Google Cloud Pipeline Components are released in two phases:
- Experimental: These components are feature complete but might subject to breaking interface changes or bugs. Also, the components are not guaranteed to run in enterprise environments (for example, within VPC-SC perimeters).
- 1.0 and beyond: These components have a stable interface and are ready to be used in a production environment.
1.0 components
Vertex AI components
The Google Cloud Pipeline Components SDK includes the following operators related to Vertex AI:
EndpointCreateOp
ModelBatchPredictOp
ModelDeployOp
ModelUploadOp
HyperparameterTuningJobRunOp
CustomTrainingJobOp
create_custom_training_job_from_component
*
* | A utility function to convert a container or Python component into a custom training job component. |
The Google Cloud Pipeline Components SDK also includes the following operators related to AutoML
dataset
resource management:
ImageDatasetCreateOp
ImageDatasetExportDataOp
TabularDatasetCreateOp
TabularDatasetExportDataOp
TextDatasetCreateOp
TextDatasetImportDataOp
TextDatasetExportDataOp
VideoDatasetCreateOp
VideoDatasetImportDataOp
VideoDatasetExportDataOp
ImageDatasetImportDataOp
TimeSeriesDatasetCreateOp
TimeSeriesDatasetExportDataOp
VertexNotificationEmailOp
BigQuery ML components
BigqueryCreateModelJobOp
BigqueryDetectAnomaliesModelJobOp
BigqueryDropModelJobOp
BigqueryEvaluateModelJobOp
BigqueryExplainForecastModelJobOp
BigqueryExplainPredictModelJobOp
BigqueryExportModelJobOp
BigqueryForecastModelJobOp
BigqueryForecastModelJobOp
BigqueryMLAdvancedWeightsJobOp
BigqueryMLArimaCoefficientsJobOp
BigqueryMLArimaEvaluateJobOp
BigqueryMLCentroidsJobOp
BigqueryMLConfusionMatrixJobOp
BigqueryMLFeatureImportanceJobOp
BigqueryMLFeatureInfoJobOp
BigqueryMLGlobalExplainJobOp
BigqueryMLPrincipalComponentInfoJobOp
BigqueryMLPrincipalComponentsJobOp
BigqueryMLRecommendJobOp
BigqueryMLReconstructionLossJobOp
BigqueryMLRocCurveJobOp
BigqueryMLTrainingInfoJobOp
BigqueryMLTrialInfoJobOp
BigqueryMLWeightsJobOp
BigqueryPredictModelJobOp
BigqueryQueryJobOp
Dataproc Serverless components
The Google Cloud Pipeline Components SDK includes the following operators related to Dataproc Serverless:
Other Google Cloud components
The Google Cloud Pipeline Components SDK includes the following operators related to Google Cloud:
Experimental components
Vertex AI components
The Google Cloud Pipeline Components SDK includes the following operators related to Vertex AI:
AutoML components
The Google Cloud Pipeline Components SDK includes the following operators related to AutoML model
resource creation:
AutoMLImageTrainingJobRunOp
AutoMLTextTrainingJobRunOp
AutoMLTabularTrainingJobRunOp
AutoMLVideoTrainingJobRunOp
AutoMLForecastingTrainingJobRunOp
The Google Cloud Pipeline Components SDK also includes the following operators related to AutoML tabular data:
CvTrainerOp
InfraValidatorOp
Stage1TunerOp
EnsembleOp
StatsAndExampleGenOp
FeatureSelectionOp
TransformOp
FinalizerOp
Forecasting components
The Google Cloud Pipeline Components SDK includes the following operators related to forecasting:
What's next
- See the following reference pages for specific Google Cloud Pipeline Components information: