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ObjectiveSpec(
baseline_dataset: vertexai.resources.preview.ml_monitoring.spec.objective.MonitoringInput,
target_dataset: vertexai.resources.preview.ml_monitoring.spec.objective.MonitoringInput,
tabular_objective: typing.Optional[
vertexai.resources.preview.ml_monitoring.spec.objective.TabularObjective
] = None,
explanation_spec: typing.Optional[
google.cloud.aiplatform_v1beta1.types.explanation.ExplanationSpec
] = None,
)
Initializer for ObjectiveSpec.
Parameters |
|
---|---|
Name | Description |
baseline_dataset |
MonitoringInput
Required. Baseline datasets that are used by all the monitoring objectives. It could be the training dataset or production serving dataset from a previous period. |
target_dataset |
MonitoringInput
Required. Target dataset for monitoring analysis, it's used by all the monitoring objectives. |
tabular_objective |
TabularObjective
Optional. The tabular monitoring objective. |
explanation_spec |
explanation.ExplanationSpec
Optional. The explanation spec. This spec is required when the objectives spec includes feature attribution objectives. |