEM_16" // "C4A_HIGHMEM_32" // "C4A_HIGHMEM_48" // "C4A_HIGHMEM_64" // "C4A_HIGHMEM_72" // "C4D_STANDARD_8" // "C4D_STANDARD_16" // "C4D_STANDARD_32" // "C4D_STANDARD_48" // "C4D_STANDARD_64" // "C4D_STANDARD_96" // "C4D_STANDARD_192" // "C4D_STANDARD_384" // "C4D_HIGHCPU_8" // "C4D_HIGHCPU_16" // "C4D_HIGHCPU_32" // "C4D_HIGHCPU_48" // "C4D_HIGHCPU_64" // "C4D_HIGHCPU_96" // "C4D_HIGHCPU_192" // "C4D_HIGHCPU_384" // "C4D_HIGHMEM_8" // "C4D_HIGHMEM_16" // "C4D_HIGHMEM_32" // "C4D_HIGHMEM_48" // "C4D_HIGHMEM_64" // "C4D_HIGHMEM_96" // "C4D_HIGHMEM_192" // "C4D_HIGHMEM_384" // "N4_STANDARD_2" // "N4_STANDARD_4" // "N4_STANDARD_8" // "N4_STANDARD_16" // "N4_STANDARD_32" // "N4_STANDARD_48" // "N4_STANDARD_64" // "N4_STANDARD_80" // "N4_HIGHCPU_2" // "N4_HIGHCPU_4" // "N4_HIGHCPU_8" // "N4_HIGHCPU_16" // "N4_HIGHCPU_32" // "N4_HIGHCPU_48" // "N4_HIGHCPU_64" // "N4_HIGHCPU_80" // "N4_HIGHMEM_2" // "N4_HIGHMEM_4" // "N4_HIGHMEM_8" // "N4_HIGHMEM_16" // "N4_HIGHMEM_32" // "N4_HIGHMEM_48" // "N4_HIGHMEM_64" // "N4_HIGHMEM_80" // "N4A_STANDARD_8" // "N4A_STANDARD_16" // "N4A_STANDARD_32" // "N4A_STANDARD_48" // "N4A_STANDARD_64" // "N4A_HIGHCPU_8" // "N4A_HIGHCPU_16" // "N4A_HIGHCPU_32" // "N4A_HIGHCPU_48" // "N4A_HIGHCPU_64" // "N4A_HIGHMEM_8" // "N4A_HIGHMEM_16" // "N4A_HIGHMEM_32" // "N4A_HIGHMEM_48" // "N4A_HIGHMEM_64" // "C3D_STANDARD_8" // "C3D_STANDARD_16" // "C3D_STANDARD_30" // "C3D_STANDARD_60" // "C3D_STANDARD_90" // "C3D_STANDARD_180" // "C3D_STANDARD_360" // "C3D_HIGHCPU_8" // "C3D_HIGHCPU_16" // "C3D_HIGHCPU_30" // "C3D_HIGHCPU_60" // "C3D_HIGHCPU_90" // "C3D_HIGHCPU_180" // "C3D_HIGHCPU_360" // "C3D_HIGHMEM_8" // "C3D_HIGHMEM_16" // "C3D_HIGHMEM_30" // "C3D_HIGHMEM_60" // "C3D_HIGHMEM_90" // "C3D_HIGHMEM_180" // "C3D_HIGHMEM_360" 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s CpuMetric) MarshalJSON() ([]byte, error) { type NoMethod CpuMetric return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // DependencyEdge: Represents dependency parse tree information for a token. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s DependencyEdge) MarshalJSON() ([]byte, error) { type NoMethod DependencyEdge return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s DiskMetric) MarshalJSON() ([]byte, error) { type NoMethod DiskMetric return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // Document: Represents the input to API methods. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s Document) MarshalJSON() ([]byte, error) { type NoMethod Document return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // Entity: Represents a phrase in the text that is a known entity, such as a // person, an organization, or location. The API associates information, such // as salience and mentions, with entities. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s Entity) MarshalJSON() ([]byte, error) { type NoMethod Entity return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } func (s *Entity) UnmarshalJSON(data []byte) error { type NoMethod Entity var s1 struct { Salience gensupport.JSONFloat64 `json:"salience"` *NoMethod } s1.NoMethod = (*NoMethod)(s) if err := json.Unmarshal(data, &s1); err != nil { return err } s.Salience = float64(s1.Salience) return nil } // EntityMention: Represents a mention for an entity in the text. Currently, // proper noun mentions are supported. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s EntityMention) MarshalJSON() ([]byte, error) { type NoMethod EntityMention return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } 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_B200" // "NVIDIA_GB200" // "NVIDIA_TESLA_K80" // "NVIDIA_L4" // "NVIDIA_TESLA_P100" // "NVIDIA_TESLA_P4" // "NVIDIA_TESLA_T4" // "NVIDIA_TESLA_V100" // "NVIDIA_H100_80GB" // "NVIDIA_H100_MEGA_80GB" // "NVIDIA_H200_141GB" // "NVIDIA_RTX_PRO_6000" 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_1G" // "A3_HIGHGPU_2G" // "A3_HIGHGPU_4G" // "A3_HIGHGPU_8G" // "A3_MEGAGPU_8G" // "A3_ULTRAGPU_8G" // "A3_EDGEGPU_8G" // "A4_HIGHGPU_8G" // "A4X_HIGHGPU_4G" // "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" // "G4_STANDARD_48" // "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" // "C4_STANDARD_8" // "C4_STANDARD_16" // "C4_STANDARD_24" // "C4_STANDARD_32" // "C4_STANDARD_48" // "C4_STANDARD_96" // "C4_STANDARD_144" // "C4_STANDARD_192" // "C4_STANDARD_288" // "C4_HIGHCPU_8" // "C4_HIGHCPU_16" // "C4_HIGHCPU_24" // "C4_HIGHCPU_32" // "C4_HIGHCPU_48" // "C4_HIGHCPU_96" // "C4_HIGHCPU_144" // "C4_HIGHCPU_192" // "C4_HIGHCPU_288" // "C4_HIGHMEM_8" // "C4_HIGHMEM_16" // "C4_HIGHMEM_24" // "C4_HIGHMEM_32" // "C4_HIGHMEM_48" // "C4_HIGHMEM_96" // "C4_HIGHMEM_144" // "C4_HIGHMEM_192" // "C4_HIGHMEM_288" // "C4A_STANDARD_8" // "C4A_STANDARD_16" // "C4A_STANDARD_32" // "C4A_STANDARD_48" // "C4A_STANDARD_64" // "C4A_STANDARD_72" // "C4A_HIGHCPU_8" // "C4A_HIGHCPU_16" // "C4A_HIGHCPU_32" // "C4A_HIGHCPU_48" // "C4A_HIGHCPU_64" // "C4A_HIGHCPU_72" // "C4A_HIGHMEM_8" // "C4A_HIGHMEM_16" // "C4A_HIGHMEM_32" // "C4A_HIGHMEM_48" // "C4A_HIGHMEM_64" // "C4A_HIGHMEM_72" // "C4D_STANDARD_8" // "C4D_STANDARD_16" // "C4D_STANDARD_32" // "C4D_STANDARD_48" // "C4D_STANDARD_64" // "C4D_STANDARD_96" // "C4D_STANDARD_192" // "C4D_STANDARD_384" // "C4D_HIGHCPU_8" // "C4D_HIGHCPU_16" // "C4D_HIGHCPU_32" // "C4D_HIGHCPU_48" // "C4D_HIGHCPU_64" // "C4D_HIGHCPU_96" // "C4D_HIGHCPU_192" // "C4D_HIGHCPU_384" // "C4D_HIGHMEM_8" // "C4D_HIGHMEM_16" // "C4D_HIGHMEM_32" // "C4D_HIGHMEM_48" // "C4D_HIGHMEM_64" // "C4D_HIGHMEM_96" // "C4D_HIGHMEM_192" // "C4D_HIGHMEM_384" // "N4_STANDARD_2" // "N4_STANDARD_4" // "N4_STANDARD_8" // "N4_STANDARD_16" // "N4_STANDARD_32" // "N4_STANDARD_48" // "N4_STANDARD_64" // "N4_STANDARD_80" // "N4_HIGHCPU_2" // "N4_HIGHCPU_4" // "N4_HIGHCPU_8" // "N4_HIGHCPU_16" // "N4_HIGHCPU_32" // "N4_HIGHCPU_48" // "N4_HIGHCPU_64" // "N4_HIGHCPU_80" // "N4_HIGHMEM_2" // "N4_HIGHMEM_4" // "N4_HIGHMEM_8" // "N4_HIGHMEM_16" // "N4_HIGHMEM_32" // "N4_HIGHMEM_48" // "N4_HIGHMEM_64" // "N4_HIGHMEM_80" // "N4A_STANDARD_8" // "N4A_STANDARD_16" // "N4A_STANDARD_32" // "N4A_STANDARD_48" // "N4A_STANDARD_64" // "N4A_HIGHCPU_8" // "N4A_HIGHCPU_16" // "N4A_HIGHCPU_32" // "N4A_HIGHCPU_48" // "N4A_HIGHCPU_64" // "N4A_HIGHMEM_8" // "N4A_HIGHMEM_16" // "N4A_HIGHMEM_32" // "N4A_HIGHMEM_48" // "N4A_HIGHMEM_64" // "C3D_STANDARD_8" // "C3D_STANDARD_16" // "C3D_STANDARD_30" // "C3D_STANDARD_60" // "C3D_STANDARD_90" // "C3D_STANDARD_180" // "C3D_STANDARD_360" // "C3D_HIGHCPU_8" // "C3D_HIGHCPU_16" // "C3D_HIGHCPU_30" // "C3D_HIGHCPU_60" // "C3D_HIGHCPU_90" // "C3D_HIGHCPU_180" // "C3D_HIGHCPU_360" // "C3D_HIGHMEM_8" // "C3D_HIGHMEM_16" // "C3D_HIGHMEM_30" // "C3D_HIGHMEM_60" // "C3D_HIGHMEM_90" // "C3D_HIGHMEM_180" // "C3D_HIGHMEM_360" 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s GpuMetric) MarshalJSON() ([]byte, error) { type NoMethod GpuMetric return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // InfraUsage: LINT: LEGACY_NAMES Infra Usage of billing metrics. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s InfraUsage) MarshalJSON() ([]byte, error) { type NoMethod InfraUsage return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // ModerateTextRequest: The document moderation request message. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s ModerateTextRequest) MarshalJSON() ([]byte, error) { type NoMethod ModerateTextRequest return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // ModerateTextResponse: The document moderation response message. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s ModerateTextResponse) MarshalJSON() ([]byte, error) { type NoMethod ModerateTextResponse return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // PartOfSpeech: Represents part of speech information for a token. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s PartOfSpeech) MarshalJSON() ([]byte, error) { type NoMethod PartOfSpeech return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } 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_1G" // "A3_HIGHGPU_2G" // "A3_HIGHGPU_4G" // "A3_HIGHGPU_8G" // "A3_MEGAGPU_8G" // "A3_ULTRAGPU_8G" // "A3_EDGEGPU_8G" // "A4_HIGHGPU_8G" // "A4X_HIGHGPU_4G" // "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" // "G4_STANDARD_48" // "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" // "C4_STANDARD_8" // "C4_STANDARD_16" // "C4_STANDARD_24" // "C4_STANDARD_32" // "C4_STANDARD_48" // "C4_STANDARD_96" // "C4_STANDARD_144" // "C4_STANDARD_192" // "C4_STANDARD_288" // "C4_HIGHCPU_8" // "C4_HIGHCPU_16" // "C4_HIGHCPU_24" // "C4_HIGHCPU_32" // "C4_HIGHCPU_48" // "C4_HIGHCPU_96" // "C4_HIGHCPU_144" // "C4_HIGHCPU_192" // "C4_HIGHCPU_288" // "C4_HIGHMEM_8" // "C4_HIGHMEM_16" // "C4_HIGHMEM_24" // "C4_HIGHMEM_32" // "C4_HIGHMEM_48" // "C4_HIGHMEM_96" // "C4_HIGHMEM_144" // "C4_HIGHMEM_192" // "C4_HIGHMEM_288" // "C4A_STANDARD_8" // "C4A_STANDARD_16" // "C4A_STANDARD_32" // "C4A_STANDARD_48" // "C4A_STANDARD_64" // "C4A_STANDARD_72" // "C4A_HIGHCPU_8" // "C4A_HIGHCPU_16" // "C4A_HIGHCPU_32" // "C4A_HIGHCPU_48" // "C4A_HIGHCPU_64" // "C4A_HIGHCPU_72" // "C4A_HIGHMEM_8" // "C4A_HIGHMEM_16" // "C4A_HIGHMEM_32" // "C4A_HIGHMEM_48" // "C4A_HIGHMEM_64" // "C4A_HIGHMEM_72" // "C4D_STANDARD_8" // "C4D_STANDARD_16" // "C4D_STANDARD_32" // "C4D_STANDARD_48" // "C4D_STANDARD_64" // "C4D_STANDARD_96" // "C4D_STANDARD_192" // "C4D_STANDARD_384" // "C4D_HIGHCPU_8" // "C4D_HIGHCPU_16" // "C4D_HIGHCPU_32" // "C4D_HIGHCPU_48" // "C4D_HIGHCPU_64" // "C4D_HIGHCPU_96" // "C4D_HIGHCPU_192" // "C4D_HIGHCPU_384" // "C4D_HIGHMEM_8" // "C4D_HIGHMEM_16" // "C4D_HIGHMEM_32" // "C4D_HIGHMEM_48" // "C4D_HIGHMEM_64" // "C4D_HIGHMEM_96" // "C4D_HIGHMEM_192" // "C4D_HIGHMEM_384" // "N4_STANDARD_2" // "N4_STANDARD_4" // "N4_STANDARD_8" // "N4_STANDARD_16" // "N4_STANDARD_32" // "N4_STANDARD_48" // "N4_STANDARD_64" // "N4_STANDARD_80" // "N4_HIGHCPU_2" // "N4_HIGHCPU_4" // "N4_HIGHCPU_8" // "N4_HIGHCPU_16" // "N4_HIGHCPU_32" // "N4_HIGHCPU_48" // "N4_HIGHCPU_64" // "N4_HIGHCPU_80" // "N4_HIGHMEM_2" // "N4_HIGHMEM_4" // "N4_HIGHMEM_8" // "N4_HIGHMEM_16" // "N4_HIGHMEM_32" // "N4_HIGHMEM_48" // "N4_HIGHMEM_64" // "N4_HIGHMEM_80" // "N4A_STANDARD_8" // "N4A_STANDARD_16" // "N4A_STANDARD_32" // "N4A_STANDARD_48" // "N4A_STANDARD_64" // "N4A_HIGHCPU_8" // "N4A_HIGHCPU_16" // "N4A_HIGHCPU_32" // "N4A_HIGHCPU_48" // "N4A_HIGHCPU_64" // "N4A_HIGHMEM_8" // "N4A_HIGHMEM_16" // "N4A_HIGHMEM_32" // "N4A_HIGHMEM_48" // "N4A_HIGHMEM_64" // "C3D_STANDARD_8" // "C3D_STANDARD_16" // "C3D_STANDARD_30" // "C3D_STANDARD_60" // "C3D_STANDARD_90" // "C3D_STANDARD_180" // "C3D_STANDARD_360" // "C3D_HIGHCPU_8" // "C3D_HIGHCPU_16" // "C3D_HIGHCPU_30" // "C3D_HIGHCPU_60" // "C3D_HIGHCPU_90" // "C3D_HIGHCPU_180" // "C3D_HIGHCPU_360" // "C3D_HIGHMEM_8" // "C3D_HIGHMEM_16" // "C3D_HIGHMEM_30" // "C3D_HIGHMEM_60" // "C3D_HIGHMEM_90" // "C3D_HIGHMEM_180" // "C3D_HIGHMEM_360" 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" // "A4" // "A4X" // "C2" - COMPUTE_OPTIMIZED // "C2D" // "CUSTOM" // "E2" // "G2" // "G4" // "C4" // "C4A" // "C4D" // "N4" // "N4A" // "C3D" // "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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s RamMetric) MarshalJSON() ([]byte, error) { type NoMethod RamMetric return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } func (s *RamMetric) UnmarshalJSON(data []byte) error { type NoMethod RamMetric var s1 struct { Memories gensupport.JSONFloat64 `json:"memories"` *NoMethod } s1.NoMethod = (*NoMethod)(s) if err := json.Unmarshal(data, &s1); err != nil { return err } s.Memories = float64(s1.Memories) return nil } // Sentence: Represents a sentence in the input document. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s Sentence) MarshalJSON() ([]byte, error) { type NoMethod Sentence return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // Sentiment: Represents the feeling associated with the entire text or // entities in the text. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s Sentiment) MarshalJSON() ([]byte, error) { type NoMethod Sentiment return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } func (s *Sentiment) UnmarshalJSON(data []byte) error { type NoMethod Sentiment var s1 struct { Magnitude gensupport.JSONFloat64 `json:"magnitude"` Score gensupport.JSONFloat64 `json:"score"` *NoMethod } s1.NoMethod = (*NoMethod)(s) if err := json.Unmarshal(data, &s1); err != nil { return err } s.Magnitude = float64(s1.Magnitude) s.Score = float64(s1.Score) return nil } // Status: The `Status` type defines a logical error model that is suitable for // different programming environments, including REST APIs and RPC APIs. It is // used by gRPC (https://github.com/grpc). Each `Status` message contains three // pieces of data: error code, error message, and error details. You can find // out more about this error model and how to work with it in the API Design // Guide (https://cloud.google.com/apis/design/errors). type 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s Status) MarshalJSON() ([]byte, error) { type NoMethod Status return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // TextSpan: Represents a text span in the input document. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s TextSpan) MarshalJSON() ([]byte, error) { type NoMethod TextSpan return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // Token: Represents the smallest syntactic building block of the text. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s Token) MarshalJSON() ([]byte, error) { type NoMethod Token return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s TpuMetric) MarshalJSON() ([]byte, error) { type NoMethod TpuMetric return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSArrayStats: The data statistics of a series of ARRAY values. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSArrayStats) MarshalJSON() ([]byte, error) { type NoMethod XPSArrayStats return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSBatchPredictResponse) MarshalJSON() ([]byte, error) { type NoMethod XPSBatchPredictResponse return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSBoundingBoxMetricsEntry: Bounding box matching model metrics for a single // intersection-over-union threshold and multiple label match confidence // thresholds. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSBoundingBoxMetricsEntry) MarshalJSON() ([]byte, error) { type NoMethod XPSBoundingBoxMetricsEntry return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } func (s *XPSBoundingBoxMetricsEntry) UnmarshalJSON(data []byte) error { type NoMethod XPSBoundingBoxMetricsEntry var s1 struct { IouThreshold gensupport.JSONFloat64 `json:"iouThreshold"` MeanAveragePrecision gensupport.JSONFloat64 `json:"meanAveragePrecision"` *NoMethod } s1.NoMethod = (*NoMethod)(s) if err := json.Unmarshal(data, &s1); err != nil { return err } s.IouThreshold = float64(s1.IouThreshold) s.MeanAveragePrecision = float64(s1.MeanAveragePrecision) return nil } // XPSBoundingBoxMetricsEntryConfidenceMetricsEntry: Metrics for a single // confidence threshold. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSBoundingBoxMetricsEntryConfidenceMetricsEntry) MarshalJSON() ([]byte, error) { type NoMethod XPSBoundingBoxMetricsEntryConfidenceMetricsEntry return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } func (s *XPSBoundingBoxMetricsEntryConfidenceMetricsEntry) UnmarshalJSON(data []byte) error { type NoMethod XPSBoundingBoxMetricsEntryConfidenceMetricsEntry var s1 struct { ConfidenceThreshold gensupport.JSONFloat64 `json:"confidenceThreshold"` F1Score gensupport.JSONFloat64 `json:"f1Score"` Precision gensupport.JSONFloat64 `json:"precision"` Recall gensupport.JSONFloat64 `json:"recall"` *NoMethod } s1.NoMethod = (*NoMethod)(s) if err := json.Unmarshal(data, &s1); err != nil { return err } s.ConfidenceThreshold = float64(s1.ConfidenceThreshold) s.F1Score = float64(s1.F1Score) s.Precision = float64(s1.Precision) s.Recall = float64(s1.Recall) return nil } // XPSCategoryStats: The data statistics of a series of CATEGORY values. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSCategoryStats) MarshalJSON() ([]byte, error) { type NoMethod XPSCategoryStats return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSCategoryStatsSingleCategoryStats: The statistics of a single CATEGORY // value. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSCategoryStatsSingleCategoryStats) MarshalJSON() ([]byte, error) { type NoMethod XPSCategoryStatsSingleCategoryStats return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSClassificationEvaluationMetrics: Model evaluation metrics for // classification problems. It can be used for image and video classification. // Next tag: 9. