Package com.google.cloud.aiplatform.v1beta1

Class FeatureStatsAndAnomaly

java.lang.Object
com.google.protobuf.AbstractMessageLite
com.google.protobuf.AbstractMessage
com.google.protobuf.GeneratedMessage
com.google.cloud.aiplatform.v1beta1.FeatureStatsAndAnomaly
All Implemented Interfaces:
FeatureStatsAndAnomalyOrBuilder, com.google.protobuf.Message, com.google.protobuf.MessageLite, com.google.protobuf.MessageLiteOrBuilder, com.google.protobuf.MessageOrBuilder, Serializable
@Generated public final class FeatureStatsAndAnomaly extends com.google.protobuf.GeneratedMessage implements FeatureStatsAndAnomalyOrBuilder
 Stats and Anomaly generated by FeatureMonitorJobs. Anomaly only includes
 Drift.
Protobuf type google.cloud.aiplatform.v1beta1.FeatureStatsAndAnomaly
See Also:

  • Field Details

    • FEATURE_ID_FIELD_NUMBER

      public static final int FEATURE_ID_FIELD_NUMBER
      See Also:

    • FEATURE_STATS_FIELD_NUMBER

      public static final int FEATURE_STATS_FIELD_NUMBER
      See Also:

    • DISTRIBUTION_DEVIATION_FIELD_NUMBER

      public static final int DISTRIBUTION_DEVIATION_FIELD_NUMBER
      See Also:

    • DRIFT_DETECTION_THRESHOLD_FIELD_NUMBER

      public static final int DRIFT_DETECTION_THRESHOLD_FIELD_NUMBER
      See Also:

    • DRIFT_DETECTED_FIELD_NUMBER

      public static final int DRIFT_DETECTED_FIELD_NUMBER
      See Also:

    • STATS_TIME_FIELD_NUMBER

      public static final int STATS_TIME_FIELD_NUMBER
      See Also:

    • FEATURE_MONITOR_JOB_ID_FIELD_NUMBER

      public static final int FEATURE_MONITOR_JOB_ID_FIELD_NUMBER
      See Also:

    • FEATURE_MONITOR_ID_FIELD_NUMBER

      public static final int FEATURE_MONITOR_ID_FIELD_NUMBER
      See Also:

  • Method Details

    • getDescriptor

      public static final com.google.protobuf.Descriptors.Descriptor getDescriptor()

    • internalGetFieldAccessorTable

      protected com.google.protobuf.GeneratedMessage.FieldAccessorTable internalGetFieldAccessorTable()
      Specified by:
      internalGetFieldAccessorTable in class com.google.protobuf.GeneratedMessage

    • getFeatureId

      public String getFeatureId()
       Feature Id.
      string feature_id = 1;
      Specified by:
      getFeatureId in interface FeatureStatsAndAnomalyOrBuilder
      Returns:
      The featureId.

    • getFeatureIdBytes

      public com.google.protobuf.ByteString getFeatureIdBytes()
       Feature Id.
      string feature_id = 1;
      Specified by:
      getFeatureIdBytes in interface FeatureStatsAndAnomalyOrBuilder
      Returns:
      The bytes for featureId.

    • hasFeatureStats

      public boolean hasFeatureStats()
       Feature stats. e.g. histogram buckets.
 In the format of tensorflow.metadata.v0.DatasetFeatureStatistics.
      .google.protobuf.Value feature_stats = 2;
      Specified by:
      hasFeatureStats in interface FeatureStatsAndAnomalyOrBuilder
      Returns:
      Whether the featureStats field is set.

    • getFeatureStats

      public com.google.protobuf.Value getFeatureStats()
       Feature stats. e.g. histogram buckets.
 In the format of tensorflow.metadata.v0.DatasetFeatureStatistics.
      .google.protobuf.Value feature_stats = 2;
      Specified by:
      getFeatureStats in interface FeatureStatsAndAnomalyOrBuilder
      Returns:
      The featureStats.

    • getFeatureStatsOrBuilder

      public com.google.protobuf.ValueOrBuilder getFeatureStatsOrBuilder()
       Feature stats. e.g. histogram buckets.
 In the format of tensorflow.metadata.v0.DatasetFeatureStatistics.
      .google.protobuf.Value feature_stats = 2;
      Specified by:
      getFeatureStatsOrBuilder in interface FeatureStatsAndAnomalyOrBuilder

    • 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;
      Specified by:
      getDistributionDeviation in interface FeatureStatsAndAnomalyOrBuilder
      Returns:
      The distributionDeviation.

