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)

Keyword-Only Parameters

Name Description
input_data
<xref:azure.ai.ml.entities.Input>

The data for which drift will be calculated
data_context
MonitorDatasetContext

The context of the input dataset. Possible values include: model_inputs, model_outputs, training, test, validation, ground_truth

Default value: None
pre_processing_component
string

ARM resource ID of the component resource used to preprocess the data.

Default value: None
data_window
BaselineDataRange

The number of days or a time frame that a single monitor looks back over the target.

Default value: None
data_column_names
Optional[Dict[str, str]]

The names of the columns in the dataset. Defaults to None.

Default value: None