Google Cloud Pipeline Components list

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.

As of the v0.2 SDK release all Google Cloud Pipeline Components are in the experimental stage and will move to 1.0 in the future releases.

Experimental components

Vertex AI components

The Google Cloud Pipeline Components SDK includes the following operators related to Vertex AI:

  • EndpointCreateOp
  • ModelBatchPredictOp
  • ModelDeployOp
  • ModelUploadOp
  • HyperparameterTuningJobRunOp
  • NotebooksExecutorOp
  • create_custom_training_job_op_from_component*

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 includes the following operators related to AutoML dataset resource management:

  • ImageDatasetCreateOp
  • ImageDatasetExportDataOp
  • TabularDatasetCreateOp
  • TabularDatasetExportDataOp
  • TextDatasetCreateOp
  • TextDatasetImportDataOp
  • TextDatasetExportDataOp
  • VideoDatasetCreateOp
  • VideoDatasetImportDataOp
  • VideoDatasetExportDataOp
  • ImageDatasetImportDataOp
  • TimeSeriesDatasetCreateOp
  • TimeSeriesDatasetExportDataOp

Forecasting components

The Google Cloud Pipeline Components SDK includes the following operators related to Forecasting:

  • ForecastingPreprocessingOp
  • ForecastingValidationOp
  • ForecastingPrepareDataForTrainOp
  • ForecastingTrainingWithExperimentsOp

Other Google Cloud components

The Google Cloud Pipeline Components SDK includes the following operators related to Google Cloud:

  • DataflowPythonJobOp
  • WaitGcpResourcesOp

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