    • 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;
      Specified by:
      getDriftDetectionThreshold in interface FeatureStatsAndAnomalyOrBuilder
      Returns:
      The driftDetectionThreshold.

    • getDriftDetected

      public boolean getDriftDetected()
       If set to true, indicates current stats is detected as and comparing
 with baseline stats.
      bool drift_detected = 5;
      Specified by:
      getDriftDetected in interface FeatureStatsAndAnomalyOrBuilder
      Returns:
      The driftDetected.

    • hasStatsTime

      public boolean hasStatsTime()
       The timestamp we take snapshot for feature values to generate stats.
      .google.protobuf.Timestamp stats_time = 6;
      Specified by:
      hasStatsTime in interface FeatureStatsAndAnomalyOrBuilder
      Returns:
      Whether the statsTime field is set.

    • getStatsTime

      public com.google.protobuf.Timestamp getStatsTime()
       The timestamp we take snapshot for feature values to generate stats.
      .google.protobuf.Timestamp stats_time = 6;
      Specified by:
      getStatsTime in interface FeatureStatsAndAnomalyOrBuilder
      Returns:
      The statsTime.

    • getStatsTimeOrBuilder

      public com.google.protobuf.TimestampOrBuilder getStatsTimeOrBuilder()
       The timestamp we take snapshot for feature values to generate stats.
      .google.protobuf.Timestamp stats_time = 6;
      Specified by:
      getStatsTimeOrBuilder in interface FeatureStatsAndAnomalyOrBuilder

    • getFeatureMonitorJobId

      public long getFeatureMonitorJobId()
       The ID of the FeatureMonitorJob that generated this FeatureStatsAndAnomaly.
      int64 feature_monitor_job_id = 7;
      Specified by:
      getFeatureMonitorJobId in interface FeatureStatsAndAnomalyOrBuilder
      Returns:
      The featureMonitorJobId.

    • getFeatureMonitorId

      public String getFeatureMonitorId()
       The ID of the FeatureMonitor that this FeatureStatsAndAnomaly generated
 according to.
      string feature_monitor_id = 8;
      Specified by:
      getFeatureMonitorId in interface FeatureStatsAndAnomalyOrBuilder
      Returns:
      The featureMonitorId.

    • getFeatureMonitorIdBytes

      public com.google.protobuf.ByteString getFeatureMonitorIdBytes()
       The ID of the FeatureMonitor that this FeatureStatsAndAnomaly generated
 according to.
      string feature_monitor_id = 8;
      Specified by:
      getFeatureMonitorIdBytes in interface FeatureStatsAndAnomalyOrBuilder
      Returns:
      The bytes for featureMonitorId.

    • isInitialized

      public final boolean isInitialized()
      Specified by:
      isInitialized in interface com.google.protobuf.MessageLiteOrBuilder
      Overrides:
      isInitialized in class com.google.protobuf.GeneratedMessage

    • writeTo

      public void writeTo(com.google.protobuf.CodedOutputStream output) throws IOException
      Specified by:
      writeTo in interface com.google.protobuf.MessageLite
      Overrides:
      writeTo in class com.google.protobuf.GeneratedMessage
      Throws:
      IOException

    • getSerializedSize

      public int getSerializedSize()
      Specified by:
      getSerializedSize in interface com.google.protobuf.MessageLite
      Overrides:
      getSerializedSize in class com.google.protobuf.GeneratedMessage

    • equals

      public boolean equals(Object obj)
      Specified by:
      equals in interface com.google.protobuf.Message
      Overrides:
      equals in class com.google.protobuf.AbstractMessage

    • hashCode

      public int hashCode()
      Specified by:
      hashCode in interface com.google.protobuf.Message
      Overrides:
      hashCode in class com.google.protobuf.AbstractMessage

    • parseFrom

      public static FeatureStatsAndAnomaly parseFrom(ByteBuffer data) throws com.google.protobuf.InvalidProtocolBufferException
      Throws:
      com.google.protobuf.InvalidProtocolBufferException

