@@ -4,3 +4,4 @@ Google Cloud Aiplatform SDK
 .. automodule:: google.cloud.aiplatform
 :members:
 :show-inheritance:
+:inherited-members:

@@ -5150,94 +5150,6 @@ class AutoMLForecastingTrainingJob(_ForecastingTrainingJob):
 _training_task_definition = schema.training_job.definition.automl_forecasting
 _supported_training_schemas = (schema.training_job.definition.automl_forecasting,)
 
-def run(
-self,
-dataset: datasets.TimeSeriesDataset,
-target_column: str,
-time_column: str,
-time_series_identifier_column: str,
-unavailable_at_forecast_columns: List[str],
-available_at_forecast_columns: List[str],
-forecast_horizon: int,
-data_granularity_unit: str,
-data_granularity_count: int,
-training_fraction_split: Optional[float] = None,
-validation_fraction_split: Optional[float] = None,
-test_fraction_split: Optional[float] = None,
-predefined_split_column_name: Optional[str] = None,
-timestamp_split_column_name: Optional[str] = None,
-weight_column: Optional[str] = None,
-time_series_attribute_columns: Optional[List[str]] = None,
-context_window: Optional[int] = None,
-export_evaluated_data_items: bool = False,
-export_evaluated_data_items_bigquery_destination_uri: Optional[str] = None,
-export_evaluated_data_items_override_destination: bool = False,
-quantiles: Optional[List[float]] = None,
-validation_options: Optional[str] = None,
-budget_milli_node_hours: int = 1000,
-model_display_name: Optional[str] = None,
-model_labels: Optional[Dict[str, str]] = None,
-model_id: Optional[str] = None,
-parent_model: Optional[str] = None,
-is_default_version: Optional[bool] = True,
-model_version_aliases: Optional[Sequence[str]] = None,
-model_version_description: Optional[str] = None,
-additional_experiments: Optional[List[str]] = None,
-hierarchy_group_columns: Optional[List[str]] = None,
-hierarchy_group_total_weight: Optional[float] = None,
-hierarchy_temporal_total_weight: Optional[float] = None,
-hierarchy_group_temporal_total_weight: Optional[float] = None,
-window_column: Optional[str] = None,
-window_stride_length: Optional[int] = None,
-window_max_count: Optional[int] = None,
-holiday_regions: Optional[List[str]] = None,
-sync: bool = True,
-create_request_timeout: Optional[float] = None,
-) -> models.Model:
-return super().run(
-dataset=dataset,
-target_column=target_column,
-time_column=time_column,
-time_series_identifier_column=time_series_identifier_column,
-unavailable_at_forecast_columns=unavailable_at_forecast_columns,
-available_at_forecast_columns=available_at_forecast_columns,
-forecast_horizon=forecast_horizon,
-data_granularity_unit=data_granularity_unit,
-data_granularity_count=data_granularity_count,
-training_fraction_split=training_fraction_split,
-validation_fraction_split=validation_fraction_split,
-test_fraction_split=test_fraction_split,
-predefined_split_column_name=predefined_split_column_name,
-timestamp_split_column_name=timestamp_split_column_name,
-weight_column=weight_column,
-time_series_attribute_columns=time_series_attribute_columns,
-context_window=context_window,
-budget_milli_node_hours=budget_milli_node_hours,
-export_evaluated_data_items=export_evaluated_data_items,
-export_evaluated_data_items_bigquery_destination_uri=export_evaluated_data_items_bigquery_destination_uri,
-export_evaluated_data_items_override_destination=export_evaluated_data_items_override_destination,
-quantiles=quantiles,
-validation_options=validation_options,
-model_display_name=model_display_name,
-model_labels=model_labels,
-model_id=model_id,
-parent_model=parent_model,
-is_default_version=is_default_version,
-model_version_aliases=model_version_aliases,
-model_version_description=model_version_description,
-additional_experiments=additional_experiments,
-hierarchy_group_columns=hierarchy_group_columns,
-hierarchy_group_total_weight=hierarchy_group_total_weight,
-hierarchy_temporal_total_weight=hierarchy_temporal_total_weight,
-hierarchy_group_temporal_total_weight=hierarchy_group_temporal_total_weight,
-window_column=window_column,
-window_stride_length=window_stride_length,
-window_max_count=window_max_count,
-holiday_regions=holiday_regions,
-sync=sync,
-create_request_timeout=create_request_timeout,
-)
-
 
 class SequenceToSequencePlusForecastingTrainingJob(_ForecastingTrainingJob):
 _model_type = "Seq2Seq"
@@ -5246,94 +5158,6 @@ class SequenceToSequencePlusForecastingTrainingJob(_ForecastingTrainingJob):
 schema.training_job.definition.seq2seq_plus_forecasting,
 )
 
