Class Feature (1.20.0)

  Feature 
 ( 
 mapping 
 = 
 None 
 , 
 * 
 , 
 ignore_unknown_fields 
 = 
 False 
 , 
 ** 
 kwargs 
 )

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.

Attributes

Name	Description
name	`str` 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.
description	`str` Description of the Feature.
value_type	`google.cloud.aiplatform_v1beta1.types.Feature.ValueType` Required. Immutable. Type of Feature value.
create_time	`google.protobuf.timestamp_pb2.Timestamp` Output only. Timestamp when this EntityType was created.
update_time	`google.protobuf.timestamp_pb2.Timestamp` Output only. Timestamp when this EntityType was most recently updated.
labels	`Mapping[str, str]` 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.
etag	`str` Used to perform a consistent read-modify-write updates. If not set, a blind "overwrite" update happens.
monitoring_config	`google.cloud.aiplatform_v1beta1.types.FeaturestoreMonitoringConfig` Optional. Deprecated: The custom monitoring configuration for this Feature, 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 this is populated with [FeaturestoreMonitoringConfig.disabled][] = true, snapshot analysis monitoring is disabled; if [FeaturestoreMonitoringConfig.monitoring_interval][] specified, snapshot analysis monitoring is enabled. Otherwise, snapshot analysis monitoring config is same as the EntityType's this Feature belongs to.
disable_monitoring	`bool` 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.
monitoring_stats	`Sequence[ google.cloud.aiplatform_v1beta1.types.FeatureStatsAnomaly ]` Output only. A list of historical [Snapshot Analysis][FeaturestoreMonitoringConfig.SnapshotAnalysis] stats requested by user, sorted by FeatureStatsAnomaly.start_time descending.
monitoring_stats_anomalies	`Sequence[ google.cloud.aiplatform_v1beta1.types.Feature.MonitoringStatsAnomaly ]` Output only. The list of historical stats and anomalies with specified objectives.

Inheritance

builtins.object > proto.message.Message > Feature

Classes

LabelsEntry

  LabelsEntry 
 ( 
 mapping 
 = 
 None 
 , 
 * 
 , 
 ignore_unknown_fields 
 = 
 False 
 , 
 ** 
 kwargs 
 )

The abstract base class for a message.

Parameters

Name	Description
kwargs	`dict` Keys and values corresponding to the fields of the message.
mapping	`Union[dict, .Message ]` A dictionary or message to be used to determine the values for this message.
ignore_unknown_fields	`Optional(bool)` If True, do not raise errors for unknown fields. Only applied if `mapping` is a mapping type or there are keyword parameters.

MonitoringStatsAnomaly

  MonitoringStatsAnomaly 
 ( 
 mapping 
 = 
 None 
 , 
 * 
 , 
 ignore_unknown_fields 
 = 
 False 
 , 
 ** 
 kwargs 
 )

A list of historical [Snapshot Analysis][FeaturestoreMonitoringConfig.SnapshotAnalysis] or [Import Feature Analysis] [FeaturestoreMonitoringConfig.ImportFeatureAnalysis] stats requested by user, sorted by FeatureStatsAnomaly.start_time descending.

ValueType

  ValueType 
 ( 
 value 
 )

An enum representing the value type of a feature.