Package com.google.cloud.aiplatform.v1
Class ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig
java.lang.Object
com.google.protobuf.AbstractMessageLite
com.google.protobuf.AbstractMessage
com.google.protobuf.GeneratedMessage
com.google.cloud.aiplatform.v1.ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig
- All Implemented Interfaces:
ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfigOrBuilder,com.google.protobuf.Message,com.google.protobuf.MessageLite,com.google.protobuf.MessageLiteOrBuilder,com.google.protobuf.MessageOrBuilder,Serializable
- Enclosing class:
- ModelMonitoringObjectiveConfig
public static final class ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig
extends com.google.protobuf.GeneratedMessage
implements ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfigOrBuilder
The config for Prediction data drift detection.Protobuf type
google.cloud.aiplatform.v1.ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig- See Also:
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Nested Class Summary
Nested ClassesModifier and TypeClassDescriptionstatic final classThe config for Prediction data drift detection.Nested classes/interfaces inherited from class com.google.protobuf.GeneratedMessage
com.google.protobuf.GeneratedMessage.ExtendableBuilder<MessageT extends com.google.protobuf.GeneratedMessage.ExtendableMessage<MessageT>,BuilderT extends com.google.protobuf.GeneratedMessage.ExtendableBuilder<MessageT, BuilderT>>, com.google.protobuf.GeneratedMessage.ExtendableMessage<MessageT extends com.google.protobuf.GeneratedMessage.ExtendableMessage<MessageT>>, com.google.protobuf.GeneratedMessage.ExtendableMessageOrBuilder<MessageT extends com.google.protobuf.GeneratedMessage.ExtendableMessage<MessageT>>, com.google.protobuf.GeneratedMessage.FieldAccessorTable, com.google.protobuf.GeneratedMessage.GeneratedExtension<ContainingT extends com.google.protobuf.Message, T extends Object>, com.google.protobuf.GeneratedMessage.UnusedPrivateParameter Nested classes/interfaces inherited from class com.google.protobuf.AbstractMessage
com.google.protobuf.AbstractMessage.BuilderParentNested classes/interfaces inherited from class com.google.protobuf.AbstractMessageLite
com.google.protobuf.AbstractMessageLite.InternalOneOfEnum -
Field Summary
FieldsModifier and TypeFieldDescriptionstatic final intstatic final intstatic final intFields inherited from class com.google.protobuf.GeneratedMessage
alwaysUseFieldBuilders, loggedPre22TypeNames, unknownFieldsFields inherited from class com.google.protobuf.AbstractMessage
memoizedSizeFields inherited from class com.google.protobuf.AbstractMessageLite
memoizedHashCode -
Method Summary
Modifier and TypeMethodDescriptionbooleanKey is the feature name and value is the threshold.booleanKey is the feature name and value is the threshold.booleanDeprecated.intKey is the feature name and value is the threshold.Key is the feature name and value is the threshold.getAttributionScoreDriftThresholdsOrDefault(String key, ThresholdConfig defaultValue) Key is the feature name and value is the threshold.Key is the feature name and value is the threshold.Drift anomaly detection threshold used by all features.Drift anomaly detection threshold used by all features.static final com.google.protobuf.Descriptors.DescriptorDeprecated.intKey is the feature name and value is the threshold.Key is the feature name and value is the threshold.getDriftThresholdsOrDefault(String key, ThresholdConfig defaultValue) Key is the feature name and value is the threshold.Key is the feature name and value is the threshold.com.google.protobuf.Parser<ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig>intbooleanDrift anomaly detection threshold used by all features.inthashCode()protected com.google.protobuf.GeneratedMessage.FieldAccessorTableprotected com.google.protobuf.MapFieldReflectionAccessorinternalGetMapFieldReflection(int