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.EncodingTypestring `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 (AnalyzeEntitiesRequest)MarshalJSON¶

func (sAnalyzeEntitiesRequest) MarshalJSON() ([]byte,error)

type AnalyzeEntitiesResponse struct {// Entities: The recognized entities in the input document.Entities []*Entity `json:"entities,omitempty"`// LanguageCode: 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_code field for more// details.LanguageCodestring `json:"languageCode,omitempty"`// LanguageSupported: Whether the language is officially supported. The API may// still return a response when the language is not supported, but it is on a// best effort basis.LanguageSupportedbool `json:"languageSupported,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 (AnalyzeEntitiesResponse)MarshalJSON¶

func (sAnalyzeEntitiesResponse) MarshalJSON() ([]byte,error)

type AnalyzeSentimentRequest struct {// Document: Required. Input document.Document *Document `json:"document,omitempty"`// EncodingType: The encoding type used by the API to calculate sentence// 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.EncodingTypestring `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 (AnalyzeSentimentRequest)MarshalJSON¶

func (sAnalyzeSentimentRequest) MarshalJSON() ([]byte,error)

type AnalyzeSentimentResponse struct {// DocumentSentiment: The overall sentiment of the input document.DocumentSentiment *Sentiment `json:"documentSentiment,omitempty"`// LanguageCode: 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_code field for more// details.LanguageCodestring `json:"languageCode,omitempty"`// LanguageSupported: Whether the language is officially supported. The API may// still return a response when the language is not supported, but it is on a// best effort basis.LanguageSupportedbool `json:"languageSupported,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 (AnalyzeSentimentResponse)MarshalJSON¶

func (sAnalyzeSentimentResponse) MarshalJSON() ([]byte,error)

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.EncodingTypestring `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 (AnnotateTextRequest)MarshalJSON¶

func (sAnnotateTextRequest) MarshalJSON() ([]byte,error)

type AnnotateTextRequestFeatures struct {// ClassifyText: Optional. Classify the full document into categories.ClassifyTextbool `json:"classifyText,omitempty"`// ExtractDocumentSentiment: Optional. Extract document-level sentiment.ExtractDocumentSentimentbool `json:"extractDocumentSentiment,omitempty"`// ExtractEntities: Optional. Extract entities.ExtractEntitiesbool `json:"extractEntities,omitempty"`// ModerateText: Optional. Moderate the document for harmful and sensitive// categories.ModerateTextbool `json:"moderateText,omitempty"`// ForceSendFields is a list of field names (e.g. "ClassifyText") 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. "ClassifyText") 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 (AnnotateTextRequestFeatures)MarshalJSON¶added inv0.164.0

func (sAnnotateTextRequestFeatures) MarshalJSON() ([]byte,error)

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"`// LanguageCode: 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_code field for more// details.LanguageCodestring `json:"languageCode,omitempty"`// LanguageSupported: Whether the language is officially supported by all// requested features. The API may still return a response when the language is// not supported, but it is on a best effort basis.LanguageSupportedbool `json:"languageSupported,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_document_sentiment.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. "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 (AnnotateTextResponse)MarshalJSON¶

func (sAnnotateTextResponse) MarshalJSON() ([]byte,error)

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.Confidencefloat64 `json:"confidence,omitempty"`// Name: The name of the category representing the document.Namestring `json:"name,omitempty"`// Severity: Optional. The classifier's severity of the category. This is only// present when the ModerateTextRequest.ModelVersion is set to MODEL_VERSION_2,// and the corresponding category has a severity score.Severityfloat64 `json:"severity,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 (ClassificationCategory)MarshalJSON¶

func (sClassificationCategory) MarshalJSON() ([]byte,error)

func (*ClassificationCategory)UnmarshalJSON¶

func (s *ClassificationCategory) UnmarshalJSON(data []byte)error

type ClassifyTextRequest 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 (ClassifyTextRequest)MarshalJSON¶

func (sClassifyTextRequest) MarshalJSON() ([]byte,error)

type ClassifyTextResponse struct {// Categories: Categories representing the input document.Categories []*ClassificationCategory `json:"categories,omitempty"`// LanguageCode: 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_code field for more// details.LanguageCodestring `json:"languageCode,omitempty"`// LanguageSupported: Whether the language is officially supported. The API may// still return a response when the language is not supported, but it is on a// best effort basis.LanguageSupportedbool `json:"languageSupported,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 (ClassifyTextResponse)MarshalJSON¶

func (sClassifyTextResponse) MarshalJSON() ([]byte,error)

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).Alphafloat64 `json:"alpha,omitempty"`// Blue: The amount of blue in the color as a value in the interval [0, 1].Bluefloat64 `json:"blue,omitempty"`// Green: The amount of green in the color as a value in the interval [0, 1].Greenfloat64 `json:"green,omitempty"`// Red: The amount of red in the color as a value in the interval [0, 1].Redfloat64 `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 (Color)MarshalJSON¶added inv0.164.0

func (sColor) MarshalJSON() ([]byte,error)

func (*Color)UnmarshalJSON¶added inv0.164.0

func (s *Color) UnmarshalJSON(data []byte)error

type CpuMetric struct {// CoreNumber: Required. Number of CPU cores.CoreNumberint64 `json:"coreNumber,omitempty,string"`// CoreSec: Required. Total seconds of core usage, e.g. 4.CoreSecint64 `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"//   "M2" - MEMORY_OPTIMIZED_UPGRADE_PREMIUM//   "M1" - MEMORY_OPTIMIZED//   "N1"//   "N2_CUSTOM"//   "N2"//   "N2D"CpuTypestring `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"MachineSpecstring `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 (CpuMetric)MarshalJSON¶added inv0.164.0

func (sCpuMetric) MarshalJSON() ([]byte,error)

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"DiskTypestring `json:"diskType,omitempty"`// GibSec: Required. Seconds of physical disk usage, e.g. 3600.GibSecint64 `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 (DiskMetric)MarshalJSON¶added inv0.164.0

func (sDiskMetric) MarshalJSON() ([]byte,error)

type Document struct {// Content: The content of the input in string format. Cloud audit logging// exempt since it is based on user data.Contentstring `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, seehttps://cloud.google.com/storage/docs/reference-uris.// NOTE: Cloud Storage object versioning is not supported.GcsContentUristring `json:"gcsContentUri,omitempty"`// LanguageCode: Optional. 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.LanguageCodestring `json:"languageCode,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" - HTMLTypestring `json:"type,omitempty"`// ForceSendFields is a list of field names (e.g. "Content") 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. "Content") 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 (Document)MarshalJSON¶

func (sDocument) MarshalJSON() ([]byte,error)

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

func (*DocumentsAnalyzeEntitiesCall)Context¶

func (c *DocumentsAnalyzeEntitiesCall) Context(ctxcontext.Context) *DocumentsAnalyzeEntitiesCall