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSClassificationEvaluationMetrics) MarshalJSON() ([]byte, error) { type NoMethod XPSClassificationEvaluationMetrics return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } func (s *XPSClassificationEvaluationMetrics) UnmarshalJSON(data []byte) error { type NoMethod XPSClassificationEvaluationMetrics var s1 struct { AuPrc gensupport.JSONFloat64 `json:"auPrc"` AuRoc gensupport.JSONFloat64 `json:"auRoc"` BaseAuPrc gensupport.JSONFloat64 `json:"baseAuPrc"` LogLoss gensupport.JSONFloat64 `json:"logLoss"` *NoMethod } s1.NoMethod = (*NoMethod)(s) if err := json.Unmarshal(data, &s1); err != nil { return err } s.AuPrc = float64(s1.AuPrc) s.AuRoc = float64(s1.AuRoc) s.BaseAuPrc = float64(s1.BaseAuPrc) s.LogLoss = float64(s1.LogLoss) return nil } // XPSColorMap: Map from color to display name. Will only be used by Image // Segmentation for uCAIP. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSColorMap) MarshalJSON() ([]byte, error) { type NoMethod XPSColorMap return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSColorMapIntColor: RGB color and each channel is represented by an // integer. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSColorMapIntColor) MarshalJSON() ([]byte, error) { type NoMethod XPSColorMapIntColor return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSColumnSpec) MarshalJSON() ([]byte, error) { type NoMethod XPSColumnSpec return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSColumnSpecCorrelatedColumn: Identifies a table's column, and its // correlation with the column this ColumnSpec describes. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSColumnSpecCorrelatedColumn) MarshalJSON() ([]byte, error) { type NoMethod XPSColumnSpecCorrelatedColumn return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSColumnSpecForecastingMetadata) MarshalJSON() ([]byte, error) { type NoMethod XPSColumnSpecForecastingMetadata return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSCommonStats: Common statistics for a column with a specified data type. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSCommonStats) MarshalJSON() ([]byte, error) { type NoMethod XPSCommonStats return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSConfidenceMetricsEntry: ConfidenceMetricsEntry includes generic // precision, recall, f1 score etc. Next tag: 16. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSConfidenceMetricsEntry) MarshalJSON() ([]byte, error) { type NoMethod XPSConfidenceMetricsEntry return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } func (s *XPSConfidenceMetricsEntry) UnmarshalJSON(data []byte) error { type NoMethod XPSConfidenceMetricsEntry var s1 struct { ConfidenceThreshold gensupport.JSONFloat64 `json:"confidenceThreshold"` F1Score gensupport.JSONFloat64 `json:"f1Score"` F1ScoreAt1 gensupport.JSONFloat64 `json:"f1ScoreAt1"` FalsePositiveRate gensupport.JSONFloat64 `json:"falsePositiveRate"` FalsePositiveRateAt1 gensupport.JSONFloat64 `json:"falsePositiveRateAt1"` Precision gensupport.JSONFloat64 `json:"precision"` PrecisionAt1 gensupport.JSONFloat64 `json:"precisionAt1"` Recall gensupport.JSONFloat64 `json:"recall"` RecallAt1 gensupport.JSONFloat64 `json:"recallAt1"` *NoMethod } s1.NoMethod = (*NoMethod)(s) if err := json.Unmarshal(data, &s1); err != nil { return err } s.ConfidenceThreshold = float64(s1.ConfidenceThreshold) s.F1Score = float64(s1.F1Score) s.F1ScoreAt1 = float64(s1.F1ScoreAt1) s.FalsePositiveRate = float64(s1.FalsePositiveRate) s.FalsePositiveRateAt1 = float64(s1.FalsePositiveRateAt1) s.Precision = float64(s1.Precision) s.PrecisionAt1 = float64(s1.PrecisionAt1) s.Recall = float64(s1.Recall) s.RecallAt1 = float64(s1.RecallAt1) return nil } // XPSConfusionMatrix: Confusion matrix of the model running the // classification. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSConfusionMatrix) MarshalJSON() ([]byte, error) { type NoMethod XPSConfusionMatrix return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSConfusionMatrixRow: A row in the confusion matrix. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSConfusionMatrixRow) MarshalJSON() ([]byte, error) { type NoMethod XPSConfusionMatrixRow return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSCoreMlFormat: A model format used for iOS mobile devices. type XPSCoreMlFormat struct { } // XPSCorrelationStats: A correlation statistics between two series of DataType // values. The series may have differing DataType-s, but within a single series // the DataType must be the same. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSCorrelationStats) MarshalJSON() ([]byte, error) { type NoMethod XPSCorrelationStats return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } func (s *XPSCorrelationStats) UnmarshalJSON(data []byte) error { type NoMethod XPSCorrelationStats var s1 struct { CramersV gensupport.JSONFloat64 `json:"cramersV"` *NoMethod } s1.NoMethod = (*NoMethod)(s) if err := json.Unmarshal(data, &s1); err != nil { return err } s.CramersV = float64(s1.CramersV) return nil } // XPSDataErrors: Different types of errors and the stats associatesd with each // error. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSDataErrors) MarshalJSON() ([]byte, error) { type NoMethod XPSDataErrors return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSDataStats: The data statistics of a series of values that share the same // DataType. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSDataStats) MarshalJSON() ([]byte, error) { type NoMethod XPSDataStats return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSDataType: Indicated the type of data that can be stored in a structured // data entity (e.g. a table). 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSDataType) MarshalJSON() ([]byte, error) { type NoMethod XPSDataType return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSDockerFormat: A model format used for Docker containers. Use the params // field to customize the container. The container is verified to work // correctly on ubuntu 16.04 operating system. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSDockerFormat) MarshalJSON() ([]byte, error) { type NoMethod XPSDockerFormat return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSEdgeTpuTfLiteFormat: A model format used for Edge TPU // (https://cloud.google.com/edge-tpu/) devices. type XPSEdgeTpuTfLiteFormat struct { } // XPSEvaluationMetrics: Contains xPS-specific model evaluation metrics either // for a single annotation spec (label), or for the model overall. Next tag: // 18. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSEvaluationMetrics) MarshalJSON() ([]byte, error) { type NoMethod XPSEvaluationMetrics return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSEvaluationMetricsSet: Specifies location of model evaluation metrics. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSEvaluationMetricsSet) MarshalJSON() ([]byte, error) { type NoMethod XPSEvaluationMetricsSet return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSExampleSet: Set of examples or input sources. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSExampleSet) MarshalJSON() ([]byte, error) { type NoMethod XPSExampleSet return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } 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 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 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSExportModelOutputConfig) MarshalJSON() ([]byte, error) { type NoMethod XPSExportModelOutputConfig return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSFileSpec: Spec of input and output files, on external file systems (for // example, Colossus Namespace System or Google Cloud Storage). 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. // "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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSFileSpec) MarshalJSON() ([]byte, error) { type NoMethod XPSFileSpec return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSFloat64Stats: The data statistics of a series of FLOAT64 values. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSFloat64Stats) MarshalJSON() ([]byte, error) { type NoMethod XPSFloat64Stats return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } func (s *XPSFloat64Stats) UnmarshalJSON(data []byte) error { type NoMethod XPSFloat64Stats var s1 struct { Mean gensupport.JSONFloat64 `json:"mean"` Quantiles []gensupport.JSONFloat64 `json:"quantiles"` StandardDeviation gensupport.JSONFloat64 `json:"standardDeviation"` *NoMethod } s1.NoMethod = (*NoMethod)(s) if err := json.Unmarshal(data, &s1); err != nil { return err } s.Mean = float64(s1.Mean) s.Quantiles = make([]float64, len(s1.Quantiles)) for i := range s1.Quantiles { s.Quantiles[i] = float64(s1.Quantiles[i]) } s.StandardDeviation = float64(s1.StandardDeviation) return nil } // XPSFloat64StatsHistogramBucket: A bucket of a histogram. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSFloat64StatsHistogramBucket) MarshalJSON() ([]byte, error) { type NoMethod XPSFloat64StatsHistogramBucket return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } func (s *XPSFloat64StatsHistogramBucket) UnmarshalJSON(data []byte) error { type NoMethod XPSFloat64StatsHistogramBucket var s1 struct { Max gensupport.JSONFloat64 `json:"max"` Min gensupport.JSONFloat64 `json:"min"` *NoMethod } s1.NoMethod = (*NoMethod)(s) if err := json.Unmarshal(data, &s1); err != nil { return err } s.Max = float64(s1.Max) s.Min = float64(s1.Min) return nil } 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSImageClassificationTrainResponse) MarshalJSON() ([]byte, error) { type NoMethod XPSImageClassificationTrainResponse return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSImageExportModelSpec: Information of downloadable models that are // pre-generated as part of training flow and will be persisted in AutoMl // backend. Upon receiving ExportModel request from user, AutoMl backend can // serve the pre-generated models to user if exists (by copying the files from // internal path to user provided location), otherwise, AutoMl backend will // call xPS ExportModel API to generate the model on the fly with the // requesting format. type XPSImageExportModelSpec struct { // ExportModelOutputConfig: Contains the model format and internal location of // the model files to be exported/downloaded. Use the Google Cloud Storage // 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSImageExportModelSpec) MarshalJSON() ([]byte, error) { type NoMethod XPSImageExportModelSpec return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSImageModelArtifactSpec: Stores the locations and related metadata of the // model artifacts. Populated for uCAIP requests only. 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: Google Cloud Storage 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: Google Cloud Storage URI prefix of Tensorflow // JavaScript binary files 'groupX-shardXofX.bin'. Deprecated. TfJsBinaryGcsPrefix string `json:"tfJsBinaryGcsPrefix,omitempty"` // TfLiteMetadataGcsUri: Google Cloud Storage 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSImageModelArtifactSpec) MarshalJSON() ([]byte, error) { type NoMethod XPSImageModelArtifactSpec return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSImageModelServingSpec: Serving specification for image models. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSImageModelServingSpec) MarshalJSON() ([]byte, error) { type NoMethod XPSImageModelServingSpec return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } func (s *XPSImageModelServingSpec) UnmarshalJSON(data []byte) error { type NoMethod XPSImageModelServingSpec var s1 struct { NodeQps gensupport.JSONFloat64 `json:"nodeQps"` *NoMethod } s1.NoMethod = (*NoMethod)(s) if err := json.Unmarshal(data, &s1); err != nil { return err } s.NodeQps = float64(s1.NodeQps) return nil } 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. // "NVIDIA_H100_MEGA_80GB" - Nvidia H100 80Gb GPU. // "NVIDIA_H200_141GB" - Nvidia H200 141Gb GPU. // "NVIDIA_B200" - Nvidia B200 GPU. // "NVIDIA_GB200" - Nvidia GB200 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. // "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. See https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields // for more details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSImageModelServingSpecModelThroughputEstimation) MarshalJSON() ([]byte, error) { type NoMethod XPSImageModelServingSpecModelThroughputEstimation return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } func (s *XPSImageModelServingSpecModelThroughputEstimation) UnmarshalJSON(data []byte) error { type NoMethod XPSImageModelServingSpecModelThroughputEstimation var s1 struct { LatencyInMilliseconds gensupport.JSONFloat64 `json:"latencyInMilliseconds"` NodeQps gensupport.JSONFloat64 `json:"nodeQps"` *NoMethod } s1.NoMethod = (*NoMethod)(s) if err := json.Unmarshal(data, &s1); err != nil { return err } s.LatencyInMilliseconds = float64(s1.LatencyInMilliseconds) s.NodeQps = float64(s1.NodeQps) return nil } // XPSImageObjectDetectionEvaluationMetrics: Model evaluation metrics for image // object detection problems. Evaluates prediction quality of labeled bounding // boxes. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSImageObjectDetectionEvaluationMetrics) MarshalJSON() ([]byte, error) { type NoMethod XPSImageObjectDetectionEvaluationMetrics return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } func (s *XPSImageObjectDetectionEvaluationMetrics) UnmarshalJSON(data []byte) error { type NoMethod XPSImageObjectDetectionEvaluationMetrics var s1 struct { BoundingBoxMeanAveragePrecision gensupport.JSONFloat64 `json:"boundingBoxMeanAveragePrecision"` *NoMethod } s1.NoMethod = (*NoMethod)(s) if err := json.Unmarshal(data, &s1); err != nil { return err } s.BoundingBoxMeanAveragePrecision = float64(s1.BoundingBoxMeanAveragePrecision) return nil } 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSImageObjectDetectionModelSpec) MarshalJSON() ([]byte, error) { type NoMethod XPSImageObjectDetectionModelSpec return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSImageSegmentationEvaluationMetrics: Model evaluation metrics for image // segmentation problems. Next tag: 4. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSImageSegmentationEvaluationMetrics) MarshalJSON() ([]byte, error) { type NoMethod XPSImageSegmentationEvaluationMetrics return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSImageSegmentationEvaluationMetricsConfidenceMetricsEntry: Metrics for a // single confidence threshold. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSImageSegmentationEvaluationMetricsConfidenceMetricsEntry) MarshalJSON() ([]byte, error) { type NoMethod XPSImageSegmentationEvaluationMetricsConfidenceMetricsEntry return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } func (s *XPSImageSegmentationEvaluationMetricsConfidenceMetricsEntry) UnmarshalJSON(data []byte) error { type NoMethod XPSImageSegmentationEvaluationMetricsConfidenceMetricsEntry var s1 struct { ConfidenceThreshold gensupport.JSONFloat64 `json:"confidenceThreshold"` DiceScoreCoefficient gensupport.JSONFloat64 `json:"diceScoreCoefficient"` IouScore gensupport.JSONFloat64 `json:"iouScore"` Precision gensupport.JSONFloat64 `json:"precision"` Recall gensupport.JSONFloat64 `json:"recall"` *NoMethod } s1.NoMethod = (*NoMethod)(s) if err := json.Unmarshal(data, &s1); err != nil { return err } s.ConfidenceThreshold = float64(s1.ConfidenceThreshold) s.DiceScoreCoefficient = float64(s1.DiceScoreCoefficient) s.IouScore = float64(s1.IouScore) s.Precision = float64(s1.Precision) s.Recall = float64(s1.Recall) return nil } 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSImageSegmentationTrainResponse) MarshalJSON() ([]byte, error) { type NoMethod XPSImageSegmentationTrainResponse return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSIntegratedGradientsAttribution: An attribution method that computes the // Aumann-Shapley value taking advantage of the model's fully differentiable // structure. Refer to this paper for more details: // https://arxiv.org/abs/1703.01365 type 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSIntegratedGradientsAttribution) MarshalJSON() ([]byte, error) { type NoMethod XPSIntegratedGradientsAttribution return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSMetricEntry) MarshalJSON() ([]byte, error) { type NoMethod XPSMetricEntry return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } func (s *XPSMetricEntry) UnmarshalJSON(data []byte) error { type NoMethod XPSMetricEntry var s1 struct { DoubleValue gensupport.JSONFloat64 `json:"doubleValue"` *NoMethod } s1.NoMethod = (*NoMethod)(s) if err := json.Unmarshal(data, &s1); err != nil { return err } s.DoubleValue = float64(s1.DoubleValue) return nil } 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSMetricEntryLabel) MarshalJSON() ([]byte, error) { type NoMethod XPSMetricEntryLabel return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSModelArtifactItem: A single model artifact item. 