Reference documentation and code samples for the Google Cloud Ai Platform V1 Client class FeaturestoreServiceClient.
Service Description: The service that handles CRUD and List for resources for Featurestore.
This class provides the ability to make remote calls to the backing service through method calls that map to API methods. Sample code to get started:
$featurestoreServiceClient = new FeaturestoreServiceClient();
try {
$formattedParent = $featurestoreServiceClient->entityTypeName('[PROJECT]', '[LOCATION]', '[FEATURESTORE]', '[ENTITY_TYPE]');
$requests = [];
$operationResponse = $featurestoreServiceClient->batchCreateFeatures($formattedParent, $requests);
$operationResponse->pollUntilComplete();
if ($operationResponse->operationSucceeded()) {
$result = $operationResponse->getResult();
// doSomethingWith($result)
} else {
$error = $operationResponse->getError();
// handleError($error)
}
// Alternatively:
// start the operation, keep the operation name, and resume later
$operationResponse = $featurestoreServiceClient->batchCreateFeatures($formattedParent, $requests);
$operationName = $operationResponse->getName();
// ... do other work
$newOperationResponse = $featurestoreServiceClient->resumeOperation($operationName, 'batchCreateFeatures');
while (!$newOperationResponse->isDone()) {
// ... do other work
$newOperationResponse->reload();
}
if ($newOperationResponse->operationSucceeded()) {
$result = $newOperationResponse->getResult();
// doSomethingWith($result)
} else {
$error = $newOperationResponse->getError();
// handleError($error)
}
} finally {
$featurestoreServiceClient->close();
}
Many parameters require resource names to be formatted in a particular way. To assist with these names, this class includes a format method for each type of name, and additionally a parseName method to extract the individual identifiers contained within formatted names that are returned by the API.
Methods
entityTypeName
Formats a string containing the fully-qualified path to represent a entity_type resource.
Parameters | |
---|---|
Name | Description |
project |
string
|
location |
string
|
featurestore |
string
|
entityType |
string
|
Returns | |
---|---|
Type | Description |
string | The formatted entity_type resource. |
featureName
Formats a string containing the fully-qualified path to represent a feature resource.
Parameters | |
---|---|
Name | Description |
project |
string
|
location |
string
|
featurestore |
string
|
entityType |
string
|
feature |
string
|
Returns | |
---|---|
Type | Description |
string | The formatted feature resource. |
featurestoreName
Formats a string containing the fully-qualified path to represent a featurestore resource.
Parameters | |
---|---|
Name | Description |
project |
string
|
location |
string
|
featurestore |
string
|
Returns | |
---|---|
Type | Description |
string | The formatted featurestore resource. |
locationName
Formats a string containing the fully-qualified path to represent a location resource.
Parameters | |
---|---|
Name | Description |
project |
string
|
location |
string
|
Returns | |
---|---|
Type | Description |
string | The formatted location resource. |
parseName
Parses a formatted name string and returns an associative array of the components in the name.
The following name formats are supported: Template: Pattern
- entityType: projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entity_type}
- feature: projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entity_type}/features/{feature}
- featurestore: projects/{project}/locations/{location}/featurestores/{featurestore}
- location: projects/{project}/locations/{location}
The optional $template argument can be supplied to specify a particular pattern, and must match one of the templates listed above. If no $template argument is provided, or if the $template argument does not match one of the templates listed, then parseName will check each of the supported templates, and return the first match.
Parameters | |
---|---|
Name | Description |
formattedName |
string
The formatted name string |
template |
string
Optional name of template to match |
Returns | |
---|---|
Type | Description |
array | An associative array from name component IDs to component values. |
getOperationsClient
Return an OperationsClient object with the same endpoint as $this.
Returns | |
---|---|
Type | Description |
Google\ApiCore\LongRunning\OperationsClient |
resumeOperation
Resume an existing long running operation that was previously started by a long running API method. If $methodName is not provided, or does not match a long running API method, then the operation can still be resumed, but the OperationResponse object will not deserialize the final response.
Parameters | |
---|---|
Name | Description |
operationName |
string
The name of the long running operation |
methodName |
string
The name of the method used to start the operation |
Returns | |
---|---|
Type | Description |
Google\ApiCore\OperationResponse |
__construct
Constructor.
