2022/12/06 - Amazon SageMaker Feature Store Runtime - 2 updated api methods
Changes For online + offline Feature Groups, added ability to target PutRecord and DeleteRecord actions to only online store, or only offline store. If target store parameter is not specified, actions will apply to both stores.
{'TargetStores': ['OnlineStore | OfflineStore']}
Deletes a Record from a FeatureGroup . When the DeleteRecord API is called a new record will be added to the OfflineStore and the Record will be removed from the OnlineStore . This record will have a value of True in the is_deleted column.
See also: AWS API Documentation
Request Syntax
client.delete_record(
FeatureGroupName='string',
RecordIdentifierValueAsString='string',
EventTime='string',
TargetStores=[
'OnlineStore'|'OfflineStore',
]
)
string
[REQUIRED]
The name of the feature group to delete the record from.
string
[REQUIRED]
The value for the RecordIdentifier that uniquely identifies the record, in string format.
string
[REQUIRED]
Timestamp indicating when the deletion event occurred. EventTime can be used to query data at a certain point in time.
list
A list of stores from which you're deleting the record. By default, Feature Store deletes the record from all of the stores that you're using for the FeatureGroup .
(string) --
None
{'TargetStores': ['OnlineStore | OfflineStore']}
Used for data ingestion into the FeatureStore . The PutRecord API writes to both the OnlineStore and OfflineStore . If the record is the latest record for the recordIdentifier , the record is written to both the OnlineStore and OfflineStore . If the record is a historic record, it is written only to the OfflineStore .
See also: AWS API Documentation
Request Syntax
client.put_record(
FeatureGroupName='string',
Record=[
{
'FeatureName': 'string',
'ValueAsString': 'string'
},
],
TargetStores=[
'OnlineStore'|'OfflineStore',
]
)
string
[REQUIRED]
The name of the feature group that you want to insert the record into.
list
[REQUIRED]
List of FeatureValues to be inserted. This will be a full over-write. If you only want to update few of the feature values, do the following:
Use GetRecord to retrieve the latest record.
Update the record returned from GetRecord .
Use PutRecord to update feature values.
(dict) --
The value associated with a feature.
FeatureName (string) -- [REQUIRED]
The name of a feature that a feature value corresponds to.
ValueAsString (string) -- [REQUIRED]
The value associated with a feature, in string format. Note that features types can be String, Integral, or Fractional. This value represents all three types as a string.
list
A list of stores to which you're adding the record. By default, Feature Store adds the record to all of the stores that you're using for the FeatureGroup .
(string) --
None