Class ModelMonitoringObjectiveSpec.DataDriftSpec (3.54.0)

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public static final class ModelMonitoringObjectiveSpec.DataDriftSpec extends GeneratedMessageV3 implements ModelMonitoringObjectiveSpec.DataDriftSpecOrBuilder

Data drift monitoring spec. Data drift measures the distribution distance between the current dataset and a baseline dataset. A typical use case is to detect data drift between the recent production serving dataset and the training dataset, or to compare the recent production dataset with a dataset from a previous period.

Protobuf type google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveSpec.DataDriftSpec

Inheritance

Object > AbstractMessageLite<MessageType,BuilderType> > AbstractMessage > GeneratedMessageV3 > ModelMonitoringObjectiveSpec.DataDriftSpec

Implements

ModelMonitoringObjectiveSpec.DataDriftSpecOrBuilder

Inherited Members

AbstractMessage.equals(Object)

AbstractMessage.findInitializationErrors()

AbstractMessage.getInitializationErrorString()

AbstractMessage.hashBoolean(boolean)

AbstractMessage.hashCode()

AbstractMessage.hashEnum(Internal.EnumLite)

AbstractMessage.hashEnumList(List<? extends Internal.EnumLite>)

AbstractMessage.hashFields(int,Map<Descriptors.FieldDescriptor,Object>)

AbstractMessage.hashLong(long)

AbstractMessage.toString()

AbstractMessageLite.<T>addAll(Iterable<T>,Collection<? super T>)

AbstractMessageLite.<T>addAll(Iterable<T>,List<? super T>)

AbstractMessageLite.checkByteStringIsUtf8(ByteString)

AbstractMessageLite.toByteArray()

AbstractMessageLite.toByteString()

AbstractMessageLite.writeDelimitedTo(OutputStream)

AbstractMessageLite.writeTo(OutputStream)

com.google.protobuf.GeneratedMessageV3.<ListT>makeMutableCopy(ListT)

com.google.protobuf.GeneratedMessageV3.<ListT>makeMutableCopy(ListT,int)

GeneratedMessageV3.<M>parseDelimitedWithIOException(Parser<M>,InputStream)

GeneratedMessageV3.<M>parseDelimitedWithIOException(Parser<M>,InputStream,ExtensionRegistryLite)

GeneratedMessageV3.<M>parseWithIOException(Parser<M>,CodedInputStream)

GeneratedMessageV3.<M>parseWithIOException(Parser<M>,CodedInputStream,ExtensionRegistryLite)

GeneratedMessageV3.<M>parseWithIOException(Parser<M>,InputStream)

GeneratedMessageV3.<M>parseWithIOException(Parser<M>,InputStream,ExtensionRegistryLite)

com.google.protobuf.GeneratedMessageV3.<T>emptyList(java.lang.Class<T>)

GeneratedMessageV3.<V>serializeBooleanMapTo(CodedOutputStream,MapField<Boolean,V>,MapEntry<Boolean,V>,int)

GeneratedMessageV3.<V>serializeIntegerMapTo(CodedOutputStream,MapField<Integer,V>,MapEntry<Integer,V>,int)

GeneratedMessageV3.<V>serializeLongMapTo(CodedOutputStream,MapField<Long,V>,MapEntry<Long,V>,int)

GeneratedMessageV3.<V>serializeStringMapTo(CodedOutputStream,MapField<String,V>,MapEntry<String,V>,int)

GeneratedMessageV3.canUseUnsafe()

GeneratedMessageV3.computeStringSize(int,Object)

GeneratedMessageV3.computeStringSizeNoTag(Object)

GeneratedMessageV3.emptyBooleanList()

GeneratedMessageV3.emptyDoubleList()

GeneratedMessageV3.emptyFloatList()

GeneratedMessageV3.emptyIntList()

GeneratedMessageV3.emptyLongList()

GeneratedMessageV3.getAllFields()

GeneratedMessageV3.getDescriptorForType()

GeneratedMessageV3.getField(Descriptors.FieldDescriptor)

