Class FeatureStatsAndAnomaly (3.56.0)

Version 3.56.0

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public final class FeatureStatsAndAnomaly extends GeneratedMessageV3 implements FeatureStatsAndAnomalyOrBuilder

Stats and Anomaly generated by FeatureMonitorJobs. Anomaly only includes Drift.

Protobuf type google.cloud.aiplatform.v1beta1.FeatureStatsAndAnomaly

Inheritance

Object > AbstractMessageLite<MessageType,BuilderType> > AbstractMessage > GeneratedMessageV3 > FeatureStatsAndAnomaly

Implements

FeatureStatsAndAnomalyOrBuilder

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

DISTRIBUTION_DEVIATION_FIELD_NUMBER

public static final int DISTRIBUTION_DEVIATION_FIELD_NUMBER

Field Value
Type	Description
int

DRIFT_DETECTED_FIELD_NUMBER

public static final int DRIFT_DETECTED_FIELD_NUMBER

Field Value
Type	Description
int

DRIFT_DETECTION_THRESHOLD_FIELD_NUMBER

public static final int DRIFT_DETECTION_THRESHOLD_FIELD_NUMBER

Field Value
Type	Description
int

FEATURE_ID_FIELD_NUMBER

public static final int FEATURE_ID_FIELD_NUMBER

Field Value
Type	Description
int

FEATURE_MONITOR_ID_FIELD_NUMBER

public static final int FEATURE_MONITOR_ID_FIELD_NUMBER

Field Value
Type	Description
int

FEATURE_MONITOR_JOB_ID_FIELD_NUMBER

public static final int FEATURE_MONITOR_JOB_ID_FIELD_NUMBER

Field Value
Type	Description
int

FEATURE_STATS_FIELD_NUMBER

public static final int FEATURE_STATS_FIELD_NUMBER

Field Value
Type	Description
int

STATS_TIME_FIELD_NUMBER

public static final int STATS_TIME_FIELD_NUMBER

Field Value
Type	Description
int

Static Methods

getDefaultInstance()

public static FeatureStatsAndAnomaly getDefaultInstance()

Returns
Type	Description
FeatureStatsAndAnomaly

getDescriptor()

public static final Descriptors.Descriptor getDescriptor()

Returns
Type	Description
Descriptor

newBuilder()

public static FeatureStatsAndAnomaly.Builder newBuilder()

Returns
Type	Description
FeatureStatsAndAnomaly.Builder

newBuilder(FeatureStatsAndAnomaly prototype)

public static FeatureStatsAndAnomaly.Builder newBuilder(FeatureStatsAndAnomaly prototype)

Parameter
Name	Description
prototype	FeatureStatsAndAnomaly

Returns
Type	Description
FeatureStatsAndAnomaly.Builder

parseDelimitedFrom(InputStream input)

public static FeatureStatsAndAnomaly parseDelimitedFrom(InputStream input)

Parameter
Name	Description
input	InputStream

Returns
Type	Description
FeatureStatsAndAnomaly

Exceptions
Type	Description
IOException

parseDelimitedFrom(InputStream input, ExtensionRegistryLite extensionRegistry)

public static FeatureStatsAndAnomaly parseDelimitedFrom(InputStream input, ExtensionRegistryLite extensionRegistry)

Parameters
Name	Description
input	InputStream
extensionRegistry	ExtensionRegistryLite

Returns
Type	Description
FeatureStatsAndAnomaly

Exceptions
Type	Description
IOException

parseFrom(byte[] data)

public static FeatureStatsAndAnomaly parseFrom(byte[] data)

Parameter
Name	Description
data	byte[]

Returns
Type	Description
FeatureStatsAndAnomaly

Exceptions
Type	Description
InvalidProtocolBufferException

parseFrom(byte[] data, ExtensionRegistryLite extensionRegistry)

public static FeatureStatsAndAnomaly parseFrom(byte[] data, ExtensionRegistryLite extensionRegistry)

Parameters
Name	Description
data	byte[]
extensionRegistry	ExtensionRegistryLite

Returns
Type	Description
FeatureStatsAndAnomaly

Exceptions
Type	Description
InvalidProtocolBufferException

parseFrom(ByteString data)

public static FeatureStatsAndAnomaly parseFrom(ByteString data)

Parameter
Name	Description
data	ByteString

Returns
Type	Description
FeatureStatsAndAnomaly

Exceptions
Type	Description
InvalidProtocolBufferException

parseFrom(ByteString data, ExtensionRegistryLite extensionRegistry)

public static FeatureStatsAndAnomaly parseFrom(ByteString data, ExtensionRegistryLite extensionRegistry)

Parameters
Name	Description
data	ByteString
extensionRegistry	ExtensionRegistryLite

Returns
Type	Description
FeatureStatsAndAnomaly

Exceptions
Type	Description
InvalidProtocolBufferException

parseFrom(CodedInputStream input)

public static FeatureStatsAndAnomaly parseFrom(CodedInputStream input)

Parameter
Name	Description
input	CodedInputStream

Returns
Type	Description
FeatureStatsAndAnomaly

Exceptions
Type	Description
IOException

parseFrom(CodedInputStream input, ExtensionRegistryLite extensionRegistry)

public static FeatureStatsAndAnomaly parseFrom(CodedInputStream input, ExtensionRegistryLite extensionRegistry)

Parameters
Name	Description
input	CodedInputStream
extensionRegistry	ExtensionRegistryLite

Returns
Type	Description
FeatureStatsAndAnomaly

Exceptions
Type	Description
IOException

parseFrom(InputStream input)

public static FeatureStatsAndAnomaly parseFrom(InputStream input)

Parameter
Name	Description
input	InputStream

Returns
Type	Description
FeatureStatsAndAnomaly

Exceptions
Type	Description
IOException

parseFrom(InputStream input, ExtensionRegistryLite extensionRegistry)

public static FeatureStatsAndAnomaly parseFrom(InputStream input, ExtensionRegistryLite extensionRegistry)

Parameters
Name	Description
input	InputStream
extensionRegistry	ExtensionRegistryLite

Returns
Type	Description
FeatureStatsAndAnomaly

Exceptions
Type	Description
IOException

parseFrom(ByteBuffer data)

public static FeatureStatsAndAnomaly parseFrom(ByteBuffer data)

Parameter
Name	Description
data	ByteBuffer

Returns
Type	Description
FeatureStatsAndAnomaly

Exceptions
Type	Description
InvalidProtocolBufferException

parseFrom(ByteBuffer data, ExtensionRegistryLite extensionRegistry)

public static FeatureStatsAndAnomaly parseFrom(ByteBuffer data, ExtensionRegistryLite extensionRegistry)

Parameters
Name	Description
data	ByteBuffer
extensionRegistry	ExtensionRegistryLite

Returns
Type	Description
FeatureStatsAndAnomaly

Exceptions
Type	Description
InvalidProtocolBufferException

parser()

public static Parser<FeatureStatsAndAnomaly> parser()

Returns
Type	Description
Parser<FeatureStatsAndAnomaly>

Methods

equals(Object obj)

public boolean equals(Object obj)

Parameter
Name	Description
obj	Object

Returns
Type	Description
boolean

Overrides

AbstractMessage.equals(Object other)

getDefaultInstanceForType()

public FeatureStatsAndAnomaly getDefaultInstanceForType()

Returns
Type	Description
FeatureStatsAndAnomaly

getDistributionDeviation()

public double getDistributionDeviation()

Deviation from the current stats to baseline stats.

1. For categorical feature, the distribution distance is calculated by L-inifinity norm.
2. For numerical feature, the distribution distance is calculated by Jensen–Shannon divergence.

double distribution_deviation = 3;

Returns
Type	Description
double	The distributionDeviation.

getDriftDetected()

public boolean getDriftDetected()

If set to true, indicates current stats is detected as and comparing with baseline stats.

bool drift_detected = 5;

Returns
Type	Description
boolean	The driftDetected.

getDriftDetectionThreshold()

public double getDriftDetectionThreshold()

This is the threshold used when detecting drifts, which is set in FeatureMonitor.FeatureSelectionConfig.FeatureConfig.drift_threshold

double drift_detection_threshold = 4;