Parameters | |
---|---|
Name | Description |
options |
array
Optional. Options for configuring the service API wrapper. |
↳ apiEndpoint |
string
The address of the API remote host. May optionally include the port, formatted as "
|
↳ credentials |
string|array|FetchAuthTokenInterface|CredentialsWrapper
The credentials to be used by the client to authorize API calls. This option accepts either a path to a credentials file, or a decoded credentials file as a PHP array. Advanced usage: In addition, this option can also accept a pre-constructed {@see} object or {@see} object. Note that when one of these objects are provided, any settings in $credentialsConfig will be ignored. |
↳ credentialsConfig |
array
Options used to configure credentials, including auth token caching, for the client. For a full list of supporting configuration options, see {@see} . |
↳ disableRetries |
bool
Determines whether or not retries defined by the client configuration should be disabled. Defaults to |
↳ clientConfig |
string|array
Client method configuration, including retry settings. This option can be either a path to a JSON file, or a PHP array containing the decoded JSON data. By default this settings points to the default client config file, which is provided in the resources folder. |
↳ transport |
string|TransportInterface
The transport used for executing network requests. May be either the string |
↳ transportConfig |
array
Configuration options that will be used to construct the transport. Options for each supported transport type should be passed in a key for that transport. For example: $transportConfig = [ 'grpc' => [...], 'rest' => [...], ]; See the {@see} and {@see} methods for the supported options. |
↳ clientCertSource |
callable
A callable which returns the client cert as a string. This can be used to provide a certificate and private key to the transport layer for mTLS. |
batchCreateFeatures
Creates a batch of Features in a given EntityType.
Sample code:
$featurestoreServiceClient = new FeaturestoreServiceClient();
try {
$formattedParent = $featurestoreServiceClient->entityTypeName('[PROJECT]', '[LOCATION]', '[FEATURESTORE]', '[ENTITY_TYPE]');
$requests = [];
$operationResponse = $featurestoreServiceClient->batchCreateFeatures($formattedParent, $requests);
$operationResponse->pollUntilComplete();
if ($operationResponse->operationSucceeded()) {
$result = $operationResponse->getResult();
// doSomethingWith($result)
} else {
$error = $operationResponse->getError();
// handleError($error)
}
// Alternatively:
// start the operation, keep the operation name, and resume later
$operationResponse = $featurestoreServiceClient->batchCreateFeatures($formattedParent, $requests);
$operationName = $operationResponse->getName();
// ... do other work
$newOperationResponse = $featurestoreServiceClient->resumeOperation($operationName, 'batchCreateFeatures');
while (!$newOperationResponse->isDone()) {
// ... do other work
$newOperationResponse->reload();
}
if ($newOperationResponse->operationSucceeded()) {
$result = $newOperationResponse->getResult();
// doSomethingWith($result)
} else {
$error = $newOperationResponse->getError();
// handleError($error)
}
} finally {
$featurestoreServiceClient->close();
}
Parameters | |
---|---|
Name | Description |
parent |
string
Required. The resource name of the EntityType to create the batch of Features under. Format: |
requests |
array<Google\Cloud\AIPlatform\V1\CreateFeatureRequest>
Required. The request message specifying the Features to create. All Features must be created under the same parent EntityType. The |
optionalArgs |
array
Optional. |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a {@see} object, or an associative array of retry settings parameters. See the documentation on {@see} for example usage. |
Returns | |
---|---|
Type | Description |
Google\ApiCore\OperationResponse |
batchReadFeatureValues
Batch reads Feature values from a Featurestore.
This API enables batch reading Feature values, where each read instance in the batch may read Feature values of entities from one or more EntityTypes. Point-in-time correctness is guaranteed for Feature values of each read instance as of each instance's read timestamp.