-def run(
-self,
-dataset: datasets.TimeSeriesDataset,
-target_column: str,
-time_column: str,
-time_series_identifier_column: str,
-unavailable_at_forecast_columns: List[str],
-available_at_forecast_columns: List[str],
-forecast_horizon: int,
-data_granularity_unit: str,
-data_granularity_count: int,
-training_fraction_split: Optional[float] = None,
-validation_fraction_split: Optional[float] = None,
-test_fraction_split: Optional[float] = None,
-predefined_split_column_name: Optional[str] = None,
-timestamp_split_column_name: Optional[str] = None,
-weight_column: Optional[str] = None,
-time_series_attribute_columns: Optional[List[str]] = None,
-context_window: Optional[int] = None,
-export_evaluated_data_items: bool = False,
-export_evaluated_data_items_bigquery_destination_uri: Optional[str] = None,
-export_evaluated_data_items_override_destination: bool = False,
-quantiles: Optional[List[float]] = None,
-validation_options: Optional[str] = None,
-budget_milli_node_hours: int = 1000,
-model_display_name: Optional[str] = None,
-model_labels: Optional[Dict[str, str]] = None,
-model_id: Optional[str] = None,
-parent_model: Optional[str] = None,
-is_default_version: Optional[bool] = True,
-model_version_aliases: Optional[Sequence[str]] = None,
-model_version_description: Optional[str] = None,
-additional_experiments: Optional[List[str]] = None,
-hierarchy_group_columns: Optional[List[str]] = None,
-hierarchy_group_total_weight: Optional[float] = None,
-hierarchy_temporal_total_weight: Optional[float] = None,
-hierarchy_group_temporal_total_weight: Optional[float] = None,
-window_column: Optional[str] = None,
-window_stride_length: Optional[int] = None,
-window_max_count: Optional[int] = None,
-holiday_regions: Optional[List[str]] = None,
-sync: bool = True,
-create_request_timeout: Optional[float] = None,
-) -> models.Model:
-return super().run(
-dataset=dataset,
-target_column=target_column,
-time_column=time_column,
-time_series_identifier_column=time_series_identifier_column,
-unavailable_at_forecast_columns=unavailable_at_forecast_columns,
-available_at_forecast_columns=available_at_forecast_columns,
-forecast_horizon=forecast_horizon,
-data_granularity_unit=data_granularity_unit,
-data_granularity_count=data_granularity_count,
-training_fraction_split=training_fraction_split,
-validation_fraction_split=validation_fraction_split,
-test_fraction_split=test_fraction_split,
-predefined_split_column_name=predefined_split_column_name,
-timestamp_split_column_name=timestamp_split_column_name,
-model_id=model_id,
-parent_model=parent_model,
-is_default_version=is_default_version,
-model_version_aliases=model_version_aliases,
-model_version_description=model_version_description,
-weight_column=weight_column,
-time_series_attribute_columns=time_series_attribute_columns,
-context_window=context_window,
-budget_milli_node_hours=budget_milli_node_hours,
-export_evaluated_data_items=export_evaluated_data_items,
-export_evaluated_data_items_bigquery_destination_uri=export_evaluated_data_items_bigquery_destination_uri,
-export_evaluated_data_items_override_destination=export_evaluated_data_items_override_destination,
-quantiles=quantiles,
-validation_options=validation_options,
-model_display_name=model_display_name,
-model_labels=model_labels,
-additional_experiments=additional_experiments,
-hierarchy_group_columns=hierarchy_group_columns,
-hierarchy_group_total_weight=hierarchy_group_total_weight,
-hierarchy_temporal_total_weight=hierarchy_temporal_total_weight,
-hierarchy_group_temporal_total_weight=hierarchy_group_temporal_total_weight,
-window_column=window_column,
-window_stride_length=window_stride_length,
-window_max_count=window_max_count,
-holiday_regions=holiday_regions,
-sync=sync,
-create_request_timeout=create_request_timeout,
-)
-
 
 class AutoMLImageTrainingJob(_TrainingJob):
 _supported_training_schemas = (