Amazon SageMaker Feature Store Runtime 2020-07-01
- Client: Aws\SageMakerFeatureStoreRuntime\SageMakerFeatureStoreRuntimeClient
- Service ID: sagemaker-featurestore-runtime
- Version: 2020-07-01
This page describes the parameters and results for the operations of the Amazon SageMaker Feature Store Runtime (2020-07-01), and shows how to use the Aws\SageMakerFeatureStoreRuntime\SageMakerFeatureStoreRuntimeClient object to call the described operations. This documentation is specific to the 2020-07-01 API version of the service.
Operation Summary
Each of the following operations can be created from a client using
$client->getCommand('CommandName')
, where "CommandName" is the
name of one of the following operations. Note: a command is a value that
encapsulates an operation and the parameters used to create an HTTP request.
You can also create and send a command immediately using the magic methods
available on a client object: $client->commandName(/* parameters */)
.
You can send the command asynchronously (returning a promise) by appending the
word "Async" to the operation name: $client->commandNameAsync(/* parameters */)
.
- BatchGetRecord ( array $params = [] )
- Retrieves a batch of Records from a FeatureGroup.
- DeleteRecord ( array $params = [] )
- Deletes a Record from a FeatureGroup in the OnlineStore.
- GetRecord ( array $params = [] )
- Use for OnlineStore serving from a FeatureStore.
- PutRecord ( array $params = [] )
- The PutRecord API is used to ingest a list of Records into your feature group.
Operations
BatchGetRecord
$result = $client->batchGetRecord
([/* ... */]); $promise = $client->batchGetRecordAsync
([/* ... */]);
Retrieves a batch of Records
from a FeatureGroup
.
Parameter Syntax
$result = $client->batchGetRecord([ 'ExpirationTimeResponse' => 'Enabled|Disabled', 'Identifiers' => [ // REQUIRED [ 'FeatureGroupName' => '<string>', // REQUIRED 'FeatureNames' => ['<string>', ...], 'RecordIdentifiersValueAsString' => ['<string>', ...], // REQUIRED ], // ... ], ]);
Parameter Details
Members
- ExpirationTimeResponse
-
- Type: string
Parameter to request
ExpiresAt
in response. IfEnabled
,BatchGetRecord
will return the value ofExpiresAt
, if it is not null. IfDisabled
and null,BatchGetRecord
will return null. - Identifiers
-
- Required: Yes
- Type: Array of BatchGetRecordIdentifier structures
A list containing the name or Amazon Resource Name (ARN) of the
FeatureGroup
, the list of names ofFeature
s to be retrieved, and the correspondingRecordIdentifier
values as strings.
Result Syntax
[ 'Errors' => [ [ 'ErrorCode' => '<string>', 'ErrorMessage' => '<string>', 'FeatureGroupName' => '<string>', 'RecordIdentifierValueAsString' => '<string>', ], // ... ], 'Records' => [ [ 'ExpiresAt' => '<string>', 'FeatureGroupName' => '<string>', 'Record' => [ [ 'FeatureName' => '<string>', 'ValueAsString' => '<string>', 'ValueAsStringList' => ['<string>', ...], ], // ... ], 'RecordIdentifierValueAsString' => '<string>', ], // ... ], 'UnprocessedIdentifiers' => [ [ 'FeatureGroupName' => '<string>', 'FeatureNames' => ['<string>', ...], 'RecordIdentifiersValueAsString' => ['<string>', ...], ], // ... ], ]
Result Details
Members
- Errors
-
- Required: Yes
- Type: Array of BatchGetRecordError structures
A list of errors that have occurred when retrieving a batch of Records.
- Records
-
- Required: Yes
- Type: Array of BatchGetRecordResultDetail structures
A list of Records you requested to be retrieved in batch.
- UnprocessedIdentifiers
-
- Required: Yes
- Type: Array of BatchGetRecordIdentifier structures
A unprocessed list of
FeatureGroup
names, with their correspondingRecordIdentifier
value, and Feature name.
Errors
- ValidationError:
There was an error validating your request.
- InternalFailure:
An internal failure occurred. Try your request again. If the problem persists, contact Amazon Web Services customer support.
- ServiceUnavailable:
The service is currently unavailable.
- AccessForbidden:
You do not have permission to perform an action.
DeleteRecord
$result = $client->deleteRecord
([/* ... */]); $promise = $client->deleteRecordAsync
([/* ... */]);
Deletes a Record
from a FeatureGroup
in the OnlineStore
. Feature Store supports both SoftDelete
and HardDelete
. For SoftDelete
(default), feature columns are set to null
and the record is no longer retrievable by GetRecord
or BatchGetRecord
. For HardDelete
, the complete Record
is removed from the OnlineStore
. In both cases, Feature Store appends the deleted record marker to the OfflineStore
. The deleted record marker is a record with the same RecordIdentifer
as the original, but with is_deleted
value set to True
, EventTime
set to the delete input EventTime
, and other feature values set to null
.