Context sets the context to be used in this call's Do method.

func (*DocumentsAnalyzeEntitiesCall)Do¶

func (c *DocumentsAnalyzeEntitiesCall) Do(opts ...googleapi.CallOption) (*AnalyzeEntitiesResponse,error)

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 wasreturned at all) in error.(*googleapi.Error).Header. Usegoogleapi.IsNotModified to check whether the returned error was becausehttp.StatusNotModified was returned.

func (*DocumentsAnalyzeEntitiesCall)Fields¶

func (c *DocumentsAnalyzeEntitiesCall) Fields(s ...googleapi.Field) *DocumentsAnalyzeEntitiesCall

Fields allows partial responses to be retrieved. Seehttps://developers.google.com/gdata/docs/2.0/basics#PartialResponse for moredetails.

func (*DocumentsAnalyzeEntitiesCall)Header¶

func (c *DocumentsAnalyzeEntitiesCall) Header()http.Header

Header returns a http.Header that can be modified by the caller to addheaders to the request.

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

func (*DocumentsAnalyzeSentimentCall)Context¶

func (c *DocumentsAnalyzeSentimentCall) Context(ctxcontext.Context) *DocumentsAnalyzeSentimentCall

Context sets the context to be used in this call's Do method.

func (*DocumentsAnalyzeSentimentCall)Do¶

func (c *DocumentsAnalyzeSentimentCall) Do(opts ...googleapi.CallOption) (*AnalyzeSentimentResponse,error)

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 wasreturned at all) in error.(*googleapi.Error).Header. Usegoogleapi.IsNotModified to check whether the returned error was becausehttp.StatusNotModified was returned.

func (*DocumentsAnalyzeSentimentCall)Fields¶

func (c *DocumentsAnalyzeSentimentCall) Fields(s ...googleapi.Field) *DocumentsAnalyzeSentimentCall

Fields allows partial responses to be retrieved. Seehttps://developers.google.com/gdata/docs/2.0/basics#PartialResponse for moredetails.

func (*DocumentsAnalyzeSentimentCall)Header¶

func (c *DocumentsAnalyzeSentimentCall) Header()http.Header

Header returns a http.Header that can be modified by the caller to addheaders to the request.

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

func (*DocumentsAnnotateTextCall)Context¶

func (c *DocumentsAnnotateTextCall) Context(ctxcontext.Context) *DocumentsAnnotateTextCall

Context sets the context to be used in this call's Do method.

func (*DocumentsAnnotateTextCall)Do¶

func (c *DocumentsAnnotateTextCall) Do(opts ...googleapi.CallOption) (*AnnotateTextResponse,error)

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 returnedat all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified tocheck whether the returned error was because http.StatusNotModified wasreturned.

func (*DocumentsAnnotateTextCall)Fields¶

func (c *DocumentsAnnotateTextCall) Fields(s ...googleapi.Field) *DocumentsAnnotateTextCall

Fields allows partial responses to be retrieved. Seehttps://developers.google.com/gdata/docs/2.0/basics#PartialResponse for moredetails.

func (*DocumentsAnnotateTextCall)Header¶

func (c *DocumentsAnnotateTextCall) Header()http.Header

Header returns a http.Header that can be modified by the caller to addheaders to the request.

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

func (*DocumentsClassifyTextCall)Context¶

func (c *DocumentsClassifyTextCall) Context(ctxcontext.Context) *DocumentsClassifyTextCall

Context sets the context to be used in this call's Do method.

func (*DocumentsClassifyTextCall)Do¶

func (c *DocumentsClassifyTextCall) Do(opts ...googleapi.CallOption) (*ClassifyTextResponse,error)

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 returnedat all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified tocheck whether the returned error was because http.StatusNotModified wasreturned.

func (*DocumentsClassifyTextCall)Fields¶

func (c *DocumentsClassifyTextCall) Fields(s ...googleapi.Field) *DocumentsClassifyTextCall

Fields allows partial responses to be retrieved. Seehttps://developers.google.com/gdata/docs/2.0/basics#PartialResponse for moredetails.

func (*DocumentsClassifyTextCall)Header¶

func (c *DocumentsClassifyTextCall) Header()http.Header

Header returns a http.Header that can be modified by the caller to addheaders to the request.

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

func (*DocumentsModerateTextCall)Context¶

func (c *DocumentsModerateTextCall) Context(ctxcontext.Context) *DocumentsModerateTextCall

Context sets the context to be used in this call's Do method.

func (*DocumentsModerateTextCall)Do¶

func (c *DocumentsModerateTextCall) Do(opts ...googleapi.CallOption) (*ModerateTextResponse,error)

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 returnedat all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified tocheck whether the returned error was because http.StatusNotModified wasreturned.

func (*DocumentsModerateTextCall)Fields¶

func (c *DocumentsModerateTextCall) Fields(s ...googleapi.Field) *DocumentsModerateTextCall

Fields allows partial responses to be retrieved. Seehttps://developers.google.com/gdata/docs/2.0/basics#PartialResponse for moredetails.

func (*DocumentsModerateTextCall)Header¶

func (c *DocumentsModerateTextCall) Header()http.Header

Header returns a http.Header that can be modified by the caller to addheaders to the request.

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

funcNewDocumentsService¶

func NewDocumentsService(s *Service) *DocumentsService

func (*DocumentsService)AnalyzeEntities¶

func (r *DocumentsService) AnalyzeEntities(analyzeentitiesrequest *AnalyzeEntitiesRequest) *DocumentsAnalyzeEntitiesCall

AnalyzeEntities: Finds named entities (currently proper names and commonnouns) in the text along with entity types, probability, mentions for eachentity, and other properties.

func (*DocumentsService)AnalyzeSentiment¶

func (r *DocumentsService) AnalyzeSentiment(analyzesentimentrequest *AnalyzeSentimentRequest) *DocumentsAnalyzeSentimentCall

AnalyzeSentiment: Analyzes the sentiment of the provided text.

func (*DocumentsService)AnnotateText¶

func (r *DocumentsService) AnnotateText(annotatetextrequest *AnnotateTextRequest) *DocumentsAnnotateTextCall

AnnotateText: A convenience method that provides all features in one call.

func (*DocumentsService)ClassifyText¶

func (r *DocumentsService) ClassifyText(classifytextrequest *ClassifyTextRequest) *DocumentsClassifyTextCall

ClassifyText: Classifies a document into categories.

func (*DocumentsService)ModerateText¶

func (r *DocumentsService) ModerateText(moderatetextrequest *ModerateTextRequest) *DocumentsModerateTextCall

ModerateText: Moderates a document for harmful and sensitive categories.

