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. For example, color is a feature that describes an 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. Only applicable for Vertex AI Feature Store (Legacy). Timestamp when this EntityType was created.

Returns:

  • (::Google::Protobuf::Timestamp) —

    Output only. Only applicable for Vertex AI Feature Store (Legacy). Timestamp when this EntityType was created.



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# File 'proto_docs/google/cloud/aiplatform/v1/feature.rb', line 93

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

  # A list of historical
  # {::Google::Cloud::AIPlatform::V1::FeaturestoreMonitoringConfig::SnapshotAnalysis SnapshotAnalysis}
  # or
  # {::Google::Cloud::AIPlatform::V1::FeaturestoreMonitoringConfig::ImportFeaturesAnalysis ImportFeaturesAnalysis}
  # 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

  # Only applicable for Vertex AI Legacy Feature Store.
  # 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

    # Used for Feature that is struct.
    STRUCT = 14
  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 93

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

  # A list of historical
  # {::Google::Cloud::AIPlatform::V1::FeaturestoreMonitoringConfig::SnapshotAnalysis SnapshotAnalysis}
  # or
  # {::Google::Cloud::AIPlatform::V1::FeaturestoreMonitoringConfig::ImportFeaturesAnalysis ImportFeaturesAnalysis}
  # 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

  # Only applicable for Vertex AI Legacy Feature Store.
  # 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

    # Used for Feature that is struct.
    STRUCT = 14
  end
end

#disable_monitoring ⇒ ::Boolean

Returns Optional. Only applicable for Vertex AI Feature Store (Legacy). 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. Only applicable for Vertex AI Feature Store (Legacy). 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 93

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

  # A list of historical
  # {::Google::Cloud::AIPlatform::V1::FeaturestoreMonitoringConfig::SnapshotAnalysis SnapshotAnalysis}
  # or
  # {::Google::Cloud::AIPlatform::V1::FeaturestoreMonitoringConfig::ImportFeaturesAnalysis ImportFeaturesAnalysis}
  # 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

  # Only applicable for Vertex AI Legacy Feature Store.
  # 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

    # Used for Feature that is struct.
    STRUCT = 14
  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 93

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

  # A list of historical
  # {::Google::Cloud::AIPlatform::V1::FeaturestoreMonitoringConfig::SnapshotAnalysis SnapshotAnalysis}
  # or
  # {::Google::Cloud::AIPlatform::V1::FeaturestoreMonitoringConfig::ImportFeaturesAnalysis ImportFeaturesAnalysis}
  # 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

  # Only applicable for Vertex AI Legacy Feature Store.
  # 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

    # Used for Feature that is struct.
    STRUCT = 14
  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 93

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

  # A list of historical
  # {::Google::Cloud::AIPlatform::V1::FeaturestoreMonitoringConfig::SnapshotAnalysis SnapshotAnalysis}
  # or
  # {::Google::Cloud::AIPlatform::V1::FeaturestoreMonitoringConfig::ImportFeaturesAnalysis ImportFeaturesAnalysis}
  # 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

  # Only applicable for Vertex AI Legacy Feature Store.
  # 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

    # Used for Feature that is struct.
    STRUCT = 14
  end
end

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

Returns Output only. Only applicable for Vertex AI Feature Store (Legacy). 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 93

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

  # A list of historical
  # {::Google::Cloud::AIPlatform::V1::FeaturestoreMonitoringConfig::SnapshotAnalysis SnapshotAnalysis}
  # or
  # {::Google::Cloud::AIPlatform::V1::FeaturestoreMonitoringConfig::ImportFeaturesAnalysis ImportFeaturesAnalysis}
  # 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

  # Only applicable for Vertex AI Legacy Feature Store.
  # 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

    # Used for Feature that is struct.
    STRUCT = 14
  end
end

#name ⇒ ::String

Returns Immutable. Name of the Feature. Format: projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entity_type}/features/{feature} projects/{project}/locations/{location}/featureGroups/{feature_group}/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} projects/{project}/locations/{location}/featureGroups/{feature_group}/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 93