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 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSModelArtifactItem) MarshalJSON() ([]byte, error) { type NoMethod XPSModelArtifactItem return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSPreprocessResponse) MarshalJSON() ([]byte, error) { type NoMethod XPSPreprocessResponse return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSRegressionEvaluationMetrics: Model evaluation metrics for regression // problems. It can be used for Tables. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSRegressionEvaluationMetrics) MarshalJSON() ([]byte, error) { type NoMethod XPSRegressionEvaluationMetrics return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } func (s *XPSRegressionEvaluationMetrics) UnmarshalJSON(data []byte) error { type NoMethod XPSRegressionEvaluationMetrics var s1 struct { MeanAbsoluteError gensupport.JSONFloat64 `json:"meanAbsoluteError"` MeanAbsolutePercentageError gensupport.JSONFloat64 `json:"meanAbsolutePercentageError"` RSquared gensupport.JSONFloat64 `json:"rSquared"` RootMeanSquaredError gensupport.JSONFloat64 `json:"rootMeanSquaredError"` RootMeanSquaredLogError gensupport.JSONFloat64 `json:"rootMeanSquaredLogError"` *NoMethod } s1.NoMethod = (*NoMethod)(s) if err := json.Unmarshal(data, &s1); err != nil { return err } s.MeanAbsoluteError = float64(s1.MeanAbsoluteError) s.MeanAbsolutePercentageError = float64(s1.MeanAbsolutePercentageError) s.RSquared = float64(s1.RSquared) s.RootMeanSquaredError = float64(s1.RootMeanSquaredError) s.RootMeanSquaredLogError = float64(s1.RootMeanSquaredLogError) return nil } // XPSRegressionMetricsEntry: A pair of actual & observed values for the model // being evaluated. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSRegressionMetricsEntry) MarshalJSON() ([]byte, error) { type NoMethod XPSRegressionMetricsEntry return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } func (s *XPSRegressionMetricsEntry) UnmarshalJSON(data []byte) error { type NoMethod XPSRegressionMetricsEntry var s1 struct { PredictedValue gensupport.JSONFloat64 `json:"predictedValue"` TrueValue gensupport.JSONFloat64 `json:"trueValue"` *NoMethod } s1.NoMethod = (*NoMethod)(s) if err := json.Unmarshal(data, &s1); err != nil { return err } s.PredictedValue = float64(s1.PredictedValue) s.TrueValue = float64(s1.TrueValue) return nil } 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSReportingMetrics) MarshalJSON() ([]byte, error) { type NoMethod XPSReportingMetrics return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSResponseExplanationMetadata) MarshalJSON() ([]byte, error) { type NoMethod XPSResponseExplanationMetadata return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSResponseExplanationMetadataInputMetadata: Metadata of the input of a // feature. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSResponseExplanationMetadataInputMetadata) MarshalJSON() ([]byte, error) { type NoMethod XPSResponseExplanationMetadataInputMetadata return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSResponseExplanationMetadataOutputMetadata: Metadata of the prediction // output to be explained. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSResponseExplanationMetadataOutputMetadata) MarshalJSON() ([]byte, error) { type NoMethod XPSResponseExplanationMetadataOutputMetadata return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSResponseExplanationParameters) MarshalJSON() ([]byte, error) { type NoMethod XPSResponseExplanationParameters return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSResponseExplanationSpec: Specification of Model explanation. // Feature-based XAI in AutoML Vision ICN is deprecated. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSResponseExplanationSpec) MarshalJSON() ([]byte, error) { type NoMethod XPSResponseExplanationSpec return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSRow) MarshalJSON() ([]byte, error) { type NoMethod XPSRow return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSSpeechEvaluationMetrics) MarshalJSON() ([]byte, error) { type NoMethod XPSSpeechEvaluationMetrics return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSSpeechEvaluationMetricsSubModelEvaluationMetric) MarshalJSON() ([]byte, error) { type NoMethod XPSSpeechEvaluationMetricsSubModelEvaluationMetric return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } func (s *XPSSpeechEvaluationMetricsSubModelEvaluationMetric) UnmarshalJSON(data []byte) error { type NoMethod XPSSpeechEvaluationMetricsSubModelEvaluationMetric var s1 struct { SentenceAccuracy gensupport.JSONFloat64 `json:"sentenceAccuracy"` Wer gensupport.JSONFloat64 `json:"wer"` *NoMethod } s1.NoMethod = (*NoMethod)(s) if err := json.Unmarshal(data, &s1); err != nil { return err } s.SentenceAccuracy = float64(s1.SentenceAccuracy) s.Wer = float64(s1.Wer) return nil } 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSSpeechModelSpec) MarshalJSON() ([]byte, error) { type NoMethod XPSSpeechModelSpec return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSSpeechModelSpecSubModelSpec) MarshalJSON() ([]byte, error) { type NoMethod XPSSpeechModelSpecSubModelSpec return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSSpeechPreprocessResponse) MarshalJSON() ([]byte, error) { type NoMethod XPSSpeechPreprocessResponse return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } type XPSSpeechPreprocessStats struct { // DataErrors: Different types of data errors and the counts associated with // them. DataErrors []*XPSDataErrors `json:"dataErrors,omitempty"` // NumHumanLabeledExamples: The number of rows marked HUMAN_LABELLED NumHumanLabeledExamples int64 `json:"numHumanLabeledExamples,omitempty"` // NumLogsExamples: The number of samples found in the previously recorded logs // data. NumLogsExamples int64 `json:"numLogsExamples,omitempty"` // NumMachineTranscribedExamples: The number of rows marked as // MACHINE_TRANSCRIBED NumMachineTranscribedExamples int64 `json:"numMachineTranscribedExamples,omitempty"` // TestExamplesCount: The number of examples labelled as TEST by Speech xps // server. TestExamplesCount int64 `json:"testExamplesCount,omitempty"` // TestSentencesCount: The number of sentences in the test data set. TestSentencesCount int64 `json:"testSentencesCount,omitempty"` // TestWordsCount: The number of words in the test data set. TestWordsCount int64 `json:"testWordsCount,omitempty"` // TrainExamplesCount: The number of examples labeled as TRAIN by Speech xps // server. TrainExamplesCount int64 `json:"trainExamplesCount,omitempty"` // TrainSentencesCount: The number of sentences in the training data set. TrainSentencesCount int64 `json:"trainSentencesCount,omitempty"` // TrainWordsCount: The number of words in the training data set. TrainWordsCount int64 `json:"trainWordsCount,omitempty"` // ForceSendFields is a list of field names (e.g. "DataErrors") to // unconditionally include in API requests. By default, fields with empty or // default values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. ForceSendFields []string `json:"-"` // NullFields is a list of field names (e.g. "DataErrors") to include in API // requests with the JSON null value. By default, fields with empty values are // omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSSpeechPreprocessStats) MarshalJSON() ([]byte, error) { type NoMethod XPSSpeechPreprocessStats return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSStringStats: The data statistics of a series of STRING values. type XPSStringStats struct { CommonStats *XPSCommonStats `json:"commonStats,omitempty"` // TopUnigramStats: The statistics of the top 20 unigrams, ordered by // StringStats.UnigramStats.count. TopUnigramStats []*XPSStringStatsUnigramStats `json:"topUnigramStats,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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSStringStats) MarshalJSON() ([]byte, error) { type NoMethod XPSStringStats return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSStringStatsUnigramStats: The statistics of a unigram. type XPSStringStatsUnigramStats struct { // Count: The number of occurrences of this unigram in the series. Count int64 `json:"count,omitempty,string"` // Value: The unigram. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSStringStatsUnigramStats) MarshalJSON() ([]byte, error) { type NoMethod XPSStringStatsUnigramStats return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSStructStats: The data statistics of a series of STRUCT values. type XPSStructStats struct { CommonStats *XPSCommonStats `json:"commonStats,omitempty"` // FieldStats: Map from a field name of the struct to data stats aggregated // over series of all data in that field across all the structs. FieldStats map[string]XPSDataStats `json:"fieldStats,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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSStructStats) MarshalJSON() ([]byte, error) { type NoMethod XPSStructStats return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSStructType: `StructType` defines the DataType-s of a STRUCT type. type XPSStructType struct { // Fields: Unordered map of struct field names to their data types. Fields map[string]XPSDataType `json:"fields,omitempty"` // ForceSendFields is a list of field names (e.g. "Fields") to unconditionally // include in API requests. By default, fields with empty or default values are // omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. ForceSendFields []string `json:"-"` // NullFields is a list of field names (e.g. "Fields") to include in API // requests with the JSON null value. By default, fields with empty values are // omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSStructType) MarshalJSON() ([]byte, error) { type NoMethod XPSStructType return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } type XPSTableSpec struct { // ColumnSpecs: Mapping from column id to column spec. ColumnSpecs map[string]XPSColumnSpec `json:"columnSpecs,omitempty"` // ImportedDataSizeInBytes: The total size of imported data of the table. ImportedDataSizeInBytes int64 `json:"importedDataSizeInBytes,omitempty,string"` // RowCount: The number of rows in the table. RowCount int64 `json:"rowCount,omitempty,string"` // TimeColumnId: The id of the time column. TimeColumnId int64 `json:"timeColumnId,omitempty"` // ValidRowCount: The number of valid rows. ValidRowCount int64 `json:"validRowCount,omitempty,string"` // ForceSendFields is a list of field names (e.g. "ColumnSpecs") to // unconditionally include in API requests. By default, fields with empty or // default values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. ForceSendFields []string `json:"-"` // NullFields is a list of field names (e.g. "ColumnSpecs") to include in API // requests with the JSON null value. By default, fields with empty values are // omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSTableSpec) MarshalJSON() ([]byte, error) { type NoMethod XPSTableSpec return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSTablesClassificationMetrics: Metrics for Tables classification problems. type XPSTablesClassificationMetrics struct { // CurveMetrics: Metrics building a curve. CurveMetrics []*XPSTablesClassificationMetricsCurveMetrics `json:"curveMetrics,omitempty"` // ForceSendFields is a list of field names (e.g. "CurveMetrics") to // unconditionally include in API requests. By default, fields with empty or // default values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. ForceSendFields []string `json:"-"` // NullFields is a list of field names (e.g. "CurveMetrics") to include in API // requests with the JSON null value. By default, fields with empty values are // omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSTablesClassificationMetrics) MarshalJSON() ([]byte, error) { type NoMethod XPSTablesClassificationMetrics return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSTablesClassificationMetricsCurveMetrics: Metrics curve data point for a // single value. type XPSTablesClassificationMetricsCurveMetrics struct { // AucPr: The area under the precision-recall curve. AucPr float64 `json:"aucPr,omitempty"` // AucRoc: The area under receiver operating characteristic curve. AucRoc float64 `json:"aucRoc,omitempty"` // ConfidenceMetricsEntries: Metrics that have confidence thresholds. // Precision-recall curve and ROC curve can be derived from them. ConfidenceMetricsEntries []*XPSTablesConfidenceMetricsEntry `json:"confidenceMetricsEntries,omitempty"` // LogLoss: The Log loss metric. LogLoss float64 `json:"logLoss,omitempty"` // PositionThreshold: The position threshold value used to compute the metrics. PositionThreshold int64 `json:"positionThreshold,omitempty"` // Value: The CATEGORY row value (for ARRAY unnested) the curve metrics are // for. Value string `json:"value,omitempty"` // ForceSendFields is a list of field names (e.g. "AucPr") to unconditionally // include in API requests. By default, fields with empty or default values are // omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. ForceSendFields []string `json:"-"` // NullFields is a list of field names (e.g. "AucPr") to include in API // requests with the JSON null value. By default, fields with empty values are // omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSTablesClassificationMetricsCurveMetrics) MarshalJSON() ([]byte, error) { type NoMethod XPSTablesClassificationMetricsCurveMetrics return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } func (s *XPSTablesClassificationMetricsCurveMetrics) UnmarshalJSON(data []byte) error { type NoMethod XPSTablesClassificationMetricsCurveMetrics var s1 struct { AucPr gensupport.JSONFloat64 `json:"aucPr"` AucRoc gensupport.JSONFloat64 `json:"aucRoc"` LogLoss gensupport.JSONFloat64 `json:"logLoss"` *NoMethod } s1.NoMethod = (*NoMethod)(s) if err := json.Unmarshal(data, &s1); err != nil { return err } s.AucPr = float64(s1.AucPr) s.AucRoc = float64(s1.AucRoc) s.LogLoss = float64(s1.LogLoss) return nil } // XPSTablesConfidenceMetricsEntry: Metrics for a single confidence threshold. type XPSTablesConfidenceMetricsEntry struct { // ConfidenceThreshold: The confidence threshold value used to compute the // metrics. ConfidenceThreshold float64 `json:"confidenceThreshold,omitempty"` // F1Score: The harmonic mean of recall and precision. (2 * precision * recall) // / (precision + recall) F1Score float64 `json:"f1Score,omitempty"` // FalseNegativeCount: False negative count. FalseNegativeCount int64 `json:"falseNegativeCount,omitempty,string"` // FalsePositiveCount: False positive count. FalsePositiveCount int64 `json:"falsePositiveCount,omitempty,string"` // FalsePositiveRate: FPR = #false positives / (#false positives + #true // negatives) FalsePositiveRate float64 `json:"falsePositiveRate,omitempty"` // Precision: Precision = #true positives / (#true positives + #false // positives). Precision float64 `json:"precision,omitempty"` // Recall: Recall = #true positives / (#true positives + #false negatives). Recall float64 `json:"recall,omitempty"` // TrueNegativeCount: True negative count. TrueNegativeCount int64 `json:"trueNegativeCount,omitempty,string"` // TruePositiveCount: True positive count. TruePositiveCount int64 `json:"truePositiveCount,omitempty,string"` // TruePositiveRate: TPR = #true positives / (#true positives + #false // negatvies) TruePositiveRate float64 `json:"truePositiveRate,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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSTablesConfidenceMetricsEntry) MarshalJSON() ([]byte, error) { type NoMethod XPSTablesConfidenceMetricsEntry return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } func (s *XPSTablesConfidenceMetricsEntry) UnmarshalJSON(data []byte) error { type NoMethod XPSTablesConfidenceMetricsEntry var s1 struct { ConfidenceThreshold gensupport.JSONFloat64 `json:"confidenceThreshold"` F1Score gensupport.JSONFloat64 `json:"f1Score"` FalsePositiveRate gensupport.JSONFloat64 `json:"falsePositiveRate"` Precision gensupport.JSONFloat64 `json:"precision"` Recall gensupport.JSONFloat64 `json:"recall"` TruePositiveRate gensupport.JSONFloat64 `json:"truePositiveRate"` *NoMethod } s1.NoMethod = (*NoMethod)(s) if err := json.Unmarshal(data, &s1); err != nil { return err } s.ConfidenceThreshold = float64(s1.ConfidenceThreshold) s.F1Score = float64(s1.F1Score) s.FalsePositiveRate = float64(s1.FalsePositiveRate) s.Precision = float64(s1.Precision) s.Recall = float64(s1.Recall) s.TruePositiveRate = float64(s1.TruePositiveRate) return nil } // XPSTablesDatasetMetadata: Metadata for a dataset used for AutoML Tables. type XPSTablesDatasetMetadata struct { // MlUseColumnId: Id the column to split the table. MlUseColumnId int64 `json:"mlUseColumnId,omitempty"` // PrimaryTableSpec: Primary table. PrimaryTableSpec *XPSTableSpec `json:"primaryTableSpec,omitempty"` // TargetColumnCorrelations: (the column id : its CorrelationStats with target // column). TargetColumnCorrelations map[string]XPSCorrelationStats `json:"targetColumnCorrelations,omitempty"` // TargetColumnId: Id of the primary