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 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.Namestring `json:"name,omitempty"`// Sentiment: For calls to AnalyzeEntitySentiment 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`.Typestring `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 (Entity)MarshalJSON¶

func (sEntity) MarshalJSON() ([]byte,error)

type EntityMention struct {// Probability: Probability score associated with the entity. The score shows// the probability of the entity mention being the entity type. The score is in// (0, 1] range.Probabilityfloat64 `json:"probability,omitempty"`// Sentiment: For calls to AnalyzeEntitySentiment 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)Typestring `json:"type,omitempty"`// ForceSendFields is a list of field names (e.g. "Probability") 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. "Probability") 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 (EntityMention)MarshalJSON¶

func (sEntityMention) MarshalJSON() ([]byte,error)

func (*EntityMention)UnmarshalJSON¶

func (s *EntityMention) UnmarshalJSON(data []byte)error

type GpuMetric struct {// GpuSec: Required. Seconds of GPU usage, e.g. 3600.GpuSecint64 `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"GpuTypestring `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"MachineSpecstring `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 (GpuMetric)MarshalJSON¶added inv0.164.0

func (sGpuMetric) MarshalJSON() ([]byte,error)

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 (InfraUsage)MarshalJSON¶added inv0.164.0

func (sInfraUsage) MarshalJSON() ([]byte,error)

type ModerateTextRequest struct {// Document: Required. Input document.Document *Document `json:"document,omitempty"`// ModelVersion: Optional. The model version to use for ModerateText.//// Possible values://   "MODEL_VERSION_UNSPECIFIED" - The default model version.//   "MODEL_VERSION_1" - Use the v1 model, this model is used by default when// not provided. The v1 model only returns probability (confidence) score for// each category.//   "MODEL_VERSION_2" - Use the v2 model. The v2 model only returns// probability (confidence) score for each category, and returns severity score// for a subset of the categories.ModelVersionstring `json:"modelVersion,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 (ModerateTextRequest)MarshalJSON¶

func (sModerateTextRequest) MarshalJSON() ([]byte,error)

type ModerateTextResponse struct {// LanguageCode: 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_code field for more// details.LanguageCodestring `json:"languageCode,omitempty"`// LanguageSupported: Whether the language is officially supported. The API may// still return a response when the language is not supported, but it is on a// best effort basis.LanguageSupportedbool `json:"languageSupported,omitempty"`// 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. "LanguageCode") 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. "LanguageCode") 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 (ModerateTextResponse)MarshalJSON¶

func (sModerateTextResponse) MarshalJSON() ([]byte,error)

type RamMetric struct {// GibSec: Required. VM memory in Gigabyte second, e.g. 3600. Using int64 type// to match billing metrics definition.GibSecint64 `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"MachineSpecstring `json:"machineSpec,omitempty"`// Memories: Required. VM memory in gb.Memoriesfloat64 `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"//   "C3"//   "M2" - MEMORY_OPTIMIZED_UPGRADE_PREMIUM//   "M1" - MEMORY_OPTIMIZED//   "N1"//   "N2_CUSTOM"//   "N2"//   "N2D"RamTypestring `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 (RamMetric)MarshalJSON¶added inv0.164.0

func (sRamMetric) MarshalJSON() ([]byte,error)

func (*RamMetric)UnmarshalJSON¶added inv0.164.0

func (s *RamMetric) UnmarshalJSON(data []byte)error

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 (Sentence)MarshalJSON¶

func (sSentence) MarshalJSON() ([]byte,error)

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).Magnitudefloat64 `json:"magnitude,omitempty"`// Score: Sentiment score between -1.0 (negative sentiment) and 1.0 (positive// sentiment).Scorefloat64 `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 (Sentiment)MarshalJSON¶

func (sSentiment) MarshalJSON() ([]byte,error)

func (*Sentiment)UnmarshalJSON¶

func (s *Sentiment) UnmarshalJSON(data []byte)error

type Service struct {BasePathstring// API endpoint base URLUserAgentstring// optional additional User-Agent fragmentDocuments *DocumentsService// contains filtered or unexported fields}

funcNewService¶

func NewService(ctxcontext.Context, opts ...option.ClientOption) (*Service,error)

NewService creates a new Service.

type Status struct {// Code: The status code, which should be an enum value of google.rpc.Code.Codeint64 `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.Messagestring `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 (Status)MarshalJSON¶

func (sStatus) MarshalJSON() ([]byte,error)

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.BeginOffsetint64 `json:"beginOffset,omitempty"`// Content: The content of the text span, which is a substring of the document.Contentstring `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 (TextSpan)MarshalJSON¶

func (sTextSpan) MarshalJSON() ([]byte,error)

type TpuMetric struct {// TpuSec: Required. Seconds of TPU usage, e.g. 3600.TpuSecint64 `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"TpuTypestring `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 (TpuMetric)MarshalJSON¶added inv0.164.0

func (sTpuMetric) MarshalJSON() ([]byte,error)

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 (XPSArrayStats)MarshalJSON¶added inv0.164.0

func (sXPSArrayStats) MarshalJSON() ([]byte,error)

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 (XPSBatchPredictResponse)MarshalJSON¶added inv0.164.0

func (sXPSBatchPredictResponse) MarshalJSON() ([]byte,error)

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.IouThresholdfloat64 `json:"iouThreshold,omitempty"`// MeanAveragePrecision: The mean average precision.MeanAveragePrecisionfloat64 `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 (XPSBoundingBoxMetricsEntry)MarshalJSON¶added inv0.164.0

func (sXPSBoundingBoxMetricsEntry) MarshalJSON() ([]byte,error)

func (*XPSBoundingBoxMetricsEntry)UnmarshalJSON¶added inv0.164.0

func (s *XPSBoundingBoxMetricsEntry) UnmarshalJSON(data []byte)error

type XPSBoundingBoxMetricsEntryConfidenceMetricsEntry struct {// ConfidenceThreshold: The confidence threshold value used to compute the// metrics.ConfidenceThresholdfloat64 `json:"confidenceThreshold,omitempty"`// F1Score: The harmonic mean of recall and precision.F1Scorefloat64 `json:"f1Score,omitempty"`// Precision: Precision for the given confidence threshold.Precisionfloat64 `json:"precision,omitempty"`// Recall: Recall for the given confidence threshold.Recallfloat64 `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 (XPSBoundingBoxMetricsEntryConfidenceMetricsEntry)MarshalJSON¶added inv0.164.0

func (sXPSBoundingBoxMetricsEntryConfidenceMetricsEntry) MarshalJSON() ([]byte,error)

func (*XPSBoundingBoxMetricsEntryConfidenceMetricsEntry)UnmarshalJSON¶added inv0.164.0

func (s *XPSBoundingBoxMetricsEntryConfidenceMetricsEntry) UnmarshalJSON(data []byte)error