Sample code:
$featurestoreServiceClient = new FeaturestoreServiceClient();
try {
$formattedFeaturestore = $featurestoreServiceClient->featurestoreName('[PROJECT]', '[LOCATION]', '[FEATURESTORE]');
$destination = new FeatureValueDestination();
$entityTypeSpecs = [];
$operationResponse = $featurestoreServiceClient->batchReadFeatureValues($formattedFeaturestore, $destination, $entityTypeSpecs);
$operationResponse->pollUntilComplete();
if ($operationResponse->operationSucceeded()) {
$result = $operationResponse->getResult();
// doSomethingWith($result)
} else {
$error = $operationResponse->getError();
// handleError($error)
}
// Alternatively:
// start the operation, keep the operation name, and resume later
$operationResponse = $featurestoreServiceClient->batchReadFeatureValues($formattedFeaturestore, $destination, $entityTypeSpecs);
$operationName = $operationResponse->getName();
// ... do other work
$newOperationResponse = $featurestoreServiceClient->resumeOperation($operationName, 'batchReadFeatureValues');
while (!$newOperationResponse->isDone()) {
// ... do other work
$newOperationResponse->reload();
}
if ($newOperationResponse->operationSucceeded()) {
$result = $newOperationResponse->getResult();
// doSomethingWith($result)
} else {
$error = $newOperationResponse->getError();
// handleError($error)
}
} finally {
$featurestoreServiceClient->close();
}
Parameters | |
---|---|
Name | Description |
featurestore |
string
Required. The resource name of the Featurestore from which to query Feature values. Format: |
destination |
Google\Cloud\AIPlatform\V1\FeatureValueDestination
Required. Specifies output location and format. |
entityTypeSpecs |
array<Google\Cloud\AIPlatform\V1\BatchReadFeatureValuesRequest\EntityTypeSpec>
Required. Specifies EntityType grouping Features to read values of and settings. Each EntityType referenced in [BatchReadFeatureValuesRequest.entity_type_specs] must have a column specifying entity IDs in the EntityType in BatchReadFeatureValuesRequest.request . |
optionalArgs |
array
Optional. |
↳ csvReadInstances |
CsvSource
Each read instance consists of exactly one read timestamp and one or more entity IDs identifying entities of the corresponding EntityTypes whose Features are requested. Each output instance contains Feature values of requested entities concatenated together as of the read time. An example read instance may be |
↳ bigqueryReadInstances |
BigQuerySource
Similar to csv_read_instances, but from BigQuery source. |
↳ passThroughFields |
PassThroughField[]
When not empty, the specified fields in the *_read_instances source will be joined as-is in the output, in addition to those fields from the Featurestore Entity. For BigQuery source, the type of the pass-through values will be automatically inferred. For CSV source, the pass-through values will be passed as opaque bytes. |
↳ startTime |
Timestamp
Optional. Excludes Feature values with feature generation timestamp before this timestamp. If not set, retrieve oldest values kept in Feature Store. Timestamp, if present, must not have higher than millisecond precision. |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a {@see} object, or an associative array of retry settings parameters. See the documentation on {@see} for example usage. |
Returns | |
---|---|
Type | Description |
Google\ApiCore\OperationResponse |
createEntityType
Creates a new EntityType in a given Featurestore.
Sample code:
$featurestoreServiceClient = new FeaturestoreServiceClient();
try {
$formattedParent = $featurestoreServiceClient->featurestoreName('[PROJECT]', '[LOCATION]', '[FEATURESTORE]');
$entityTypeId = 'entity_type_id';
$operationResponse = $featurestoreServiceClient->createEntityType($formattedParent, $entityTypeId);
$operationResponse->pollUntilComplete();
if ($operationResponse->operationSucceeded()) {
$result = $operationResponse->getResult();
// doSomethingWith($result)
} else {
$error = $operationResponse->getError();
// handleError($error)
}
// Alternatively:
// start the operation, keep the operation name, and resume later
$operationResponse = $featurestoreServiceClient->createEntityType($formattedParent, $entityTypeId);
$operationName = $operationResponse->getName();
// ... do other work
$newOperationResponse = $featurestoreServiceClient->resumeOperation($operationName, 'createEntityType');
while (!$newOperationResponse->isDone()) {
// ... do other work
$newOperationResponse->reload();
}
if ($newOperationResponse->operationSucceeded()) {
$result = $newOperationResponse->getResult();
// doSomethingWith($result)
} else {
$error = $newOperationResponse->getError();
// handleError($error)
}
} finally {
$featurestoreServiceClient->close();
}
Parameters | |
---|---|
Name | Description |
parent |
string
Required. The resource name of the Featurestore to create EntityTypes. Format: |
entityTypeId |
string
Required. The ID to use for the EntityType, which will become the final component of the EntityType's resource name. This value may be up to 60 characters, and valid characters are |
optionalArgs |
array
Optional. |
↳ entityType |
EntityType
The EntityType to create. |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a {@see} object, or an associative array of retry settings parameters. See the documentation on {@see} for example usage. |
Returns | |
---|---|
Type | Description |
Google\ApiCore\OperationResponse |
createFeature
Creates a new Feature in a given EntityType.