table column that should be used as the // training label. TargetColumnId int64 `json:"targetColumnId,omitempty"` // WeightColumnId: Id of the primary table column that should be used as the // weight column. WeightColumnId int64 `json:"weightColumnId,omitempty"` // ForceSendFields is a list of field names (e.g. "MlUseColumnId") to // unconditionally include in API requests. By default, fields with empty or // default values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. ForceSendFields []string `json:"-"` // NullFields is a list of field names (e.g. "MlUseColumnId") to include in API // requests with the JSON null value. By default, fields with empty values are // omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSTablesDatasetMetadata) MarshalJSON() ([]byte, error) { type NoMethod XPSTablesDatasetMetadata return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } type XPSTablesEvaluationMetrics struct { // ClassificationMetrics: Classification metrics. ClassificationMetrics *XPSTablesClassificationMetrics `json:"classificationMetrics,omitempty"` // RegressionMetrics: Regression metrics. RegressionMetrics *XPSTablesRegressionMetrics `json:"regressionMetrics,omitempty"` // ForceSendFields is a list of field names (e.g. "ClassificationMetrics") to // unconditionally include in API requests. By default, fields with empty or // default values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. ForceSendFields []string `json:"-"` // NullFields is a list of field names (e.g. "ClassificationMetrics") to // include in API requests with the JSON null value. By default, fields with // empty values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSTablesEvaluationMetrics) MarshalJSON() ([]byte, error) { type NoMethod XPSTablesEvaluationMetrics return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSTablesModelColumnInfo: An information specific to given column and Tables // Model, in context of the Model and the predictions created by it. type XPSTablesModelColumnInfo struct { // ColumnId: The ID of the column. ColumnId int64 `json:"columnId,omitempty"` // FeatureImportance: When given as part of a Model: Measurement of how much // model predictions correctness on the TEST data depend on values in this // column. A value between 0 and 1, higher means higher influence. These values // are normalized - for all input feature columns of a given model they add to // 1. When given back by Predict or Batch Predict: Measurement of how impactful // for the prediction returned for the given row the value in this column was. // Specifically, the feature importance specifies the marginal contribution // that the feature made to the prediction score compared to the baseline // score. These values are computed using the Sampled Shapley method. FeatureImportance float64 `json:"featureImportance,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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSTablesModelColumnInfo) MarshalJSON() ([]byte, error) { type NoMethod XPSTablesModelColumnInfo return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } func (s *XPSTablesModelColumnInfo) UnmarshalJSON(data []byte) error { type NoMethod XPSTablesModelColumnInfo var s1 struct { FeatureImportance gensupport.JSONFloat64 `json:"featureImportance"` *NoMethod } s1.NoMethod = (*NoMethod)(s) if err := json.Unmarshal(data, &s1); err != nil { return err } s.FeatureImportance = float64(s1.FeatureImportance) return nil } // XPSTablesModelStructure: A description of Tables model structure. type XPSTablesModelStructure struct { // ModelParameters: A list of models. ModelParameters []*XPSTablesModelStructureModelParameters `json:"modelParameters,omitempty"` // ForceSendFields is a list of field names (e.g. "ModelParameters") to // unconditionally include in API requests. By default, fields with empty or // default values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. ForceSendFields []string `json:"-"` // NullFields is a list of field names (e.g. "ModelParameters") to include in // API requests with the JSON null value. By default, fields with empty values // are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSTablesModelStructure) MarshalJSON() ([]byte, error) { type NoMethod XPSTablesModelStructure return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSTablesModelStructureModelParameters: Model hyper-parameters for a model. type XPSTablesModelStructureModelParameters struct { Hyperparameters []*XPSTablesModelStructureModelParametersParameter `json:"hyperparameters,omitempty"` // ForceSendFields is a list of field names (e.g. "Hyperparameters") to // unconditionally include in API requests. By default, fields with empty or // default values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. ForceSendFields []string `json:"-"` // NullFields is a list of field names (e.g. "Hyperparameters") to include in // API requests with the JSON null value. By default, fields with empty values // are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSTablesModelStructureModelParameters) MarshalJSON() ([]byte, error) { type NoMethod XPSTablesModelStructureModelParameters return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } type XPSTablesModelStructureModelParametersParameter struct { // FloatValue: Float type parameter value. FloatValue float64 `json:"floatValue,omitempty"` // IntValue: Integer type parameter value. IntValue int64 `json:"intValue,omitempty,string"` // Name: Parameter name. Name string `json:"name,omitempty"` // StringValue: String type parameter value. StringValue string `json:"stringValue,omitempty"` // ForceSendFields is a list of field names (e.g. "FloatValue") to // unconditionally include in API requests. By default, fields with empty or // default values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. ForceSendFields []string `json:"-"` // NullFields is a list of field names (e.g. "FloatValue") to include in API // requests with the JSON null value. By default, fields with empty values are // omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSTablesModelStructureModelParametersParameter) MarshalJSON() ([]byte, error) { type NoMethod XPSTablesModelStructureModelParametersParameter return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } func (s *XPSTablesModelStructureModelParametersParameter) UnmarshalJSON(data []byte) error { type NoMethod XPSTablesModelStructureModelParametersParameter var s1 struct { FloatValue gensupport.JSONFloat64 `json:"floatValue"` *NoMethod } s1.NoMethod = (*NoMethod)(s) if err := json.Unmarshal(data, &s1); err != nil { return err } s.FloatValue = float64(s1.FloatValue) return nil } type XPSTablesPreprocessResponse struct { // TablesDatasetMetadata: The table/column id, column_name and the DataTypes of // the columns will be populated. TablesDatasetMetadata *XPSTablesDatasetMetadata `json:"tablesDatasetMetadata,omitempty"` // ForceSendFields is a list of field names (e.g. "TablesDatasetMetadata") to // unconditionally include in API requests. By default, fields with empty or // default values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. ForceSendFields []string `json:"-"` // NullFields is a list of field names (e.g. "TablesDatasetMetadata") to // include in API requests with the JSON null value. By default, fields with // empty values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSTablesPreprocessResponse) MarshalJSON() ([]byte, error) { type NoMethod XPSTablesPreprocessResponse return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSTablesRegressionMetrics: Metrics for Tables regression problems. type XPSTablesRegressionMetrics struct { // MeanAbsoluteError: Mean absolute error. MeanAbsoluteError float64 `json:"meanAbsoluteError,omitempty"` // MeanAbsolutePercentageError: Mean absolute percentage error, only set if all // of the target column's 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. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSTablesRegressionMetrics) MarshalJSON() ([]byte, error) { type NoMethod XPSTablesRegressionMetrics return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } func (s *XPSTablesRegressionMetrics) UnmarshalJSON(data []byte) error { type NoMethod XPSTablesRegressionMetrics var s1 struct { MeanAbsoluteError gensupport.JSONFloat64 `json:"meanAbsoluteError"` MeanAbsolutePercentageError gensupport.JSONFloat64 `json:"meanAbsolutePercentageError"` RSquared gensupport.JSONFloat64 `json:"rSquared"` RootMeanSquaredError gensupport.JSONFloat64 `json:"rootMeanSquaredError"` RootMeanSquaredLogError gensupport.JSONFloat64 `json:"rootMeanSquaredLogError"` *NoMethod } s1.NoMethod = (*NoMethod)(s) if err := json.Unmarshal(data, &s1); err != nil { return err } s.MeanAbsoluteError = float64(s1.MeanAbsoluteError) s.MeanAbsolutePercentageError = float64(s1.MeanAbsolutePercentageError) s.RSquared = float64(s1.RSquared) s.RootMeanSquaredError = float64(s1.RootMeanSquaredError) s.RootMeanSquaredLogError = float64(s1.RootMeanSquaredLogError) return nil } type XPSTablesTrainResponse struct { ModelStructure *XPSTablesModelStructure `json:"modelStructure,omitempty"` // PredictionSampleRows: Sample rows from the dataset this model was trained. PredictionSampleRows []*XPSRow `json:"predictionSampleRows,omitempty"` // TablesModelColumnInfo: Output only. Auxiliary information for each of the // input_feature_column_specs, with respect to this particular model. TablesModelColumnInfo []*XPSTablesModelColumnInfo `json:"tablesModelColumnInfo,omitempty"` // TrainCostMilliNodeHours: The actual training cost of the model, expressed in // milli node hours, i.e. 1,000 value in this field means 1 node hour. // Guaranteed to not exceed the train budget. TrainCostMilliNodeHours int64 `json:"trainCostMilliNodeHours,omitempty,string"` // ForceSendFields is a list of field names (e.g. "ModelStructure") to // unconditionally include in API requests. By default, fields with empty or // default values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. ForceSendFields []string `json:"-"` // NullFields is a list of field names (e.g. "ModelStructure") to include in // API requests with the JSON null value. By default, fields with empty values // are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSTablesTrainResponse) MarshalJSON() ([]byte, error) { type NoMethod XPSTablesTrainResponse return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } type XPSTablesTrainingOperationMetadata struct { // CreateModelStage: Current stage of creating model. // // Possible values: // "CREATE_MODEL_STAGE_UNSPECIFIED" - Unspecified stage. // "DATA_PREPROCESSING" - Prepare the model training pipeline and run data // processing. // "TRAINING" - Training model. // "EVALUATING" - Run evaluation. // "MODEL_POST_PROCESSING" - Finalizing model training pipeline. CreateModelStage string `json:"createModelStage,omitempty"` // OptimizationObjective: The optimization objective for model. OptimizationObjective string `json:"optimizationObjective,omitempty"` // TopTrials: This field is for training. When the operation is terminated // successfully, AutoML Backend post this field to operation metadata in // spanner. If the metadata has no trials returned, the training operation is // supposed to be a failure. TopTrials []*XPSTuningTrial `json:"topTrials,omitempty"` // TrainBudgetMilliNodeHours: Creating model budget. TrainBudgetMilliNodeHours int64 `json:"trainBudgetMilliNodeHours,omitempty,string"` // TrainingObjectivePoints: This field records the training objective value // with respect to time, giving insight into how the model architecture search // is performing as training time elapses. TrainingObjectivePoints []*XPSTrainingObjectivePoint `json:"trainingObjectivePoints,omitempty"` // TrainingStartTime: Timestamp when training process starts. TrainingStartTime string `json:"trainingStartTime,omitempty"` // ForceSendFields is a list of field names (e.g. "CreateModelStage") to // unconditionally include in API requests. By default, fields with empty or // default values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. ForceSendFields []string `json:"-"` // NullFields is a list of field names (e.g. "CreateModelStage") to include in // API requests with the JSON null value. By default, fields with empty values // are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSTablesTrainingOperationMetadata) MarshalJSON() ([]byte, error) { type NoMethod XPSTablesTrainingOperationMetadata return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSTextComponentModel: Component model. type XPSTextComponentModel struct { // BatchPredictionModelGcsUri: The Cloud Storage resource path to hold batch // prediction model. BatchPredictionModelGcsUri string `json:"batchPredictionModelGcsUri,omitempty"` // OnlinePredictionModelGcsUri: The Cloud Storage resource path to hold online // prediction model. OnlinePredictionModelGcsUri string `json:"onlinePredictionModelGcsUri,omitempty"` // Partition: The partition where the model is deployed. Populated by uCAIP BE // as part of online PredictRequest. // // 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. // "PARTITION_CPU" - The partition used by regionalized servomatic cloud // regions. // "PARTITION_CUSTOM_STORAGE_CPU" - The partition used for loading models // from custom storage. Partition string `json:"partition,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"` // ServoModelName: The name of servo model. Populated by uCAIP BE as part of // online PredictRequest. ServoModelName string `json:"servoModelName,omitempty"` // SubmodelName: The name of the trained NL submodel. SubmodelName string `json:"submodelName,omitempty"` // SubmodelType: The type of trained NL submodel // // Possible values: // "TEXT_MODEL_TYPE_UNSPECIFIED" // "TEXT_MODEL_TYPE_DEFAULT" // "TEXT_MODEL_TYPE_META_ARCHITECT" // "TEXT_MODEL_TYPE_ATC" // "TEXT_MODEL_TYPE_CLARA2" // "TEXT_MODEL_TYPE_CHATBASE" // "TEXT_MODEL_TYPE_SAFT_SPAN_LABELING" // "TEXT_MODEL_TYPE_TEXT_EXTRACTION" - Model type for entity extraction. // "TEXT_MODEL_TYPE_RELATIONSHIP_EXTRACTION" - Model type for relationship // extraction. // "TEXT_MODEL_TYPE_COMPOSITE" - A composite model represents a set of // component models that have to be used together for prediction. A composite // model appears to be a single model to the model user. It may contain only // one component model. // "TEXT_MODEL_TYPE_ALL_MODELS" - Model type used to train default, MA, and // ATC models in a single batch worker pipeline. // "TEXT_MODEL_TYPE_BERT" - BERT pipeline needs a specific model type, since // it uses a different TFX configuration compared with DEFAULT (despite sharing // most of the code). // "TEXT_MODEL_TYPE_ENC_PALM" - Model type for EncPaLM. SubmodelType string `json:"submodelType,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"` // VersionNumber: The servomatic model version number. Populated by uCAIP BE as // part of online PredictRequest. VersionNumber int64 `json:"versionNumber,omitempty,string"` // ForceSendFields is a list of field names (e.g. "BatchPredictionModelGcsUri") // to unconditionally include in API requests. By default, fields with empty or // default values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. ForceSendFields []string `json:"-"` // NullFields is a list of field names (e.g. "BatchPredictionModelGcsUri") to // include in API requests with the JSON null value. By default, fields with // empty values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSTextComponentModel) MarshalJSON() ([]byte, error) { type NoMethod XPSTextComponentModel return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } type XPSTextExtractionEvaluationMetrics struct { // BestF1ConfidenceMetrics: Values are at the highest F1 score on the // precision-recall curve. Only confidence_threshold, recall, precision, and // f1_score will be set. BestF1ConfidenceMetrics *XPSConfidenceMetricsEntry `json:"bestF1ConfidenceMetrics,omitempty"` // ConfidenceMetricsEntries: If the enclosing EvaluationMetrics.label is empty, // confidence_metrics_entries is an evaluation of the entire model across all // labels. If the enclosing EvaluationMetrics.label is set, // confidence_metrics_entries applies to that label. ConfidenceMetricsEntries []*XPSConfidenceMetricsEntry `json:"confidenceMetricsEntries,omitempty"` // ConfusionMatrix: Confusion matrix of the model, at the default confidence // threshold (0.0). Only set for whole-model evaluation, not for evaluation per // label. ConfusionMatrix *XPSConfusionMatrix `json:"confusionMatrix,omitempty"` // PerLabelConfidenceMetrics: Only recall, precision, and f1_score will be set. PerLabelConfidenceMetrics map[string]XPSConfidenceMetricsEntry `json:"perLabelConfidenceMetrics,omitempty"` // ForceSendFields is a list of field names (e.g. "BestF1ConfidenceMetrics") to // unconditionally include in API requests. By default, fields with empty or // default values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. ForceSendFields []string `json:"-"` // NullFields is a list of field names (e.g. "BestF1ConfidenceMetrics") to // include in API requests with the JSON null value. By default, fields with // empty values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSTextExtractionEvaluationMetrics) MarshalJSON() ([]byte, error) { type NoMethod XPSTextExtractionEvaluationMetrics return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSTextSentimentEvaluationMetrics: Model evaluation metrics for text // sentiment problems. type XPSTextSentimentEvaluationMetrics struct { // ConfusionMatrix: Output only. Confusion matrix of the evaluation. Only set // for the overall model evaluation, not for evaluation of a single annotation // spec. ConfusionMatrix *XPSConfusionMatrix `json:"confusionMatrix,omitempty"` // F1Score: Output only. The harmonic mean of recall and precision. F1Score float64 `json:"f1Score,omitempty"` // LinearKappa: Output only. Linear weighted kappa. Only set for the overall // model evaluation, not for evaluation of a single annotation spec. LinearKappa float64 `json:"linearKappa,omitempty"` // MeanAbsoluteError: Output only. Mean absolute error. Only set for the // overall model evaluation, not for evaluation of a single annotation spec. MeanAbsoluteError float64 `json:"meanAbsoluteError,omitempty"` // MeanSquaredError: Output only. Mean squared error. Only set for the overall // model evaluation, not for evaluation of a single annotation spec. MeanSquaredError float64 `json:"meanSquaredError,omitempty"` // Precision: Output only. Precision. Precision float64 `json:"precision,omitempty"` // QuadraticKappa: Output only. Quadratic weighted kappa. Only set for the // overall model evaluation, not for evaluation of a single annotation spec. QuadraticKappa float64 `json:"quadraticKappa,omitempty"` // Recall: Output only. Recall. Recall float64 `json:"recall,omitempty"` // ForceSendFields is a list of field names (e.g. "ConfusionMatrix") to // unconditionally include in API requests. By default, fields with empty or // default values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. ForceSendFields []string `json:"-"` // NullFields is a list of field names (e.g. "ConfusionMatrix") to include in // API requests with the JSON null value. By default, fields with empty values // are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSTextSentimentEvaluationMetrics) MarshalJSON() ([]byte, error) { type NoMethod XPSTextSentimentEvaluationMetrics return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } func (s *XPSTextSentimentEvaluationMetrics) UnmarshalJSON(data []byte) error { type NoMethod XPSTextSentimentEvaluationMetrics var s1 struct { F1Score gensupport.JSONFloat64 `json:"f1Score"` LinearKappa gensupport.JSONFloat64 `json:"linearKappa"` MeanAbsoluteError gensupport.JSONFloat64 `json:"meanAbsoluteError"` MeanSquaredError gensupport.JSONFloat64 `json:"meanSquaredError"` Precision gensupport.JSONFloat64 `json:"precision"` QuadraticKappa gensupport.JSONFloat64 `json:"quadraticKappa"` Recall gensupport.JSONFloat64 `json:"recall"` *NoMethod } s1.NoMethod = (*NoMethod)(s) if err := json.Unmarshal(data, &s1); err != nil { return err } s.F1Score = float64(s1.F1Score) s.LinearKappa = float64(s1.LinearKappa) s.MeanAbsoluteError = float64(s1.MeanAbsoluteError) s.MeanSquaredError = float64(s1.MeanSquaredError) s.Precision = float64(s1.Precision) s.QuadraticKappa = float64(s1.QuadraticKappa) s.Recall = float64(s1.Recall) return nil } // XPSTextToSpeechTrainResponse: TextToSpeech train response type XPSTextToSpeechTrainResponse struct { } type XPSTextTrainResponse struct { // ComponentModel: Component submodels. ComponentModel []*XPSTextComponentModel `json:"componentModel,omitempty"` // ForceSendFields is a list of field names (e.g. "ComponentModel") to // unconditionally include in API requests. By default, fields with empty or // default values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. ForceSendFields []string `json:"-"` // NullFields is a list of field names (e.g. "ComponentModel") to include in // API requests with the JSON null value. By default, fields with empty values // are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSTextTrainResponse) MarshalJSON() ([]byte, error) { type NoMethod XPSTextTrainResponse return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSTfJsFormat: A TensorFlow.js (https://www.tensorflow.org/js) model that // can be used in the browser and in Node.js using JavaScript. type XPSTfJsFormat struct { } // XPSTfLiteFormat: LINT.IfChange A model format used for mobile and IoT // devices. See https://www.tensorflow.org/lite. type XPSTfLiteFormat struct { } // XPSTfSavedModelFormat: A tensorflow model format in SavedModel format. type XPSTfSavedModelFormat struct { } // XPSTimestampStats: The data statistics of a series of TIMESTAMP values. type XPSTimestampStats struct { CommonStats *XPSCommonStats `json:"commonStats,omitempty"` // GranularStats: The string key is the pre-defined granularity. Currently // supported: hour_of_day, day_of_week, month_of_year. Granularities finer that // the granularity of timestamp data are not populated (e.g. if timestamps are // at day granularity, then hour_of_day is not populated). GranularStats map[string]XPSTimestampStatsGranularStats `json:"granularStats,omitempty"` MedianTimestampNanos int64 `json:"medianTimestampNanos,omitempty,string"` // 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSTimestampStats) MarshalJSON() ([]byte, error) { type NoMethod XPSTimestampStats return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSTimestampStatsGranularStats: Stats split by a defined in context // granularity. type XPSTimestampStatsGranularStats struct { // Buckets: A map from granularity key to example count for that key. E.g. for // hour_of_day `13` means 1pm, or for month_of_year `5` means May). Buckets map[string]string `json:"buckets,omitempty"` // ForceSendFields is a list of field names (e.g. "Buckets") to unconditionally // include in API requests. By default, fields with empty or default values are // omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. ForceSendFields []string `json:"-"` // NullFields is a list of field names (e.g. "Buckets") to include in API // requests with the JSON null value. By default, fields with empty values are // omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSTimestampStatsGranularStats) MarshalJSON() ([]byte, error) { type NoMethod XPSTimestampStatsGranularStats return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSTrackMetricsEntry: Track matching model metrics for a single track match // threshold and multiple label match confidence thresholds. Next tag: 6. type XPSTrackMetricsEntry struct { // ConfidenceMetricsEntries: Output only. Metrics for each label-match // confidence_threshold from 0.05,0.10,...,0.95,0.96,0.97,0.98,0.99. // Precision-recall curve is derived from them. ConfidenceMetricsEntries []*XPSTrackMetricsEntryConfidenceMetricsEntry `json:"confidenceMetricsEntries,omitempty"` // IouThreshold: Output only. The intersection-over-union threshold value // between bounding boxes across frames used to compute this metric entry. IouThreshold float64 `json:"iouThreshold,omitempty"` // MeanBoundingBoxIou: Output only. The mean bounding box iou over all // confidence thresholds. MeanBoundingBoxIou float64 `json:"meanBoundingBoxIou,omitempty"` // MeanMismatchRate: Output only. The mean mismatch rate over all confidence // thresholds. MeanMismatchRate float64 `json:"meanMismatchRate,omitempty"` // MeanTrackingAveragePrecision: Output only. The mean average precision over // all confidence thresholds. MeanTrackingAveragePrecision float64 `json:"meanTrackingAveragePrecision,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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSTrackMetricsEntry) MarshalJSON() ([]byte, error) { type NoMethod XPSTrackMetricsEntry return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } func (s *XPSTrackMetricsEntry) UnmarshalJSON(data []byte) error { type NoMethod XPSTrackMetricsEntry var s1 struct { IouThreshold gensupport.JSONFloat64 `json:"iouThreshold"` MeanBoundingBoxIou gensupport.JSONFloat64 `json:"meanBoundingBoxIou"` MeanMismatchRate gensupport.JSONFloat64 `json:"meanMismatchRate"` MeanTrackingAveragePrecision gensupport.JSONFloat64 `json:"meanTrackingAveragePrecision"` *NoMethod } s1.NoMethod = (*NoMethod)(s) if err := json.Unmarshal(data, &s1); err != nil { return err } s.IouThreshold = float64(s1.IouThreshold) s.MeanBoundingBoxIou = float64(s1.MeanBoundingBoxIou) s.MeanMismatchRate = float64(s1.MeanMismatchRate) s.MeanTrackingAveragePrecision = float64(s1.MeanTrackingAveragePrecision) return nil } // XPSTrackMetricsEntryConfidenceMetricsEntry: Metrics for a single confidence // threshold. Next tag: 6. type XPSTrackMetricsEntryConfidenceMetricsEntry struct { // BoundingBoxIou: Output only. Bounding box intersection-over-union precision. // Measures how well the bounding boxes overlap between each other (e.g. // complete overlap or just barely above iou_threshold). BoundingBoxIou float64 `json:"boundingBoxIou,omitempty"` // ConfidenceThreshold: Output only. The confidence threshold value used to // compute the metrics. ConfidenceThreshold float64 `json:"confidenceThreshold,omitempty"` // MismatchRate: Output only. Mismatch rate, which measures the tracking // consistency, i.e. correctness of instance ID continuity. MismatchRate float64 `json:"mismatchRate,omitempty"` // TrackingPrecision: Output only. Tracking precision. TrackingPrecision float64 `json:"trackingPrecision,omitempty"` // TrackingRecall: Output only. Tracking recall. TrackingRecall float64 `json:"trackingRecall,omitempty"` // ForceSendFields is a list of field names (e.g. "BoundingBoxIou") to // unconditionally include in API requests. By default, fields with empty or // default values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. ForceSendFields []string `json:"-"` // NullFields is a list of field names (e.g. "BoundingBoxIou") to include in // API requests with the JSON null value. By default, fields with empty values // are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSTrackMetricsEntryConfidenceMetricsEntry) MarshalJSON() ([]byte, error) { type NoMethod XPSTrackMetricsEntryConfidenceMetricsEntry return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } func (s *XPSTrackMetricsEntryConfidenceMetricsEntry) UnmarshalJSON(data []byte) error { type NoMethod XPSTrackMetricsEntryConfidenceMetricsEntry var s1 struct { BoundingBoxIou gensupport.JSONFloat64 `json:"boundingBoxIou"` ConfidenceThreshold gensupport.JSONFloat64 `json:"confidenceThreshold"` MismatchRate gensupport.JSONFloat64 `json:"mismatchRate"` TrackingPrecision gensupport.JSONFloat64 `json:"trackingPrecision"` TrackingRecall gensupport.JSONFloat64 `json:"trackingRecall"` *NoMethod } s1.NoMethod = (*NoMethod)(s) if err := json.Unmarshal(data, &s1); err != nil { return err } s.BoundingBoxIou = float64(s1.BoundingBoxIou) s.ConfidenceThreshold = float64(s1.ConfidenceThreshold) s.MismatchRate = float64(s1.MismatchRate) s.TrackingPrecision = float64(s1.TrackingPrecision) s.TrackingRecall = float64(s1.TrackingRecall) return nil } type XPSTrainResponse struct { // DeployedModelSizeBytes: Estimated model size in bytes once deployed. DeployedModelSizeBytes int64 `json:"deployedModelSizeBytes,omitempty,string"` // ErrorAnalysisConfigs: Optional vision model error analysis configuration. // The field is set when model error analysis is enabled in the training // request. The results of error analysis will be binded together with // evaluation results (in the format of AnnotatedExample). ErrorAnalysisConfigs []*XPSVisionErrorAnalysisConfig `json:"errorAnalysisConfigs,omitempty"` // EvaluatedExampleSet: Examples used to evaluate the model (usually the test // set), with the predicted annotations. The file_spec should point to recordio // file(s) of AnnotatedExample. For each returned example, the example_id_token // and annotations predicted by the model must be set. The example payload can // and is recommended to be omitted. EvaluatedExampleSet *XPSExampleSet `json:"evaluatedExampleSet,omitempty"` // EvaluationMetricsSet: The trained model evaluation metrics. This can be // optionally returned. EvaluationMetricsSet *XPSEvaluationMetricsSet `json:"evaluationMetricsSet,omitempty"` // ExplanationConfigs: VisionExplanationConfig for XAI on test set. Optional // for when XAI is enable in training request. ExplanationConfigs []*XPSResponseExplanationSpec `json:"explanationConfigs,omitempty"` ImageClassificationTrainResp *XPSImageClassificationTrainResponse `json:"imageClassificationTrainResp,omitempty"` ImageObjectDetectionTrainResp *XPSImageObjectDetectionModelSpec `json:"imageObjectDetectionTrainResp,omitempty"` ImageSegmentationTrainResp *XPSImageSegmentationTrainResponse `json:"imageSegmentationTrainResp,omitempty"` // ModelToken: Token that represents the trained model. This is considered // immutable and is persisted in AutoML. xPS can put their own proto in the // byte string, to e.g. point to the model checkpoints. The token is passed to // other xPS APIs to refer to the model. ModelToken string `json:"modelToken,omitempty"` SpeechTrainResp *XPSSpeechModelSpec `json:"speechTrainResp,omitempty"` TablesTrainResp *XPSTablesTrainResponse `json:"tablesTrainResp,omitempty"` TextToSpeechTrainResp *XPSTextToSpeechTrainResponse `json:"textToSpeechTrainResp,omitempty"` // TextTrainResp: Will only be needed for uCAIP from Beta. TextTrainResp *XPSTextTrainResponse `json:"textTrainResp,omitempty"` TranslationTrainResp *XPSTranslationTrainResponse `json:"translationTrainResp,omitempty"` VideoActionRecognitionTrainResp *XPSVideoActionRecognitionTrainResponse `json:"videoActionRecognitionTrainResp,omitempty"` VideoClassificationTrainResp *XPSVideoClassificationTrainResponse `json:"videoClassificationTrainResp,omitempty"` VideoObjectTrackingTrainResp *XPSVideoObjectTrackingTrainResponse `json:"videoObjectTrackingTrainResp,omitempty"` // ForceSendFields is a list of field names (e.g. "DeployedModelSizeBytes") to // unconditionally include in API requests. By default, fields with empty or // default values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. ForceSendFields []string `json:"-"` // NullFields is a list of field names (e.g. "DeployedModelSizeBytes") to // include in API requests with the JSON null value. By default, fields with // empty values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSTrainResponse) MarshalJSON() ([]byte, error) { type NoMethod XPSTrainResponse return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } type XPSTrainingObjectivePoint struct { // CreateTime: The time at which this point was recorded. CreateTime string `json:"createTime,omitempty"` // Value: The objective value when this point was recorded. Value float64 `json:"value,omitempty"` // ForceSendFields is a list of field names (e.g. "CreateTime") to // unconditionally include in API requests. By default, fields with empty or // default values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. ForceSendFields []string `json:"-"` // NullFields is a list of field names (e.g. "CreateTime") to include in API // requests with the JSON null value. By default, fields with empty values are // omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSTrainingObjectivePoint) MarshalJSON() ([]byte, error) { type NoMethod XPSTrainingObjectivePoint return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } func (s *XPSTrainingObjectivePoint) UnmarshalJSON(data []byte) error { type NoMethod XPSTrainingObjectivePoint var s1 struct { Value gensupport.JSONFloat64 `json:"value"` *NoMethod } s1.NoMethod = (*NoMethod)(s) if err := json.Unmarshal(data, &s1); err != nil { return err } s.Value = float64(s1.Value) return nil } // XPSTranslationEvaluationMetrics: Evaluation metrics for the dataset. type XPSTranslationEvaluationMetrics struct { // BaseBleuScore: BLEU score for base model. BaseBleuScore float64 `json:"baseBleuScore,omitempty"` // BleuScore: BLEU score. BleuScore float64 `json:"bleuScore,omitempty"` // ForceSendFields is a list of field names (e.g. "BaseBleuScore") to // unconditionally include in API requests. By default, fields with empty or // default values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. ForceSendFields []string `json:"-"` // NullFields is a list of field names (e.g. "BaseBleuScore") to include in API // requests with the JSON null value. By default, fields with empty values are // omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSTranslationEvaluationMetrics) MarshalJSON() ([]byte, error) { type NoMethod XPSTranslationEvaluationMetrics return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } func (s *XPSTranslationEvaluationMetrics) UnmarshalJSON(data []byte) error { type NoMethod XPSTranslationEvaluationMetrics var s1 struct { BaseBleuScore gensupport.JSONFloat64 `json:"baseBleuScore"` BleuScore gensupport.JSONFloat64 `json:"bleuScore"` *NoMethod } s1.NoMethod = (*NoMethod)(s) if err := json.Unmarshal(data, &s1); err != nil { return err } s.BaseBleuScore = float64(s1.BaseBleuScore) s.BleuScore = float64(s1.BleuScore) return nil } // XPSTranslationPreprocessResponse: Translation preprocess response. type XPSTranslationPreprocessResponse struct { // ParsedExampleCount: Total example count parsed. ParsedExampleCount int64 `json:"parsedExampleCount,omitempty,string"` // ValidExampleCount: Total valid example count. ValidExampleCount int64 `json:"validExampleCount,omitempty,string"` // ForceSendFields is a list of field names (e.g. "ParsedExampleCount") to // unconditionally include in API requests. By default, fields with empty or // default values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. ForceSendFields []string `json:"-"` // NullFields is a list of field names (e.g. "ParsedExampleCount") to include // in API requests with the JSON null value. By default, fields with empty // values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSTranslationPreprocessResponse) MarshalJSON() ([]byte, error) { type NoMethod XPSTranslationPreprocessResponse return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSTranslationTrainResponse: Train response for translation. type XPSTranslationTrainResponse struct { // ModelType: Type of the model. // // Possible values: // "MODEL_TYPE_UNSPECIFIED" - Default // "LEGACY" - Legacy model. Will be deprecated. // "CURRENT" - Current model. ModelType string `json:"modelType,omitempty"` // ForceSendFields is a list of field names (e.g. "ModelType") to // unconditionally include in API requests. By default, fields with empty or // default values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. ForceSendFields []string `json:"-"` // NullFields is a list of field names (e.g. "ModelType") to include in API // requests with the JSON null value. By default, fields with empty values are // omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSTranslationTrainResponse) MarshalJSON() ([]byte, error) { type NoMethod XPSTranslationTrainResponse return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSTuningTrial: Metrics for a tuning job generated, will get forwarded to // Stackdriver as model tuning logs. Setting this as a standalone message out // of CreateModelMetadata to avoid confusion as we expose this message only to // users. type XPSTuningTrial struct { // ModelStructure: Model parameters for the trial. ModelStructure *XPSTablesModelStructure `json:"modelStructure,omitempty"` // TrainingObjectivePoint: The optimization objective evaluation of the eval // split data. TrainingObjectivePoint *XPSTrainingObjectivePoint `json:"trainingObjectivePoint,omitempty"` // ForceSendFields is a list of field names (e.g. "ModelStructure") to // unconditionally include in API requests. By default, fields with empty or // default values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. ForceSendFields []string `json:"-"` // NullFields is a list of field names (e.g. "ModelStructure") to include in // API requests with the JSON null value. By default, fields with empty values // are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSTuningTrial) MarshalJSON() ([]byte, error) { type NoMethod XPSTuningTrial return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSVideoActionMetricsEntry: The Evaluation metrics entry given a specific // precision_window_length. type XPSVideoActionMetricsEntry 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 []*XPSVideoActionMetricsEntryConfidenceMetricsEntry `json:"confidenceMetricsEntries,omitempty"` // MeanAveragePrecision: The mean average precision. MeanAveragePrecision float64 `json:"meanAveragePrecision,omitempty"` // PrecisionWindowLength: This VideoActionMetricsEntry is calculated based on // this prediction window length. If the predicted action's timestamp is inside // the time window whose center is the ground truth action's timestamp with // this specific length, the prediction result is treated as a true positive. PrecisionWindowLength string `json:"precisionWindowLength,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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSVideoActionMetricsEntry) MarshalJSON() ([]byte, error) { type NoMethod XPSVideoActionMetricsEntry return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } func (s *XPSVideoActionMetricsEntry) UnmarshalJSON(data []byte) error { type NoMethod XPSVideoActionMetricsEntry var s1 struct { MeanAveragePrecision gensupport.JSONFloat64 `json:"meanAveragePrecision"` *NoMethod } s1.NoMethod = (*NoMethod)(s) if err := json.Unmarshal(data, &s1); err != nil { return err } s.MeanAveragePrecision = float64(s1.MeanAveragePrecision) return nil } // XPSVideoActionMetricsEntryConfidenceMetricsEntry: Metrics for a single // confidence threshold. type XPSVideoActionMetricsEntryConfidenceMetricsEntry struct { // ConfidenceThreshold: Output only. The confidence threshold value used to // compute the metrics. ConfidenceThreshold float64 `json:"confidenceThreshold,omitempty"` // F1Score: Output only. The harmonic mean of recall and precision. F1Score float64 `json:"f1Score,omitempty"` // Precision: Output only. Precision for the given confidence threshold. Precision float64 `json:"precision,omitempty"` // Recall: Output only. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSVideoActionMetricsEntryConfidenceMetricsEntry) MarshalJSON() ([]byte, error) { type NoMethod XPSVideoActionMetricsEntryConfidenceMetricsEntry return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } func (s *XPSVideoActionMetricsEntryConfidenceMetricsEntry) UnmarshalJSON(data []byte) error { type NoMethod XPSVideoActionMetricsEntryConfidenceMetricsEntry var s1 struct { ConfidenceThreshold gensupport.JSONFloat64 `json:"confidenceThreshold"` F1Score gensupport.JSONFloat64 `json:"f1Score"` Precision gensupport.JSONFloat64 `json:"precision"` Recall gensupport.JSONFloat64 `json:"recall"` *NoMethod } s1.NoMethod = (*NoMethod)(s) if err := json.Unmarshal(data, &s1); err != nil { return err } s.ConfidenceThreshold = float64(s1.ConfidenceThreshold) s.F1Score = float64(s1.F1Score) s.Precision = float64(s1.Precision) s.Recall = float64(s1.Recall) return nil } // XPSVideoActionRecognitionEvaluationMetrics: Model evaluation metrics for // video action recognition. type XPSVideoActionRecognitionEvaluationMetrics struct { // EvaluatedActionCount: Output only. The number of ground truth actions used // to create this evaluation. EvaluatedActionCount int64 `json:"evaluatedActionCount,omitempty"` // VideoActionMetricsEntries: Output only. The metric entries for precision // window lengths: 1s,2s,3s,4s, 5s. VideoActionMetricsEntries []*XPSVideoActionMetricsEntry `json:"videoActionMetricsEntries,omitempty"` // ForceSendFields is a list of field names (e.g. "EvaluatedActionCount") to // unconditionally include in API requests. By default, fields with empty or // default values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. ForceSendFields []string `json:"-"` // NullFields is a list of field names (e.g. "EvaluatedActionCount") to include // in API requests with the JSON null value. By default, fields with empty // values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSVideoActionRecognitionEvaluationMetrics) MarshalJSON() ([]byte, error) { type NoMethod XPSVideoActionRecognitionEvaluationMetrics return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } type XPSVideoActionRecognitionTrainResponse struct { // ModelArtifactSpec: ## The fields below are only populated under uCAIP // request scope. ModelArtifactSpec *XPSVideoModelArtifactSpec `json:"modelArtifactSpec,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. "ModelArtifactSpec") to // unconditionally include in API requests. By default, fields with empty or // default values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. ForceSendFields []string `json:"-"` // NullFields is a list of field names (e.g. "ModelArtifactSpec") to include in // API requests with the JSON null value. By default, fields with empty values // are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSVideoActionRecognitionTrainResponse) MarshalJSON() ([]byte, error) { type NoMethod XPSVideoActionRecognitionTrainResponse return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } type XPSVideoBatchPredictOperationMetadata struct { // OutputExamples: All the partial batch prediction results that are completed // at the moment. Output examples are sorted by completion time. The order will // not be changed. Each output example should be the path of a single RecordIO // file of AnnotatedExamples. OutputExamples []string `json:"outputExamples,omitempty"` // ForceSendFields is a list of field names (e.g. "OutputExamples") to // unconditionally include in API requests. By default, fields with empty or // default values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. ForceSendFields []string `json:"-"` // NullFields is a list of field names (e.g. "OutputExamples") to include in // API requests with the JSON null value. By default, fields with empty values // are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSVideoBatchPredictOperationMetadata) MarshalJSON() ([]byte, error) { type NoMethod XPSVideoBatchPredictOperationMetadata return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } type XPSVideoClassificationTrainResponse struct { // ModelArtifactSpec: ## The fields below are only populated under uCAIP // request scope. ModelArtifactSpec *XPSVideoModelArtifactSpec `json:"modelArtifactSpec,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. "ModelArtifactSpec") to // unconditionally include in API requests. By default, fields with empty or // default values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. ForceSendFields []string `json:"-"` // NullFields is a list of field names (e.g. "ModelArtifactSpec") to include in // API requests with the JSON null value. By default, fields with empty values // are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSVideoClassificationTrainResponse) MarshalJSON() ([]byte, error) { type NoMethod XPSVideoClassificationTrainResponse return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSVideoExportModelSpec: Information of downloadable models that are // pre-generated as part of training flow and will be persisted in AutoMl // backend. Upon receiving ExportModel request from user, AutoMl backend can // serve the pre-generated models to user if exists (by copying the files from // internal path to user provided location), otherwise, AutoMl backend will // call xPS ExportModel API to generate the model on the fly with the // requesting format. type XPSVideoExportModelSpec struct { // ExportModelOutputConfig: Contains the model format and internal location of // the model files to be exported/downloaded. Use the Google Cloud Storage // 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSVideoExportModelSpec) MarshalJSON() ([]byte, error) { type NoMethod XPSVideoExportModelSpec return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } type XPSVideoModelArtifactSpec struct { // ExportArtifact: The model binary files in different formats for model // export. ExportArtifact []*XPSModelArtifactItem `json:"exportArtifact,omitempty"` // ServingArtifact: The default model binary file used for serving (e.g. batch // predict) via public Cloud AI Platform API. ServingArtifact *XPSModelArtifactItem `json:"servingArtifact,omitempty"` // ForceSendFields is a list of field names (e.g. "ExportArtifact") to // unconditionally include in API requests. By default, fields with empty or // default values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. ForceSendFields []string `json:"-"` // NullFields is a list of field names (e.g. "ExportArtifact") to include in // API requests with the JSON null value. By default, fields with empty values // are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSVideoModelArtifactSpec) MarshalJSON() ([]byte, error) { type NoMethod XPSVideoModelArtifactSpec return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSVideoObjectTrackingEvaluationMetrics: Model evaluation metrics for // ObjectTracking problems. Next tag: 10. type XPSVideoObjectTrackingEvaluationMetrics struct { // BoundingBoxMeanAveragePrecision: Output only. The single metric for bounding // boxes evaluation: the mean_average_precision averaged over all // bounding_box_metrics_entries. BoundingBoxMeanAveragePrecision float64 `json:"boundingBoxMeanAveragePrecision,omitempty"` // BoundingBoxMetricsEntries: Output only. 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. BoundingBoxMetricsEntries []*XPSBoundingBoxMetricsEntry `json:"boundingBoxMetricsEntries,omitempty"` // EvaluatedBoundingboxCount: The number of bounding boxes used for model // evaluation. EvaluatedBoundingboxCount int64 `json:"evaluatedBoundingboxCount,omitempty"` // EvaluatedFrameCount: The number of video frames used for model evaluation. EvaluatedFrameCount int64 `json:"evaluatedFrameCount,omitempty"` // EvaluatedTrackCount: The number of tracks used for model evaluation. EvaluatedTrackCount int64 `json:"evaluatedTrackCount,omitempty"` // TrackMeanAveragePrecision: Output only. The single metric for tracks // accuracy evaluation: the mean_average_precision averaged over all // track_metrics_entries. TrackMeanAveragePrecision float64 `json:"trackMeanAveragePrecision,omitempty"` // TrackMeanBoundingBoxIou: Output only. The single metric for tracks bounding // box iou evaluation: the mean_bounding_box_iou averaged over all // track_metrics_entries. TrackMeanBoundingBoxIou float64 `json:"trackMeanBoundingBoxIou,omitempty"` // TrackMeanMismatchRate: Output only. The single metric for tracking // consistency evaluation: the mean_mismatch_rate averaged over all // track_metrics_entries. TrackMeanMismatchRate float64 `json:"trackMeanMismatchRate,omitempty"` // TrackMetricsEntries: Output only. The tracks match metrics for each // Intersection-over-union threshold 0.05,0.10,...,0.95,0.96,0.97,0.98,0.99. TrackMetricsEntries []*XPSTrackMetricsEntry `json:"trackMetricsEntries,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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSVideoObjectTrackingEvaluationMetrics) MarshalJSON() ([]byte, error) { type NoMethod XPSVideoObjectTrackingEvaluationMetrics return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } func (s *XPSVideoObjectTrackingEvaluationMetrics) UnmarshalJSON(data []byte) error { type NoMethod XPSVideoObjectTrackingEvaluationMetrics var s1 struct { BoundingBoxMeanAveragePrecision gensupport.JSONFloat64 `json:"boundingBoxMeanAveragePrecision"` TrackMeanAveragePrecision gensupport.JSONFloat64 `json:"trackMeanAveragePrecision"` TrackMeanBoundingBoxIou gensupport.JSONFloat64 `json:"trackMeanBoundingBoxIou"` TrackMeanMismatchRate gensupport.JSONFloat64 `json:"trackMeanMismatchRate"` *NoMethod } s1.NoMethod = (*NoMethod)(s) if err := json.Unmarshal(data, &s1); err != nil { return err } s.BoundingBoxMeanAveragePrecision = float64(s1.BoundingBoxMeanAveragePrecision) s.TrackMeanAveragePrecision = float64(s1.TrackMeanAveragePrecision) s.TrackMeanBoundingBoxIou = float64(s1.TrackMeanBoundingBoxIou) s.TrackMeanMismatchRate = float64(s1.TrackMeanMismatchRate) return nil } type XPSVideoObjectTrackingTrainResponse struct { // ExportModelSpec: Populated for AutoML request only. ExportModelSpec *XPSVideoExportModelSpec `json:"exportModelSpec,omitempty"` // ModelArtifactSpec: ## The fields below are only populated under uCAIP // request scope. ModelArtifactSpec *XPSVideoModelArtifactSpec `json:"modelArtifactSpec,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. "ExportModelSpec") to // unconditionally include in API requests. By default, fields with empty or // default values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. ForceSendFields []string `json:"-"` // NullFields is a list of field names (e.g. "ExportModelSpec") to include in // API requests with the JSON null value. By default, fields with empty values // are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSVideoObjectTrackingTrainResponse) MarshalJSON() ([]byte, error) { type NoMethod XPSVideoObjectTrackingTrainResponse return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } type XPSVideoTrainingOperationMetadata struct { // TrainCostMilliNodeHour: This is an estimation of the node hours necessary // for training a model, expressed in milli node hours (i.e. 1,000 value in // this field means 1 node hour). A node hour represents the time a virtual // machine spends running your training job. The cost of one node running for // one hour is a node hour. TrainCostMilliNodeHour int64 `json:"trainCostMilliNodeHour,omitempty,string"` // ForceSendFields is a list of field names (e.g. "TrainCostMilliNodeHour") to // unconditionally include in API requests. By default, fields