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 (XPSCategoryStats)MarshalJSON¶added inv0.164.0

func (sXPSCategoryStats) MarshalJSON() ([]byte,error)

type XPSCategoryStatsSingleCategoryStats struct {// Count: The number of occurrences of this value in the series.Countint64 `json:"count,omitempty,string"`// Value: The CATEGORY value.Valuestring `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 (XPSCategoryStatsSingleCategoryStats)MarshalJSON¶added inv0.164.0

func (sXPSCategoryStatsSingleCategoryStats) MarshalJSON() ([]byte,error)

type XPSClassificationEvaluationMetrics struct {// AuPrc: The Area under precision recall curve metric.AuPrcfloat64 `json:"auPrc,omitempty"`// AuRoc: The Area Under Receiver Operating Characteristic curve metric.// Micro-averaged for the overall evaluation.AuRocfloat64 `json:"auRoc,omitempty"`// BaseAuPrc: The Area under precision recall curve metric based on priors.BaseAuPrcfloat64 `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.EvaluatedExamplesCountint64 `json:"evaluatedExamplesCount,omitempty"`// LogLoss: The Log Loss metric.LogLossfloat64 `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 (XPSClassificationEvaluationMetrics)MarshalJSON¶added inv0.164.0

func (sXPSClassificationEvaluationMetrics) MarshalJSON() ([]byte,error)

func (*XPSClassificationEvaluationMetrics)UnmarshalJSON¶added inv0.164.0

func (s *XPSClassificationEvaluationMetrics) UnmarshalJSON(data []byte)error

type XPSColorMap struct {// AnnotationSpecIdToken: Should be used during training.AnnotationSpecIdTokenstring `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.DisplayNamestring               `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 (XPSColorMap)MarshalJSON¶added inv0.164.0

func (sXPSColorMap) MarshalJSON() ([]byte,error)

type XPSColorMapIntColor struct {// Blue: The value should be in range of [0, 255].Blueint64 `json:"blue,omitempty"`// Green: The value should be in range of [0, 255].Greenint64 `json:"green,omitempty"`// Red: The value should be in range of [0, 255].Redint64 `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 (XPSColorMapIntColor)MarshalJSON¶added inv0.164.0

func (sXPSColorMapIntColor) MarshalJSON() ([]byte,error)

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.ColumnIdint64 `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.DisplayNamestring                            `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 (XPSColumnSpec)MarshalJSON¶added inv0.164.0

func (sXPSColumnSpec) MarshalJSON() ([]byte,error)

type XPSColumnSpecCorrelatedColumn struct {ColumnIdint64                `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 (XPSColumnSpecCorrelatedColumn)MarshalJSON¶added inv0.164.0

func (sXPSColumnSpecCorrelatedColumn) MarshalJSON() ([]byte,error)

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.ColumnTypestring `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 (XPSColumnSpecForecastingMetadata)MarshalJSON¶added inv0.164.0

func (sXPSColumnSpecForecastingMetadata) MarshalJSON() ([]byte,error)

type XPSCommonStats struct {DistinctValueCountint64 `json:"distinctValueCount,omitempty,string"`NullValueCountint64 `json:"nullValueCount,omitempty,string"`ValidValueCountint64 `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 (XPSCommonStats)MarshalJSON¶added inv0.164.0

func (sXPSCommonStats) MarshalJSON() ([]byte,error)

type XPSConfidenceMetricsEntry struct {// ConfidenceThreshold: Metrics are computed with an assumption that the model// never return predictions with score lower than this value.ConfidenceThresholdfloat64 `json:"confidenceThreshold,omitempty"`// F1Score: The harmonic mean of recall and precision.F1Scorefloat64 `json:"f1Score,omitempty"`// F1ScoreAt1: The harmonic mean of recall_at1 and precision_at1.F1ScoreAt1float64 `json:"f1ScoreAt1,omitempty"`// FalseNegativeCount: The number of ground truth labels that are not matched// by a model created label.FalseNegativeCountint64 `json:"falseNegativeCount,omitempty,string"`// FalsePositiveCount: The number of model created labels that do not match a// ground truth label.FalsePositiveCountint64 `json:"falsePositiveCount,omitempty,string"`// FalsePositiveRate: False Positive Rate for the given confidence threshold.FalsePositiveRatefloat64 `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.FalsePositiveRateAt1float64 `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.PositionThresholdint64 `json:"positionThreshold,omitempty"`// Precision: Precision for the given confidence threshold.Precisionfloat64 `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.PrecisionAt1float64 `json:"precisionAt1,omitempty"`// Recall: Recall (true positive rate) for the given confidence threshold.Recallfloat64 `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.RecallAt1float64 `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.TrueNegativeCountint64 `json:"trueNegativeCount,omitempty,string"`// TruePositiveCount: The number of model created labels that match a ground// truth label.TruePositiveCountint64 `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 (XPSConfidenceMetricsEntry)MarshalJSON¶added inv0.164.0

func (sXPSConfidenceMetricsEntry) MarshalJSON() ([]byte,error)

func (*XPSConfidenceMetricsEntry)UnmarshalJSON¶added inv0.164.0

func (s *XPSConfidenceMetricsEntry) UnmarshalJSON(data []byte)error

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 (XPSConfusionMatrix)MarshalJSON¶added inv0.164.0

func (sXPSConfusionMatrix) MarshalJSON() ([]byte,error)

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).Countgoogleapi.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 (XPSConfusionMatrixRow)MarshalJSON¶added inv0.164.0

func (sXPSConfusionMatrixRow) MarshalJSON() ([]byte,error)

type XPSCoreMlFormat struct {}

type XPSCorrelationStats struct {// CramersV: The correlation value using the Cramer's V measure.CramersVfloat64 `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 (XPSCorrelationStats)MarshalJSON¶added inv0.164.0

func (sXPSCorrelationStats) MarshalJSON() ([]byte,error)

func (*XPSCorrelationStats)UnmarshalJSON¶added inv0.164.0

func (s *XPSCorrelationStats) UnmarshalJSON(data []byte)error

type XPSDataErrors struct {// Count: Number of records having errors associated with the enum.Countint64 `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.ErrorTypestring `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 (XPSDataErrors)MarshalJSON¶added inv0.164.0

func (sXPSDataErrors) MarshalJSON() ([]byte,error)

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.DistinctValueCountint64 `json:"distinctValueCount,omitempty,string"`// Float64Stats: The statistics for FLOAT64 DataType.Float64Stats *XPSFloat64Stats `json:"float64Stats,omitempty"`// NullValueCount: The number of values that are null.NullValueCountint64 `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.ValidValueCountint64 `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 (XPSDataStats)MarshalJSON¶added inv0.164.0

func (sXPSDataStats) MarshalJSON() ([]byte,error)