Note that the EventTime
specified in DeleteRecord
should be set later than the EventTime
of the existing record in the OnlineStore
for that RecordIdentifer
. If it is not, the deletion does not occur:
-
For
SoftDelete
, the existing (not deleted) record remains in theOnlineStore
, though the delete record marker is still written to theOfflineStore
. -
HardDelete
returnsEventTime
:400 ValidationException
to indicate that the delete operation failed. No delete record marker is written to theOfflineStore
.
When a record is deleted from the OnlineStore
, the deleted record marker is appended to the OfflineStore
. If you have the Iceberg table format enabled for your OfflineStore
, you can remove all history of a record from the OfflineStore
using Amazon Athena or Apache Spark. For information on how to hard delete a record from the OfflineStore
with the Iceberg table format enabled, see Delete records from the offline store.
Parameter Syntax
$result = $client->deleteRecord([ 'DeletionMode' => 'SoftDelete|HardDelete', 'EventTime' => '<string>', // REQUIRED 'FeatureGroupName' => '<string>', // REQUIRED 'RecordIdentifierValueAsString' => '<string>', // REQUIRED 'TargetStores' => ['<string>', ...], ]);
Parameter Details
Members
- DeletionMode
-
- Type: string
The name of the deletion mode for deleting the record. By default, the deletion mode is set to
SoftDelete
. - EventTime
-
- Required: Yes
- Type: string
Timestamp indicating when the deletion event occurred.
EventTime
can be used to query data at a certain point in time. - FeatureGroupName
-
- Required: Yes
- Type: string
The name or Amazon Resource Name (ARN) of the feature group to delete the record from.
- RecordIdentifierValueAsString
-
- Required: Yes
- Type: string
The value for the
RecordIdentifier
that uniquely identifies the record, in string format. - TargetStores
-
- Type: Array of strings
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
.
Result Syntax
[]
Result Details
Errors
- ValidationError:
There was an error validating your request.
- InternalFailure:
An internal failure occurred. Try your request again. If the problem persists, contact Amazon Web Services customer support.
- ServiceUnavailable:
The service is currently unavailable.
- AccessForbidden:
You do not have permission to perform an action.
GetRecord
$result = $client->getRecord
([/* ... */]); $promise = $client->getRecordAsync
([/* ... */]);
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.
Parameter Syntax
$result = $client->getRecord([ 'ExpirationTimeResponse' => 'Enabled|Disabled', 'FeatureGroupName' => '<string>', // REQUIRED 'FeatureNames' => ['<string>', ...], 'RecordIdentifierValueAsString' => '<string>', // REQUIRED ]);
Parameter Details
Members
- ExpirationTimeResponse
-
- Type: string
Parameter to request
ExpiresAt
in response. IfEnabled
,GetRecord
will return the value ofExpiresAt
, if it is not null. IfDisabled
and null,GetRecord
will return null. - FeatureGroupName
-
- Required: Yes
- Type: string
The name or Amazon Resource Name (ARN) of the feature group from which you want to retrieve a record.
- FeatureNames
-
- Type: Array of strings
List of names of Features to be retrieved. If not specified, the latest value for all the Features are returned.
- RecordIdentifierValueAsString
-
- Required: Yes
- Type: string
The value that corresponds to
RecordIdentifier
type and uniquely identifies the record in theFeatureGroup
.
Result Syntax
[ 'ExpiresAt' => '<string>', 'Record' => [ [ 'FeatureName' => '<string>', 'ValueAsString' => '<string>', 'ValueAsStringList' => ['<string>', ...], ], // ... ], ]
Result Details
Members
- ExpiresAt
-
- Type: string
The
ExpiresAt
ISO string of the requested record. - Record
-
- Type: Array of FeatureValue structures
The record you requested. A list of
FeatureValues
.
Errors
- ValidationError:
There was an error validating your request.
- ResourceNotFound:
A resource that is required to perform an action was not found.
- InternalFailure:
An internal failure occurred. Try your request again. If the problem persists, contact Amazon Web Services customer support.
- ServiceUnavailable:
The service is currently unavailable.
- AccessForbidden:
You do not have permission to perform an action.
PutRecord
$result = $client->putRecord
([/* ... */]); $promise = $client->putRecordAsync
([/* ... */]);
The PutRecord
API is used to ingest a list of Records
into your feature group.
If a new record’s EventTime
is greater, the new record is written to both the OnlineStore
and OfflineStore
. Otherwise, the record is a historic record and it is written only to the OfflineStore
.
You can specify the ingestion to be applied to the OnlineStore
, OfflineStore
, or both by using the TargetStores
request parameter.
You can set the ingested record to expire at a given time to live (TTL) duration after the record’s event time, ExpiresAt
= EventTime
+ TtlDuration
, by specifying the TtlDuration
parameter. A record level TtlDuration
is set when specifying the TtlDuration
parameter using the PutRecord
API call. If the input TtlDuration
is null
or unspecified, TtlDuration
is set to the default feature group level TtlDuration
. A record level TtlDuration
supersedes the group level TtlDuration
.
