Google Cloud
Documentation Technology areas
  • AI and ML
  • Application development
  • Application hosting
  • Compute
  • Data analytics and pipelines
  • Databases
  • Distributed, hybrid, and multicloud
  • Generative AI
  • Industry solutions
  • Networking
  • Observability and monitoring
  • Security
  • Storage
Cross-product tools
  • Access and resources management
  • Costs and usage management
  • Google Cloud SDK, languages, frameworks, and tools
  • Infrastructure as code
  • Migration
Related sites
  • Google Cloud Home
  • Free Trial and Free Tier
  • Architecture Center
  • Blog
  • Contact Sales
  • Google Cloud Developer Center
  • Google Developer Center
  • Google Cloud Marketplace
  • Google Cloud Marketplace Documentation
  • Google Cloud Skills Boost
  • Google Cloud Solution Center
  • Google Cloud Support
  • Google Cloud Tech Youtube Channel
/
  • English
  • Deutsch
  • Español – América Latina
  • Français
  • Português – Brasil
  • 中文 – 简体
  • 日本語
  • 한국어
Sign in
  • Node.js
Overview Guides Reference Samples
Contact Us Start free
Google Cloud
  • Documentation
    • Overview
    • Guides
    • Reference
    • Samples
  • Technology areas
    • More
  • Cross-product tools
    • More
  • Related sites
    • More
  • Console
  • Contact Us
  • Start free
  • Overview
  • Library reference docs
  • access-approval
  • access-context-manager
  • addressvalidation
  • admin
  • advisorynotifications
  • aiplatform
    • Quickstart
    • Overview
    • CustomHttpPattern
    • FieldBehavior
    • Http
    • HttpBody
    • HttpRule
    • ResourceDescriptor (Class)
    • History
    • Style
    • ResourceReference
    • AcceleratorType
    • ActiveLearningConfig
    • AddContextArtifactsAndExecutionsRequest
    • AddContextArtifactsAndExecutionsResponse
    • AddContextChildrenRequest
    • AddContextChildrenResponse
    • AddExecutionEventsRequest
    • AddExecutionEventsResponse
    • AddTrialMeasurementRequest
    • Annotation
    • AnnotationSpec
    • Artifact (Class)
    • State
    • Attribution
    • AutomaticResources
    • AutoscalingMetricSpec
    • AvroSource
    • BatchCreateFeaturesOperationMetadata
    • BatchCreateFeaturesRequest
    • BatchCreateFeaturesResponse
    • BatchDedicatedResources
    • BatchMigrateResourcesOperationMetadata (Class)
    • PartialResult
    • BatchMigrateResourcesRequest
    • BatchMigrateResourcesResponse
    • BatchPredictionJob (Class)
    • InputConfig
    • OutputConfig
    • OutputInfo
    • BatchReadFeatureValuesOperationMetadata
    • BatchReadFeatureValuesRequest (Class)
    • EntityTypeSpec
    • PassThroughField
    • BatchReadFeatureValuesResponse
    • BigQueryDestination
    • BigQuerySource
    • BoolArray
    • CancelBatchPredictionJobRequest
    • CancelCustomJobRequest
    • CancelDataLabelingJobRequest
    • CancelHyperparameterTuningJobRequest
    • CancelPipelineJobRequest
    • CancelTrainingPipelineRequest
    • CheckTrialEarlyStoppingStateMetatdata
    • CheckTrialEarlyStoppingStateRequest
    • CheckTrialEarlyStoppingStateResponse
    • CompleteTrialRequest
    • CompletionStats
    • ContainerRegistryDestination
    • ContainerSpec
    • Context
    • CreateArtifactRequest
    • CreateBatchPredictionJobRequest
    • CreateContextRequest
    • CreateCustomJobRequest
    • CreateDataLabelingJobRequest
    • CreateDatasetOperationMetadata
    • CreateDatasetRequest
    • CreateEndpointOperationMetadata
    • CreateEndpointRequest
    • CreateEntityTypeOperationMetadata
    • CreateEntityTypeRequest
    • CreateExecutionRequest
    • CreateFeatureOperationMetadata
    • CreateFeatureRequest
    • CreateFeaturestoreOperationMetadata
    • CreateFeaturestoreRequest
    • CreateHyperparameterTuningJobRequest
    • CreateIndexEndpointOperationMetadata
    • CreateIndexEndpointRequest
    • CreateIndexOperationMetadata
    • CreateIndexRequest
    • CreateMetadataSchemaRequest
    • CreateMetadataStoreOperationMetadata
    • CreateMetadataStoreRequest
    • CreateModelDeploymentMonitoringJobRequest
    • CreatePipelineJobRequest
    • CreateSpecialistPoolOperationMetadata
    • CreateSpecialistPoolRequest
    • CreateStudyRequest
    • CreateTrainingPipelineRequest
    • CreateTrialRequest
    • CsvDestination
    • CsvSource
    • CustomJob
    • CustomJobSpec
    • DataItem
    • DataLabelingJob
    • Dataset
    • DatasetService (Class)
    • DedicatedResources
    • DeleteArtifactRequest
    • DeleteBatchPredictionJobRequest
    • DeleteContextRequest
    • DeleteCustomJobRequest
    • DeleteDataLabelingJobRequest
    • DeleteDatasetRequest
    • DeleteEndpointRequest
    • DeleteEntityTypeRequest
    • DeleteExecutionRequest
    • DeleteFeatureRequest
    • DeleteFeaturestoreRequest
    • DeleteHyperparameterTuningJobRequest
    • DeleteIndexEndpointRequest
    • DeleteIndexRequest
    • DeleteMetadataStoreOperationMetadata
    • DeleteMetadataStoreRequest
    • DeleteModelDeploymentMonitoringJobRequest
    • DeleteModelRequest
    • DeleteOperationMetadata
    • DeletePipelineJobRequest
    • DeleteSpecialistPoolRequest
    • DeleteStudyRequest
    • DeleteTrainingPipelineRequest