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`.Nullablebool `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.TimeFormatstring `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 inRFC 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 inRFC 4648, section 4).TypeCodestring `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 (XPSDataType)MarshalJSON¶added inv0.164.0

func (sXPSDataType) MarshalJSON() ([]byte,error)

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"CpuArchitecturestring `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"GpuArchitecturestring `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 (XPSDockerFormat)MarshalJSON¶added inv0.164.0

func (sXPSDockerFormat) MarshalJSON() ([]byte,error)

type XPSEdgeTpuTfLiteFormat struct {}

type XPSEvaluationMetrics struct {// AnnotationSpecIdToken: The annotation_spec for which this evaluation metrics// instance had been created. Empty iff this is an overall model evaluation// (like Tables evaluation metrics), i.e. aggregated across all labels. The// value comes from the input annotations in AnnotatedExample. For MVP product// or for text sentiment models where annotation_spec_id_token is not// available, set label instead.AnnotationSpecIdTokenstring `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.Categoryint64 `json:"category,omitempty"`// EvaluatedExampleCount: The number of examples used to create this evaluation// metrics instance.EvaluatedExampleCountint64                                     `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.Labelstring                                      `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 (XPSEvaluationMetrics)MarshalJSON¶added inv0.164.0

func (sXPSEvaluationMetrics) MarshalJSON() ([]byte,error)

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).NumEvaluationMetricsint64 `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 (XPSEvaluationMetricsSet)MarshalJSON¶added inv0.164.0

func (sXPSEvaluationMetricsSet) MarshalJSON() ([]byte,error)

type XPSExampleSet struct {// FileSpec: File spec of the examples or input sources.FileSpec *XPSFileSpec `json:"fileSpec,omitempty"`// Fingerprint: Fingerprint of the example set.Fingerprintint64 `json:"fingerprint,omitempty,string"`// NumExamples: Number of examples.NumExamplesint64 `json:"numExamples,omitempty,string"`// NumInputSources: Number of input sources.NumInputSourcesint64 `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 (XPSExampleSet)MarshalJSON¶added inv0.164.0

func (sXPSExampleSet) MarshalJSON() ([]byte,error)

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.ExportFirebaseAuxiliaryInfobool `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.OutputGcrUristring `json:"outputGcrUri,omitempty"`// OutputGcsUri: The Google Cloud Storage directory where XPS will output the// exported models and related files. Format: gs://bucket/directoryOutputGcsUristring                 `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 (XPSExportModelOutputConfig)MarshalJSON¶added inv0.164.0

func (sXPSExportModelOutputConfig) MarshalJSON() ([]byte,error)

type XPSFileSpec struct {// DirectoryPath: Deprecated. Use file_spec.DirectoryPathstring `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"FileFormatstring `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.FileSpecstring `json:"fileSpec,omitempty"`// SingleFilePath: Deprecated. Use file_spec.SingleFilePathstring `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 (XPSFileSpec)MarshalJSON¶added inv0.164.0

func (sXPSFileSpec) MarshalJSON() ([]byte,error)

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.Meanfloat64 `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.StandardDeviationfloat64 `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 (XPSFloat64Stats)MarshalJSON¶added inv0.164.0

func (sXPSFloat64Stats) MarshalJSON() ([]byte,error)

func (*XPSFloat64Stats)UnmarshalJSON¶added inv0.164.0

func (s *XPSFloat64Stats) UnmarshalJSON(data []byte)error

type XPSFloat64StatsHistogramBucket struct {// Count: The number of data values that are in the bucket, i.e. are between// min and max values.Countint64 `json:"count,omitempty,string"`// Max: The maximum value of the bucket, exclusive unless max = "Infinity",// in which case it's inclusive.Maxfloat64 `json:"max,omitempty"`// Min: The minimum value of the bucket, inclusive.Minfloat64 `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 (XPSFloat64StatsHistogramBucket)MarshalJSON¶added inv0.164.0

func (sXPSFloat64StatsHistogramBucket) MarshalJSON() ([]byte,error)

func (*XPSFloat64StatsHistogramBucket)UnmarshalJSON¶added inv0.164.0

func (s *XPSFloat64StatsHistogramBucket) UnmarshalJSON(data []byte)error

type XPSImageClassificationTrainResponse struct {// ClassCount: Total number of classes.ClassCountint64 `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.StopReasonstring `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.TrainCostInNodeTimestring `json:"trainCostInNodeTime,omitempty"`// TrainCostNodeSeconds: The actual training cost, expressed in node seconds.// Populated for models trained in node time.TrainCostNodeSecondsint64 `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 (XPSImageClassificationTrainResponse)MarshalJSON¶added inv0.164.0

func (sXPSImageClassificationTrainResponse) MarshalJSON() ([]byte,error)

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 (XPSImageExportModelSpec)MarshalJSON¶added inv0.164.0

func (sXPSImageExportModelSpec) MarshalJSON() ([]byte,error)

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'.LabelGcsUristring `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.TfJsBinaryGcsPrefixstring `json:"tfJsBinaryGcsPrefix,omitempty"`// TfLiteMetadataGcsUri: Google Cloud Storage URI of Tensorflow Lite metadata// 'tflite_metadata.json'.TfLiteMetadataGcsUristring `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 (XPSImageModelArtifactSpec)MarshalJSON¶added inv0.164.0

func (sXPSImageModelArtifactSpec) MarshalJSON() ([]byte,error)

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.NodeQpsfloat64 `json:"nodeQps,omitempty"`// TfRuntimeVersion: ## The fields below are only populated under uCAIP request// scope.https://cloud.google.com/ml-engine/docs/runtime-version-listTfRuntimeVersionstring `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 (XPSImageModelServingSpec)MarshalJSON¶added inv0.164.0

func (sXPSImageModelServingSpec) MarshalJSON() ([]byte,error)

func (*XPSImageModelServingSpec)UnmarshalJSON¶added inv0.164.0

func (s *XPSImageModelServingSpec) UnmarshalJSON(data []byte)error

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.ComputeEngineAcceleratorTypestring `json:"computeEngineAcceleratorType,omitempty"`// LatencyInMilliseconds: Estimated latency.LatencyInMillisecondsfloat64 `json:"latencyInMilliseconds,omitempty"`// NodeQps: The approximate qps a deployed node can serve.NodeQpsfloat64 `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.ServomaticPartitionTypestring `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. Seehttps://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 (XPSImageModelServingSpecModelThroughputEstimation)MarshalJSON¶added inv0.164.0

func (sXPSImageModelServingSpecModelThroughputEstimation) MarshalJSON() ([]byte,error)

func (*XPSImageModelServingSpecModelThroughputEstimation)UnmarshalJSON¶added inv0.164.0

func (s *XPSImageModelServingSpecModelThroughputEstimation) UnmarshalJSON(data []byte)error

