Class FeatureStatsAndAnomaly (3.56.0)

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.

For categorical feature, the distribution distance is calculated by L-inifinity norm.
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`