Table of Contents
SageMakerFeatureStoreRuntime.Client¶A low-level client representing Amazon SageMaker Feature Store Runtime
Contains all data plane API operations and data types for the Amazon SageMaker Feature Store. Use this API to put, delete, and retrieve (get) features from a feature store.
Use the following operations to configure your OnlineStore and OfflineStore features, and to create and manage feature groups:
import boto3
client = boto3.client('sagemaker-featurestore-runtime')
These are the available methods:
batch_get_record()can_paginate()close()delete_record()get_paginator()get_record()get_waiter()put_record()batch_get_record(**kwargs)¶Retrieves a batch of Records from a FeatureGroup .
See also: AWS API Documentation
Request Syntax
response = client.batch_get_record(
Identifiers=[
{
'FeatureGroupName': 'string',
'RecordIdentifiersValueAsString': [
'string',
],
'FeatureNames': [
'string',
]
},
]
)
[REQUIRED]
A list of FeatureGroup names, with their corresponding RecordIdentifier value, and Feature name that have been requested to be retrieved in batch.
The identifier that identifies the batch of Records you are retrieving in a batch.
A FeatureGroupName containing Records you are retrieving in a batch.
The value for a list of record identifiers in string format.
List of names of Features to be retrieved. If not specified, the latest value for all the Features are returned.
{
'Records': [
{
'FeatureGroupName': 'string',
'RecordIdentifierValueAsString': 'string',
'Record': [
{
'FeatureName': 'string',
'ValueAsString': 'string'
},
]
},
],
'Errors': [
{
'FeatureGroupName': 'string',
'RecordIdentifierValueAsString': 'string',
'ErrorCode': 'string',
'ErrorMessage': 'string'
},
],
'UnprocessedIdentifiers': [
{
'FeatureGroupName': 'string',
'RecordIdentifiersValueAsString': [
'string',
],
'FeatureNames': [
'string',
]
},
]
}
Response Structure
A list of Records you requested to be retrieved in batch.
The output of Records that have been retrieved in a batch.
The FeatureGroupName containing Records you retrieved in a batch.
The value of the record identifer in string format.
The Record retrieved.
The value associated with a feature.
The name of a feature that a feature value corresponds to.
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.
A list of errors that have occurred when retrieving a batch of Records.
The error that has occurred when attempting to retrieve a batch of Records.
The name of the feature group that the record belongs to.
The value for the RecordIdentifier in string format of a Record from a FeatureGroup that is causing an error when attempting to be retrieved.
The error code of an error that has occured when attempting to retrieve a batch of Records. For more information on errors, see Errors.
The error message of an error that has occured when attempting to retrieve a record in the batch.
A unprocessed list of FeatureGroup names, with their corresponding RecordIdentifier value, and Feature name.
The identifier that identifies the batch of Records you are retrieving in a batch.
A FeatureGroupName containing Records you are retrieving in a batch.
The value for a list of record identifiers in string format.
List of names of Features to be retrieved. If not specified, the latest value for all the Features are returned.
Exceptions
SageMakerFeatureStoreRuntime.Client.exceptions.ValidationErrorSageMakerFeatureStoreRuntime.Client.exceptions.InternalFailureSageMakerFeatureStoreRuntime.Client.exceptions.ServiceUnavailableSageMakerFeatureStoreRuntime.Client.exceptions.AccessForbiddencan_paginate(operation_name)¶Check if an operation can be paginated.
create_foo, and you'd normally invoke the
operation as client.create_foo(**kwargs), if the
create_foo operation can be paginated, you can use the
call client.get_paginator("create_foo").True if the operation can be paginated,
False otherwise.close()¶Closes underlying endpoint connections.
delete_record(**kwargs)¶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
response = client.delete_record(
FeatureGroupName='string',
RecordIdentifierValueAsString='string',
EventTime='string',
TargetStores=[
'OnlineStore'|'OfflineStore',
]
)
[REQUIRED]
The name of the feature group to delete the record from.
[REQUIRED]
The value for the RecordIdentifier that uniquely identifies the record, in string format.
[REQUIRED]
Timestamp indicating when the deletion event occurred. EventTime can be used to query data at a certain point in time.
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 .
None
Exceptions
SageMakerFeatureStoreRuntime.Client.exceptions.ValidationErrorSageMakerFeatureStoreRuntime.Client.exceptions.InternalFailureSageMakerFeatureStoreRuntime.Client.exceptions.ServiceUnavailableSageMakerFeatureStoreRuntime.Client.exceptions.AccessForbiddenget_paginator(operation_name)¶Create a paginator for an operation.
create_foo, and you'd normally invoke the
operation as client.create_foo(**kwargs), if the
create_foo operation can be paginated, you can use the
call client.get_paginator("create_foo").client.can_paginate method to
check if an operation is pageable.get_record(**kwargs)¶Use for OnlineStore serving from a FeatureStore . Only the latest records stored in the OnlineStore can be retrieved. If no Record with RecordIdentifierValue is found, then an empty result is returned.
See also: AWS API Documentation
Request Syntax
response = client.get_record(
FeatureGroupName='string',
RecordIdentifierValueAsString='string',
FeatureNames=[
'string',
]
)
[REQUIRED]
The name of the feature group from which you want to retrieve a record.
[REQUIRED]
The value that corresponds to RecordIdentifier type and uniquely identifies the record in the FeatureGroup .
List of names of Features to be retrieved. If not specified, the latest value for all the Features are returned.
dict
Response Syntax
{
'Record': [
{
'FeatureName': 'string',
'ValueAsString': 'string'
},
]
}
Response Structure
(dict) --
Record (list) --
The record you requested. A list of FeatureValues .
(dict) --
The value associated with a feature.
FeatureName (string) --
The name of a feature that a feature value corresponds to.
ValueAsString (string) --
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.
Exceptions
SageMakerFeatureStoreRuntime.Client.exceptions.ValidationErrorSageMakerFeatureStoreRuntime.Client.exceptions.ResourceNotFoundSageMakerFeatureStoreRuntime.Client.exceptions.InternalFailureSageMakerFeatureStoreRuntime.Client.exceptions.ServiceUnavailableSageMakerFeatureStoreRuntime.Client.exceptions.AccessForbiddenget_waiter(waiter_name)¶Returns an object that can wait for some condition.
put_record(**kwargs)¶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
response = client.put_record(
FeatureGroupName='string',
Record=[
{
'FeatureName': 'string',
'ValueAsString': 'string'
},
],
TargetStores=[
'OnlineStore'|'OfflineStore',
]
)
[REQUIRED]
The name of the feature group that you want to insert the record into.
[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:
GetRecord to retrieve the latest record.GetRecord .PutRecord to update feature values.The value associated with a feature.
The name of a feature that a feature value corresponds to.
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.
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 .
None
Exceptions
SageMakerFeatureStoreRuntime.Client.exceptions.ValidationErrorSageMakerFeatureStoreRuntime.Client.exceptions.InternalFailureSageMakerFeatureStoreRuntime.Client.exceptions.ServiceUnavailableSageMakerFeatureStoreRuntime.Client.exceptions.AccessForbiddenThe available paginators are: