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FeatureView(mapping=None, *, ignore_unknown_fields=False, **kwargs)
FeatureView is representation of values that the FeatureOnlineStore will serve based on its syncConfig.
This message has oneof
_ fields (mutually exclusive fields).
For each oneof, at most one member field can be set at the same time.
Setting any member of the oneof automatically clears all other
members.
.. _oneof: https://proto-plus-python.readthedocs.io/en/stable/fields.html#oneofs-mutually-exclusive-fields
Attributes |
|
---|---|
Name | Description |
big_query_source |
google.cloud.aiplatform_v1beta1.types.FeatureView.BigQuerySource
Optional. Configures how data is supposed to be extracted from a BigQuery source to be loaded onto the FeatureOnlineStore. This field is a member of oneof _ source .
|
feature_registry_source |
google.cloud.aiplatform_v1beta1.types.FeatureView.FeatureRegistrySource
Optional. Configures the features from a Feature Registry source that need to be loaded onto the FeatureOnlineStore. This field is a member of oneof _ source .
|
name |
str
Identifier. Name of the FeatureView. Format: projects/{project}/locations/{location}/featureOnlineStores/{feature_online_store}/featureViews/{feature_view}
|
create_time |
google.protobuf.timestamp_pb2.Timestamp
Output only. Timestamp when this FeatureView was created. |
update_time |
google.protobuf.timestamp_pb2.Timestamp
Output only. Timestamp when this FeatureView was last updated. |
etag |
str
Optional. Used to perform consistent read-modify-write updates. If not set, a blind "overwrite" update happens. |
labels |
MutableMapping[str, str]
Optional. The labels with user-defined metadata to organize your FeatureViews. 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 FeatureOnlineStore(System labels are excluded)." System reserved label keys are prefixed with "aiplatform.googleapis.com/" and are immutable. |
sync_config |
google.cloud.aiplatform_v1beta1.types.FeatureView.SyncConfig
Configures when data is to be synced/updated for this FeatureView. At the end of the sync the latest featureValues for each entityId of this FeatureView are made ready for online serving. |
vector_search_config |
google.cloud.aiplatform_v1beta1.types.FeatureView.VectorSearchConfig
Optional. Deprecated: please use FeatureView.index_config instead. |
index_config |
google.cloud.aiplatform_v1beta1.types.FeatureView.IndexConfig
Optional. Configuration for index preparation for vector search. It contains the required configurations to create an index from source data, so that approximate nearest neighbor (a.k.a ANN) algorithms search can be performed during online serving. |
service_agent_type |
google.cloud.aiplatform_v1beta1.types.FeatureView.ServiceAgentType
Optional. Service agent type used during data sync. By default, the Vertex AI Service Agent is used. When using an IAM Policy to isolate this FeatureView within a project, a separate service account should be provisioned by setting this field to SERVICE_AGENT_TYPE_FEATURE_VIEW . This will
generate a separate service account to access the BigQuery
source table.
|
service_account_email |
str
Output only. A Service Account unique to this FeatureView. The role bigquery.dataViewer should be granted to this service account to allow Vertex AI Feature Store to sync data to the online store. |
Classes
BigQuerySource
BigQuerySource(mapping=None, *, ignore_unknown_fields=False, **kwargs)
FeatureRegistrySource
FeatureRegistrySource(mapping=None, *, ignore_unknown_fields=False, **kwargs)
A Feature Registry source for features that need to be synced to Online Store.
.. _oneof: https://proto-plus-python.readthedocs.io/en/stable/fields.html#oneofs-mutually-exclusive-fields
IndexConfig
IndexConfig(mapping=None, *, ignore_unknown_fields=False, **kwargs)
Configuration for vector indexing.
This message has oneof
_ fields (mutually exclusive fields).
For each oneof, at most one member field can be set at the same time.
Setting any member of the oneof automatically clears all other
members.
.. _oneof: https://proto-plus-python.readthedocs.io/en/stable/fields.html#oneofs-mutually-exclusive-fields
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,
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 |
ServiceAgentType
ServiceAgentType(value)
Service agent type used during data sync.
SyncConfig
SyncConfig(mapping=None, *, ignore_unknown_fields=False, **kwargs)
Configuration for Sync. Only one option is set.
VectorSearchConfig
VectorSearchConfig(mapping=None, *, ignore_unknown_fields=False, **kwargs)
Deprecated. Use IndexConfig instead.
This message has oneof
_ fields (mutually exclusive fields).
For each oneof, at most one member field can be set at the same time.
Setting any member of the oneof automatically clears all other
members.
.. _oneof: https://proto-plus-python.readthedocs.io/en/stable/fields.html#oneofs-mutually-exclusive-fields
Methods
FeatureView
FeatureView(mapping=None, *, ignore_unknown_fields=False, **kwargs)
FeatureView is representation of values that the FeatureOnlineStore will serve based on its syncConfig.
This message has oneof
_ fields (mutually exclusive fields).
For each oneof, at most one member field can be set at the same time.
Setting any member of the oneof automatically clears all other
members.
.. _oneof: https://proto-plus-python.readthedocs.io/en/stable/fields.html#oneofs-mutually-exclusive-fields