    • DeleteTrialRequest
    • DeployedIndex
    • DeployedIndexAuthConfig (Class)
    • AuthProvider
    • DeployedIndexRef
    • DeployedModel
    • DeployedModelRef
    • DeployIndexOperationMetadata
    • DeployIndexRequest
    • DeployIndexResponse
    • DeployModelOperationMetadata
    • DeployModelRequest
    • DeployModelResponse
    • DestinationFeatureSetting
    • DiskSpec
    • DoubleArray
    • EncryptionSpec
    • Endpoint
    • EndpointService (Class)
    • EntityType
    • EnvVar
    • Event (Class)
    • Type
    • Execution (Class)
    • State
    • ExplainRequest
    • ExplainResponse
    • Explanation
    • ExplanationMetadata (Class)
    • InputMetadata (Class)
    • Encoding
    • FeatureValueDomain
    • Visualization (Class)
    • ColorMap
    • OverlayType
    • Polarity
    • Type
    • OutputMetadata
    • ExplanationMetadataOverride (Class)
    • InputMetadataOverride
    • ExplanationParameters
    • ExplanationSpec
    • ExplanationSpecOverride
    • ExportDataConfig
    • ExportDataOperationMetadata
    • ExportDataRequest
    • ExportDataResponse
    • ExportFeatureValuesOperationMetadata
    • ExportFeatureValuesRequest (Class)
    • SnapshotExport
    • ExportFeatureValuesResponse
    • ExportModelOperationMetadata (Class)
    • OutputInfo
    • ExportModelRequest (Class)
    • OutputConfig
    • ExportModelResponse
    • Feature (Class)
    • ValueType
    • FeatureNoiseSigma (Class)
    • NoiseSigmaForFeature
    • FeatureSelector
    • FeatureStatsAnomaly
    • Featurestore (Class)
    • OnlineServingConfig
    • State
    • FeaturestoreOnlineServingService (Class)
    • FeaturestoreService (Class)
    • FeatureValue (Class)
    • Metadata
    • FeatureValueDestination
    • FeatureValueList
    • FilterSplit
    • FractionSplit
    • GcsDestination
    • GcsSource
    • GenericOperationMetadata
    • GetAnnotationSpecRequest
    • GetArtifactRequest
    • GetBatchPredictionJobRequest
    • GetContextRequest
    • GetCustomJobRequest
    • GetDataLabelingJobRequest
    • GetDatasetRequest
    • GetEndpointRequest
    • GetEntityTypeRequest
    • GetExecutionRequest
    • GetFeatureRequest
    • GetFeaturestoreRequest
    • GetHyperparameterTuningJobRequest
    • GetIndexEndpointRequest
    • GetIndexRequest
    • GetMetadataSchemaRequest
    • GetMetadataStoreRequest
    • GetModelDeploymentMonitoringJobRequest
    • GetModelEvaluationRequest
    • GetModelEvaluationSliceRequest
    • GetModelRequest
    • GetPipelineJobRequest
    • GetSpecialistPoolRequest
    • GetStudyRequest
    • GetTrainingPipelineRequest
    • GetTrialRequest
    • HyperparameterTuningJob
    • IdMatcher
    • ImportDataConfig
    • ImportDataOperationMetadata
    • ImportDataRequest
    • ImportDataResponse
    • ImportFeatureValuesOperationMetadata
    • ImportFeatureValuesRequest (Class)
    • FeatureSpec
    • ImportFeatureValuesResponse
    • Index
    • IndexEndpoint
    • IndexEndpointService (Class)
    • IndexPrivateEndpoints
    • IndexService (Class)
    • InputDataConfig
    • Int64Array
    • IntegratedGradientsAttribution
    • JobService (Class)
    • JobState
    • LineageSubgraph
    • ListAnnotationsRequest
    • ListAnnotationsResponse
    • ListArtifactsRequest
    • ListArtifactsResponse
    • ListBatchPredictionJobsRequest
    • ListBatchPredictionJobsResponse
    • ListContextsRequest
    • ListContextsResponse
    • ListCustomJobsRequest
    • ListCustomJobsResponse
    • ListDataItemsRequest
    • ListDataItemsResponse
    • ListDataLabelingJobsRequest
    • ListDataLabelingJobsResponse
    • ListDatasetsRequest
    • ListDatasetsResponse
    • ListEndpointsRequest
    • ListEndpointsResponse
    • ListEntityTypesRequest
    • ListEntityTypesResponse
    • ListExecutionsRequest
    • ListExecutionsResponse
    • ListFeaturesRequest
    • ListFeaturesResponse
    • ListFeaturestoresRequest
    • ListFeaturestoresResponse
    • ListHyperparameterTuningJobsRequest
    • ListHyperparameterTuningJobsResponse
    • ListIndexEndpointsRequest
    • ListIndexEndpointsResponse
    • ListIndexesRequest
    • ListIndexesResponse
    • ListMetadataSchemasRequest
    • ListMetadataSchemasResponse
    • ListMetadataStoresRequest
    • ListMetadataStoresResponse
    • ListModelDeploymentMonitoringJobsRequest
    • ListModelDeploymentMonitoringJobsResponse
    • ListModelEvaluationSlicesRequest
    • ListModelEvaluationSlicesResponse
    • ListModelEvaluationsRequest
    • ListModelEvaluationsResponse
    • ListModelsRequest
    • ListModelsResponse
    • ListOptimalTrialsRequest
    • ListOptimalTrialsResponse
    • ListPipelineJobsRequest
    • ListPipelineJobsResponse
    • ListSpecialistPoolsRequest
    • ListSpecialistPoolsResponse
    • ListStudiesRequest
    • ListStudiesResponse
    • ListTrainingPipelinesRequest
    • ListTrainingPipelinesResponse
    • ListTrialsRequest
    • ListTrialsResponse
    • LookupStudyRequest
    • MachineSpec
    • ManualBatchTuningParameters
    • Measurement (Class)
    • Metric
    • MetadataSchema (Class)
    • MetadataSchemaType
    • MetadataService (Class)
    • MetadataStore (Class)
    • MetadataStoreState
    • MigratableResource (Class)
    • AutomlDataset
    • AutomlModel
    • DataLabelingDataset (Class)
    • DataLabelingAnnotatedDataset
    • MlEngineModelVersion
    • MigrateResourceRequest (Class)
    • MigrateAutomlDatasetConfig
    • MigrateAutomlModelConfig
    • MigrateDataLabelingDatasetConfig (Class)
    • MigrateDataLabelingAnnotatedDatasetConfig
    • MigrateMlEngineModelVersionConfig
    • MigrateResourceResponse
    • MigrationService (Class)
    • Model (Class)
    • DeploymentResourcesType
    • ExportFormat (Class)
    • ExportableContent
    • ModelContainerSpec
    • ModelDeploymentMonitoringBigQueryTable (Class)
    • LogSource
    • LogType
    • ModelDeploymentMonitoringJob (Class)
    • MonitoringScheduleState
    • ModelDeploymentMonitoringObjectiveConfig
    • ModelDeploymentMonitoringObjectiveType
    • ModelDeploymentMonitoringScheduleConfig
    • ModelEvaluation
    • ModelEvaluationSlice (Class)
    • Slice
    • ModelExplanation
    • ModelMonitoringAlertConfig (Class)
    • EmailAlertConfig
    • ModelMonitoringObjectiveConfig (Class)
    • ExplanationConfig (Class)
    • ExplanationBaseline (Class)
    • PredictionFormat
    • PredictionDriftDetectionConfig
    • TrainingDataset
    • TrainingPredictionSkewDetectionConfig
    • ModelMonitoringStatsAnomalies (Class)
    • FeatureHistoricStatsAnomalies
    • ModelService (Class)
    • NearestNeighborSearchOperationMetadata (Class)
    • ContentValidationStats
    • RecordError (Class)
    • RecordErrorType
    • PauseModelDeploymentMonitoringJobRequest
    • PipelineJob (Class)
    • RuntimeConfig
    • PipelineJobDetail
    • PipelineService (Class)
    • PipelineState
    • PipelineTaskDetail (Class)
    • ArtifactList
    • State
    • PipelineTaskExecutorDetail (Class)
    • ContainerDetail
    • CustomJobDetail
    • Port
    • PredefinedSplit
    • PredictionService (Class)
    • PredictRequest
    • PredictResponse
    • PredictSchemata
    • PrivateEndpoints
    • PurgeArtifactsMetadata
    • PurgeArtifactsRequest
    • PurgeArtifactsResponse
    • PurgeContextsMetadata
    • PurgeContextsRequest
    • PurgeContextsResponse
    • PurgeExecutionsMetadata
    • PurgeExecutionsRequest
    • PurgeExecutionsResponse
    • PythonPackageSpec
    • QueryArtifactLineageSubgraphRequest
    • QueryContextLineageSubgraphRequest
    • QueryExecutionInputsAndOutputsRequest
    • RawPredictRequest
    • ReadFeatureValuesRequest
    • ReadFeatureValuesResponse (Class)
    • EntityView (Class)
    • Data
    • FeatureDescriptor
    • Header
    • ResourcesConsumed
    • ResumeModelDeploymentMonitoringJobRequest
    • SampleConfig (Class)
    • SampleStrategy
    • SampledShapleyAttribution
    • SamplingStrategy (Class)
    • RandomSampleConfig
    • Scheduling
    • ImageClassificationPredictionInstance
    • ImageObjectDetectionPredictionInstance
    • ImageSegmentationPredictionInstance
    • TextClassificationPredictionInstance
    • TextExtractionPredictionInstance
    • TextSentimentPredictionInstance
    • VideoActionRecognitionPredictionInstance
    • VideoClassificationPredictionInstance
    • VideoObjectTrackingPredictionInstance
    • ImageClassificationPredictionParams
    • ImageObjectDetectionPredictionParams
    • ImageSegmentationPredictionParams
    • VideoActionRecognitionPredictionParams
    • VideoClassificationPredictionParams
    • VideoObjectTrackingPredictionParams
    • ClassificationPredictionResult
    • ImageObjectDetectionPredictionResult
    • ImageSegmentationPredictionResult
    • TabularClassificationPredictionResult
    • TabularRegressionPredictionResult
    • TextExtractionPredictionResult
    • TextSentimentPredictionResult
    • VideoActionRecognitionPredictionResult
    • VideoClassificationPredictionResult
    • VideoObjectTrackingPredictionResult (Class)
    • Frame
    • AutoMlImageClassification
    • AutoMlImageClassificationInputs (Class)
    • ModelType
    • AutoMlImageClassificationMetadata (Class)
    • SuccessfulStopReason
    • AutoMlImageObjectDetection
    • AutoMlImageObjectDetectionInputs (Class)
    • ModelType
    • AutoMlImageObjectDetectionMetadata (Class)
    • SuccessfulStopReason
    • AutoMlImageSegmentation
    • AutoMlImageSegmentationInputs (Class)
    • ModelType
    • AutoMlImageSegmentationMetadata (Class)
    • SuccessfulStopReason
    • AutoMlTables
    • AutoMlTablesInputs (Class)
    • Transformation (Class)
    • AutoTransformation
    • CategoricalArrayTransformation
    • CategoricalTransformation
    • NumericArrayTransformation
    • NumericTransformation
    • TextArrayTransformation
    • TextTransformation
    • TimestampTransformation
    • AutoMlTablesMetadata
    • AutoMlTextClassification
    • AutoMlTextClassificationInputs
    • AutoMlTextExtraction
    • AutoMlTextExtractionInputs
    • AutoMlTextSentiment
    • AutoMlTextSentimentInputs
    • AutoMlVideoActionRecognition
    • AutoMlVideoActionRecognitionInputs (Class)
    • ModelType
    • AutoMlVideoClassification
    • AutoMlVideoClassificationInputs (Class)
    • ModelType
    • AutoMlVideoObjectTracking
    • AutoMlVideoObjectTrackingInputs (Class)
