Class: Google::Cloud::AIPlatform::V1::Feature

Inherits:
Object
  • Object
show all
Extended by:
Protobuf::MessageExts::ClassMethods
Includes:
Protobuf::MessageExts
Defined in:
proto_docs/google/cloud/aiplatform/v1/feature.rb

Overview

Feature Metadata information that describes an attribute of an entity type. For example, apple is an entity type, and color is a feature that describes apple.

Defined Under Namespace

Modules: ValueType Classes: LabelsEntry, MonitoringStatsAnomaly

Instance Attribute Summary collapse

Instance Attribute Details

#create_time ⇒ ::Google::Protobuf::Timestamp (readonly)

Returns Output only. Timestamp when this EntityType was created.

Returns:



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# File 'proto_docs/google/cloud/aiplatform/v1/feature.rb', line 78

class Feature
  include ::Google::Protobuf::MessageExts
  extend ::Google::Protobuf::MessageExts::ClassMethods

  # A list of historical [Snapshot
  # Analysis][FeaturestoreMonitoringConfig.SnapshotAnalysis] or [Import Feature
  # Analysis] [FeaturestoreMonitoringConfig.ImportFeatureAnalysis] stats
  # requested by user, sorted by {::Google::Cloud::AIPlatform::V1::FeatureStatsAnomaly#start_time FeatureStatsAnomaly.start_time} descending.
  # @!attribute [r] objective
  #   @return [::Google::Cloud::AIPlatform::V1::Feature::MonitoringStatsAnomaly::Objective]
  #     Output only. The objective for each stats.
  # @!attribute [r] feature_stats_anomaly
  #   @return [::Google::Cloud::AIPlatform::V1::FeatureStatsAnomaly]
  #     Output only. The stats and anomalies generated at specific timestamp.
  class MonitoringStatsAnomaly
    include ::Google::Protobuf::MessageExts
    extend ::Google::Protobuf::MessageExts::ClassMethods

    # If the objective in the request is both
    # Import Feature Analysis and Snapshot Analysis, this objective could be
    # one of them. Otherwise, this objective should be the same as the
    # objective in the request.
    module Objective
      # If it's OBJECTIVE_UNSPECIFIED, monitoring_stats will be empty.
      OBJECTIVE_UNSPECIFIED = 0

      # Stats are generated by Import Feature Analysis.
      IMPORT_FEATURE_ANALYSIS = 1

      # Stats are generated by Snapshot Analysis.
      SNAPSHOT_ANALYSIS = 2
    end
  end

  # @!attribute [rw] key
  #   @return [::String]
  # @!attribute [rw] value
  #   @return [::String]
  class LabelsEntry
    include ::Google::Protobuf::MessageExts
    extend ::Google::Protobuf::MessageExts::ClassMethods
  end

  # An enum representing the value type of a feature.
  module ValueType
    # The value type is unspecified.
    VALUE_TYPE_UNSPECIFIED = 0

    # Used for Feature that is a boolean.
    BOOL = 1

    # Used for Feature that is a list of boolean.
    BOOL_ARRAY = 2

    # Used for Feature that is double.
    DOUBLE = 3

    # Used for Feature that is a list of double.
    DOUBLE_ARRAY = 4

    # Used for Feature that is INT64.
    INT64 = 9

    # Used for Feature that is a list of INT64.
    INT64_ARRAY = 10

    # Used for Feature that is string.
    STRING = 11

    # Used for Feature that is a list of String.
    STRING_ARRAY = 12

    # Used for Feature that is bytes.
    BYTES = 13
  end
end

#description ⇒ ::String

Returns Description of the Feature.

Returns:

  • (::String) —

    Description of the Feature.