Sample code:
$featurestoreServiceClient = new FeaturestoreServiceClient();
try {
$formattedParent = $featurestoreServiceClient->entityTypeName('[PROJECT]', '[LOCATION]', '[FEATURESTORE]', '[ENTITY_TYPE]');
$feature = new Feature();
$featureId = 'feature_id';
$operationResponse = $featurestoreServiceClient->createFeature($formattedParent, $feature, $featureId);
$operationResponse->pollUntilComplete();
if ($operationResponse->operationSucceeded()) {
$result = $operationResponse->getResult();
// doSomethingWith($result)
} else {
$error = $operationResponse->getError();
// handleError($error)
}
// Alternatively:
// start the operation, keep the operation name, and resume later
$operationResponse = $featurestoreServiceClient->createFeature($formattedParent, $feature, $featureId);
$operationName = $operationResponse->getName();
// ... do other work
$newOperationResponse = $featurestoreServiceClient->resumeOperation($operationName, 'createFeature');
while (!$newOperationResponse->isDone()) {
// ... do other work
$newOperationResponse->reload();
}
if ($newOperationResponse->operationSucceeded()) {
$result = $newOperationResponse->getResult();
// doSomethingWith($result)
} else {
$error = $newOperationResponse->getError();
// handleError($error)
}
} finally {
$featurestoreServiceClient->close();
}
Parameters | |
---|---|
Name | Description |
parent |
string
Required. The resource name of the EntityType to create a Feature. Format: |
feature |
Google\Cloud\AIPlatform\V1\Feature
Required. The Feature to create. |
featureId |
string
Required. The ID to use for the Feature, which will become the final component of the Feature's resource name. This value may be up to 128 characters, and valid characters are |
optionalArgs |
array
Optional. |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a {@see} object, or an associative array of retry settings parameters. See the documentation on {@see} for example usage. |
Returns | |
---|---|
Type | Description |
Google\ApiCore\OperationResponse |
createFeaturestore
Creates a new Featurestore in a given project and location.
Sample code:
$featurestoreServiceClient = new FeaturestoreServiceClient();
try {
$formattedParent = $featurestoreServiceClient->locationName('[PROJECT]', '[LOCATION]');
$featurestore = new Featurestore();
$featurestoreId = 'featurestore_id';
$operationResponse = $featurestoreServiceClient->createFeaturestore($formattedParent, $featurestore, $featurestoreId);
$operationResponse->pollUntilComplete();
if ($operationResponse->operationSucceeded()) {
$result = $operationResponse->getResult();
// doSomethingWith($result)
} else {
$error = $operationResponse->getError();
// handleError($error)
}
// Alternatively:
// start the operation, keep the operation name, and resume later
$operationResponse = $featurestoreServiceClient->createFeaturestore($formattedParent, $featurestore, $featurestoreId);
$operationName = $operationResponse->getName();
// ... do other work
$newOperationResponse = $featurestoreServiceClient->resumeOperation($operationName, 'createFeaturestore');
while (!$newOperationResponse->isDone()) {
// ... do other work
$newOperationResponse->reload();
}
if ($newOperationResponse->operationSucceeded()) {
$result = $newOperationResponse->getResult();
// doSomethingWith($result)
} else {
$error = $newOperationResponse->getError();
// handleError($error)
}
} finally {
$featurestoreServiceClient->close();
}
Parameters | |
---|---|
Name | Description |
parent |
string
Required. The resource name of the Location to create Featurestores. Format: |
featurestore |
Google\Cloud\AIPlatform\V1\Featurestore
Required. The Featurestore to create. |
featurestoreId |
string
Required. The ID to use for this Featurestore, which will become the final component of the Featurestore's resource name. This value may be up to 60 characters, and valid characters are |
optionalArgs |
array
Optional. |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a {@see} object, or an associative array of retry settings parameters. See the documentation on {@see} for example usage. |
Returns | |
---|---|
Type | Description |
Google\ApiCore\OperationResponse |
deleteEntityType
Deletes a single EntityType. The EntityType must not have any Features
or force
must be set to true for the request to succeed.