    • ModelType
    • ExportEvaluatedDataItemsConfig
    • SearchFeaturesRequest
    • SearchFeaturesResponse
    • SearchMigratableResourcesRequest
    • SearchMigratableResourcesResponse
    • SearchModelDeploymentMonitoringStatsAnomaliesRequest (Class)
    • StatsAnomaliesObjective
    • SearchModelDeploymentMonitoringStatsAnomaliesResponse
    • SmoothGradConfig
    • SpecialistPool
    • SpecialistPoolService (Class)
    • StopTrialRequest
    • StreamingReadFeatureValuesRequest
    • StringArray
    • Study (Class)
    • State
    • StudySpec (Class)
    • Algorithm
    • DecayCurveAutomatedStoppingSpec
    • MeasurementSelectionType
    • MedianAutomatedStoppingSpec
    • MetricSpec (Class)
    • GoalType
    • ObservationNoise
    • ParameterSpec (Class)
    • CategoricalValueSpec
    • ConditionalParameterSpec (Class)
    • CategoricalValueCondition
    • DiscreteValueCondition
    • IntValueCondition
    • DiscreteValueSpec
    • DoubleValueSpec
    • IntegerValueSpec
    • ScaleType
    • SuggestTrialsMetadata
    • SuggestTrialsRequest
    • SuggestTrialsResponse
    • TFRecordDestination
    • ThresholdConfig
    • TimestampSplit
    • TrainingConfig
    • TrainingPipeline
    • Trial (Class)
    • Parameter
    • State
    • UndeployIndexOperationMetadata
    • UndeployIndexRequest
    • UndeployIndexResponse
    • UndeployModelOperationMetadata
    • UndeployModelRequest
    • UndeployModelResponse
    • UpdateArtifactRequest
    • UpdateContextRequest
    • UpdateDatasetRequest
    • UpdateEndpointRequest
    • UpdateEntityTypeRequest
    • UpdateExecutionRequest
    • UpdateFeatureRequest
    • UpdateFeaturestoreOperationMetadata
    • UpdateFeaturestoreRequest
    • UpdateIndexEndpointRequest
    • UpdateIndexOperationMetadata
    • UpdateIndexRequest
    • UpdateModelDeploymentMonitoringJobOperationMetadata
    • UpdateModelDeploymentMonitoringJobRequest
    • UpdateModelRequest
    • UpdateSpecialistPoolOperationMetadata
    • UpdateSpecialistPoolRequest
    • UploadModelOperationMetadata
    • UploadModelRequest
    • UploadModelResponse
    • UserActionReference
    • Value
    • VizierService (Class)
    • WorkerPoolSpec
    • XraiAttribution
    • AcceleratorType
    • ActiveLearningConfig
    • AddContextArtifactsAndExecutionsRequest
    • AddContextArtifactsAndExecutionsResponse
    • AddContextChildrenRequest
    • AddContextChildrenResponse
    • AddExecutionEventsRequest
    • AddExecutionEventsResponse
    • AddTrialMeasurementRequest
    • Annotation
    • AnnotationSpec
    • Artifact (Class)
    • State
    • Attribution
    • AutomaticResources
    • AutoscalingMetricSpec
    • AvroSource
    • BatchCreateFeaturesOperationMetadata
    • BatchCreateFeaturesRequest
    • BatchCreateFeaturesResponse
    • BatchCreateTensorboardRunsRequest
    • BatchCreateTensorboardRunsResponse
    • BatchCreateTensorboardTimeSeriesRequest
    • BatchCreateTensorboardTimeSeriesResponse
    • BatchDedicatedResources
    • BatchMigrateResourcesOperationMetadata (Class)
    • PartialResult
    • BatchMigrateResourcesRequest
    • BatchMigrateResourcesResponse
    • BatchPredictionJob (Class)
    • InputConfig
    • OutputConfig
    • OutputInfo
    • BatchReadFeatureValuesOperationMetadata
    • BatchReadFeatureValuesRequest (Class)
    • EntityTypeSpec
    • PassThroughField
    • BatchReadFeatureValuesResponse
    • BatchReadTensorboardTimeSeriesDataRequest
    • BatchReadTensorboardTimeSeriesDataResponse
    • BigQueryDestination
    • BigQuerySource
    • BoolArray
    • CancelBatchPredictionJobRequest
    • CancelCustomJobRequest
    • CancelDataLabelingJobRequest
    • CancelHyperparameterTuningJobRequest
    • CancelPipelineJobRequest
    • CancelTrainingPipelineRequest
    • CheckTrialEarlyStoppingStateMetatdata
    • CheckTrialEarlyStoppingStateRequest
    • CheckTrialEarlyStoppingStateResponse
    • CompleteTrialRequest
    • CompletionStats
    • ContainerRegistryDestination
    • ContainerSpec
    • Context
    • CreateArtifactRequest
    • CreateBatchPredictionJobRequest
    • CreateContextRequest
    • CreateCustomJobRequest
    • CreateDataLabelingJobRequest
    • CreateDatasetOperationMetadata
    • CreateDatasetRequest
    • CreateEndpointOperationMetadata
    • CreateEndpointRequest
    • CreateEntityTypeOperationMetadata
    • CreateEntityTypeRequest
    • CreateExecutionRequest
    • CreateFeatureOperationMetadata
    • CreateFeatureRequest
    • CreateFeaturestoreOperationMetadata
    • CreateFeaturestoreRequest
    • CreateHyperparameterTuningJobRequest
    • CreateIndexEndpointOperationMetadata
    • CreateIndexEndpointRequest
    • CreateIndexOperationMetadata
    • CreateIndexRequest
    • CreateMetadataSchemaRequest
    • CreateMetadataStoreOperationMetadata
    • CreateMetadataStoreRequest
    • CreateModelDeploymentMonitoringJobRequest
    • CreatePipelineJobRequest
    • CreateSpecialistPoolOperationMetadata
    • CreateSpecialistPoolRequest
    • CreateStudyRequest
    • CreateTensorboardExperimentRequest
    • CreateTensorboardOperationMetadata
    • CreateTensorboardRequest
    • CreateTensorboardRunRequest
