Reference documentation and code samples for the Google Cloud Ai Platform V1 Client class ModelMonitoringObjectiveConfig.
The objective configuration for model monitoring, including the information needed to detect anomalies for one particular model.
Generated from protobuf message google.cloud.aiplatform.v1.ModelMonitoringObjectiveConfig
Namespace
Google \ Cloud \ AIPlatform \ V1Methods
__construct
Constructor.
| Parameters | |
|---|---|
| Name | Description |
data |
array
Optional. Data for populating the Message object. |
↳ training_dataset |
ModelMonitoringObjectiveConfig\TrainingDataset
Training dataset for models. This field has to be set only if TrainingPredictionSkewDetectionConfig is specified. |
↳ training_prediction_skew_detection_config |
ModelMonitoringObjectiveConfig\TrainingPredictionSkewDetectionConfig
The config for skew between training data and prediction data. |
↳ prediction_drift_detection_config |
ModelMonitoringObjectiveConfig\PredictionDriftDetectionConfig
The config for drift of prediction data. |
↳ explanation_config |
ModelMonitoringObjectiveConfig\ExplanationConfig
The config for integrating with Vertex Explainable AI. |
getTrainingDataset
Training dataset for models. This field has to be set only if TrainingPredictionSkewDetectionConfig is specified.
| Returns | |
|---|---|
| Type | Description |
ModelMonitoringObjectiveConfig\TrainingDataset|null |
|
hasTrainingDataset
clearTrainingDataset
setTrainingDataset
Training dataset for models. This field has to be set only if TrainingPredictionSkewDetectionConfig is specified.
| Parameter | |
|---|---|
| Name | Description |
var |
ModelMonitoringObjectiveConfig\TrainingDataset
|
| Returns | |
|---|---|
| Type | Description |
$this |
|
getTrainingPredictionSkewDetectionConfig
The config for skew between training data and prediction data.
| Returns | |
|---|---|
| Type | Description |
ModelMonitoringObjectiveConfig\TrainingPredictionSkewDetectionConfig|null |
|
hasTrainingPredictionSkewDetectionConfig
clearTrainingPredictionSkewDetectionConfig
setTrainingPredictionSkewDetectionConfig
The config for skew between training data and prediction data.
| Parameter | |
|---|---|
| Name | Description |
var |
ModelMonitoringObjectiveConfig\TrainingPredictionSkewDetectionConfig
|
| Returns | |
|---|---|
| Type | Description |
$this |
|
getPredictionDriftDetectionConfig
The config for drift of prediction data.
| Returns | |
|---|---|
| Type | Description |
ModelMonitoringObjectiveConfig\PredictionDriftDetectionConfig|null |
|
hasPredictionDriftDetectionConfig
clearPredictionDriftDetectionConfig
setPredictionDriftDetectionConfig
The config for drift of prediction data.
| Parameter | |
|---|---|
| Name | Description |
var |
ModelMonitoringObjectiveConfig\PredictionDriftDetectionConfig
|
| Returns | |
|---|---|
| Type | Description |
$this |
|
getExplanationConfig
The config for integrating with Vertex Explainable AI.
| Returns | |
|---|---|
| Type | Description |
ModelMonitoringObjectiveConfig\ExplanationConfig|null |
|
hasExplanationConfig
clearExplanationConfig
setExplanationConfig
The config for integrating with Vertex Explainable AI.
| Parameter | |
|---|---|
| Name | Description |
var |
ModelMonitoringObjectiveConfig\ExplanationConfig
|
| Returns | |
|---|---|
| Type | Description |
$this |
|