type XPSImageObjectDetectionEvaluationMetrics struct {// BoundingBoxMeanAveragePrecision: The single metric for bounding boxes// evaluation: the mean_average_precision averaged over all// bounding_box_metrics_entries.BoundingBoxMeanAveragePrecisionfloat64 `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.EvaluatedBoundingBoxCountint64 `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 (XPSImageObjectDetectionEvaluationMetrics)MarshalJSON¶added inv0.164.0

func (sXPSImageObjectDetectionEvaluationMetrics) MarshalJSON() ([]byte,error)

func (*XPSImageObjectDetectionEvaluationMetrics)UnmarshalJSON¶added inv0.164.0

func (s *XPSImageObjectDetectionEvaluationMetrics) UnmarshalJSON(data []byte)error

type XPSImageObjectDetectionModelSpec struct {// ClassCount: Total number of classes.ClassCountint64                    `json:"classCount,omitempty,string"`ExportModelSpec *XPSImageExportModelSpec `json:"exportModelSpec,omitempty"`// MaxBoundingBoxCount: Max number of bounding box.MaxBoundingBoxCountint64 `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.StopReasonstring `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.TrainCostNodeSecondsint64 `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 (XPSImageObjectDetectionModelSpec)MarshalJSON¶added inv0.164.0

func (sXPSImageObjectDetectionModelSpec) MarshalJSON() ([]byte,error)

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 (XPSImageSegmentationEvaluationMetrics)MarshalJSON¶added inv0.164.0

func (sXPSImageSegmentationEvaluationMetrics) MarshalJSON() ([]byte,error)

type XPSImageSegmentationEvaluationMetricsConfidenceMetricsEntry struct {// ConfidenceThreshold: The confidence threshold value used to compute the// metrics.ConfidenceThresholdfloat64 `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.DiceScoreCoefficientfloat64 `json:"diceScoreCoefficient,omitempty"`// IouScore: IOU score.IouScorefloat64 `json:"iouScore,omitempty"`// Precision: Precision for the given confidence threshold.Precisionfloat64 `json:"precision,omitempty"`// Recall: Recall for the given confidence threshold.Recallfloat64 `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 (XPSImageSegmentationEvaluationMetricsConfidenceMetricsEntry)MarshalJSON¶added inv0.164.0

func (sXPSImageSegmentationEvaluationMetricsConfidenceMetricsEntry) MarshalJSON() ([]byte,error)

func (*XPSImageSegmentationEvaluationMetricsConfidenceMetricsEntry)UnmarshalJSON¶added inv0.164.0

func (s *XPSImageSegmentationEvaluationMetricsConfidenceMetricsEntry) UnmarshalJSON(data []byte)error

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// metadataModelArtifactSpec *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.StopReasonstring `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.TrainCostNodeSecondsint64 `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 (XPSImageSegmentationTrainResponse)MarshalJSON¶added inv0.164.0

func (sXPSImageSegmentationTrainResponse) MarshalJSON() ([]byte,error)

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.StepCountint64 `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 (XPSIntegratedGradientsAttribution)MarshalJSON¶added inv0.164.0

func (sXPSIntegratedGradientsAttribution) MarshalJSON() ([]byte,error)

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.ArgentumMetricIdstring `json:"argentumMetricId,omitempty"`// DoubleValue: A double value.DoubleValuefloat64 `json:"doubleValue,omitempty"`// Int64Value: A signed 64-bit integer value.Int64Valueint64 `json:"int64Value,omitempty,string"`// MetricName: The metric name defined in the service configuration.MetricNamestring `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 (XPSMetricEntry)MarshalJSON¶added inv0.164.0

func (sXPSMetricEntry) MarshalJSON() ([]byte,error)

func (*XPSMetricEntry)UnmarshalJSON¶added inv0.164.0

func (s *XPSMetricEntry) UnmarshalJSON(data []byte)error

type XPSMetricEntryLabel struct {// LabelName: The name of the label.LabelNamestring `json:"labelName,omitempty"`// LabelValue: The value of the label.LabelValuestring `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 (XPSMetricEntryLabel)MarshalJSON¶added inv0.164.0

func (sXPSMetricEntryLabel) MarshalJSON() ([]byte,error)

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.// Seehttps://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/coremlArtifactFormatstring `json:"artifactFormat,omitempty"`// GcsUri: The Google Cloud Storage URI that stores the model binary files.GcsUristring `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 (XPSModelArtifactItem)MarshalJSON¶added inv0.164.0

func (sXPSModelArtifactItem) MarshalJSON() ([]byte,error)

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 (XPSPreprocessResponse)MarshalJSON¶added inv0.164.0

func (sXPSPreprocessResponse) MarshalJSON() ([]byte,error)

type XPSRegressionEvaluationMetrics struct {// MeanAbsoluteError: Mean Absolute Error (MAE).MeanAbsoluteErrorfloat64 `json:"meanAbsoluteError,omitempty"`// MeanAbsolutePercentageError: Mean absolute percentage error. Only set if all// ground truth values are positive.MeanAbsolutePercentageErrorfloat64 `json:"meanAbsolutePercentageError,omitempty"`// RSquared: R squared.RSquaredfloat64 `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).RootMeanSquaredErrorfloat64 `json:"rootMeanSquaredError,omitempty"`// RootMeanSquaredLogError: Root mean squared log error.RootMeanSquaredLogErrorfloat64 `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 (XPSRegressionEvaluationMetrics)MarshalJSON¶added inv0.164.0

func (sXPSRegressionEvaluationMetrics) MarshalJSON() ([]byte,error)

func (*XPSRegressionEvaluationMetrics)UnmarshalJSON¶added inv0.164.0

func (s *XPSRegressionEvaluationMetrics) UnmarshalJSON(data []byte)error

type XPSRegressionMetricsEntry struct {// PredictedValue: The observed value for a row in the dataset.PredictedValuefloat64 `json:"predictedValue,omitempty"`// TrueValue: The actual target value for a row in the dataset.TrueValuefloat64 `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 (XPSRegressionMetricsEntry)MarshalJSON¶added inv0.164.0

func (sXPSRegressionMetricsEntry) MarshalJSON() ([]byte,error)

func (*XPSRegressionMetricsEntry)UnmarshalJSON¶added inv0.164.0

func (s *XPSRegressionMetricsEntry) UnmarshalJSON(data []byte)error

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.EffectiveTrainingDurationstring `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 (XPSReportingMetrics)MarshalJSON¶added inv0.164.0

func (sXPSReportingMetrics) MarshalJSON() ([]byte,error)