Parameter Syntax
$result = $client->putRecord([ 'FeatureGroupName' => '<string>', // REQUIRED 'Record' => [ // REQUIRED [ 'FeatureName' => '<string>', // REQUIRED 'ValueAsString' => '<string>', 'ValueAsStringList' => ['<string>', ...], ], // ... ], 'TargetStores' => ['<string>', ...], 'TtlDuration' => [ 'Unit' => 'Seconds|Minutes|Hours|Days|Weeks', // REQUIRED 'Value' => <integer>, // REQUIRED ], ]);
Parameter Details
Members
- FeatureGroupName
-
- Required: Yes
- Type: string
The name or Amazon Resource Name (ARN) of the feature group that you want to insert the record into.
- Record
-
- Required: Yes
- Type: Array of FeatureValue structures
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.
- TargetStores
-
- Type: Array of strings
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
. - TtlDuration
-
- Type: TtlDuration structure
Time to live duration, where the record is hard deleted after the expiration time is reached;
ExpiresAt
=EventTime
+TtlDuration
. For information on HardDelete, see the DeleteRecord API in the Amazon SageMaker API Reference guide.
Result Syntax
[]
Result Details
Errors
- ValidationError:
There was an error validating your request.
- InternalFailure:
An internal failure occurred. Try your request again. If the problem persists, contact Amazon Web Services customer support.
- ServiceUnavailable:
The service is currently unavailable.
- AccessForbidden:
You do not have permission to perform an action.
Shapes
AccessForbidden
Description
You do not have permission to perform an action.
Members
- Message
-
- Type: string
BatchGetRecordError
Description
The error that has occurred when attempting to retrieve a batch of Records.
Members
- ErrorCode
-
- Required: Yes
- Type: string
The error code of an error that has occurred when attempting to retrieve a batch of Records. For more information on errors, see Errors.
- ErrorMessage
-
- Required: Yes
- Type: string
The error message of an error that has occurred when attempting to retrieve a record in the batch.
- FeatureGroupName
-
- Required: Yes
- Type: string
The name of the feature group that the record belongs to.
- RecordIdentifierValueAsString
-
- Required: Yes
- Type: string
The value for the
RecordIdentifier
in string format of a Record from aFeatureGroup
that is causing an error when attempting to be retrieved.
BatchGetRecordIdentifier
Description
The identifier that identifies the batch of Records you are retrieving in a batch.
Members
- FeatureGroupName
-
- Required: Yes
- Type: string
The name or Amazon Resource Name (ARN) of the
FeatureGroup
containing the records you are retrieving in a batch. - FeatureNames
-
- Type: Array of strings
List of names of Features to be retrieved. If not specified, the latest value for all the Features are returned.
- RecordIdentifiersValueAsString
-
- Required: Yes
- Type: Array of strings
The value for a list of record identifiers in string format.
BatchGetRecordResultDetail
Description
The output of records that have been retrieved in a batch.
Members
- ExpiresAt
-
- Type: string
The
ExpiresAt
ISO string of the requested record. - FeatureGroupName
-
- Required: Yes
- Type: string
The
FeatureGroupName
containing Records you retrieved in a batch. - Record
-
- Required: Yes
- Type: Array of FeatureValue structures
The
Record
retrieved. - RecordIdentifierValueAsString
-
- Required: Yes
- Type: string
The value of the record identifier in string format.
FeatureValue
Description
The value associated with a feature.
Members
- FeatureName
-
- Required: Yes
- Type: string
The name of a feature that a feature value corresponds to.
- ValueAsString
-
- Type: string
The value in string format associated with a feature. Used when your
CollectionType
isNone
. Note that features types can beString
,Integral
, orFractional
. This value represents all three types as a string. - ValueAsStringList
-
- Type: Array of strings
The list of values in string format associated with a feature. Used when your
CollectionType
is aList
,Set
, orVector
. Note that features types can beString
,Integral
, orFractional
. These values represents all three types as a string.
InternalFailure
Description
An internal failure occurred. Try your request again. If the problem persists, contact Amazon Web Services customer support.
Members
- Message
-
- Type: string
ResourceNotFound
Description
A resource that is required to perform an action was not found.
Members
- Message
-
- Type: string
ServiceUnavailable
Description
The service is currently unavailable.
Members
- Message
-
- Type: string
TtlDuration
Description
Time to live duration, where the record is hard deleted after the expiration time is reached; ExpiresAt
= EventTime
+ TtlDuration
. For information on HardDelete, see the DeleteRecord API in the Amazon SageMaker API Reference guide.
Members
- Unit
-
- Required: Yes
- Type: string
TtlDuration
time unit. - Value
-
- Required: Yes
- Type: int
TtlDuration
time value.
ValidationError
Description
There was an error validating your request.
Members
- Message
-
- Type: string