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# File 'proto_docs/google/cloud/aiplatform/v1/feature.rb', line 78

class Feature
  include ::Google::Protobuf::MessageExts
  extend ::Google::Protobuf::MessageExts::ClassMethods

  # A list of historical [Snapshot
  # Analysis][FeaturestoreMonitoringConfig.SnapshotAnalysis] or [Import Feature
  # Analysis] [FeaturestoreMonitoringConfig.ImportFeatureAnalysis] stats
  # requested by user, sorted by {::Google::Cloud::AIPlatform::V1::FeatureStatsAnomaly#start_time FeatureStatsAnomaly.start_time} descending.
  # @!attribute [r] objective
  #   @return [::Google::Cloud::AIPlatform::V1::Feature::MonitoringStatsAnomaly::Objective]
  #     Output only. The objective for each stats.
  # @!attribute [r] feature_stats_anomaly
  #   @return [::Google::Cloud::AIPlatform::V1::FeatureStatsAnomaly]
  #     Output only. The stats and anomalies generated at specific timestamp.
  class MonitoringStatsAnomaly
    include ::Google::Protobuf::MessageExts
    extend ::Google::Protobuf::MessageExts::ClassMethods

    # If the objective in the request is both
    # Import Feature Analysis and Snapshot Analysis, this objective could be
    # one of them. Otherwise, this objective should be the same as the
    # objective in the request.
    module Objective
      # If it's OBJECTIVE_UNSPECIFIED, monitoring_stats will be empty.
      OBJECTIVE_UNSPECIFIED = 0

      # Stats are generated by Import Feature Analysis.
      IMPORT_FEATURE_ANALYSIS = 1

      # Stats are generated by Snapshot Analysis.
      SNAPSHOT_ANALYSIS = 2
    end
  end

  # @!attribute [rw] key
  #   @return [::String]
  # @!attribute [rw] value
  #   @return [::String]
  class LabelsEntry
    include ::Google::Protobuf::MessageExts
    extend ::Google::Protobuf::MessageExts::ClassMethods
  end

  # An enum representing the value type of a feature.
  module ValueType
    # The value type is unspecified.
    VALUE_TYPE_UNSPECIFIED = 0

    # Used for Feature that is a boolean.
    BOOL = 1

    # Used for Feature that is a list of boolean.
    BOOL_ARRAY = 2

    # Used for Feature that is double.
    DOUBLE = 3

    # Used for Feature that is a list of double.
    DOUBLE_ARRAY = 4

    # Used for Feature that is INT64.
    INT64 = 9

    # Used for Feature that is a list of INT64.
    INT64_ARRAY = 10

    # Used for Feature that is string.
    STRING = 11

    # Used for Feature that is a list of String.
    STRING_ARRAY = 12

    # Used for Feature that is bytes.
    BYTES = 13
  end
end

#disable_monitoring ⇒ ::Boolean

Returns Optional. If not set, use the monitoring_config defined for the EntityType this Feature belongs to. Only Features with type (Feature.ValueType) BOOL, STRING, DOUBLE or INT64 can enable monitoring.

If set to true, all types of data monitoring are disabled despite the config on EntityType.

Returns:

  • (::Boolean) —

    Optional. If not set, use the monitoring_config defined for the EntityType this Feature belongs to. Only Features with type (Feature.ValueType) BOOL, STRING, DOUBLE or INT64 can enable monitoring.

    If set to true, all types of data monitoring are disabled despite the config on EntityType.



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# File 'proto_docs/google/cloud/aiplatform/v1/feature.rb', line 78

class Feature
  include ::Google::Protobuf::MessageExts
  extend ::Google::Protobuf::MessageExts::ClassMethods

  # A list of historical [Snapshot
  # Analysis][FeaturestoreMonitoringConfig.SnapshotAnalysis] or [Import Feature
  # Analysis] [FeaturestoreMonitoringConfig.ImportFeatureAnalysis] stats
  # requested by user, sorted by {::Google::Cloud::AIPlatform::V1::FeatureStatsAnomaly#start_time FeatureStatsAnomaly.start_time} descending.
  # @!attribute [r] objective
  #   @return [::Google::Cloud::AIPlatform::V1::Feature::MonitoringStatsAnomaly::Objective]
  #     Output only. The objective for each stats.
  # @!attribute [r] feature_stats_anomaly
  #   @return [::Google::Cloud::AIPlatform::V1::FeatureStatsAnomaly]
  #     Output only. The stats and anomalies generated at specific timestamp.
  class MonitoringStatsAnomaly
    include ::Google::Protobuf::MessageExts
    extend ::Google::Protobuf::MessageExts::ClassMethods