    • parseFrom

      public static FeatureStatsAndAnomaly parseFrom(ByteBuffer data, com.google.protobuf.ExtensionRegistryLite extensionRegistry) throws com.google.protobuf.InvalidProtocolBufferException
      Throws:
      com.google.protobuf.InvalidProtocolBufferException

    • parseFrom

      public static FeatureStatsAndAnomaly parseFrom(com.google.protobuf.ByteString data) throws com.google.protobuf.InvalidProtocolBufferException
      Throws:
      com.google.protobuf.InvalidProtocolBufferException

    • parseFrom

      public static FeatureStatsAndAnomaly parseFrom(com.google.protobuf.ByteString data, com.google.protobuf.ExtensionRegistryLite extensionRegistry) throws com.google.protobuf.InvalidProtocolBufferException
      Throws:
      com.google.protobuf.InvalidProtocolBufferException

    • parseFrom

      public static FeatureStatsAndAnomaly parseFrom(byte[] data) throws com.google.protobuf.InvalidProtocolBufferException
      Throws:
      com.google.protobuf.InvalidProtocolBufferException

    • parseFrom

      public static FeatureStatsAndAnomaly parseFrom(byte[] data, com.google.protobuf.ExtensionRegistryLite extensionRegistry) throws com.google.protobuf.InvalidProtocolBufferException
      Throws:
      com.google.protobuf.InvalidProtocolBufferException

    • parseFrom

      public static FeatureStatsAndAnomaly parseFrom(InputStream input) throws IOException
      Throws:
      IOException

    • parseFrom

      public static FeatureStatsAndAnomaly parseFrom(InputStream input, com.google.protobuf.ExtensionRegistryLite extensionRegistry) throws IOException
      Throws:
      IOException

    • parseDelimitedFrom

      public static FeatureStatsAndAnomaly parseDelimitedFrom(InputStream input) throws IOException
      Throws:
      IOException

    • parseDelimitedFrom

      public static FeatureStatsAndAnomaly parseDelimitedFrom(InputStream input, com.google.protobuf.ExtensionRegistryLite extensionRegistry) throws IOException
      Throws:
      IOException

    • parseFrom

      public static FeatureStatsAndAnomaly parseFrom(com.google.protobuf.CodedInputStream input) throws IOException
      Throws:
      IOException

    • parseFrom

      public static FeatureStatsAndAnomaly parseFrom(com.google.protobuf.CodedInputStream input, com.google.protobuf.ExtensionRegistryLite extensionRegistry) throws IOException
      Throws:
      IOException

    • newBuilderForType

      public FeatureStatsAndAnomaly.Builder newBuilderForType()
      Specified by:
      newBuilderForType in interface com.google.protobuf.Message
      Specified by:
      newBuilderForType in interface com.google.protobuf.MessageLite

    • newBuilder

      public static FeatureStatsAndAnomaly.Builder newBuilder()

    • newBuilder

      public static FeatureStatsAndAnomaly.Builder newBuilder(FeatureStatsAndAnomaly prototype)

    • toBuilder

      public FeatureStatsAndAnomaly.Builder toBuilder()
      Specified by:
      toBuilder in interface com.google.protobuf.Message
      Specified by:
      toBuilder in interface com.google.protobuf.MessageLite

    • newBuilderForType

      protected FeatureStatsAndAnomaly.Builder newBuilderForType(com.google.protobuf.AbstractMessage.BuilderParent parent)
      Overrides:
      newBuilderForType in class com.google.protobuf.AbstractMessage

    • getDefaultInstance

      public static FeatureStatsAndAnomaly getDefaultInstance()

    • parser

      public static com.google.protobuf.Parser<FeatureStatsAndAnomaly> parser()

    • getParserForType

      public com.google.protobuf.Parser<FeatureStatsAndAnomaly> getParserForType()
      Specified by:
      getParserForType in interface com.google.protobuf.Message
      Specified by:
      getParserForType in interface com.google.protobuf.MessageLite
      Overrides:
      getParserForType in class com.google.protobuf.GeneratedMessage

    • getDefaultInstanceForType

      public FeatureStatsAndAnomaly getDefaultInstanceForType()
      Specified by:
      getDefaultInstanceForType in interface com.google.protobuf.MessageLiteOrBuilder
      Specified by:
      getDefaultInstanceForType in interface com.google.protobuf.MessageOrBuilder