GeneratedMessageV3.getOneofFieldDescriptor(Descriptors.OneofDescriptor)

GeneratedMessageV3.getParserForType()

GeneratedMessageV3.getRepeatedField(Descriptors.FieldDescriptor,int)

GeneratedMessageV3.getRepeatedFieldCount(Descriptors.FieldDescriptor)

GeneratedMessageV3.getSerializedSize()

GeneratedMessageV3.getUnknownFields()

GeneratedMessageV3.hasField(Descriptors.FieldDescriptor)

GeneratedMessageV3.hasOneof(Descriptors.OneofDescriptor)

GeneratedMessageV3.internalGetFieldAccessorTable()

GeneratedMessageV3.internalGetMapField(int)

com.google.protobuf.GeneratedMessageV3.internalGetMapFieldReflection(int)

GeneratedMessageV3.isInitialized()

GeneratedMessageV3.isStringEmpty(Object)

GeneratedMessageV3.makeExtensionsImmutable()

GeneratedMessageV3.mergeFromAndMakeImmutableInternal(CodedInputStream,ExtensionRegistryLite)

GeneratedMessageV3.mutableCopy(Internal.BooleanList)

GeneratedMessageV3.mutableCopy(Internal.DoubleList)

GeneratedMessageV3.mutableCopy(Internal.FloatList)

GeneratedMessageV3.mutableCopy(Internal.IntList)

GeneratedMessageV3.mutableCopy(Internal.LongList)

GeneratedMessageV3.newBooleanList()

GeneratedMessageV3.newBuilderForType(AbstractMessage.BuilderParent)

GeneratedMessageV3.newBuilderForType(GeneratedMessageV3.BuilderParent)

GeneratedMessageV3.newDoubleList()

GeneratedMessageV3.newFloatList()

GeneratedMessageV3.newInstance(GeneratedMessageV3.UnusedPrivateParameter)

GeneratedMessageV3.newIntList()

GeneratedMessageV3.newLongList()

GeneratedMessageV3.parseUnknownField(CodedInputStream,UnknownFieldSet.Builder,ExtensionRegistryLite,int)

GeneratedMessageV3.parseUnknownFieldProto3(CodedInputStream,UnknownFieldSet.Builder,ExtensionRegistryLite,int)

GeneratedMessageV3.writeReplace()

GeneratedMessageV3.writeString(CodedOutputStream,int,Object)

GeneratedMessageV3.writeStringNoTag(CodedOutputStream,Object)

GeneratedMessageV3.writeTo(CodedOutputStream)

Object.clone()

Object.finalize()

Object.getClass()

Object.notify()

Object.notifyAll()

Object.wait()

Object.wait(long)

Object.wait(long,int)

Static Fields

CATEGORICAL_METRIC_TYPE_FIELD_NUMBER

public static final int CATEGORICAL_METRIC_TYPE_FIELD_NUMBER

Field Value
Type	Description
int

DEFAULT_CATEGORICAL_ALERT_CONDITION_FIELD_NUMBER

public static final int DEFAULT_CATEGORICAL_ALERT_CONDITION_FIELD_NUMBER

Field Value
Type	Description
int

DEFAULT_NUMERIC_ALERT_CONDITION_FIELD_NUMBER

public static final int DEFAULT_NUMERIC_ALERT_CONDITION_FIELD_NUMBER

Field Value
Type	Description
int

FEATURES_FIELD_NUMBER

public static final int FEATURES_FIELD_NUMBER

Field Value
Type	Description
int

FEATURE_ALERT_CONDITIONS_FIELD_NUMBER

public static final int FEATURE_ALERT_CONDITIONS_FIELD_NUMBER

Field Value
Type	Description
int

NUMERIC_METRIC_TYPE_FIELD_NUMBER

public static final int NUMERIC_METRIC_TYPE_FIELD_NUMBER

Field Value
Type	Description
int

Static Methods

getDefaultInstance()

public static ModelMonitoringObjectiveSpec.DataDriftSpec getDefaultInstance()