    # If the objective in the request is both
    # Import Feature Analysis and Snapshot Analysis, this objective could be
    # one of them. Otherwise, this objective should be the same as the
    # objective in the request.
    module Objective
      # If it's OBJECTIVE_UNSPECIFIED, monitoring_stats will be empty.
      OBJECTIVE_UNSPECIFIED = 0

      # Stats are generated by Import Feature Analysis.
      IMPORT_FEATURE_ANALYSIS = 1

      # Stats are generated by Snapshot Analysis.
      SNAPSHOT_ANALYSIS = 2
    end
  end

  # @!attribute [rw] key
  #   @return [::String]
  # @!attribute [rw] value
  #   @return [::String]
  class LabelsEntry
    include ::Google::Protobuf::MessageExts
    extend ::Google::Protobuf::MessageExts::ClassMethods
  end

  # An enum representing the value type of a feature.
  module ValueType
    # The value type is unspecified.
    VALUE_TYPE_UNSPECIFIED = 0

    # Used for Feature that is a boolean.
    BOOL = 1

    # Used for Feature that is a list of boolean.
    BOOL_ARRAY = 2

    # Used for Feature that is double.
    DOUBLE = 3

    # Used for Feature that is a list of double.
    DOUBLE_ARRAY = 4

    # Used for Feature that is INT64.
    INT64 = 9

    # Used for Feature that is a list of INT64.
    INT64_ARRAY = 10

    # Used for Feature that is string.
    STRING = 11

    # Used for Feature that is a list of String.
    STRING_ARRAY = 12

    # Used for Feature that is bytes.
    BYTES = 13
  end
end

#etag ⇒ ::String

Returns Used to perform a consistent read-modify-write updates. If not set, a blind "overwrite" update happens.

Returns:

  • (::String) —

    Used to perform a consistent read-modify-write updates. If not set, a blind "overwrite" update happens.



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# File 'proto_docs/google/cloud/aiplatform/v1/feature.rb', line 78

class Feature
  include ::Google::Protobuf::MessageExts
  extend ::Google::Protobuf::MessageExts::ClassMethods

  # A list of historical [Snapshot
  # Analysis][FeaturestoreMonitoringConfig.SnapshotAnalysis] or [Import Feature
  # Analysis] [FeaturestoreMonitoringConfig.ImportFeatureAnalysis] stats
  # requested by user, sorted by {::Google::Cloud::AIPlatform::V1::FeatureStatsAnomaly#start_time FeatureStatsAnomaly.start_time} descending.
  # @!attribute [r] objective
  #   @return [::Google::Cloud::AIPlatform::V1::Feature::MonitoringStatsAnomaly::Objective]
  #     Output only. The objective for each stats.
  # @!attribute [r] feature_stats_anomaly
  #   @return [::Google::Cloud::AIPlatform::V1::FeatureStatsAnomaly]
  #     Output only. The stats and anomalies generated at specific timestamp.
  class MonitoringStatsAnomaly
    include ::Google::Protobuf::MessageExts
    extend ::Google::Protobuf::MessageExts::ClassMethods

    # If the objective in the request is both
    # Import Feature Analysis and Snapshot Analysis, this objective could be
    # one of them. Otherwise, this objective should be the same as the
    # objective in the request.
    module Objective
      # If it's OBJECTIVE_UNSPECIFIED, monitoring_stats will be empty.
      OBJECTIVE_UNSPECIFIED = 0

      # Stats are generated by Import Feature Analysis.
      IMPORT_FEATURE_ANALYSIS = 1

      # Stats are generated by Snapshot Analysis.
      SNAPSHOT_ANALYSIS = 2
    end
  end

  # @!attribute [rw] key
  #   @return [::String]
  # @!attribute [rw] value
  #   @return [::String]
  class LabelsEntry
    include ::Google::Protobuf::MessageExts
    extend ::Google::Protobuf::MessageExts::ClassMethods
  end

  # An enum representing the value type of a feature.
  module ValueType
    # The value type is unspecified.
    VALUE_TYPE_UNSPECIFIED = 0

    # Used for Feature that is a boolean.
    BOOL = 1

    # Used for Feature that is a list of boolean.
    BOOL_ARRAY = 2

    # Used for Feature that is double.
    DOUBLE = 3

    # Used for Feature that is a list of double.
    DOUBLE_ARRAY = 4

    # Used for Feature that is INT64.
    INT64 = 9

    # Used for Feature that is a list of INT64.
    INT64_ARRAY = 10

    # Used for Feature that is string.
    STRING = 11

    # Used for Feature that is a list of String.
    STRING_ARRAY = 12

    # Used for Feature that is bytes.
    BYTES = 13
  end
end

#labels ⇒ ::Google::Protobuf::Map{::String => ::String}

Returns Optional. The labels with user-defined metadata to organize your Features.