number) final booleannewBuilderForType(com.google.protobuf.AbstractMessage.BuilderParent parent) parseDelimitedFrom(InputStream input) parseDelimitedFrom(InputStream input, com.google.protobuf.ExtensionRegistryLite extensionRegistry) parseFrom(byte[] data) parseFrom(byte[] data, com.google.protobuf.ExtensionRegistryLite extensionRegistry) parseFrom(com.google.protobuf.ByteString data) parseFrom(com.google.protobuf.ByteString data, com.google.protobuf.ExtensionRegistryLite extensionRegistry) parseFrom(com.google.protobuf.CodedInputStream input) parseFrom(com.google.protobuf.CodedInputStream input, com.google.protobuf.ExtensionRegistryLite extensionRegistry) parseFrom(InputStream input) parseFrom(InputStream input, com.google.protobuf.ExtensionRegistryLite extensionRegistry) parseFrom(ByteBuffer data) parseFrom(ByteBuffer data, com.google.protobuf.ExtensionRegistryLite extensionRegistry) static com.google.protobuf.Parser<ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig>parser()voidwriteTo(com.google.protobuf.CodedOutputStream output) Methods inherited from class com.google.protobuf.GeneratedMessage
canUseUnsafe, computeStringSize, computeStringSizeNoTag, emptyBooleanList, emptyDoubleList, emptyFloatList, emptyIntList, emptyList, emptyLongList, getAllFields, getDescriptorForType, getField, getOneofFieldDescriptor, getRepeatedField, getRepeatedFieldCount, getUnknownFields, hasField, hasOneof, internalGetMapField, isStringEmpty, makeExtensionsImmutable, makeMutableCopy, makeMutableCopy, mergeFromAndMakeImmutableInternal, newFileScopedGeneratedExtension, newInstance, newMessageScopedGeneratedExtension, parseDelimitedWithIOException, parseDelimitedWithIOException, parseUnknownField, parseUnknownFieldProto3, parseWithIOException, parseWithIOException, parseWithIOException, parseWithIOException, serializeBooleanMapTo, serializeIntegerMapTo, serializeLongMapTo, serializeStringMapTo, writeReplace, writeString, writeStringNoTagMethods inherited from class com.google.protobuf.AbstractMessage
findInitializationErrors, getInitializationErrorString, hashFields, toStringMethods inherited from class com.google.protobuf.AbstractMessageLite
addAll, checkByteStringIsUtf8, toByteArray, toByteString, writeDelimitedTo, writeToMethods inherited from class java.lang.Object
clone, finalize, getClass, notify, notifyAll, wait, wait, waitMethods inherited from interface com.google.protobuf.MessageLite
toByteArray, toByteString, writeDelimitedTo, writeToMethods inherited from interface com.google.protobuf.MessageOrBuilder
findInitializationErrors, getAllFields, getDescriptorForType, getField, getInitializationErrorString, getOneofFieldDescriptor, getRepeatedField, getRepeatedFieldCount, getUnknownFields, hasField, hasOneof
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Field Details
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DRIFT_THRESHOLDS_FIELD_NUMBER
public static final int DRIFT_THRESHOLDS_FIELD_NUMBER- See Also:
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ATTRIBUTION_SCORE_DRIFT_THRESHOLDS_FIELD_NUMBER
public static final int ATTRIBUTION_SCORE_DRIFT_THRESHOLDS_FIELD_NUMBER- See Also:
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DEFAULT_DRIFT_THRESHOLD_FIELD_NUMBER
public static final int DEFAULT_DRIFT_THRESHOLD_FIELD_NUMBER- See Also:
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Method Details
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getDescriptor
public static final com.google.protobuf.Descriptors.Descriptor getDescriptor() -
internalGetMapFieldReflection
protected com.google.protobuf.MapFieldReflectionAccessor internalGetMapFieldReflection(int number) - Overrides:
internalGetMapFieldReflectionin classcom.google.protobuf.GeneratedMessage
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internalGetFieldAccessorTable
protected com.google.protobuf.GeneratedMessage.FieldAccessorTable internalGetFieldAccessorTable()- Specified by:
internalGetFieldAccessorTablein classcom.google.protobuf.GeneratedMessage
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getDriftThresholdsCount
public int getDriftThresholdsCount()Description copied from interface:ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfigOrBuilderKey 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;- Specified by:
getDriftThresholdsCountin interfaceModelMonitoringObjectiveConfig.PredictionDriftDetectionConfigOrBuilder
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containsDriftThresholds
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;- Specified by:
containsDriftThresholdsin interfaceModelMonitoringObjectiveConfig.PredictionDriftDetectionConfigOrBuilder
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getDriftThresholds
Deprecated.UsegetDriftThresholdsMap()instead.- Specified by:
getDriftThresholdsin interfaceModelMonitoringObjectiveConfig.PredictionDriftDetectionConfigOrBuilder
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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;- Specified by:
getDriftThresholdsMapin interfaceModelMonitoringObjectiveConfig.PredictionDriftDetectionConfigOrBuilder
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getDriftThresholdsOrDefault
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;- Specified by:
getDriftThresholdsOrDefaultin interfaceModelMonitoringObjectiveConfig.PredictionDriftDetectionConfigOrBuilder
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getDriftThresholdsOrThrow
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;- Specified by:
getDriftThresholdsOrThrowin interfaceModelMonitoringObjectiveConfig.PredictionDriftDetectionConfigOrBuilder
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getAttributionScoreDriftThresholdsCount
public int getAttributionScoreDriftThresholdsCount()Description copied from interface:ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfigOrBuilderKey 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;- Specified by:
getAttributionScoreDriftThresholdsCountin interfaceModelMonitoringObjectiveConfig.PredictionDriftDetectionConfigOrBuilder
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containsAttributionScoreDriftThresholds
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;- Specified by:
containsAttributionScoreDriftThresholdsin interfaceModelMonitoringObjectiveConfig.PredictionDriftDetectionConfigOrBuilder
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getAttributionScoreDriftThresholds
Deprecated.UsegetAttributionScoreDriftThresholdsMap()instead.- Specified by:
getAttributionScoreDriftThresholdsin interfaceModelMonitoringObjectiveConfig.PredictionDriftDetectionConfigOrBuilder
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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;- Specified by:
getAttributionScoreDriftThresholdsMapin interfaceModelMonitoringObjectiveConfig.PredictionDriftDetectionConfigOrBuilder
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getAttributionScoreDriftThresholdsOrDefault
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; -
getAttributionScoreDriftThresholdsOrThrow
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;- Specified by:
getAttributionScoreDriftThresholdsOrThrowin interfaceModelMonitoringObjectiveConfig.PredictionDriftDetectionConfigOrBuilder
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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;- Specified by:
hasDefaultDriftThresholdin interfaceModelMonitoringObjectiveConfig.PredictionDriftDetectionConfigOrBuilder- Returns:
- Whether the defaultDriftThreshold field is set.
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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;- Specified by:
getDefaultDriftThresholdin interfaceModelMonitoringObjectiveConfig.PredictionDriftDetectionConfigOrBuilder- Returns:
- The defaultDriftThreshold.