Returns
Type	Description
ModelMonitoringObjectiveSpec.DataDriftSpec

getDescriptor()

public static final Descriptors.Descriptor getDescriptor()

Returns
Type	Description
Descriptor

newBuilder()

public static ModelMonitoringObjectiveSpec.DataDriftSpec.Builder newBuilder()

Returns
Type	Description
ModelMonitoringObjectiveSpec.DataDriftSpec.Builder

newBuilder(ModelMonitoringObjectiveSpec.DataDriftSpec prototype)

public static ModelMonitoringObjectiveSpec.DataDriftSpec.Builder newBuilder(ModelMonitoringObjectiveSpec.DataDriftSpec prototype)

Parameter
Name	Description
prototype	ModelMonitoringObjectiveSpec.DataDriftSpec

Returns
Type	Description
ModelMonitoringObjectiveSpec.DataDriftSpec.Builder

parseDelimitedFrom(InputStream input)

public static ModelMonitoringObjectiveSpec.DataDriftSpec parseDelimitedFrom(InputStream input)

Parameter
Name	Description
input	InputStream

Returns
Type	Description
ModelMonitoringObjectiveSpec.DataDriftSpec

Exceptions
Type	Description
IOException

parseDelimitedFrom(InputStream input, ExtensionRegistryLite extensionRegistry)

public static ModelMonitoringObjectiveSpec.DataDriftSpec parseDelimitedFrom(InputStream input, ExtensionRegistryLite extensionRegistry)

Parameters
Name	Description
input	InputStream
extensionRegistry	ExtensionRegistryLite

Returns
Type	Description
ModelMonitoringObjectiveSpec.DataDriftSpec

Exceptions
Type	Description
IOException

parseFrom(byte[] data)

public static ModelMonitoringObjectiveSpec.DataDriftSpec parseFrom(byte[] data)

Parameter
Name	Description
data	byte[]

Returns
Type	Description
ModelMonitoringObjectiveSpec.DataDriftSpec

Exceptions
Type	Description
InvalidProtocolBufferException

parseFrom(byte[] data, ExtensionRegistryLite extensionRegistry)

public static ModelMonitoringObjectiveSpec.DataDriftSpec parseFrom(byte[] data, ExtensionRegistryLite extensionRegistry)

Parameters
Name	Description
data	byte[]
extensionRegistry	ExtensionRegistryLite

Returns
Type	Description
ModelMonitoringObjectiveSpec.DataDriftSpec

Exceptions
Type	Description
InvalidProtocolBufferException

parseFrom(ByteString data)

public static ModelMonitoringObjectiveSpec.DataDriftSpec parseFrom(ByteString data)

Parameter
Name	Description
data	ByteString

Returns
Type	Description
ModelMonitoringObjectiveSpec.DataDriftSpec

Exceptions
Type	Description
InvalidProtocolBufferException

parseFrom(ByteString data, ExtensionRegistryLite extensionRegistry)

public static ModelMonitoringObjectiveSpec.DataDriftSpec parseFrom(ByteString data, ExtensionRegistryLite extensionRegistry)

Parameters
Name	Description
data	ByteString
extensionRegistry	ExtensionRegistryLite

Returns
Type	Description
ModelMonitoringObjectiveSpec.DataDriftSpec

Exceptions
Type	Description
InvalidProtocolBufferException

parseFrom(CodedInputStream input)

public static ModelMonitoringObjectiveSpec.DataDriftSpec parseFrom(CodedInputStream input)

Parameter
Name	Description
input	CodedInputStream

Returns
Type	Description
ModelMonitoringObjectiveSpec.DataDriftSpec

Exceptions
Type	Description
IOException

parseFrom(CodedInputStream input, ExtensionRegistryLite extensionRegistry)

public static ModelMonitoringObjectiveSpec.DataDriftSpec parseFrom(CodedInputStream input, ExtensionRegistryLite extensionRegistry)

Parameters
Name	Description
input	CodedInputStream
extensionRegistry	ExtensionRegistryLite