with empty or // default values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. ForceSendFields []string `json:"-"` // NullFields is a list of field names (e.g. "TrainCostMilliNodeHour") to // include in API requests with the JSON null value. By default, fields with // empty values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSVideoTrainingOperationMetadata) MarshalJSON() ([]byte, error) { type NoMethod XPSVideoTrainingOperationMetadata return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSVisionErrorAnalysisConfig: The vision model error analysis configuration. // Next tag: 3 type XPSVisionErrorAnalysisConfig struct { // ExampleCount: The number of query examples in error analysis. ExampleCount int64 `json:"exampleCount,omitempty"` // QueryType: The query type used in retrieval. The enum values are frozen in // the foreseeable future. // // Possible values: // "QUERY_TYPE_UNSPECIFIED" - Unspecified query type for model error // analysis. // "QUERY_TYPE_ALL_SIMILAR" - Query similar samples across all classes in the // dataset. // "QUERY_TYPE_SAME_CLASS_SIMILAR" - Query similar samples from the same // class of the input sample. // "QUERY_TYPE_SAME_CLASS_DISSIMILAR" - Query dissimilar samples from the // same class of the input sample. QueryType string `json:"queryType,omitempty"` // ForceSendFields is a list of field names (e.g. "ExampleCount") to // unconditionally include in API requests. By default, fields with empty or // default values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. ForceSendFields []string `json:"-"` // NullFields is a list of field names (e.g. "ExampleCount") to include in API // requests with the JSON null value. By default, fields with empty values are // omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSVisionErrorAnalysisConfig) MarshalJSON() ([]byte, error) { type NoMethod XPSVisionErrorAnalysisConfig return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } type XPSVisionTrainingOperationMetadata struct { // ExplanationUsage: Aggregated infra usage within certain time period, for // billing report purpose if XAI is enable in training request. ExplanationUsage *InfraUsage `json:"explanationUsage,omitempty"` // ForceSendFields is a list of field names (e.g. "ExplanationUsage") to // unconditionally include in API requests. By default, fields with empty or // default values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. ForceSendFields []string `json:"-"` // NullFields is a list of field names (e.g. "ExplanationUsage") to include in // API requests with the JSON null value. By default, fields with empty values // are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSVisionTrainingOperationMetadata) MarshalJSON() ([]byte, error) { type NoMethod XPSVisionTrainingOperationMetadata return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSVisualization: Visualization configurations for image explanation. type XPSVisualization struct { // ClipPercentLowerbound: Excludes attributions below the specified percentile, // from the highlighted areas. Defaults to 62. ClipPercentLowerbound float64 `json:"clipPercentLowerbound,omitempty"` // ClipPercentUpperbound: Excludes attributions above the specified percentile // from the highlighted areas. Using the clip_percent_upperbound and // clip_percent_lowerbound together can be useful for filtering out noise and // making it easier to see areas of strong attribution. Defaults to 99.9. ClipPercentUpperbound float64 `json:"clipPercentUpperbound,omitempty"` // ColorMap: The color scheme used for the highlighted areas. Defaults to // PINK_GREEN for Integrated Gradients attribution, which shows positive // attributions in green and negative in pink. Defaults to VIRIDIS for XRAI // attribution, which highlights the most influential regions in yellow and the // least influential in blue. // // Possible values: // "COLOR_MAP_UNSPECIFIED" - Should not be used. // "PINK_GREEN" - Positive: green. Negative: pink. // "VIRIDIS" - Viridis color map: A perceptually uniform color mapping which // is easier to see by those with colorblindness and progresses from yellow to // green to blue. Positive: yellow. Negative: blue. // "RED" - Positive: red. Negative: red. // "GREEN" - Positive: green. Negative: green. // "RED_GREEN" - Positive: green. Negative: red. // "PINK_WHITE_GREEN" - PiYG palette. ColorMap string `json:"colorMap,omitempty"` // OverlayType: How the original image is displayed in the visualization. // Adjusting the overlay can help increase visual clarity if the original image // makes it difficult to view the visualization. Defaults to NONE. // // Possible values: // "OVERLAY_TYPE_UNSPECIFIED" - Default value. This is the same as NONE. // "NONE" - No overlay. // "ORIGINAL" - The attributions are shown on top of the original image. // "GRAYSCALE" - The attributions are shown on top of grayscaled version of // the original image. // "MASK_BLACK" - The attributions are used as a mask to reveal predictive // parts of the image and hide the un-predictive parts. OverlayType string `json:"overlayType,omitempty"` // Polarity: Whether to only highlight pixels with positive contributions, // negative or both. Defaults to POSITIVE. // // Possible values: // "POLARITY_UNSPECIFIED" - Default value. This is the same as POSITIVE. // "POSITIVE" - Highlights the pixels/outlines that were most influential to // the model's prediction. // "NEGATIVE" - Setting polarity to negative highlights areas that does not // lead to the models's current prediction. // "BOTH" - Shows both positive and negative attributions. Polarity string `json:"polarity,omitempty"` // Type: Type of the image visualization. Only applicable to Integrated // Gradients attribution. OUTLINES shows regions of attribution, while PIXELS // shows per-pixel attribution. Defaults to OUTLINES. // // Possible values: // "TYPE_UNSPECIFIED" - Should not be used. // "PIXELS" - Shows which pixel contributed to the image prediction. // "OUTLINES" - Shows which region contributed to the image prediction by // outlining the region. Type string `json:"type,omitempty"` // ForceSendFields is a list of field names (e.g. "ClipPercentLowerbound") to // unconditionally include in API requests. By default, fields with empty or // default values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. ForceSendFields []string `json:"-"` // NullFields is a list of field names (e.g. "ClipPercentLowerbound") to // include in API requests with the JSON null value. By default, fields with // empty values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSVisualization) MarshalJSON() ([]byte, error) { type NoMethod XPSVisualization return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } func (s *XPSVisualization) UnmarshalJSON(data []byte) error { type NoMethod XPSVisualization var s1 struct { ClipPercentLowerbound gensupport.JSONFloat64 `json:"clipPercentLowerbound"` ClipPercentUpperbound gensupport.JSONFloat64 `json:"clipPercentUpperbound"` *NoMethod } s1.NoMethod = (*NoMethod)(s) if err := json.Unmarshal(data, &s1); err != nil { return err } s.ClipPercentLowerbound = float64(s1.ClipPercentLowerbound) s.ClipPercentUpperbound = float64(s1.ClipPercentUpperbound) return nil } type XPSXpsOperationMetadata struct { // ExampleCount: Optional. XPS server can opt to provide example count of the // long running operation (e.g. training, data importing, batch prediction). ExampleCount int64 `json:"exampleCount,omitempty,string"` // ReportingMetrics: Metrics for the operation. By the time the operation is // terminated (whether succeeded or failed) as returned from XPS, AutoML BE // assumes the metrics are finalized. AutoML BE transparently posts the metrics // to Chemist if it's not empty, regardless of the response content or error // type. If user is supposed to be charged in case of cancellation/error, this // field should be set. In the case where the type of LRO doesn't require any // billing, this field should be left unset. ReportingMetrics *XPSReportingMetrics `json:"reportingMetrics,omitempty"` TablesTrainingOperationMetadata *XPSTablesTrainingOperationMetadata `json:"tablesTrainingOperationMetadata,omitempty"` VideoBatchPredictOperationMetadata *XPSVideoBatchPredictOperationMetadata `json:"videoBatchPredictOperationMetadata,omitempty"` VideoTrainingOperationMetadata *XPSVideoTrainingOperationMetadata `json:"videoTrainingOperationMetadata,omitempty"` VisionTrainingOperationMetadata *XPSVisionTrainingOperationMetadata `json:"visionTrainingOperationMetadata,omitempty"` // ForceSendFields is a list of field names (e.g. "ExampleCount") to // unconditionally include in API requests. By default, fields with empty or // default values are omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. ForceSendFields []string `json:"-"` // NullFields is a list of field names (e.g. "ExampleCount") to include in API // requests with the JSON null value. By default, fields with empty values are // omitted from API requests. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSXpsOperationMetadata) MarshalJSON() ([]byte, error) { type NoMethod XPSXpsOperationMetadata return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } // XPSXraiAttribution: An explanation method that redistributes Integrated // Gradients attributions 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 Only supports image Models (modality is // IMAGE). type XPSXraiAttribution 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 met 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. See // https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more // details. 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. See // https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details. NullFields []string `json:"-"` } func (s XPSXraiAttribution) MarshalJSON() ([]byte, error) { type NoMethod XPSXraiAttribution return gensupport.MarshalJSON(NoMethod(s), s.ForceSendFields, s.NullFields) } type DocumentsAnalyzeEntitiesCall struct { s *Service analyzeentitiesrequest *AnalyzeEntitiesRequest urlParams_ gensupport.URLParams ctx_ context.Context header_ http.Header } // AnalyzeEntities: Finds named entities (currently proper names and common // nouns) in the text along with entity types, salience, mentions for each // entity, and other properties. func (r *DocumentsService) AnalyzeEntities(analyzeentitiesrequest *AnalyzeEntitiesRequest) *DocumentsAnalyzeEntitiesCall { c := &DocumentsAnalyzeEntitiesCall{s: r.s, urlParams_: make(gensupport.URLParams)} c.analyzeentitiesrequest = analyzeentitiesrequest return c } // Fields allows partial responses to be retrieved. See // https://developers.google.com/gdata/docs/2.0/basics#PartialResponse for more // details. func (c *DocumentsAnalyzeEntitiesCall) Fields(s ...googleapi.Field) *DocumentsAnalyzeEntitiesCall { c.urlParams_.Set("fields", googleapi.CombineFields(s)) return c } // Context sets the context to be used in this call's Do method. func (c *DocumentsAnalyzeEntitiesCall) Context(ctx context.Context) *DocumentsAnalyzeEntitiesCall { c.ctx_ = ctx return c } // Header returns a http.Header that can be modified by the caller to add // headers to the request. func (c *DocumentsAnalyzeEntitiesCall) Header() http.Header { if c.header_ == nil { c.header_ = make(http.Header) } return c.header_ } func (c *DocumentsAnalyzeEntitiesCall) doRequest(alt string) (*http.Response, error) { reqHeaders := gensupport.SetHeaders(c.s.userAgent(), "application/json", c.header_) body, err := googleapi.WithoutDataWrapper.JSONBuffer(c.analyzeentitiesrequest) if err != nil { return nil, err } c.urlParams_.Set("alt", alt) c.urlParams_.Set("prettyPrint", "false") urls := googleapi.ResolveRelative(c.s.BasePath, "v1beta2/documents:analyzeEntities") urls += "?" + c.urlParams_.Encode() req, err := http.NewRequest("POST", urls, body) if err != nil { return nil, err } req.Header = reqHeaders c.s.logger.DebugContext(c.ctx_, "api request", "serviceName", apiName, "rpcName", "language.documents.analyzeEntities", "request", internallog.HTTPRequest(req, body.Bytes())) return gensupport.SendRequest(c.ctx_, c.s.client, req) } // Do executes the "language.documents.analyzeEntities" call. // Any non-2xx status code is an error. Response headers are in either // *AnalyzeEntitiesResponse.ServerResponse.Header or (if a response was // returned at all) in error.(*googleapi.Error).Header. Use // googleapi.IsNotModified to check whether the returned error was because // http.StatusNotModified was returned. func (c *DocumentsAnalyzeEntitiesCall) Do(opts ...googleapi.CallOption) (*AnalyzeEntitiesResponse, error) { gensupport.SetOptions(c.urlParams_, opts...) res, err := c.doRequest("json") if res != nil && res.StatusCode == http.StatusNotModified { if res.Body != nil { res.Body.Close() } return nil, gensupport.WrapError(&googleapi.Error{ Code: res.StatusCode, Header: res.Header, }) } if err != nil { return nil, err } defer googleapi.CloseBody(res) if err := googleapi.CheckResponse(res); err != nil { return nil, gensupport.WrapError(err) } ret := &AnalyzeEntitiesResponse{ ServerResponse: googleapi.ServerResponse{ Header: res.Header, HTTPStatusCode: res.StatusCode, }, } target := &ret b, err := gensupport.DecodeResponseBytes(target, res) if err != nil { return nil, err } c.s.logger.DebugContext(c.ctx_, "api response", "serviceName", apiName, "rpcName", "language.documents.analyzeEntities", "response", internallog.HTTPResponse(res, b)) return ret, nil } type DocumentsAnalyzeEntitySentimentCall struct { s *Service analyzeentitysentimentrequest *AnalyzeEntitySentimentRequest urlParams_ gensupport.URLParams ctx_ context.Context header_ http.Header } // AnalyzeEntitySentiment: Finds entities, similar to AnalyzeEntities in the // text and analyzes sentiment associated with each entity and its mentions. func (r *DocumentsService) AnalyzeEntitySentiment(analyzeentitysentimentrequest *AnalyzeEntitySentimentRequest) *DocumentsAnalyzeEntitySentimentCall { c := &DocumentsAnalyzeEntitySentimentCall{s: r.s, urlParams_: make(gensupport.URLParams)} c.analyzeentitysentimentrequest = analyzeentitysentimentrequest return c } // Fields allows partial responses to be retrieved. See // https://developers.google.com/gdata/docs/2.0/basics#PartialResponse for more // details. func (c *DocumentsAnalyzeEntitySentimentCall) Fields(s ...googleapi.Field) *DocumentsAnalyzeEntitySentimentCall { c.urlParams_.Set("fields", googleapi.CombineFields(s)) return c } // Context sets the context to be used in this call's Do method. func (c *DocumentsAnalyzeEntitySentimentCall) Context(ctx context.Context) *DocumentsAnalyzeEntitySentimentCall { c.ctx_ = ctx return c } // Header returns a http.Header that can be modified by the caller to add // headers to the request. func (c *DocumentsAnalyzeEntitySentimentCall) Header() http.Header { if c.header_ == nil { c.header_ = make(http.Header) } return c.header_ } func (c *DocumentsAnalyzeEntitySentimentCall) doRequest(alt string) (*http.Response, error) { reqHeaders := gensupport.SetHeaders(c.s.userAgent(), "application/json", c.header_) body, err := googleapi.WithoutDataWrapper.JSONBuffer(c.analyzeentitysentimentrequest) if err != nil { return nil, err } c.urlParams_.Set("alt", alt) c.urlParams_.Set("prettyPrint", "false") urls := googleapi.ResolveRelative(c.s.BasePath, "v1beta2/documents:analyzeEntitySentiment") urls += "?" + c.urlParams_.Encode() req, err := http.NewRequest("POST", urls, body) if err != nil { return nil, err } req.Header = reqHeaders c.s.logger.DebugContext(c.ctx_, "api request", "serviceName", apiName, "rpcName", "language.documents.analyzeEntitySentiment", "request", internallog.HTTPRequest(req, body.Bytes())) return gensupport.SendRequest(c.ctx_, c.s.client, req) } // Do executes the "language.documents.analyzeEntitySentiment" call. // Any non-2xx status code is an error. Response headers are in either // *AnalyzeEntitySentimentResponse.ServerResponse.Header or (if a response was // returned at all) in error.