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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;- Specified by:
getDefaultDriftThresholdOrBuilderin interfaceModelMonitoringObjectiveConfig.PredictionDriftDetectionConfigOrBuilder
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isInitialized
public final boolean isInitialized()- Specified by:
isInitializedin interfacecom.google.protobuf.MessageLiteOrBuilder- Overrides:
isInitializedin classcom.google.protobuf.GeneratedMessage
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writeTo
- Specified by:
writeToin interfacecom.google.protobuf.MessageLite- Overrides:
writeToin classcom.google.protobuf.GeneratedMessage- Throws:
IOException
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getSerializedSize
public int getSerializedSize()- Specified by:
getSerializedSizein interfacecom.google.protobuf.MessageLite- Overrides:
getSerializedSizein classcom.google.protobuf.GeneratedMessage
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equals
- Specified by:
equalsin interfacecom.google.protobuf.Message- Overrides:
equalsin classcom.google.protobuf.AbstractMessage
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hashCode
public int hashCode()- Specified by:
hashCodein interfacecom.google.protobuf.Message- Overrides:
hashCodein classcom.google.protobuf.AbstractMessage
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parseFrom
public static ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig parseFrom(ByteBuffer data) throws com.google.protobuf.InvalidProtocolBufferException - Throws:
com.google.protobuf.InvalidProtocolBufferException
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parseFrom
public static ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig parseFrom(ByteBuffer data, com.google.protobuf.ExtensionRegistryLite extensionRegistry) throws com.google.protobuf.InvalidProtocolBufferException - Throws:
com.google.protobuf.InvalidProtocolBufferException
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parseFrom
public static ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig parseFrom(com.google.protobuf.ByteString data) throws com.google.protobuf.InvalidProtocolBufferException - Throws:
com.google.protobuf.InvalidProtocolBufferException
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parseFrom
public static ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig parseFrom(com.google.protobuf.ByteString data, com.google.protobuf.ExtensionRegistryLite extensionRegistry) throws com.google.protobuf.InvalidProtocolBufferException - Throws:
com.google.protobuf.InvalidProtocolBufferException
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parseFrom
public static ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig parseFrom(byte[] data) throws com.google.protobuf.InvalidProtocolBufferException - Throws:
com.google.protobuf.InvalidProtocolBufferException
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parseFrom
public static ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig parseFrom(byte[] data, com.google.protobuf.ExtensionRegistryLite extensionRegistry) throws com.google.protobuf.InvalidProtocolBufferException - Throws:
com.google.protobuf.InvalidProtocolBufferException
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parseFrom
public static ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig parseFrom(InputStream input) throws IOException - Throws:
IOException
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parseFrom
public static ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig parseFrom(InputStream input, com.google.protobuf.ExtensionRegistryLite extensionRegistry) throws IOException - Throws:
IOException
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parseDelimitedFrom
public static ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig parseDelimitedFrom(InputStream input) throws IOException - Throws:
IOException
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parseDelimitedFrom
public static ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig parseDelimitedFrom(InputStream input, com.google.protobuf.ExtensionRegistryLite extensionRegistry) throws IOException - Throws:
IOException
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parseFrom
public static ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig parseFrom(com.google.protobuf.CodedInputStream input) throws IOException - Throws:
IOException
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parseFrom
public static ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig parseFrom(com.google.protobuf.CodedInputStream input, com.google.protobuf.ExtensionRegistryLite extensionRegistry) throws IOException - Throws:
IOException
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newBuilderForType
- Specified by:
newBuilderForTypein interfacecom.google.protobuf.Message- Specified by:
newBuilderForTypein interfacecom.google.protobuf.MessageLite
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newBuilder
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newBuilder
public static ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig.Builder newBuilder(ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig prototype) -
toBuilder
- Specified by:
toBuilderin interfacecom.google.protobuf.Message- Specified by:
toBuilderin interfacecom.google.protobuf.MessageLite
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newBuilderForType
protected ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig.Builder newBuilderForType(com.google.protobuf.AbstractMessage.BuilderParent parent) - Overrides:
newBuilderForTypein classcom.google.protobuf.AbstractMessage
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getDefaultInstance
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parser
public static com.google.protobuf.Parser<ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig> parser() -
getParserForType
public com.google.protobuf.Parser<ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig> getParserForType()- Specified by:
getParserForTypein interfacecom.google.protobuf.Message- Specified by:
getParserForTypein interfacecom.google.protobuf.MessageLite- Overrides:
getParserForTypein classcom.google.protobuf.GeneratedMessage
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getDefaultInstanceForType
- Specified by:
getDefaultInstanceForTypein interfacecom.google.protobuf.MessageLiteOrBuilder- Specified by:
getDefaultInstanceForTypein interfacecom.google.protobuf.MessageOrBuilder
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