Returns
Type	Description
ModelMonitoringObjectiveSpec.DataDriftSpec

Exceptions
Type	Description
IOException

parseFrom(InputStream input)

public static ModelMonitoringObjectiveSpec.DataDriftSpec parseFrom(InputStream input)

Parameter
Name	Description
input	InputStream

Returns
Type	Description
ModelMonitoringObjectiveSpec.DataDriftSpec

Exceptions
Type	Description
IOException

parseFrom(InputStream input, ExtensionRegistryLite extensionRegistry)

public static ModelMonitoringObjectiveSpec.DataDriftSpec parseFrom(InputStream input, ExtensionRegistryLite extensionRegistry)

Parameters
Name	Description
input	InputStream
extensionRegistry	ExtensionRegistryLite

Returns
Type	Description
ModelMonitoringObjectiveSpec.DataDriftSpec

Exceptions
Type	Description
IOException

parseFrom(ByteBuffer data)

public static ModelMonitoringObjectiveSpec.DataDriftSpec parseFrom(ByteBuffer data)

Parameter
Name	Description
data	ByteBuffer

Returns
Type	Description
ModelMonitoringObjectiveSpec.DataDriftSpec

Exceptions
Type	Description
InvalidProtocolBufferException

parseFrom(ByteBuffer data, ExtensionRegistryLite extensionRegistry)

public static ModelMonitoringObjectiveSpec.DataDriftSpec parseFrom(ByteBuffer data, ExtensionRegistryLite extensionRegistry)

Parameters
Name	Description
data	ByteBuffer
extensionRegistry	ExtensionRegistryLite

Returns
Type	Description
ModelMonitoringObjectiveSpec.DataDriftSpec

Exceptions
Type	Description
InvalidProtocolBufferException

parser()

public static Parser<ModelMonitoringObjectiveSpec.DataDriftSpec> parser()

Returns
Type	Description
Parser<DataDriftSpec>

Methods

containsFeatureAlertConditions(String key)

public boolean containsFeatureAlertConditions(String key)

Per feature alert condition will override default alert condition.

map<string, .google.cloud.aiplatform.v1beta1.ModelMonitoringAlertCondition> feature_alert_conditions = 6;

Parameter
Name	Description
key	String

Returns
Type	Description
boolean

equals(Object obj)

public boolean equals(Object obj)

Parameter
Name	Description
obj	Object

Returns
Type	Description
boolean

Overrides

AbstractMessage.equals(Object other)

getCategoricalMetricType()

public String getCategoricalMetricType()

Supported metrics type:

• l_infinity
• jensen_shannon_divergence

string categorical_metric_type = 2;

Returns
Type	Description
String	The categoricalMetricType.

getCategoricalMetricTypeBytes()

public ByteString getCategoricalMetricTypeBytes()

Supported metrics type:

• l_infinity
• jensen_shannon_divergence

string categorical_metric_type = 2;

Returns
Type	Description
ByteString	The bytes for categoricalMetricType.

getDefaultCategoricalAlertCondition()

public ModelMonitoringAlertCondition getDefaultCategoricalAlertCondition()

Default alert condition for all the categorical features.

.google.cloud.aiplatform.v1beta1.ModelMonitoringAlertCondition default_categorical_alert_condition = 4;

Returns
Type	Description
ModelMonitoringAlertCondition	The defaultCategoricalAlertCondition.

getDefaultCategoricalAlertConditionOrBuilder()

public ModelMonitoringAlertConditionOrBuilder getDefaultCategoricalAlertConditionOrBuilder()

Default alert condition for all the categorical features.

.google.cloud.aiplatform.v1beta1.ModelMonitoringAlertCondition default_categorical_alert_condition = 4;

Returns
Type	Description
ModelMonitoringAlertConditionOrBuilder

getDefaultInstanceForType()

public ModelMonitoringObjectiveSpec.DataDriftSpec getDefaultInstanceForType()

Returns
Type	Description
ModelMonitoringObjectiveSpec.DataDriftSpec

getDefaultNumericAlertCondition()

public ModelMonitoringAlertCondition getDefaultNumericAlertCondition()

Default alert condition for all the numeric features.