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

  # A list of historical
  # {::Google::Cloud::AIPlatform::V1::FeaturestoreMonitoringConfig::SnapshotAnalysis SnapshotAnalysis}
  # or
  # {::Google::Cloud::AIPlatform::V1::FeaturestoreMonitoringConfig::ImportFeaturesAnalysis ImportFeaturesAnalysis}
  # 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

  # Only applicable for Vertex AI Legacy Feature Store.
  # 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

    # Used for Feature that is struct.
    STRUCT = 14
  end
end

#point_of_contact ⇒ ::String

Returns Entity responsible for maintaining this feature. Can be comma separated list of email addresses or URIs.

Returns:

  • (::String) —

    Entity responsible for maintaining this feature. Can be comma separated list of email addresses or URIs.



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# File 'proto_docs/google/cloud/aiplatform/v1/feature.rb', line 93

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

  # A list of historical
  # {::Google::Cloud::AIPlatform::V1::FeaturestoreMonitoringConfig::SnapshotAnalysis SnapshotAnalysis}
  # or
  # {::Google::Cloud::AIPlatform::V1::FeaturestoreMonitoringConfig::ImportFeaturesAnalysis ImportFeaturesAnalysis}
  # 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

  # Only applicable for Vertex AI Legacy Feature Store.
  # 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

    # Used for Feature that is struct.
    STRUCT = 14
  end
end

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

Returns Output only. Only applicable for Vertex AI Feature Store (Legacy). Timestamp when this EntityType was most recently updated.

Returns:

  • (::Google::Protobuf::Timestamp) —

    Output only. Only applicable for Vertex AI Feature Store (Legacy). Timestamp when this EntityType was most recently updated.



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# File 'proto_docs/google/cloud/aiplatform/v1/feature.rb', line 93

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

  # A list of historical
  # {::Google::Cloud::AIPlatform::V1::FeaturestoreMonitoringConfig::SnapshotAnalysis SnapshotAnalysis}
  # or
  # {::Google::Cloud::AIPlatform::V1::FeaturestoreMonitoringConfig::ImportFeaturesAnalysis ImportFeaturesAnalysis}
  # 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

  # Only applicable for Vertex AI Legacy Feature Store.
  # 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

    # Used for Feature that is struct.
    STRUCT = 14
  end
end

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

Returns Immutable. Only applicable for Vertex AI Feature Store (Legacy). Type of Feature value.

Returns:



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# File 'proto_docs/google/cloud/aiplatform/v1/feature.rb', line 93

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

  # A list of historical
  # {::Google::Cloud::AIPlatform::V1::FeaturestoreMonitoringConfig::SnapshotAnalysis SnapshotAnalysis}
  # or
  # {::Google::Cloud::AIPlatform::V1::FeaturestoreMonitoringConfig::ImportFeaturesAnalysis ImportFeaturesAnalysis}
  # 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

  # Only applicable for Vertex AI Legacy Feature Store.
  # 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

    # Used for Feature that is struct.
    STRUCT = 14
  end
end

#version_column_name ⇒ ::String

Returns Only applicable for Vertex AI Feature Store. The name of the BigQuery Table/View column hosting data for this version. If no value is provided, will use feature_id.

Returns:

  • (::String) —

    Only applicable for Vertex AI Feature Store. The name of the BigQuery Table/View column hosting data for this version. If no value is provided, will use feature_id.



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# File 'proto_docs/google/cloud/aiplatform/v1/feature.rb', line 93

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

  # A list of historical
  # {::Google::Cloud::AIPlatform::V1::FeaturestoreMonitoringConfig::SnapshotAnalysis SnapshotAnalysis}
  # or
  # {::Google::Cloud::AIPlatform::V1::FeaturestoreMonitoringConfig::ImportFeaturesAnalysis ImportFeaturesAnalysis}
  # 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

  # Only applicable for Vertex AI Legacy Feature Store.
  # 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

    # Used for Feature that is struct.
    STRUCT = 14
  end
end