ReferenceData Class

Reference Data

Constructor

ReferenceData(*, input_data: Input, data_context: MonitorDatasetContext | None = None, pre_processing_component: str | None = None, data_window: BaselineDataRange | None = None, data_column_names: Dict[str, str] | None = None)

Parameters

Name	Description
input_data Required	The data for which drift will be calculated
data_context Required	The context of the input dataset. Possible values include: model_inputs, model_outputs, training, test, validation, ground_truth
pre_processing_component Required	string ARM resource ID of the component resource used to preprocess the data.
target_column_name Required	string The name of the target column in the dataset.
data_window Required	The number of days or a time frame that a single monitor looks back over the target.

Keyword-Only Parameters

Name	Description
input_data Required
data_context Required
pre_processing_component Required
data_window Required
data_column_names Required