.google.cloud.aiplatform.v1beta1.ModelMonitoringAlertCondition default_numeric_alert_condition = 5;

Returns
Type	Description
ModelMonitoringAlertCondition	The defaultNumericAlertCondition.

getDefaultNumericAlertConditionOrBuilder()

public ModelMonitoringAlertConditionOrBuilder getDefaultNumericAlertConditionOrBuilder()

Default alert condition for all the numeric features.

.google.cloud.aiplatform.v1beta1.ModelMonitoringAlertCondition default_numeric_alert_condition = 5;

Returns
Type	Description
ModelMonitoringAlertConditionOrBuilder

getFeatureAlertConditions() (deprecated)

public Map<String,ModelMonitoringAlertCondition> getFeatureAlertConditions()

Use #getFeatureAlertConditionsMap() instead.

Returns
Type	Description
Map<String,ModelMonitoringAlertCondition>

getFeatureAlertConditionsCount()

public int getFeatureAlertConditionsCount()

Per feature alert condition will override default alert condition.

map<string, .google.cloud.aiplatform.v1beta1.ModelMonitoringAlertCondition> feature_alert_conditions = 6;

Returns
Type	Description
int

getFeatureAlertConditionsMap()

public Map<String,ModelMonitoringAlertCondition> getFeatureAlertConditionsMap()

Per feature alert condition will override default alert condition.

map<string, .google.cloud.aiplatform.v1beta1.ModelMonitoringAlertCondition> feature_alert_conditions = 6;

Returns
Type	Description
Map<String,ModelMonitoringAlertCondition>

getFeatureAlertConditionsOrDefault(String key, ModelMonitoringAlertCondition defaultValue)

public ModelMonitoringAlertCondition getFeatureAlertConditionsOrDefault(String key, ModelMonitoringAlertCondition defaultValue)

Per feature alert condition will override default alert condition.

map<string, .google.cloud.aiplatform.v1beta1.ModelMonitoringAlertCondition> feature_alert_conditions = 6;

Parameters
Name	Description
key	String
defaultValue	ModelMonitoringAlertCondition

Returns
Type	Description
ModelMonitoringAlertCondition

getFeatureAlertConditionsOrThrow(String key)

public ModelMonitoringAlertCondition getFeatureAlertConditionsOrThrow(String key)

Per feature alert condition will override default alert condition.

map<string, .google.cloud.aiplatform.v1beta1.ModelMonitoringAlertCondition> feature_alert_conditions = 6;

Parameter
Name	Description
key	String

Returns
Type	Description
ModelMonitoringAlertCondition

getFeatures(int index)

public String getFeatures(int index)

Feature names / Prediction output names interested in monitoring. These should be a subset of the input feature names or prediction output names specified in the monitoring schema. If the field is not specified all features / prediction outputs outlied in the monitoring schema will be used.

repeated string features = 1;

Parameter
Name	Description
index	int The index of the element to return.

Returns
Type	Description
String	The features at the given index.

getFeaturesBytes(int index)

public ByteString getFeaturesBytes(int index)

Feature names / Prediction output names interested in monitoring. These should be a subset of the input feature names or prediction output names specified in the monitoring schema. If the field is not specified all features / prediction outputs outlied in the monitoring schema will be used.

repeated string features = 1;

Parameter
Name	Description
index	int The index of the value to return.

Returns
Type	Description
ByteString	The bytes of the features at the given index.

getFeaturesCount()

public int getFeaturesCount()

Feature names / Prediction output names interested in monitoring. These should be a subset of the input feature names or prediction output names specified in the monitoring schema. If the field is not specified all features / prediction outputs outlied in the monitoring schema will be used.

repeated string features = 1;

Returns
Type	Description
int	The count of features.

getFeaturesList()

public ProtocolStringList getFeaturesList()

Feature names / Prediction output names interested in monitoring. These should be a subset of the input feature names or prediction output names specified in the monitoring schema. If the field is not specified all features / prediction outputs outlied in the monitoring schema will be used.

repeated string features = 1;