    • CreateTensorboardTimeSeriesRequest
    • CreateTrainingPipelineRequest
    • CreateTrialRequest
    • CsvDestination
    • CsvSource
    • CustomJob
    • CustomJobSpec
    • DataItem
    • DataLabelingJob
    • Dataset
    • DatasetService (Class)
    • DedicatedResources
    • DeleteArtifactRequest
    • DeleteBatchPredictionJobRequest
    • DeleteContextRequest
    • DeleteCustomJobRequest
    • DeleteDataLabelingJobRequest
    • DeleteDatasetRequest
    • DeleteEndpointRequest
    • DeleteEntityTypeRequest
    • DeleteExecutionRequest
    • DeleteFeatureRequest
    • DeleteFeaturestoreRequest
    • DeleteHyperparameterTuningJobRequest
    • DeleteIndexEndpointRequest
    • DeleteIndexRequest
    • DeleteMetadataStoreOperationMetadata
    • DeleteMetadataStoreRequest
    • DeleteModelDeploymentMonitoringJobRequest
    • DeleteModelRequest
    • DeleteOperationMetadata
    • DeletePipelineJobRequest
    • DeleteSpecialistPoolRequest
    • DeleteStudyRequest
    • DeleteTensorboardExperimentRequest
    • DeleteTensorboardRequest
    • DeleteTensorboardRunRequest
    • DeleteTensorboardTimeSeriesRequest
    • DeleteTrainingPipelineRequest
    • DeleteTrialRequest
    • DeployedIndex
    • DeployedIndexAuthConfig (Class)
    • AuthProvider
    • DeployedIndexRef
    • DeployedModel
    • DeployedModelRef
    • DeployIndexOperationMetadata
    • DeployIndexRequest
    • DeployIndexResponse
    • DeployModelOperationMetadata
    • DeployModelRequest
    • DeployModelResponse
    • DestinationFeatureSetting
    • DiskSpec
    • DoubleArray
    • EncryptionSpec
    • Endpoint
    • EndpointService (Class)
    • EntityType
    • EnvVar
    • Event (Class)
    • Type
    • Execution (Class)
    • State
    • ExplainRequest
    • ExplainResponse
    • Explanation
    • ExplanationMetadata (Class)
    • InputMetadata (Class)
    • Encoding
    • FeatureValueDomain
    • Visualization (Class)
    • ColorMap
    • OverlayType
    • Polarity
    • Type
    • OutputMetadata
    • ExplanationMetadataOverride (Class)
    • InputMetadataOverride
    • ExplanationParameters
    • ExplanationSpec
    • ExplanationSpecOverride
    • ExportDataConfig
    • ExportDataOperationMetadata
    • ExportDataRequest
    • ExportDataResponse
    • ExportFeatureValuesOperationMetadata
    • ExportFeatureValuesRequest (Class)
    • SnapshotExport
    • ExportFeatureValuesResponse
    • ExportModelOperationMetadata (Class)
    • OutputInfo
    • ExportModelRequest (Class)
    • OutputConfig
    • ExportModelResponse
    • ExportTensorboardTimeSeriesDataRequest
    • ExportTensorboardTimeSeriesDataResponse
    • Feature (Class)
    • ValueType
    • FeatureNoiseSigma (Class)
    • NoiseSigmaForFeature
    • FeatureSelector
    • FeatureStatsAnomaly
    • Featurestore (Class)
    • OnlineServingConfig
    • State
    • FeaturestoreMonitoringConfig (Class)
    • SnapshotAnalysis
    • FeaturestoreOnlineServingService (Class)
    • FeaturestoreService (Class)
    • FeatureValue (Class)
    • Metadata
    • FeatureValueDestination
    • FeatureValueList
    • FilterSplit
    • FractionSplit
    • GcsDestination
    • GcsSource
    • GenericOperationMetadata
    • GetAnnotationSpecRequest
    • GetArtifactRequest
    • GetBatchPredictionJobRequest
    • GetContextRequest
    • GetCustomJobRequest
    • GetDataLabelingJobRequest
    • GetDatasetRequest
    • GetEndpointRequest
    • GetEntityTypeRequest
    • GetExecutionRequest
    • GetFeatureRequest
    • GetFeaturestoreRequest
    • GetHyperparameterTuningJobRequest
    • GetIndexEndpointRequest
    • GetIndexRequest
    • GetMetadataSchemaRequest
    • GetMetadataStoreRequest
    • GetModelDeploymentMonitoringJobRequest
    • GetModelEvaluationRequest
    • GetModelEvaluationSliceRequest
    • GetModelRequest
    • GetPipelineJobRequest
    • GetSpecialistPoolRequest
    • GetStudyRequest
    • GetTensorboardExperimentRequest
    • GetTensorboardRequest
    • GetTensorboardRunRequest
    • GetTensorboardTimeSeriesRequest
    • GetTrainingPipelineRequest
    • GetTrialRequest
    • HyperparameterTuningJob
    • IdMatcher
    • ImportDataConfig
    • ImportDataOperationMetadata
    • ImportDataRequest
    • ImportDataResponse
    • ImportFeatureValuesOperationMetadata
    • ImportFeatureValuesRequest (Class)
    • FeatureSpec
    • ImportFeatureValuesResponse
    • Index
    • IndexEndpoint
    • IndexEndpointService (Class)
    • IndexPrivateEndpoints
    • IndexService (Class)
    • InputDataConfig
    • Int64Array
    • IntegratedGradientsAttribution
    • JobService (Class)
    • JobState
    • LineageSubgraph
    • ListAnnotationsRequest
    • ListAnnotationsResponse
    • ListArtifactsRequest
    • ListArtifactsResponse
    • ListBatchPredictionJobsRequest
    • ListBatchPredictionJobsResponse
    • ListContextsRequest
    • ListContextsResponse
    • ListCustomJobsRequest
    • ListCustomJobsResponse
    • ListDataItemsRequest
    • ListDataItemsResponse
    • ListDataLabelingJobsRequest
    • ListDataLabelingJobsResponse
    • ListDatasetsRequest
    • ListDatasetsResponse
    • ListEndpointsRequest
    • ListEndpointsResponse