Label keys and values can be no longer than 64 characters (Unicode codepoints), can only contain lowercase letters, numeric characters, underscores and dashes. International characters are allowed.

See https://goo.gl/xmQnxf for more information on and examples of labels. No more than 64 user labels can be associated with one Feature (System labels are excluded)." System reserved label keys are prefixed with "aiplatform.googleapis.com/" and are immutable.

Returns:

  • (::Google::Protobuf::Map{::String => ::String}) —

    Optional. The labels with user-defined metadata to organize your Features.

    Label keys and values can be no longer than 64 characters (Unicode codepoints), can only contain lowercase letters, numeric characters, underscores and dashes. International characters are allowed.

    See https://goo.gl/xmQnxf for more information on and examples of labels. No more than 64 user labels can be associated with one Feature (System labels are excluded)." System reserved label keys are prefixed with "aiplatform.googleapis.com/" and are immutable.



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# File 'proto_docs/google/cloud/aiplatform/v1/feature.rb', line 78

class Feature
  include ::Google::Protobuf::MessageExts
  extend ::Google::Protobuf::MessageExts::ClassMethods

  # A list of historical [Snapshot
  # Analysis][FeaturestoreMonitoringConfig.SnapshotAnalysis] or [Import Feature
  # Analysis] [FeaturestoreMonitoringConfig.ImportFeatureAnalysis] stats
  # requested by user, sorted by {::Google::Cloud::AIPlatform::V1::FeatureStatsAnomaly#start_time FeatureStatsAnomaly.start_time} descending.
  # @!attribute [r] objective
  #   @return [::Google::Cloud::AIPlatform::V1::Feature::MonitoringStatsAnomaly::Objective]
  #     Output only. The objective for each stats.
  # @!attribute [r] feature_stats_anomaly
  #   @return [::Google::Cloud::AIPlatform::V1::FeatureStatsAnomaly]
  #     Output only. The stats and anomalies generated at specific timestamp.
  class MonitoringStatsAnomaly
    include ::Google::Protobuf::MessageExts
    extend ::Google::Protobuf::MessageExts::ClassMethods

    # If the objective in the request is both
    # Import Feature Analysis and Snapshot Analysis, this objective could be
    # one of them. Otherwise, this objective should be the same as the
    # objective in the request.
    module Objective
      # If it's OBJECTIVE_UNSPECIFIED, monitoring_stats will be empty.
      OBJECTIVE_UNSPECIFIED = 0

      # Stats are generated by Import Feature Analysis.
      IMPORT_FEATURE_ANALYSIS = 1

      # Stats are generated by Snapshot Analysis.
      SNAPSHOT_ANALYSIS = 2
    end
  end

  # @!attribute [rw] key
  #   @return [::String]
  # @!attribute [rw] value
  #   @return [::String]
  class LabelsEntry
    include ::Google::Protobuf::MessageExts
    extend ::Google::Protobuf::MessageExts::ClassMethods
  end

  # An enum representing the value type of a feature.
  module ValueType
    # The value type is unspecified.
    VALUE_TYPE_UNSPECIFIED = 0

    # Used for Feature that is a boolean.
    BOOL = 1

    # Used for Feature that is a list of boolean.
    BOOL_ARRAY = 2

    # Used for Feature that is double.
    DOUBLE = 3

    # Used for Feature that is a list of double.
    DOUBLE_ARRAY = 4

    # Used for Feature that is INT64.
    INT64 = 9

    # Used for Feature that is a list of INT64.
    INT64_ARRAY = 10

    # Used for Feature that is string.
    STRING = 11

    # Used for Feature that is a list of String.
    STRING_ARRAY = 12

    # Used for Feature that is bytes.
    BYTES = 13
  end
end

#monitoring_stats_anomalies ⇒ ::Array<::Google::Cloud::AIPlatform::V1::Feature::MonitoringStatsAnomaly> (readonly)

Returns Output only. The list of historical stats and anomalies with specified objectives.

