Struct ModelMonitoringObjectiveConfig

#[non_exhaustive]
pub struct ModelMonitoringObjectiveConfig {
    pub training_dataset: Option<TrainingDataset>,
    pub training_prediction_skew_detection_config: Option<TrainingPredictionSkewDetectionConfig>,
    pub prediction_drift_detection_config: Option<PredictionDriftDetectionConfig>,
    pub explanation_config: Option<ExplanationConfig>,
    /* private fields */
}

The objective configuration for model monitoring, including the information needed to detect anomalies for one particular model.

Fields (Non-exhaustive)

Non-exhaustive structs could have additional fields added in future. Therefore, non-exhaustive structs cannot be constructed in external crates using the traditional Struct { .. } syntax; cannot be matched against without a wildcard ..; and struct update syntax will not work.

training_dataset: Option<TrainingDataset>

Training dataset for models. This field has to be set only if TrainingPredictionSkewDetectionConfig is specified.

training_prediction_skew_detection_config: Option<TrainingPredictionSkewDetectionConfig>

The config for skew between training data and prediction data.

prediction_drift_detection_config: Option<PredictionDriftDetectionConfig>

The config for drift of prediction data.

explanation_config: Option<ExplanationConfig>

The config for integrating with Vertex Explainable AI.

Implementations

impl ModelMonitoringObjectiveConfig

pub fn new() -> Self

pub fn set_training_dataset<T: Into<Option<TrainingDataset>>>( self, v: T, ) -> Self

Sets the value of training_dataset.

pub fn set_training_prediction_skew_detection_config<T: Into<Option<TrainingPredictionSkewDetectionConfig>>>( self, v: T, ) -> Self

Sets the value of training_prediction_skew_detection_config.

pub fn set_prediction_drift_detection_config<T: Into<Option<PredictionDriftDetectionConfig>>>( self, v: T, ) -> Self

Sets the value of prediction_drift_detection_config.

pub fn set_explanation_config<T: Into<Option<ExplanationConfig>>>( self, v: T, ) -> Self

Sets the value of explanation_config.

Trait Implementations

impl Clone for ModelMonitoringObjectiveConfig

fn clone(&self) -> ModelMonitoringObjectiveConfig

Returns a copy of the value.

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source.

impl Debug for ModelMonitoringObjectiveConfig

fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter.

impl Default for ModelMonitoringObjectiveConfig

fn default() -> ModelMonitoringObjectiveConfig

Returns the “default value” for a type.

impl<'de> Deserialize<'de> for ModelMonitoringObjectiveConfig

where ModelMonitoringObjectiveConfig: Default,

fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>

where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer.

impl Message for ModelMonitoringObjectiveConfig

fn typename() -> &'static str

The typename of this message.

impl PartialEq for ModelMonitoringObjectiveConfig

fn eq(&self, other: &ModelMonitoringObjectiveConfig) -> bool

Tests for self and other values to be equal, and is used by ==.

fn ne(&self, other: &Rhs) -> bool

Tests for !=. The default implementation is almost always sufficient, and should not be overridden without very good reason.

impl Serialize for ModelMonitoringObjectiveConfig

fn serialize<__S>(&self, __serializer: __S) -> Result<__S::Ok, __S::Error>

where __S: Serializer,

Serialize this value into the given Serde serializer.

impl StructuralPartialEq for ModelMonitoringObjectiveConfig