    • ListEntityTypesRequest
    • ListEntityTypesResponse
    • ListExecutionsRequest
    • ListExecutionsResponse
    • ListFeaturesRequest
    • ListFeaturesResponse
    • ListFeaturestoresRequest
    • ListFeaturestoresResponse
    • ListHyperparameterTuningJobsRequest
    • ListHyperparameterTuningJobsResponse
    • ListIndexEndpointsRequest
    • ListIndexEndpointsResponse
    • ListIndexesRequest
    • ListIndexesResponse
    • ListMetadataSchemasRequest
    • ListMetadataSchemasResponse
    • ListMetadataStoresRequest
    • ListMetadataStoresResponse
    • ListModelDeploymentMonitoringJobsRequest
    • ListModelDeploymentMonitoringJobsResponse
    • ListModelEvaluationSlicesRequest
    • ListModelEvaluationSlicesResponse
    • ListModelEvaluationsRequest
    • ListModelEvaluationsResponse
    • ListModelsRequest
    • ListModelsResponse
    • ListOptimalTrialsRequest
    • ListOptimalTrialsResponse
    • ListPipelineJobsRequest
    • ListPipelineJobsResponse
    • ListSpecialistPoolsRequest
    • ListSpecialistPoolsResponse
    • ListStudiesRequest
    • ListStudiesResponse
    • ListTensorboardExperimentsRequest
    • ListTensorboardExperimentsResponse
    • ListTensorboardRunsRequest
    • ListTensorboardRunsResponse
    • ListTensorboardsRequest
    • ListTensorboardsResponse
    • ListTensorboardTimeSeriesRequest
    • ListTensorboardTimeSeriesResponse
    • ListTrainingPipelinesRequest
    • ListTrainingPipelinesResponse
    • ListTrialsRequest
    • ListTrialsResponse
    • LookupStudyRequest
    • MachineSpec
    • ManualBatchTuningParameters
    • Measurement (Class)
    • Metric
    • MetadataSchema (Class)
    • MetadataSchemaType
    • MetadataService (Class)
    • MetadataStore (Class)
    • MetadataStoreState
    • MigratableResource (Class)
    • AutomlDataset
    • AutomlModel
    • DataLabelingDataset (Class)
    • DataLabelingAnnotatedDataset
    • MlEngineModelVersion
    • MigrateResourceRequest (Class)
    • MigrateAutomlDatasetConfig
    • MigrateAutomlModelConfig
    • MigrateDataLabelingDatasetConfig (Class)
    • MigrateDataLabelingAnnotatedDatasetConfig
    • MigrateMlEngineModelVersionConfig
    • MigrateResourceResponse
    • MigrationService (Class)
    • Model (Class)
    • DeploymentResourcesType
    • ExportFormat (Class)
    • ExportableContent
    • ModelContainerSpec
    • ModelDeploymentMonitoringBigQueryTable (Class)
    • LogSource
    • LogType
    • ModelDeploymentMonitoringJob (Class)
    • MonitoringScheduleState
    • ModelDeploymentMonitoringObjectiveConfig
    • ModelDeploymentMonitoringObjectiveType
    • ModelDeploymentMonitoringScheduleConfig
    • ModelEvaluation (Class)
    • ModelEvaluationExplanationSpec
    • ModelEvaluationSlice (Class)
    • Slice
    • ModelExplanation
    • ModelMonitoringAlertConfig (Class)
    • EmailAlertConfig
    • ModelMonitoringObjectiveConfig (Class)
    • ExplanationConfig (Class)
    • ExplanationBaseline (Class)
    • PredictionFormat
    • PredictionDriftDetectionConfig
    • TrainingDataset
    • TrainingPredictionSkewDetectionConfig
    • ModelMonitoringStatsAnomalies (Class)
    • FeatureHistoricStatsAnomalies
    • ModelService (Class)
    • NearestNeighborSearchOperationMetadata (Class)
    • ContentValidationStats
    • RecordError (Class)
    • RecordErrorType
    • PauseModelDeploymentMonitoringJobRequest
    • PipelineJob (Class)
    • RuntimeConfig
    • PipelineJobDetail
    • PipelineService (Class)
    • PipelineState
    • PipelineTaskDetail (Class)
    • ArtifactList
    • PipelineTaskStatus
    • State
    • PipelineTaskExecutorDetail (Class)
    • ContainerDetail
    • CustomJobDetail
    • Port
    • PredefinedSplit
    • PredictionService (Class)
    • PredictRequest
    • PredictResponse
    • PredictSchemata
    • PrivateEndpoints
    • PurgeArtifactsMetadata
    • PurgeArtifactsRequest
    • PurgeArtifactsResponse
    • PurgeContextsMetadata
    • PurgeContextsRequest
    • PurgeContextsResponse
    • PurgeExecutionsMetadata
    • PurgeExecutionsRequest
    • PurgeExecutionsResponse
    • PythonPackageSpec
    • QueryArtifactLineageSubgraphRequest
    • QueryContextLineageSubgraphRequest
    • QueryExecutionInputsAndOutputsRequest
    • RawPredictRequest
    • ReadFeatureValuesRequest
    • ReadFeatureValuesResponse (Class)
    • EntityView (Class)
    • Data
    • FeatureDescriptor
    • Header
    • ReadTensorboardBlobDataRequest
    • ReadTensorboardBlobDataResponse
    • ReadTensorboardTimeSeriesDataRequest
    • ReadTensorboardTimeSeriesDataResponse
    • ResourcesConsumed
    • ResumeModelDeploymentMonitoringJobRequest
    • SampleConfig (Class)
    • SampleStrategy
    • SampledShapleyAttribution
    • SamplingStrategy (Class)
    • RandomSampleConfig
    • Scalar
    • Scheduling
    • AnnotationSpecColor
    • ImageBoundingBoxAnnotation
    • ImageClassificationAnnotation
    • ImageDataItem
    • ImageDatasetMetadata
    • ImageSegmentationAnnotation (Class)
    • MaskAnnotation
    • PolygonAnnotation
    • PolylineAnnotation
    • ImageClassificationPredictionInstance
    • ImageObjectDetectionPredictionInstance
    • ImageSegmentationPredictionInstance