Returns:



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# File 'proto_docs/google/cloud/aiplatform/v1/feature.rb', line 78

class Feature
  include ::Google::Protobuf::MessageExts
  extend ::Google::Protobuf::MessageExts::ClassMethods

  # A list of historical [Snapshot
  # Analysis][FeaturestoreMonitoringConfig.SnapshotAnalysis] or [Import Feature
  # Analysis] [FeaturestoreMonitoringConfig.ImportFeatureAnalysis] stats
  # requested by user, sorted by {::Google::Cloud::AIPlatform::V1::FeatureStatsAnomaly#start_time FeatureStatsAnomaly.start_time} descending.
  # @!attribute [r] objective
  #   @return [::Google::Cloud::AIPlatform::V1::Feature::MonitoringStatsAnomaly::Objective]
  #     Output only. The objective for each stats.
  # @!attribute [r] feature_stats_anomaly
  #   @return [::Google::Cloud::AIPlatform::V1::FeatureStatsAnomaly]
  #     Output only. The stats and anomalies generated at specific timestamp.
  class MonitoringStatsAnomaly
    include ::Google::Protobuf::MessageExts
    extend ::Google::Protobuf::MessageExts::ClassMethods

    # If the objective in the request is both
    # Import Feature Analysis and Snapshot Analysis, this objective could be
    # one of them. Otherwise, this objective should be the same as the
    # objective in the request.
    module Objective
      # If it's OBJECTIVE_UNSPECIFIED, monitoring_stats will be empty.
      OBJECTIVE_UNSPECIFIED = 0

      # Stats are generated by Import Feature Analysis.
      IMPORT_FEATURE_ANALYSIS = 1

      # Stats are generated by Snapshot Analysis.
      SNAPSHOT_ANALYSIS = 2
    end
  end

  # @!attribute [rw] key
  #   @return [::String]
  # @!attribute [rw] value
  #   @return [::String]
  class LabelsEntry
    include ::Google::Protobuf::MessageExts
    extend ::Google::Protobuf::MessageExts::ClassMethods
  end

  # An enum representing the value type of a feature.
  module ValueType
    # The value type is unspecified.
    VALUE_TYPE_UNSPECIFIED = 0

    # Used for Feature that is a boolean.
    BOOL = 1

    # Used for Feature that is a list of boolean.
    BOOL_ARRAY = 2

    # Used for Feature that is double.
    DOUBLE = 3

    # Used for Feature that is a list of double.
    DOUBLE_ARRAY = 4

    # Used for Feature that is INT64.
    INT64 = 9

    # Used for Feature that is a list of INT64.
    INT64_ARRAY = 10

    # Used for Feature that is string.
    STRING = 11

    # Used for Feature that is a list of String.
    STRING_ARRAY = 12

    # Used for Feature that is bytes.
    BYTES = 13
  end
end

#name ⇒ ::String

Returns Immutable. Name of the Feature. Format: projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entity_type}/features/{feature}

The last part feature is assigned by the client. The feature can be up to 64 characters long and can consist only of ASCII Latin letters A-Z and a-z, underscore(_), and ASCII digits 0-9 starting with a letter. The value will be unique given an entity type.

Returns:

  • (::String) —

    Immutable. Name of the Feature. Format: projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entity_type}/features/{feature}

    The last part feature is assigned by the client. The feature can be up to 64 characters long and can consist only of ASCII Latin letters A-Z and a-z, underscore(_), and ASCII digits 0-9 starting with a letter. The value will be unique given an entity type.