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 (XPSResponseExplanationMetadata)MarshalJSON¶added inv0.164.0

func (sXPSResponseExplanationMetadata) MarshalJSON() ([]byte,error)

type XPSResponseExplanationMetadataInputMetadata struct {// InputTensorName: Name of the input tensor for this model. Only needed in// train response.InputTensorNamestring `json:"inputTensorName,omitempty"`// Modality: Modality of the feature. Valid values are: numeric, image.// Defaults to numeric.//// Possible values://   "MODALITY_UNSPECIFIED"//   "NUMERIC"//   "IMAGE"//   "CATEGORICAL"Modalitystring `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 (XPSResponseExplanationMetadataInputMetadata)MarshalJSON¶added inv0.164.0

func (sXPSResponseExplanationMetadataInputMetadata) MarshalJSON() ([]byte,error)

type XPSResponseExplanationMetadataOutputMetadata struct {// OutputTensorName: Name of the output tensor. Only needed in train response.OutputTensorNamestring `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 (XPSResponseExplanationMetadataOutputMetadata)MarshalJSON¶added inv0.164.0

func (sXPSResponseExplanationMetadataOutputMetadata) MarshalJSON() ([]byte,error)

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/1703.01365IntegratedGradientsAttribution *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 (XPSResponseExplanationParameters)MarshalJSON¶added inv0.164.0

func (sXPSResponseExplanationParameters) MarshalJSON() ([]byte,error)

type XPSResponseExplanationSpec struct {// ExplanationType: Explanation type. For AutoML Image Classification models,// possible values are: * `image-integrated-gradients` * `image-xrai`ExplanationTypestring `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 (XPSResponseExplanationSpec)MarshalJSON¶added inv0.164.0

func (sXPSResponseExplanationSpec) MarshalJSON() ([]byte,error)

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 (XPSRow)MarshalJSON¶added inv0.164.0

func (sXPSRow) MarshalJSON() ([]byte,error)

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 (XPSSpeechEvaluationMetrics)MarshalJSON¶added inv0.164.0

func (sXPSSpeechEvaluationMetrics) MarshalJSON() ([]byte,error)

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 modelBiasingModelTypestring `json:"biasingModelType,omitempty"`// IsEnhancedModel: If true then it means we have an enhanced version of the// biasing models.IsEnhancedModelbool  `json:"isEnhancedModel,omitempty"`NumDeletionsint64 `json:"numDeletions,omitempty"`NumInsertionsint64 `json:"numInsertions,omitempty"`NumSubstitutionsint64 `json:"numSubstitutions,omitempty"`// NumUtterances: Number of utterances used in the wer computation.NumUtterancesint64 `json:"numUtterances,omitempty"`// NumWords: Number of words over which the word error rate was computed.NumWordsint64 `json:"numWords,omitempty"`// SentenceAccuracy: Below fields are used for debugging purposesSentenceAccuracyfloat64 `json:"sentenceAccuracy,omitempty"`// Wer: Word error rate (standard error metric used for speech recognition).Werfloat64 `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 (XPSSpeechEvaluationMetricsSubModelEvaluationMetric)MarshalJSON¶added inv0.164.0

func (sXPSSpeechEvaluationMetricsSubModelEvaluationMetric) MarshalJSON() ([]byte,error)

func (*XPSSpeechEvaluationMetricsSubModelEvaluationMetric)UnmarshalJSON¶added inv0.164.0

func (s *XPSSpeechEvaluationMetricsSubModelEvaluationMetric) UnmarshalJSON(data []byte)error

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.DatasetIdint64  `json:"datasetId,omitempty,string"`Languagestring `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 (XPSSpeechModelSpec)MarshalJSON¶added inv0.164.0

func (sXPSSpeechModelSpec) MarshalJSON() ([]byte,error)

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 modelBiasingModelTypestring `json:"biasingModelType,omitempty"`// ClientId: In S3, Recognition ClientContextId.client_idClientIdstring `json:"clientId,omitempty"`// ContextId: In S3, Recognition ClientContextId.context_idContextIdstring `json:"contextId,omitempty"`// IsEnhancedModel: If true then it means we have an enhanced version of the// biasing models.IsEnhancedModelbool `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 (XPSSpeechModelSpecSubModelSpec)MarshalJSON¶added inv0.164.0

func (sXPSSpeechModelSpecSubModelSpec) MarshalJSON() ([]byte,error)

type XPSSpeechPreprocessResponse struct {// CnsTestDataPath: Location od shards of sstables (test data) of DataUtterance// protos.CnsTestDataPathstring `json:"cnsTestDataPath,omitempty"`// CnsTrainDataPath: Location of shards of sstables (training data) of// DataUtterance protos.CnsTrainDataPathstring `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 (XPSSpeechPreprocessResponse)MarshalJSON¶added inv0.164.0

func (sXPSSpeechPreprocessResponse) MarshalJSON() ([]byte,error)

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_LABELLEDNumHumanLabeledExamplesint64 `json:"numHumanLabeledExamples,omitempty"`// NumLogsExamples: The number of samples found in the previously recorded logs// data.NumLogsExamplesint64 `json:"numLogsExamples,omitempty"`// NumMachineTranscribedExamples: The number of rows marked as// MACHINE_TRANSCRIBEDNumMachineTranscribedExamplesint64 `json:"numMachineTranscribedExamples,omitempty"`// TestExamplesCount: The number of examples labelled as TEST by Speech xps// server.TestExamplesCountint64 `json:"testExamplesCount,omitempty"`// TestSentencesCount: The number of sentences in the test data set.TestSentencesCountint64 `json:"testSentencesCount,omitempty"`// TestWordsCount: The number of words in the test data set.TestWordsCountint64 `json:"testWordsCount,omitempty"`// TrainExamplesCount: The number of examples labeled as TRAIN by Speech xps// server.TrainExamplesCountint64 `json:"trainExamplesCount,omitempty"`// TrainSentencesCount: The number of sentences in the training data set.TrainSentencesCountint64 `json:"trainSentencesCount,omitempty"`// TrainWordsCount: The number of words in the training data set.TrainWordsCountint64 `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 (XPSSpeechPreprocessStats)MarshalJSON¶added inv0.164.0

func (sXPSSpeechPreprocessStats) MarshalJSON() ([]byte,error)

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 (XPSStringStats)MarshalJSON¶added inv0.164.0

func (sXPSStringStats) MarshalJSON() ([]byte,error)

type XPSStringStatsUnigramStats struct {// Count: The number of occurrences of this unigram in the series.Countint64 `json:"count,omitempty,string"`// Value: The unigram.Valuestring `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 (XPSStringStatsUnigramStats)MarshalJSON¶added inv0.164.0

func (sXPSStringStatsUnigramStats) MarshalJSON() ([]byte,error)

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 (XPSStructStats)MarshalJSON¶added inv0.164.0

func (sXPSStructStats) MarshalJSON() ([]byte,error)

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 (XPSStructType)MarshalJSON¶added inv0.164.0

func (sXPSStructType) MarshalJSON() ([]byte,error)