    • TextClassificationPredictionInstance
    • TextExtractionPredictionInstance
    • TextSentimentPredictionInstance
    • VideoActionRecognitionPredictionInstance
    • VideoClassificationPredictionInstance
    • VideoObjectTrackingPredictionInstance
    • ImageClassificationPredictionParams
    • ImageObjectDetectionPredictionParams
    • ImageSegmentationPredictionParams
    • VideoActionRecognitionPredictionParams
    • VideoClassificationPredictionParams
    • VideoObjectTrackingPredictionParams
    • ClassificationPredictionResult
    • ImageObjectDetectionPredictionResult
    • ImageSegmentationPredictionResult
    • TabularClassificationPredictionResult
    • TabularRegressionPredictionResult
    • TextExtractionPredictionResult
    • TextSentimentPredictionResult
    • TimeSeriesForecastingPredictionResult
    • VideoActionRecognitionPredictionResult
    • VideoClassificationPredictionResult
    • VideoObjectTrackingPredictionResult (Class)
    • Frame
    • TablesDatasetMetadata (Class)
    • BigQuerySource
    • GcsSource
    • InputConfig
    • TextClassificationAnnotation
    • TextDataItem
    • TextDatasetMetadata
    • TextExtractionAnnotation
    • TextSegment
    • TextSentimentAnnotation
    • TimeSegment
    • TimeSeriesDatasetMetadata (Class)
    • BigQuerySource
    • GcsSource
    • InputConfig
    • AutoMlForecasting
    • AutoMlForecastingInputs (Class)
    • Granularity
    • Transformation (Class)
    • AutoTransformation
    • CategoricalTransformation
    • NumericTransformation
    • TextTransformation
    • TimestampTransformation
    • AutoMlForecastingMetadata
    • AutoMlImageClassification
    • AutoMlImageClassificationInputs (Class)
    • ModelType
    • AutoMlImageClassificationMetadata (Class)
    • SuccessfulStopReason
    • AutoMlImageObjectDetection
    • AutoMlImageObjectDetectionInputs (Class)
    • ModelType
    • AutoMlImageObjectDetectionMetadata (Class)
    • SuccessfulStopReason
    • AutoMlImageSegmentation
    • AutoMlImageSegmentationInputs (Class)
    • ModelType
    • AutoMlImageSegmentationMetadata (Class)
    • SuccessfulStopReason
    • AutoMlTables
    • AutoMlTablesInputs (Class)
    • Transformation (Class)
    • AutoTransformation
    • CategoricalArrayTransformation
    • CategoricalTransformation
    • NumericArrayTransformation
    • NumericTransformation
    • TextArrayTransformation
    • TextTransformation
    • TimestampTransformation
    • AutoMlTablesMetadata
    • AutoMlTextClassification
    • AutoMlTextClassificationInputs
    • AutoMlTextExtraction
    • AutoMlTextExtractionInputs
    • AutoMlTextSentiment
    • AutoMlTextSentimentInputs
    • AutoMlVideoActionRecognition
    • AutoMlVideoActionRecognitionInputs (Class)
    • ModelType
    • AutoMlVideoClassification
    • AutoMlVideoClassificationInputs (Class)
    • ModelType
    • AutoMlVideoObjectTracking
    • AutoMlVideoObjectTrackingInputs (Class)
    • ModelType
    • ExportEvaluatedDataItemsConfig
    • Vertex
    • VideoActionRecognitionAnnotation
    • VideoClassificationAnnotation
    • VideoDataItem
    • VideoDatasetMetadata
    • VideoObjectTrackingAnnotation
    • SearchFeaturesRequest
    • SearchFeaturesResponse
    • SearchMigratableResourcesRequest
    • SearchMigratableResourcesResponse
    • SearchModelDeploymentMonitoringStatsAnomaliesRequest (Class)
    • StatsAnomaliesObjective
    • SearchModelDeploymentMonitoringStatsAnomaliesResponse
    • Similarity
    • SmoothGradConfig
    • SpecialistPool
    • SpecialistPoolService (Class)
    • StopTrialRequest
    • StreamingReadFeatureValuesRequest
    • StringArray
    • Study (Class)
    • State
    • StudySpec (Class)
    • Algorithm
    • ConvexStopConfig
    • DecayCurveAutomatedStoppingSpec
    • MeasurementSelectionType
    • MedianAutomatedStoppingSpec
    • MetricSpec (Class)
    • GoalType
    • ObservationNoise
    • ParameterSpec (Class)
    • CategoricalValueSpec
    • ConditionalParameterSpec (Class)
    • CategoricalValueCondition
    • DiscreteValueCondition
    • IntValueCondition
    • DiscreteValueSpec
    • DoubleValueSpec
    • IntegerValueSpec
    • ScaleType
    • SuggestTrialsMetadata
    • SuggestTrialsRequest
    • SuggestTrialsResponse
    • Tensorboard
    • TensorboardBlob
    • TensorboardBlobSequence
    • TensorboardExperiment
    • TensorboardRun
    • TensorboardService (Class)
    • TensorboardTensor
    • TensorboardTimeSeries (Class)
    • Metadata
    • ValueType
    • TFRecordDestination
    • ThresholdConfig
    • TimeSeriesData
    • TimeSeriesDataPoint
    • TimestampSplit
    • TrainingConfig
    • TrainingPipeline
    • Trial (Class)
    • Parameter
    • State
    • UndeployIndexOperationMetadata
    • UndeployIndexRequest
    • UndeployIndexResponse
    • UndeployModelOperationMetadata
    • UndeployModelRequest
    • UndeployModelResponse
    • UpdateArtifactRequest
    • UpdateContextRequest
    • UpdateDatasetRequest
    • UpdateEndpointRequest
    • UpdateEntityTypeRequest
    • UpdateExecutionRequest
    • UpdateFeatureRequest
    • UpdateFeaturestoreOperationMetadata
    • UpdateFeaturestoreRequest