Returns
Type	Description
ProtocolStringList	A list containing the features.

getNumericMetricType()

public String getNumericMetricType()

Supported metrics type:

• jensen_shannon_divergence

string numeric_metric_type = 3;

Returns
Type	Description
String	The numericMetricType.

getNumericMetricTypeBytes()

public ByteString getNumericMetricTypeBytes()

Supported metrics type:

• jensen_shannon_divergence

string numeric_metric_type = 3;

Returns
Type	Description
ByteString	The bytes for numericMetricType.

getParserForType()

public Parser<ModelMonitoringObjectiveSpec.DataDriftSpec> getParserForType()

Returns
Type	Description
Parser<DataDriftSpec>

Overrides

GeneratedMessageV3.getParserForType()

getSerializedSize()

public int getSerializedSize()

Returns
Type	Description
int

Overrides

GeneratedMessageV3.getSerializedSize()

hasDefaultCategoricalAlertCondition()

public boolean hasDefaultCategoricalAlertCondition()

Default alert condition for all the categorical features.

.google.cloud.aiplatform.v1beta1.ModelMonitoringAlertCondition default_categorical_alert_condition = 4;

Returns
Type	Description
boolean	Whether the defaultCategoricalAlertCondition field is set.

hasDefaultNumericAlertCondition()

public boolean hasDefaultNumericAlertCondition()

Default alert condition for all the numeric features.

.google.cloud.aiplatform.v1beta1.ModelMonitoringAlertCondition default_numeric_alert_condition = 5;

Returns
Type	Description
boolean	Whether the defaultNumericAlertCondition field is set.

hashCode()

public int hashCode()

Returns
Type	Description
int

Overrides

AbstractMessage.hashCode()

internalGetFieldAccessorTable()

protected GeneratedMessageV3.FieldAccessorTable internalGetFieldAccessorTable()

Returns
Type	Description
FieldAccessorTable

Overrides

GeneratedMessageV3.internalGetFieldAccessorTable()

internalGetMapFieldReflection(int number)

protected MapFieldReflectionAccessor internalGetMapFieldReflection(int number)

Parameter
Name	Description
number	int

Returns
Type	Description
com.google.protobuf.MapFieldReflectionAccessor

Overrides

com.google.protobuf.GeneratedMessageV3.internalGetMapFieldReflection(int)

isInitialized()

public final boolean isInitialized()

Returns
Type	Description
boolean

Overrides

GeneratedMessageV3.isInitialized()

newBuilderForType()

public ModelMonitoringObjectiveSpec.DataDriftSpec.Builder newBuilderForType()

Returns
Type	Description
ModelMonitoringObjectiveSpec.DataDriftSpec.Builder

newBuilderForType(GeneratedMessageV3.BuilderParent parent)

protected ModelMonitoringObjectiveSpec.DataDriftSpec.Builder newBuilderForType(GeneratedMessageV3.BuilderParent parent)

Parameter
Name	Description
parent	BuilderParent

Returns
Type	Description
ModelMonitoringObjectiveSpec.DataDriftSpec.Builder

Overrides

GeneratedMessageV3.newBuilderForType(GeneratedMessageV3.BuilderParent parent)

newInstance(GeneratedMessageV3.UnusedPrivateParameter unused)

protected Object newInstance(GeneratedMessageV3.UnusedPrivateParameter unused)

Parameter
Name	Description
unused	UnusedPrivateParameter

Returns
Type	Description
Object

Overrides

GeneratedMessageV3.newInstance(GeneratedMessageV3.UnusedPrivateParameter unused)

toBuilder()

public ModelMonitoringObjectiveSpec.DataDriftSpec.Builder toBuilder()

Returns
Type	Description
ModelMonitoringObjectiveSpec.DataDriftSpec.Builder

writeTo(CodedOutputStream output)

public void writeTo(CodedOutputStream output)

Parameter
Name	Description
output	CodedOutputStream

Overrides

GeneratedMessageV3.writeTo(CodedOutputStream output)

Exceptions
Type	Description
IOException