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public static final class ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig.Builder extends GeneratedMessageV3.Builder<ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig.Builder> implements ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfigOrBuilder
The config for Prediction data drift detection.
Protobuf type
google.cloud.aiplatform.v1.ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig
Inheritance
Object > AbstractMessageLite.Builder<MessageType,BuilderType> > AbstractMessage.Builder<BuilderType> > GeneratedMessageV3.Builder > ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig.BuilderInherited Members
Static Methods
getDescriptor()
public static final Descriptors.Descriptor getDescriptor()
Type | Description |
Descriptor |
Methods
addRepeatedField(Descriptors.FieldDescriptor field, Object value)
public ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig.Builder addRepeatedField(Descriptors.FieldDescriptor field, Object value)
Name | Description |
field | FieldDescriptor |
value | Object |
build()
public ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig build()
buildPartial()
public ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig buildPartial()
clear()
public ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig.Builder clear()
clearAttributionScoreDriftThresholds()
public ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig.Builder clearAttributionScoreDriftThresholds()
clearDefaultDriftThreshold()
public ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig.Builder clearDefaultDriftThreshold()
Drift anomaly detection threshold used by all features. When the per-feature thresholds are not set, this field can be used to specify a threshold for all features.
.google.cloud.aiplatform.v1.ThresholdConfig default_drift_threshold = 5;
clearDriftThresholds()
public ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig.Builder clearDriftThresholds()
clearField(Descriptors.FieldDescriptor field)
public ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig.Builder clearField(Descriptors.FieldDescriptor field)
Name | Description |
field | FieldDescriptor |
clearOneof(Descriptors.OneofDescriptor oneof)
public ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig.Builder clearOneof(Descriptors.OneofDescriptor oneof)
Name | Description |
oneof | OneofDescriptor |
clone()
public ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig.Builder clone()
containsAttributionScoreDriftThresholds(String key)
public boolean containsAttributionScoreDriftThresholds(String key)
Key is the feature name and value is the threshold. The threshold here is against attribution score distance between different time windows.
map<string, .google.cloud.aiplatform.v1.ThresholdConfig> attribution_score_drift_thresholds = 2;
Name | Description |
key | String |
Type | Description |
boolean |
containsDriftThresholds(String key)
public boolean containsDriftThresholds(String key)
Key is the feature name and value is the threshold. If a feature needs to be monitored for drift, a value threshold must be configured for that feature. The threshold here is against feature distribution distance between different time windws.
map<string, .google.cloud.aiplatform.v1.ThresholdConfig> drift_thresholds = 1;
Name | Description |
key | String |
Type | Description |
boolean |
getAttributionScoreDriftThresholds()
public Map<String,ThresholdConfig> getAttributionScoreDriftThresholds()
Use #getAttributionScoreDriftThresholdsMap() instead.
Type | Description |
Map<String,ThresholdConfig> |
getAttributionScoreDriftThresholdsCount()
public int getAttributionScoreDriftThresholdsCount()
Key is the feature name and value is the threshold. The threshold here is against attribution score distance between different time windows.
map<string, .google.cloud.aiplatform.v1.ThresholdConfig> attribution_score_drift_thresholds = 2;
Type | Description |
int |
getAttributionScoreDriftThresholdsMap()
public Map<String,ThresholdConfig> getAttributionScoreDriftThresholdsMap()
Key is the feature name and value is the threshold. The threshold here is against attribution score distance between different time windows.
map<string, .google.cloud.aiplatform.v1.ThresholdConfig> attribution_score_drift_thresholds = 2;
Type | Description |
Map<String,ThresholdConfig> |
getAttributionScoreDriftThresholdsOrDefault(String key, ThresholdConfig defaultValue)
public ThresholdConfig getAttributionScoreDriftThresholdsOrDefault(String key, ThresholdConfig defaultValue)
Key is the feature name and value is the threshold. The threshold here is against attribution score distance between different time windows.
map<string, .google.cloud.aiplatform.v1.ThresholdConfig> attribution_score_drift_thresholds = 2;
Name | Description |
key | String |
defaultValue | ThresholdConfig |
Type | Description |
ThresholdConfig |
getAttributionScoreDriftThresholdsOrThrow(String key)
public ThresholdConfig getAttributionScoreDriftThresholdsOrThrow(String key)
Key is the feature name and value is the threshold. The threshold here is against attribution score distance between different time windows.
map<string, .google.cloud.aiplatform.v1.ThresholdConfig> attribution_score_drift_thresholds = 2;
Name | Description |
key | String |
Type | Description |
ThresholdConfig |
getDefaultDriftThreshold()
public ThresholdConfig getDefaultDriftThreshold()
Drift anomaly detection threshold used by all features. When the per-feature thresholds are not set, this field can be used to specify a threshold for all features.