Returns
Type	Description
double	The driftDetectionThreshold.

getFeatureId()

public String getFeatureId()

Feature Id.

string feature_id = 1;

Returns
Type	Description
String	The featureId.

getFeatureIdBytes()

public ByteString getFeatureIdBytes()

Feature Id.

string feature_id = 1;

Returns
Type	Description
ByteString	The bytes for featureId.

getFeatureMonitorId()

public String getFeatureMonitorId()

The ID of the FeatureMonitor that this FeatureStatsAndAnomaly generated according to.

string feature_monitor_id = 8;

Returns
Type	Description
String	The featureMonitorId.

getFeatureMonitorIdBytes()

public ByteString getFeatureMonitorIdBytes()

The ID of the FeatureMonitor that this FeatureStatsAndAnomaly generated according to.

string feature_monitor_id = 8;

Returns
Type	Description
ByteString	The bytes for featureMonitorId.

getFeatureMonitorJobId()

public long getFeatureMonitorJobId()

The ID of the FeatureMonitorJob that generated this FeatureStatsAndAnomaly.

int64 feature_monitor_job_id = 7;

Returns
Type	Description
long	The featureMonitorJobId.

getFeatureStats()

public Value getFeatureStats()

Feature stats. e.g. histogram buckets. In the format of tensorflow.metadata.v0.DatasetFeatureStatistics.

.google.protobuf.Value feature_stats = 2;

Returns
Type	Description
Value	The featureStats.

getFeatureStatsOrBuilder()

public ValueOrBuilder getFeatureStatsOrBuilder()

Feature stats. e.g. histogram buckets. In the format of tensorflow.metadata.v0.DatasetFeatureStatistics.

.google.protobuf.Value feature_stats = 2;

Returns
Type	Description
ValueOrBuilder

getParserForType()

public Parser<FeatureStatsAndAnomaly> getParserForType()

Returns
Type	Description
Parser<FeatureStatsAndAnomaly>

Overrides

GeneratedMessageV3.getParserForType()

getSerializedSize()

public int getSerializedSize()

Returns
Type	Description
int

Overrides

GeneratedMessageV3.getSerializedSize()

getStatsTime()

public Timestamp getStatsTime()

The timestamp we take snapshot for feature values to generate stats.

.google.protobuf.Timestamp stats_time = 6;

Returns
Type	Description
Timestamp	The statsTime.

getStatsTimeOrBuilder()

public TimestampOrBuilder getStatsTimeOrBuilder()

The timestamp we take snapshot for feature values to generate stats.

.google.protobuf.Timestamp stats_time = 6;

Returns
Type	Description
TimestampOrBuilder

hasFeatureStats()

public boolean hasFeatureStats()

Feature stats. e.g. histogram buckets. In the format of tensorflow.metadata.v0.DatasetFeatureStatistics.

.google.protobuf.Value feature_stats = 2;

Returns
Type	Description
boolean	Whether the featureStats field is set.

hasStatsTime()

public boolean hasStatsTime()

The timestamp we take snapshot for feature values to generate stats.

.google.protobuf.Timestamp stats_time = 6;

Returns
Type	Description
boolean	Whether the statsTime 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()

isInitialized()

public final boolean isInitialized()

Returns
Type	Description
boolean

Overrides

GeneratedMessageV3.isInitialized()

newBuilderForType()

public FeatureStatsAndAnomaly.Builder newBuilderForType()

Returns
Type	Description
FeatureStatsAndAnomaly.Builder

newBuilderForType(GeneratedMessageV3.BuilderParent parent)

protected FeatureStatsAndAnomaly.Builder newBuilderForType(GeneratedMessageV3.BuilderParent parent)

Parameter
Name	Description
parent	BuilderParent

Returns
Type	Description
FeatureStatsAndAnomaly.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 FeatureStatsAndAnomaly.Builder toBuilder()

Returns
Type	Description
FeatureStatsAndAnomaly.Builder

writeTo(CodedOutputStream output)

public void writeTo(CodedOutputStream output)

Parameter
Name	Description
output	CodedOutputStream

Overrides

GeneratedMessageV3.writeTo(CodedOutputStream output)

Exceptions
Type	Description
IOException