    • UpdateIndexEndpointRequest
    • UpdateIndexOperationMetadata
    • UpdateIndexRequest
    • UpdateModelDeploymentMonitoringJobOperationMetadata
    • UpdateModelDeploymentMonitoringJobRequest
    • UpdateModelRequest
    • UpdateSpecialistPoolOperationMetadata
    • UpdateSpecialistPoolRequest
    • UpdateTensorboardExperimentRequest
    • UpdateTensorboardOperationMetadata
    • UpdateTensorboardRequest
    • UpdateTensorboardRunRequest
    • UpdateTensorboardTimeSeriesRequest
    • UploadModelOperationMetadata
    • UploadModelRequest
    • UploadModelResponse
    • UserActionReference
    • Value
    • VizierService (Class)
    • WorkerPoolSpec
    • WriteTensorboardExperimentDataRequest
    • WriteTensorboardExperimentDataResponse
    • WriteTensorboardRunDataRequest
    • WriteTensorboardRunDataResponse
    • XraiAttribution
    • CancelOperationRequest
    • DeleteOperationRequest
    • GetOperationRequest
    • ListOperationsRequest
    • ListOperationsResponse
    • Operation
    • OperationInfo
    • Operations (Class)
    • WaitOperationRequest
    • Any
    • BoolValue
    • BytesValue
    • DescriptorProto (Class)
    • ExtensionRange
    • ReservedRange
    • DoubleValue
    • Duration
    • Empty
    • EnumDescriptorProto (Class)
    • EnumReservedRange
    • EnumOptions
    • EnumValueDescriptorProto
    • EnumValueOptions
    • ExtensionRangeOptions
    • FieldDescriptorProto (Class)
    • Label
    • Type
    • FieldMask
    • FieldOptions (Class)
    • CType
    • JSType
    • FileDescriptorProto
    • FileDescriptorSet
    • FileOptions (Class)
    • OptimizeMode
    • FloatValue
    • GeneratedCodeInfo (Class)
    • Annotation
    • Int32Value
    • Int64Value
    • ListValue
    • MessageOptions
    • MethodDescriptorProto
    • MethodOptions (Class)
    • IdempotencyLevel
    • NullValue
    • OneofDescriptorProto
    • OneofOptions
    • ServiceDescriptorProto
    • ServiceOptions
    • SourceCodeInfo (Class)
    • Location
    • StringValue
    • Struct
    • Timestamp
    • UInt32Value
    • UInt64Value
    • UninterpretedOption (Class)
    • NamePart
    • Value
    • Status
    • Color
    • Money
    • DatasetServiceClient
    • EndpointServiceClient
    • FeaturestoreOnlineServingServiceClient
    • FeaturestoreServiceClient
    • IndexEndpointServiceClient
    • IndexServiceClient
    • JobServiceClient
    • MetadataServiceClient
    • MigrationServiceClient
    • ModelServiceClient
    • PipelineServiceClient
    • PredictionServiceClient
    • SpecialistPoolServiceClient
    • VizierServiceClient
    • DatasetServiceClient
    • EndpointServiceClient
    • FeaturestoreOnlineServingServiceClient
    • FeaturestoreServiceClient
    • IndexEndpointServiceClient
    • IndexServiceClient
    • JobServiceClient
    • MetadataServiceClient
    • MigrationServiceClient
    • ModelServiceClient
    • PipelineServiceClient
    • PredictionServiceClient
    • SpecialistPoolServiceClient
    • TensorboardServiceClient
    • VizierServiceClient
  • alloydb
  • api-gateway
  • apigee-connect
  • apigee-registry
  • apikeys
  • appconnections
  • appconnectors
  • appengine-admin
  • appgateways
  • apphub
  • area120-tables
  • artifact-registry
  • asset
  • assured-workloads
  • automl
  • bare-metal-solution
  • batch
  • bigquery
  • bigquery-analyticshub
  • bigquery-connection
  • bigquery-data-exchange
  • bigquery-data-transfer
  • bigquery-datapolicies
  • bigquery-migration
  • bigquery-reservation
  • bigquery-storage
  • bigtable
  • billing
  • billing-budgets
  • binary-authorization
  • certificate-manager
  • channel
  • clientconnectorservices
  • clientgateways
  • cloudbuild
  • cloudcontrolspartner
  • cloudprofiler
  • cloudquotas
  • code-suggester
  • common
  • common
  • compute
  • confidentialcomputing
  • config
  • connect-datastore
  • connect-firestore
  • contact-center-insights
  • container
  • containeranalysis
  • contentwarehouse
  • data
  • data-fusion
  • data-qna
  • datacatalog
  • dataflow
  • dataform
  • datalabeling
  • dataplex
  • dataproc
  • dataproc-metastore
  • datastore
  • datastream
  • debug-agent
  • deploy
  • dialogflow
  • dialogflow-cx
  • discoveryengine
  • dlp
  • dms
  • dns
  • documentai
  • domains
  • edgenetwork
  • error-reporting
  • essential-contacts
  • eventarc
  • eventarc-publishing
  • filestore
  • firestore
  • functions
  • game-servers
  • gaxios
  • gce-images
  • gcp-metadata
  • gcs-resumable-upload
  • gke-backup
  • gke-connect-gateway
  • gke-hub
  • gkemulticloud
  • google-cloud-kvstore
  • google-proto-files
  • googleapis-common
  • grafeas
  • gsuiteaddons
  • gtoken
  • iam
  • iam-credentials
  • iap
  • ids
  • iot
  • kms
  • kms-inventory
  • language
  • life-sciences
  • lineage
  • livestream
  • local-auth
  • logging
  • logging-bunyan
  • logging-winston
  • managed-identities
  • maps-platform-datasets
  • media-translation
  • memcache
  • monitoring
  • monitoring-dashboards
  • netapp
  • network-connectivity
  • network-management
  • network-security
  • networkservices
  • notebooks
  • optimization
  • orchestration-airflow
  • org-policy