.google.cloud.aiplatform.v1.ThresholdConfig default_drift_threshold = 5;
Type | Description |
ThresholdConfig | The defaultDriftThreshold. |
getDefaultDriftThresholdBuilder()
public ThresholdConfig.Builder getDefaultDriftThresholdBuilder()
Drift anomaly detection threshold used by all features. When the per-feature thresholds are not set, this field can be used to specify a threshold for all features.
.google.cloud.aiplatform.v1.ThresholdConfig default_drift_threshold = 5;
Type | Description |
ThresholdConfig.Builder |
getDefaultDriftThresholdOrBuilder()
public ThresholdConfigOrBuilder getDefaultDriftThresholdOrBuilder()
Drift anomaly detection threshold used by all features. When the per-feature thresholds are not set, this field can be used to specify a threshold for all features.
.google.cloud.aiplatform.v1.ThresholdConfig default_drift_threshold = 5;
Type | Description |
ThresholdConfigOrBuilder |
getDefaultInstanceForType()
public ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig getDefaultInstanceForType()
getDescriptorForType()
public Descriptors.Descriptor getDescriptorForType()
Type | Description |
Descriptor |
getDriftThresholds()
public Map<String,ThresholdConfig> getDriftThresholds()
Use #getDriftThresholdsMap() instead.
Type | Description |
Map<String,ThresholdConfig> |
getDriftThresholdsCount()
public int getDriftThresholdsCount()
Key is the feature name and value is the threshold. If a feature needs to be monitored for drift, a value threshold must be configured for that feature. The threshold here is against feature distribution distance between different time windws.
map<string, .google.cloud.aiplatform.v1.ThresholdConfig> drift_thresholds = 1;
Type | Description |
int |
getDriftThresholdsMap()
public Map<String,ThresholdConfig> getDriftThresholdsMap()
Key is the feature name and value is the threshold. If a feature needs to be monitored for drift, a value threshold must be configured for that feature. The threshold here is against feature distribution distance between different time windws.
map<string, .google.cloud.aiplatform.v1.ThresholdConfig> drift_thresholds = 1;
Type | Description |
Map<String,ThresholdConfig> |
getDriftThresholdsOrDefault(String key, ThresholdConfig defaultValue)
public ThresholdConfig getDriftThresholdsOrDefault(String key, ThresholdConfig defaultValue)
Key is the feature name and value is the threshold. If a feature needs to be monitored for drift, a value threshold must be configured for that feature. The threshold here is against feature distribution distance between different time windws.
map<string, .google.cloud.aiplatform.v1.ThresholdConfig> drift_thresholds = 1;
Name | Description |
key | String |
defaultValue | ThresholdConfig |
Type | Description |
ThresholdConfig |
getDriftThresholdsOrThrow(String key)
public ThresholdConfig getDriftThresholdsOrThrow(String key)
Key is the feature name and value is the threshold. If a feature needs to be monitored for drift, a value threshold must be configured for that feature. The threshold here is against feature distribution distance between different time windws.
map<string, .google.cloud.aiplatform.v1.ThresholdConfig> drift_thresholds = 1;
Name | Description |
key | String |
Type | Description |
ThresholdConfig |
getMutableAttributionScoreDriftThresholds()
public Map<String,ThresholdConfig> getMutableAttributionScoreDriftThresholds()
Use alternate mutation accessors instead.
Type | Description |
Map<String,ThresholdConfig> |
getMutableDriftThresholds()
public Map<String,ThresholdConfig> getMutableDriftThresholds()
Use alternate mutation accessors instead.
Type | Description |
Map<String,ThresholdConfig> |
hasDefaultDriftThreshold()
public boolean hasDefaultDriftThreshold()
Drift anomaly detection threshold used by all features. When the per-feature thresholds are not set, this field can be used to specify a threshold for all features.
.google.cloud.aiplatform.v1.ThresholdConfig default_drift_threshold = 5;
Type | Description |
boolean | Whether the defaultDriftThreshold field is set. |
internalGetFieldAccessorTable()
protected GeneratedMessageV3.FieldAccessorTable internalGetFieldAccessorTable()
Type | Description |
FieldAccessorTable |
internalGetMapField(int number)
protected MapField internalGetMapField(int number)
Name | Description |
number | int |
Type | Description |
MapField |
internalGetMutableMapField(int number)
protected MapField internalGetMutableMapField(int number)
Name | Description |
number | int |
Type | Description |
MapField |
isInitialized()
public final boolean isInitialized()
Type | Description |
boolean |
mergeDefaultDriftThreshold(ThresholdConfig value)
public ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig.Builder mergeDefaultDriftThreshold(ThresholdConfig value)
Drift anomaly detection threshold used by all features. When the per-feature thresholds are not set, this field can be used to specify a threshold for all features.