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.ImportedDataSizeInBytesint64 `json:"importedDataSizeInBytes,omitempty,string"`// RowCount: The number of rows in the table.RowCountint64 `json:"rowCount,omitempty,string"`// TimeColumnId: The id of the time column.TimeColumnIdint64 `json:"timeColumnId,omitempty"`// ValidRowCount: The number of valid rows.ValidRowCountint64 `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 (XPSTableSpec)MarshalJSON¶added inv0.164.0

func (sXPSTableSpec) MarshalJSON() ([]byte,error)

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 (XPSTablesClassificationMetrics)MarshalJSON¶added inv0.164.0

func (sXPSTablesClassificationMetrics) MarshalJSON() ([]byte,error)

type XPSTablesClassificationMetricsCurveMetrics struct {// AucPr: The area under the precision-recall curve.AucPrfloat64 `json:"aucPr,omitempty"`// AucRoc: The area under receiver operating characteristic curve.AucRocfloat64 `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.LogLossfloat64 `json:"logLoss,omitempty"`// PositionThreshold: The position threshold value used to compute the metrics.PositionThresholdint64 `json:"positionThreshold,omitempty"`// Value: The CATEGORY row value (for ARRAY unnested) the curve metrics are// for.Valuestring `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 (XPSTablesClassificationMetricsCurveMetrics)MarshalJSON¶added inv0.164.0

func (sXPSTablesClassificationMetricsCurveMetrics) MarshalJSON() ([]byte,error)

func (*XPSTablesClassificationMetricsCurveMetrics)UnmarshalJSON¶added inv0.164.0

func (s *XPSTablesClassificationMetricsCurveMetrics) UnmarshalJSON(data []byte)error

type XPSTablesConfidenceMetricsEntry struct {// ConfidenceThreshold: The confidence threshold value used to compute the// metrics.ConfidenceThresholdfloat64 `json:"confidenceThreshold,omitempty"`// F1Score: The harmonic mean of recall and precision. (2 * precision * recall)// / (precision + recall)F1Scorefloat64 `json:"f1Score,omitempty"`// FalseNegativeCount: False negative count.FalseNegativeCountint64 `json:"falseNegativeCount,omitempty,string"`// FalsePositiveCount: False positive count.FalsePositiveCountint64 `json:"falsePositiveCount,omitempty,string"`// FalsePositiveRate: FPR = #false positives / (#false positives + #true// negatives)FalsePositiveRatefloat64 `json:"falsePositiveRate,omitempty"`// Precision: Precision = #true positives / (#true positives + #false// positives).Precisionfloat64 `json:"precision,omitempty"`// Recall: Recall = #true positives / (#true positives + #false negatives).Recallfloat64 `json:"recall,omitempty"`// TrueNegativeCount: True negative count.TrueNegativeCountint64 `json:"trueNegativeCount,omitempty,string"`// TruePositiveCount: True positive count.TruePositiveCountint64 `json:"truePositiveCount,omitempty,string"`// TruePositiveRate: TPR = #true positives / (#true positives + #false// negatvies)TruePositiveRatefloat64 `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 (XPSTablesConfidenceMetricsEntry)MarshalJSON¶added inv0.164.0

func (sXPSTablesConfidenceMetricsEntry) MarshalJSON() ([]byte,error)

func (*XPSTablesConfidenceMetricsEntry)UnmarshalJSON¶added inv0.164.0

func (s *XPSTablesConfidenceMetricsEntry) UnmarshalJSON(data []byte)error

type XPSTablesDatasetMetadata struct {// MlUseColumnId: Id the column to split the table.MlUseColumnIdint64 `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.TargetColumnIdint64 `json:"targetColumnId,omitempty"`// WeightColumnId: Id of the primary table column that should be used as the// weight column.WeightColumnIdint64 `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 (XPSTablesDatasetMetadata)MarshalJSON¶added inv0.164.0

func (sXPSTablesDatasetMetadata) MarshalJSON() ([]byte,error)

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 (XPSTablesEvaluationMetrics)MarshalJSON¶added inv0.164.0

func (sXPSTablesEvaluationMetrics) MarshalJSON() ([]byte,error)

type XPSTablesModelColumnInfo struct {// ColumnId: The ID of the column.ColumnIdint64 `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.FeatureImportancefloat64 `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 (XPSTablesModelColumnInfo)MarshalJSON¶added inv0.164.0

func (sXPSTablesModelColumnInfo) MarshalJSON() ([]byte,error)

func (*XPSTablesModelColumnInfo)UnmarshalJSON¶added inv0.164.0

func (s *XPSTablesModelColumnInfo) UnmarshalJSON(data []byte)error

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 (XPSTablesModelStructure)MarshalJSON¶added inv0.164.0

func (sXPSTablesModelStructure) MarshalJSON() ([]byte,error)

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 (XPSTablesModelStructureModelParameters)MarshalJSON¶added inv0.164.0

func (sXPSTablesModelStructureModelParameters) MarshalJSON() ([]byte,error)

type XPSTablesModelStructureModelParametersParameter struct {// FloatValue: Float type parameter value.FloatValuefloat64 `json:"floatValue,omitempty"`// IntValue: Integer type parameter value.IntValueint64 `json:"intValue,omitempty,string"`// Name: Parameter name.Namestring `json:"name,omitempty"`// StringValue: String type parameter value.StringValuestring `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 (XPSTablesModelStructureModelParametersParameter)MarshalJSON¶added inv0.164.0

func (sXPSTablesModelStructureModelParametersParameter) MarshalJSON() ([]byte,error)

func (*XPSTablesModelStructureModelParametersParameter)UnmarshalJSON¶added inv0.164.0

func (s *XPSTablesModelStructureModelParametersParameter) UnmarshalJSON(data []byte)error

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 (XPSTablesPreprocessResponse)MarshalJSON¶added inv0.164.0

func (sXPSTablesPreprocessResponse) MarshalJSON() ([]byte,error)

type XPSTablesRegressionMetrics struct {// MeanAbsoluteError: Mean absolute error.MeanAbsoluteErrorfloat64 `json:"meanAbsoluteError,omitempty"`// MeanAbsolutePercentageError: Mean absolute percentage error, only set if all// of the target column's values are positive.MeanAbsolutePercentageErrorfloat64 `json:"meanAbsolutePercentageError,omitempty"`// RSquared: R squared.RSquaredfloat64 `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.RootMeanSquaredErrorfloat64 `json:"rootMeanSquaredError,omitempty"`// RootMeanSquaredLogError: Root mean squared log error.RootMeanSquaredLogErrorfloat64 `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 (XPSTablesRegressionMetrics)MarshalJSON¶added inv0.164.0

func (sXPSTablesRegressionMetrics) MarshalJSON() ([]byte,error)

func (*XPSTablesRegressionMetrics)UnmarshalJSON¶added inv0.164.0