(*googleapi.Error).Header. Use // googleapi.IsNotModified to check whether the returned error was because // http.StatusNotModified was returned. func (c *DocumentsAnalyzeEntitySentimentCall) Do(opts ...googleapi.CallOption) (*AnalyzeEntitySentimentResponse, error) { gensupport.SetOptions(c.urlParams_, opts...) res, err := c.doRequest("json") if res != nil && res.StatusCode == http.StatusNotModified { if res.Body != nil { res.Body.Close() } return nil, gensupport.WrapError(&googleapi.Error{ Code: res.StatusCode, Header: res.Header, }) } if err != nil { return nil, err } defer googleapi.CloseBody(res) if err := googleapi.CheckResponse(res); err != nil { return nil, gensupport.WrapError(err) } ret := &AnalyzeEntitySentimentResponse{ ServerResponse: googleapi.ServerResponse{ Header: res.Header, HTTPStatusCode: res.StatusCode, }, } target := &ret b, err := gensupport.DecodeResponseBytes(target, res) if err != nil { return nil, err } c.s.logger.DebugContext(c.ctx_, "api response", "serviceName", apiName, "rpcName", "language.documents.analyzeEntitySentiment", "response", internallog.HTTPResponse(res, b)) return ret, nil } type DocumentsAnalyzeSentimentCall struct { s *Service analyzesentimentrequest *AnalyzeSentimentRequest urlParams_ gensupport.URLParams ctx_ context.Context header_ http.Header } // AnalyzeSentiment: Analyzes the sentiment of the provided text. func (r *DocumentsService) AnalyzeSentiment(analyzesentimentrequest *AnalyzeSentimentRequest) *DocumentsAnalyzeSentimentCall { c := &DocumentsAnalyzeSentimentCall{s: r.s, urlParams_: make(gensupport.URLParams)} c.analyzesentimentrequest = analyzesentimentrequest return c } // Fields allows partial responses to be retrieved. See // https://developers.google.com/gdata/docs/2.0/basics#PartialResponse for more // details. func (c *DocumentsAnalyzeSentimentCall) Fields(s ...googleapi.Field) *DocumentsAnalyzeSentimentCall { c.urlParams_.Set("fields", googleapi.CombineFields(s)) return c } // Context sets the context to be used in this call's Do method. func (c *DocumentsAnalyzeSentimentCall) Context(ctx context.Context) *DocumentsAnalyzeSentimentCall { c.ctx_ = ctx return c } // Header returns a http.Header that can be modified by the caller to add // headers to the request. func (c *DocumentsAnalyzeSentimentCall) Header() http.Header { if c.header_ == nil { c.header_ = make(http.Header) } return c.header_ } func (c *DocumentsAnalyzeSentimentCall) doRequest(alt string) (*http.Response, error) { reqHeaders := gensupport.SetHeaders(c.s.userAgent(), "application/json", c.header_) body, err := googleapi.WithoutDataWrapper.JSONBuffer(c.analyzesentimentrequest) if err != nil { return nil, err } c.urlParams_.Set("alt", alt) c.urlParams_.Set("prettyPrint", "false") urls := googleapi.ResolveRelative(c.s.BasePath, "v1beta2/documents:analyzeSentiment") urls += "?" + c.urlParams_.Encode() req, err := http.NewRequest("POST", urls, body) if err != nil { return nil, err } req.Header = reqHeaders c.s.logger.DebugContext(c.ctx_, "api request", "serviceName", apiName, "rpcName", "language.documents.analyzeSentiment", "request", internallog.HTTPRequest(req, body.Bytes())) return gensupport.SendRequest(c.ctx_, c.s.client, req) } // Do executes the "language.documents.analyzeSentiment" call. // Any non-2xx status code is an error. Response headers are in either // *AnalyzeSentimentResponse.ServerResponse.Header or (if a response was // returned at all) in error.(*googleapi.Error).Header. Use // googleapi.IsNotModified to check whether the returned error was because // http.StatusNotModified was returned. func (c *DocumentsAnalyzeSentimentCall) Do(opts ...googleapi.CallOption) (*AnalyzeSentimentResponse, error) { gensupport.SetOptions(c.urlParams_, opts...) res, err := c.doRequest("json") if res != nil && res.StatusCode == http.StatusNotModified { if res.Body != nil { res.Body.Close() } return nil, gensupport.WrapError(&googleapi.Error{ Code: res.StatusCode, Header: res.Header, }) } if err != nil { return nil, err } defer googleapi.CloseBody(res) if err := googleapi.CheckResponse(res); err != nil { return nil, gensupport.WrapError(err) } ret := &AnalyzeSentimentResponse{ ServerResponse: googleapi.ServerResponse{ Header: res.Header, HTTPStatusCode: res.StatusCode, }, } target := &ret b, err := gensupport.DecodeResponseBytes(target, res) if err != nil { return nil, err } c.s.logger.DebugContext(c.ctx_, "api response", "serviceName", apiName, "rpcName", "language.documents.analyzeSentiment", "response", internallog.HTTPResponse(res, b)) return ret, nil } type DocumentsAnalyzeSyntaxCall struct { s *Service analyzesyntaxrequest *AnalyzeSyntaxRequest urlParams_ gensupport.URLParams ctx_ context.Context header_ http.Header } // AnalyzeSyntax: Analyzes the syntax of the text and provides sentence // boundaries and tokenization along with part of speech tags, dependency // trees, and other properties. func (r *DocumentsService) AnalyzeSyntax(analyzesyntaxrequest *AnalyzeSyntaxRequest) *DocumentsAnalyzeSyntaxCall { c := &DocumentsAnalyzeSyntaxCall{s: r.s, urlParams_: make(gensupport.URLParams)} c.analyzesyntaxrequest = analyzesyntaxrequest return c } // Fields allows partial responses to be retrieved. See // https://developers.google.com/gdata/docs/2.0/basics#PartialResponse for more // details. func (c *DocumentsAnalyzeSyntaxCall) Fields(s ...googleapi.Field) *DocumentsAnalyzeSyntaxCall { c.urlParams_.Set("fields", googleapi.CombineFields(s)) return c } // Context sets the context to be used in this call's Do method. func (c *DocumentsAnalyzeSyntaxCall) Context(ctx context.Context) *DocumentsAnalyzeSyntaxCall { c.ctx_ = ctx return c } // Header returns a http.Header that can be modified by the caller to add // headers to the request. func (c *DocumentsAnalyzeSyntaxCall) Header() http.Header { if c.header_ == nil { c.header_ = make(http.Header) } return c.header_ } func (c *DocumentsAnalyzeSyntaxCall) doRequest(alt string) (*http.Response, error) { reqHeaders := gensupport.SetHeaders(c.s.userAgent(), "application/json", c.header_) body, err := googleapi.WithoutDataWrapper.JSONBuffer(c.analyzesyntaxrequest) if err != nil { return nil, err } c.urlParams_.Set("alt", alt) c.urlParams_.Set("prettyPrint", "false") urls := googleapi.ResolveRelative(c.s.BasePath, "v1beta2/documents:analyzeSyntax") urls += "?" + c.urlParams_.Encode() req, err := http.NewRequest("POST", urls, body) if err != nil { return nil, err } req.Header = reqHeaders c.s.logger.DebugContext(c.ctx_, "api request", "serviceName", apiName, "rpcName", "language.documents.analyzeSyntax", "request", internallog.HTTPRequest(req, body.Bytes())) return gensupport.SendRequest(c.ctx_, c.s.client, req) } // Do executes the "language.documents.analyzeSyntax" call. // Any non-2xx status code is an error. Response headers are in either // *AnalyzeSyntaxResponse.ServerResponse.Header or (if a response was returned // at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to // check whether the returned error was because http.StatusNotModified was // returned. func (c *DocumentsAnalyzeSyntaxCall) Do(opts ...googleapi.CallOption) (*AnalyzeSyntaxResponse, error) { gensupport.SetOptions(c.urlParams_, opts...) res, err := c.doRequest("json") if res != nil && res.StatusCode == http.StatusNotModified { if res.Body != nil { res.Body.Close() } return nil, gensupport.WrapError(&googleapi.Error{ Code: res.StatusCode, Header: res.Header, }) } if err != nil { return nil, err } defer googleapi.CloseBody(res) if err := googleapi.CheckResponse(res); err != nil { return nil, gensupport.WrapError(err) } ret := &AnalyzeSyntaxResponse{ ServerResponse: googleapi.ServerResponse{ Header: res.Header, HTTPStatusCode: res.StatusCode, }, } target := &ret b, err := gensupport.DecodeResponseBytes(target, res) if err != nil { return nil, err } c.s.logger.DebugContext(c.ctx_, "api response", "serviceName", apiName, "rpcName", "language.documents.analyzeSyntax", "response", internallog.HTTPResponse(res, b)) return ret, nil } type DocumentsAnnotateTextCall struct { s *Service annotatetextrequest *AnnotateTextRequest urlParams_ gensupport.URLParams ctx_ context.Context header_ http.Header } // AnnotateText: A convenience method that provides all syntax, sentiment, // entity, and classification features in one call. func (r *DocumentsService) AnnotateText(annotatetextrequest *AnnotateTextRequest) *DocumentsAnnotateTextCall { c := &DocumentsAnnotateTextCall{s: r.s, urlParams_: make(gensupport.URLParams)} c.annotatetextrequest = annotatetextrequest return c } // Fields allows partial responses to be retrieved. See // https://developers.google.com/gdata/docs/2.0/basics#PartialResponse for more // details. func (c *DocumentsAnnotateTextCall) Fields(s ...googleapi.Field) *DocumentsAnnotateTextCall { c.urlParams_.Set("fields", googleapi.CombineFields(s)) return c } // Context sets the context to be used in this call's Do method. func (c *DocumentsAnnotateTextCall) Context(ctx context.Context) *DocumentsAnnotateTextCall { c.ctx_ = ctx return c } // Header returns a http.Header that can be modified by the caller to add // headers to the request. func (c *DocumentsAnnotateTextCall) Header() http.Header { if c.header_ == nil { c.header_ = make(http.Header) } return c.header_ } func (c *DocumentsAnnotateTextCall) doRequest(alt string) (*http.Response, error) { reqHeaders := gensupport.SetHeaders(c.s.userAgent(), "application/json", c.header_) body, err := googleapi.WithoutDataWrapper.JSONBuffer(c.annotatetextrequest) if err != nil { return nil, err } c.urlParams_.Set("alt", alt) c.urlParams_.Set("prettyPrint", "false") urls := googleapi.ResolveRelative(c.s.BasePath, "v1beta2/documents:annotateText") urls += "?" + c.urlParams_.Encode() req, err := http.NewRequest("POST", urls, body) if err != nil { return nil, err } req.Header = reqHeaders c.s.logger.DebugContext(c.ctx_, "api request", "serviceName", apiName, "rpcName", "language.documents.annotateText", "request", internallog.HTTPRequest(req, body.Bytes())) return gensupport.SendRequest(c.ctx_, c.s.client, req) } // Do executes the "language.documents.annotateText" call. // Any non-2xx status code is an error. Response headers are in either // *AnnotateTextResponse.ServerResponse.Header or (if a response was returned // at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to // check whether the returned error was because http.StatusNotModified was // returned. func (c *DocumentsAnnotateTextCall) Do(opts ...googleapi.CallOption) (*AnnotateTextResponse, error) { gensupport.SetOptions(c.urlParams_, opts...) res, err := c.doRequest("json") if res != nil && res.StatusCode == http.StatusNotModified { if res.Body != nil { res.Body.Close() } return nil, gensupport.WrapError(&googleapi.Error{ Code: res.StatusCode, Header: res.Header, }) } if err != nil { return nil, err } defer googleapi.CloseBody(res) if err := googleapi.CheckResponse(res); err != nil { return nil, gensupport.WrapError(err) } ret := &AnnotateTextResponse{ ServerResponse: googleapi.ServerResponse{ Header: res.Header, HTTPStatusCode: res.StatusCode, }, } target := &ret b, err := gensupport.DecodeResponseBytes(target, res) if err != nil { return nil, err } c.s.logger.DebugContext(c.ctx_, "api response", "serviceName", apiName, "rpcName", "language.documents.annotateText", "response", internallog.HTTPResponse(res, b)) return ret, nil } type DocumentsClassifyTextCall struct { s *Service classifytextrequest *ClassifyTextRequest urlParams_ gensupport.URLParams ctx_ context.Context header_ http.Header } // ClassifyText: Classifies a document into categories. func (r *DocumentsService) ClassifyText(classifytextrequest *ClassifyTextRequest) *DocumentsClassifyTextCall { c := &DocumentsClassifyTextCall{s: r.s, urlParams_: make(gensupport.URLParams)} c.classifytextrequest = classifytextrequest return c } // Fields allows partial responses to be retrieved. See // https://developers.google.com/gdata/docs/2.0/basics#PartialResponse for more // details. func (c *DocumentsClassifyTextCall) Fields(s ...googleapi.Field) *DocumentsClassifyTextCall { c.urlParams_.Set("fields", googleapi.CombineFields(s)) return c } // Context sets the context to be used in this call's Do method. func (c *DocumentsClassifyTextCall) Context(ctx context.Context) *DocumentsClassifyTextCall { c.ctx_ = ctx return c } // Header returns a http.Header that can be modified by the caller to add // headers to the request. func (c *DocumentsClassifyTextCall) Header() http.Header { if c.header_ == nil { c.header_ = make(http.Header) } return c.header_ } func (c *DocumentsClassifyTextCall) doRequest(alt string) (*http.Response, error) { reqHeaders := gensupport.SetHeaders(c.s.userAgent(), "application/json", c.header_) body, err := googleapi.WithoutDataWrapper.JSONBuffer(c.classifytextrequest) if err != nil { return nil, err } c.urlParams_.Set("alt", alt) c.urlParams_.Set("prettyPrint", "false") urls := googleapi.ResolveRelative(c.s.BasePath, "v1beta2/documents:classifyText") urls += "?" + c.urlParams_.Encode() req, err := http.NewRequest("POST", urls, body) if err != nil { return nil, err } req.Header = reqHeaders c.s.logger.DebugContext(c.ctx_, "api request", "serviceName", apiName, "rpcName", "language.documents.classifyText", "request", internallog.HTTPRequest(req, body.Bytes())) return gensupport.SendRequest(c.ctx_, c.s.client, req) } // Do executes the "language.documents.classifyText" call. // Any non-2xx status code is an error. Response headers are in either // *ClassifyTextResponse.ServerResponse.Header or (if a response was returned // at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to // check whether the returned error was because http.StatusNotModified was // returned. func (c *DocumentsClassifyTextCall) Do(opts ...googleapi.CallOption) (*ClassifyTextResponse, error) { gensupport.SetOptions(c.urlParams_, opts...) res, err := c.doRequest("json") if res != nil && res.StatusCode == http.StatusNotModified { if res.Body != nil { res.Body.Close() } return nil, gensupport.WrapError(&googleapi.Error{ Code: res.StatusCode, Header: res.Header, }) } if err != nil { return nil, err } defer googleapi.CloseBody(res) if err := googleapi.CheckResponse(res); err != nil { return nil, gensupport.WrapError(err) } ret := &ClassifyTextResponse{ ServerResponse: googleapi.ServerResponse{ Header: res.Header, HTTPStatusCode: res.StatusCode, }, } target := &ret b, err := gensupport.DecodeResponseBytes(target, res) if err != nil { return nil, err } c.s.logger.DebugContext(c.ctx_, "api response", "serviceName", apiName, "rpcName", "language.documents.classifyText", "response", internallog.HTTPResponse(res, b)) return ret, nil } type DocumentsModerateTextCall struct { s *Service moderatetextrequest *ModerateTextRequest urlParams_ gensupport.URLParams ctx_ context.Context header_ http.Header } // ModerateText: Moderates a document for harmful and sensitive categories. func (r *DocumentsService) ModerateText(moderatetextrequest *ModerateTextRequest) *DocumentsModerateTextCall { c := &DocumentsModerateTextCall{s: r.s, urlParams_: make(gensupport.URLParams)} c.moderatetextrequest = moderatetextrequest return c } // Fields allows partial responses to be retrieved. See // https://developers.google.com/gdata/docs/2.0/basics#PartialResponse for more // details. func (c *DocumentsModerateTextCall) Fields(s ...googleapi.Field) *DocumentsModerateTextCall { c.urlParams_.Set("fields", googleapi.CombineFields(s)) return c } // Context sets the context to be used in this call's Do method. func (c *DocumentsModerateTextCall) Context(ctx context.Context) *DocumentsModerateTextCall { c.ctx_ = ctx return c } // Header returns a http.Header that can be modified by the caller to add // headers to the request. func (c *DocumentsModerateTextCall) Header() http.Header { if c.header_ == nil { c.header_ = make(http.Header) } return c.header_ } func (c *DocumentsModerateTextCall) doRequest(alt string) (*http.Response, error) { reqHeaders := gensupport.SetHeaders(c.s.userAgent(), "application/json", c.header_) body, err := googleapi.WithoutDataWrapper.JSONBuffer(c.moderatetextrequest) if err != nil { return nil, err } c.urlParams_.Set("alt", alt) c.urlParams_.Set("prettyPrint", "false") urls := googleapi.ResolveRelative(c.s.BasePath, "v1beta2/documents:moderateText") urls += "?" + c.urlParams_.Encode() req, err := http.NewRequest("POST", urls, body) if err != nil { return nil, err } req.Header = reqHeaders c.s.logger.DebugContext(c.ctx_, "api request", "serviceName", apiName, "rpcName", "language.documents.moderateText", "request", internallog.HTTPRequest(req, body.Bytes())) return gensupport.SendRequest(c.ctx_, c.s.client, req) } // Do executes the "language.documents.moderateText" call. // Any non-2xx status code is an error. Response headers are in either // *ModerateTextResponse.ServerResponse.Header or (if a response was returned // at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to // check whether the returned error was because http.StatusNotModified was // returned. func (c *DocumentsModerateTextCall) Do(opts ...googleapi.CallOption) (*ModerateTextResponse, error) { gensupport.SetOptions(c.urlParams_, opts...) res, err := c.doRequest("json") if res != nil && res.StatusCode == http.StatusNotModified { if res.Body != nil { res.Body.Close() } return nil, gensupport.WrapError(&googleapi.Error{ Code: res.StatusCode, Header: res.Header, }) } if err != nil { return nil, err } defer googleapi.CloseBody(res) if err := googleapi.CheckResponse(res); err != nil { return nil, gensupport.WrapError(err) } ret := &ModerateTextResponse{ ServerResponse: googleapi.ServerResponse{ Header: res.Header, HTTPStatusCode: res.StatusCode, }, } target := &ret b, err := gensupport.DecodeResponseBytes(target, res) if err != nil { return nil, err } c.s.logger.DebugContext(c.ctx_, "api response", "serviceName", apiName, "rpcName", "language.documents.moderateText", "response", internallog.HTTPResponse(res, b)) return ret, nil }