.google.cloud.aiplatform.v1.ThresholdConfig default_drift_threshold = 5;
Name | Description |
value | ThresholdConfig |
mergeFrom(ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig other)
public ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig.Builder mergeFrom(ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig other)
Name | Description |
other | ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig |
mergeFrom(CodedInputStream input, ExtensionRegistryLite extensionRegistry)
public ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig.Builder mergeFrom(CodedInputStream input, ExtensionRegistryLite extensionRegistry)
Name | Description |
input | CodedInputStream |
extensionRegistry | ExtensionRegistryLite |
Type | Description |
IOException |
mergeFrom(Message other)
public ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig.Builder mergeFrom(Message other)
Name | Description |
other | Message |
mergeUnknownFields(UnknownFieldSet unknownFields)
public final ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig.Builder mergeUnknownFields(UnknownFieldSet unknownFields)
Name | Description |
unknownFields | UnknownFieldSet |
putAllAttributionScoreDriftThresholds(Map<String,ThresholdConfig> values)
public ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig.Builder putAllAttributionScoreDriftThresholds(Map<String,ThresholdConfig> values)
Key is the feature name and value is the threshold. The threshold here is against attribution score distance between different time windows.
map<string, .google.cloud.aiplatform.v1.ThresholdConfig> attribution_score_drift_thresholds = 2;
Name | Description |
values | Map<String,ThresholdConfig> |
putAllDriftThresholds(Map<String,ThresholdConfig> values)
public ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig.Builder putAllDriftThresholds(Map<String,ThresholdConfig> values)
Key is the feature name and value is the threshold. If a feature needs to be monitored for drift, a value threshold must be configured for that feature. The threshold here is against feature distribution distance between different time windws.
map<string, .google.cloud.aiplatform.v1.ThresholdConfig> drift_thresholds = 1;
Name | Description |
values | Map<String,ThresholdConfig> |
putAttributionScoreDriftThresholds(String key, ThresholdConfig value)
public ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig.Builder putAttributionScoreDriftThresholds(String key, ThresholdConfig value)
Key is the feature name and value is the threshold. The threshold here is against attribution score distance between different time windows.
map<string, .google.cloud.aiplatform.v1.ThresholdConfig> attribution_score_drift_thresholds = 2;
Name | Description |
key | String |
value | ThresholdConfig |
putDriftThresholds(String key, ThresholdConfig value)
public ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig.Builder putDriftThresholds(String key, ThresholdConfig value)
Key is the feature name and value is the threshold. If a feature needs to be monitored for drift, a value threshold must be configured for that feature. The threshold here is against feature distribution distance between different time windws.
map<string, .google.cloud.aiplatform.v1.ThresholdConfig> drift_thresholds = 1;
Name | Description |
key | String |
value | ThresholdConfig |
removeAttributionScoreDriftThresholds(String key)
public ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig.Builder removeAttributionScoreDriftThresholds(String key)
Key is the feature name and value is the threshold. The threshold here is against attribution score distance between different time windows.
map<string, .google.cloud.aiplatform.v1.ThresholdConfig> attribution_score_drift_thresholds = 2;
Name | Description |
key | String |
removeDriftThresholds(String key)
public ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig.Builder removeDriftThresholds(String key)
Key is the feature name and value is the threshold. If a feature needs to be monitored for drift, a value threshold must be configured for that feature. The threshold here is against feature distribution distance between different time windws.
map<string, .google.cloud.aiplatform.v1.ThresholdConfig> drift_thresholds = 1;
Name | Description |
key | String |
setDefaultDriftThreshold(ThresholdConfig value)
public ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig.Builder setDefaultDriftThreshold(ThresholdConfig value)
Drift anomaly detection threshold used by all features. When the per-feature thresholds are not set, this field can be used to specify a threshold for all features.
.google.cloud.aiplatform.v1.ThresholdConfig default_drift_threshold = 5;
Name | Description |
value | ThresholdConfig |
setDefaultDriftThreshold(ThresholdConfig.Builder builderForValue)
public ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig.Builder setDefaultDriftThreshold(ThresholdConfig.Builder builderForValue)
Drift anomaly detection threshold used by all features. When the per-feature thresholds are not set, this field can be used to specify a threshold for all features.
.google.cloud.aiplatform.v1.ThresholdConfig default_drift_threshold = 5;
Name | Description |
builderForValue | ThresholdConfig.Builder |
setField(Descriptors.FieldDescriptor field, Object value)
public ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig.Builder setField(Descriptors.FieldDescriptor field, Object value)
Name | Description |
field | FieldDescriptor |
value | Object |
setRepeatedField(Descriptors.FieldDescriptor field, int index, Object value)
public ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig.Builder setRepeatedField(Descriptors.FieldDescriptor field, int index, Object value)
Name | Description |
field | FieldDescriptor |
index | int |
value | Object |
setUnknownFields(UnknownFieldSet unknownFields)
public final ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig.Builder setUnknownFields(UnknownFieldSet unknownFields)
Name | Description |
unknownFields | UnknownFieldSet |