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# File 'proto_docs/google/cloud/aiplatform/v1/feature.rb', line 78

class Feature
  include ::Google::Protobuf::MessageExts
  extend ::Google::Protobuf::MessageExts::ClassMethods

  # A list of historical [Snapshot
  # Analysis][FeaturestoreMonitoringConfig.SnapshotAnalysis] or [Import Feature
  # Analysis] [FeaturestoreMonitoringConfig.ImportFeatureAnalysis] stats
  # requested by user, sorted by {::Google::Cloud::AIPlatform::V1::FeatureStatsAnomaly#start_time FeatureStatsAnomaly.start_time} descending.
  # @!attribute [r] objective
  #   @return [::Google::Cloud::AIPlatform::V1::Feature::MonitoringStatsAnomaly::Objective]
  #     Output only. The objective for each stats.
  # @!attribute [r] feature_stats_anomaly
  #   @return [::Google::Cloud::AIPlatform::V1::FeatureStatsAnomaly]
  #     Output only. The stats and anomalies generated at specific timestamp.
  class MonitoringStatsAnomaly
    include ::Google::Protobuf::MessageExts
    extend ::Google::Protobuf::MessageExts::ClassMethods

    # If the objective in the request is both
    # Import Feature Analysis and Snapshot Analysis, this objective could be
    # one of them. Otherwise, this objective should be the same as the
    # objective in the request.
    module Objective
      # If it's OBJECTIVE_UNSPECIFIED, monitoring_stats will be empty.
      OBJECTIVE_UNSPECIFIED = 0

      # Stats are generated by Import Feature Analysis.
      IMPORT_FEATURE_ANALYSIS = 1

      # Stats are generated by Snapshot Analysis.
      SNAPSHOT_ANALYSIS = 2
    end
  end

  # @!attribute [rw] key
  #   @return [::String]
  # @!attribute [rw] value
  #   @return [::String]
  class LabelsEntry
    include ::Google::Protobuf::MessageExts
    extend ::Google::Protobuf::MessageExts::ClassMethods
  end

  # An enum representing the value type of a feature.
  module ValueType
    # The value type is unspecified.
    VALUE_TYPE_UNSPECIFIED = 0

    # Used for Feature that is a boolean.
    BOOL = 1

    # Used for Feature that is a list of boolean.
    BOOL_ARRAY = 2

    # Used for Feature that is double.
    DOUBLE = 3

    # Used for Feature that is a list of double.
    DOUBLE_ARRAY = 4

    # Used for Feature that is INT64.
    INT64 = 9

    # Used for Feature that is a list of INT64.
    INT64_ARRAY = 10

    # Used for Feature that is string.
    STRING = 11

    # Used for Feature that is a list of String.
    STRING_ARRAY = 12

    # Used for Feature that is bytes.
    BYTES = 13
  end
end

#update_time ⇒ ::Google::Protobuf::Timestamp (readonly)

Returns Output only. Timestamp when this EntityType was most recently updated.

Returns:



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# File 'proto_docs/google/cloud/aiplatform/v1/feature.rb', line 78

class Feature
  include ::Google::Protobuf::MessageExts
  extend ::Google::Protobuf::MessageExts::ClassMethods

  # A list of historical [Snapshot
  # Analysis][FeaturestoreMonitoringConfig.SnapshotAnalysis] or [Import Feature
  # Analysis] [FeaturestoreMonitoringConfig.ImportFeatureAnalysis] stats
  # requested by user, sorted by {::Google::Cloud::AIPlatform::V1::FeatureStatsAnomaly#start_time FeatureStatsAnomaly.start_time} descending.
  # @!attribute [r] objective
  #   @return [::Google::Cloud::AIPlatform::V1::Feature::MonitoringStatsAnomaly::Objective]
  #     Output only. The objective for each stats.
  # @!attribute [r] feature_stats_anomaly
  #   @return [::Google::Cloud::AIPlatform::V1::FeatureStatsAnomaly]
  #     Output only. The stats and anomalies generated at specific timestamp.
  class MonitoringStatsAnomaly
    include ::Google::Protobuf::MessageExts
    extend ::Google::Protobuf::MessageExts::ClassMethods

    # If the objective in the request is both
    # Import Feature Analysis and Snapshot Analysis, this objective could be
    # one of them. Otherwise, this objective should be the same as the
    # objective in the request.
    module Objective
      # If it's OBJECTIVE_UNSPECIFIED, monitoring_stats will be empty.
      OBJECTIVE_UNSPECIFIED = 0

      # Stats are generated by Import Feature Analysis.
      IMPORT_FEATURE_ANALYSIS = 1

      # Stats are generated by Snapshot Analysis.
      SNAPSHOT_ANALYSIS = 2
    end
  end

  # @!attribute [rw] key
  #   @return [::String]
  # @!attribute [rw] value
  #   @return [::String]
  class LabelsEntry
    include ::Google::Protobuf::MessageExts
    extend ::Google::Protobuf::MessageExts::ClassMethods
  end

  # An enum representing the value type of a feature.
  module ValueType
    # The value type is unspecified.
    VALUE_TYPE_UNSPECIFIED = 0

    # Used for Feature that is a boolean.
    BOOL = 1

    # Used for Feature that is a list of boolean.
    BOOL_ARRAY = 2

    # Used for Feature that is double.
    DOUBLE = 3

    # Used for Feature that is a list of double.
    DOUBLE_ARRAY = 4

    # Used for Feature that is INT64.
    INT64 = 9

    # Used for Feature that is a list of INT64.
    INT64_ARRAY = 10

    # Used for Feature that is string.
    STRING = 11

    # Used for Feature that is a list of String.
    STRING_ARRAY = 12

    # Used for Feature that is bytes.
    BYTES = 13
  end
end

#value_type ⇒ ::Google::Cloud::AIPlatform::V1::Feature::ValueType

Returns Required. Immutable. Type of Feature value.

Returns:



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# File 'proto_docs/google/cloud/aiplatform/v1/feature.rb', line 78

class Feature
  include ::Google::Protobuf::MessageExts
  extend ::Google::Protobuf::MessageExts::ClassMethods

  # A list of historical [Snapshot
  # Analysis][FeaturestoreMonitoringConfig.SnapshotAnalysis] or [Import Feature
  # Analysis] [FeaturestoreMonitoringConfig.ImportFeatureAnalysis] stats
  # requested by user, sorted by {::Google::Cloud::AIPlatform::V1::FeatureStatsAnomaly#start_time FeatureStatsAnomaly.start_time} descending.
  # @!attribute [r] objective
  #   @return [::Google::Cloud::AIPlatform::V1::Feature::MonitoringStatsAnomaly::Objective]
  #     Output only. The objective for each stats.
  # @!attribute [r] feature_stats_anomaly
  #   @return [::Google::Cloud::AIPlatform::V1::FeatureStatsAnomaly]
  #     Output only. The stats and anomalies generated at specific timestamp.
  class MonitoringStatsAnomaly
    include ::Google::Protobuf::MessageExts
    extend ::Google::Protobuf::MessageExts::ClassMethods

    # If the objective in the request is both
    # Import Feature Analysis and Snapshot Analysis, this objective could be
    # one of them. Otherwise, this objective should be the same as the
    # objective in the request.
    module Objective
      # If it's OBJECTIVE_UNSPECIFIED, monitoring_stats will be empty.
      OBJECTIVE_UNSPECIFIED = 0

      # Stats are generated by Import Feature Analysis.
      IMPORT_FEATURE_ANALYSIS = 1

      # Stats are generated by Snapshot Analysis.
      SNAPSHOT_ANALYSIS = 2
    end
  end

  # @!attribute [rw] key
  #   @return [::String]
  # @!attribute [rw] value
  #   @return [::String]
  class LabelsEntry
    include ::Google::Protobuf::MessageExts
    extend ::Google::Protobuf::MessageExts::ClassMethods
  end

  # An enum representing the value type of a feature.
  module ValueType
    # The value type is unspecified.
    VALUE_TYPE_UNSPECIFIED = 0

    # Used for Feature that is a boolean.
    BOOL = 1

    # Used for Feature that is a list of boolean.
    BOOL_ARRAY = 2

    # Used for Feature that is double.
    DOUBLE = 3

    # Used for Feature that is a list of double.
    DOUBLE_ARRAY = 4

    # Used for Feature that is INT64.
    INT64 = 9

    # Used for Feature that is a list of INT64.
    INT64_ARRAY = 10

    # Used for Feature that is string.
    STRING = 11

    # Used for Feature that is a list of String.
    STRING_ARRAY = 12

    # Used for Feature that is bytes.
    BYTES = 13
  end
end