Sample code:
$featurestoreServiceClient = new FeaturestoreServiceClient();
try {
$formattedName = $featurestoreServiceClient->entityTypeName('[PROJECT]', '[LOCATION]', '[FEATURESTORE]', '[ENTITY_TYPE]');
$operationResponse = $featurestoreServiceClient->deleteEntityType($formattedName);
$operationResponse->pollUntilComplete();
if ($operationResponse->operationSucceeded()) {
// operation succeeded and returns no value
} else {
$error = $operationResponse->getError();
// handleError($error)
}
// Alternatively:
// start the operation, keep the operation name, and resume later
$operationResponse = $featurestoreServiceClient->deleteEntityType($formattedName);
$operationName = $operationResponse->getName();
// ... do other work
$newOperationResponse = $featurestoreServiceClient->resumeOperation($operationName, 'deleteEntityType');
while (!$newOperationResponse->isDone()) {
// ... do other work
$newOperationResponse->reload();
}
if ($newOperationResponse->operationSucceeded()) {
// operation succeeded and returns no value
} else {
$error = $newOperationResponse->getError();
// handleError($error)
}
} finally {
$featurestoreServiceClient->close();
}
Parameters | |
---|---|
Name | Description |
name |
string
Required. The name of the EntityType to be deleted. Format: |
optionalArgs |
array
Optional. |
↳ force |
bool
If set to true, any Features for this EntityType will also be deleted. (Otherwise, the request will only work if the EntityType has no Features.) |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a {@see} object, or an associative array of retry settings parameters. See the documentation on {@see} for example usage. |
Returns | |
---|---|
Type | Description |
Google\ApiCore\OperationResponse |
deleteFeature
Deletes a single Feature.
Sample code:
$featurestoreServiceClient = new FeaturestoreServiceClient();
try {
$formattedName = $featurestoreServiceClient->featureName('[PROJECT]', '[LOCATION]', '[FEATURESTORE]', '[ENTITY_TYPE]', '[FEATURE]');
$operationResponse = $featurestoreServiceClient->deleteFeature($formattedName);
$operationResponse->pollUntilComplete();
if ($operationResponse->operationSucceeded()) {
// operation succeeded and returns no value
} else {
$error = $operationResponse->getError();
// handleError($error)
}
// Alternatively:
// start the operation, keep the operation name, and resume later
$operationResponse = $featurestoreServiceClient->deleteFeature($formattedName);
$operationName = $operationResponse->getName();
// ... do other work
$newOperationResponse = $featurestoreServiceClient->resumeOperation($operationName, 'deleteFeature');
while (!$newOperationResponse->isDone()) {
// ... do other work
$newOperationResponse->reload();
}
if ($newOperationResponse->operationSucceeded()) {
// operation succeeded and returns no value
} else {
$error = $newOperationResponse->getError();
// handleError($error)
}
} finally {
$featurestoreServiceClient->close();
}
Parameters | |
---|---|
Name | Description |
name |
string
Required. The name of the Features to be deleted. Format: |
optionalArgs |
array
Optional. |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a {@see} object, or an associative array of retry settings parameters. See the documentation on {@see} for example usage. |
Returns | |
---|---|
Type | Description |
Google\ApiCore\OperationResponse |
deleteFeaturestore
Deletes a single Featurestore. The Featurestore must not contain any
EntityTypes or force
must be set to true for the request to succeed.
Sample code:
$featurestoreServiceClient = new FeaturestoreServiceClient();
try {
$formattedName = $featurestoreServiceClient->featurestoreName('[PROJECT]', '[LOCATION]', '[FEATURESTORE]');
$operationResponse = $featurestoreServiceClient->deleteFeaturestore($formattedName);
$operationResponse->pollUntilComplete();
if ($operationResponse->operationSucceeded()) {
// operation succeeded and returns no value
} else {
$error = $operationResponse->getError();
// handleError($error)
}
// Alternatively:
// start the operation, keep the operation name, and resume later
$operationResponse = $featurestoreServiceClient->deleteFeaturestore($formattedName);
$operationName = $operationResponse->getName();
// ... do other work
$newOperationResponse = $featurestoreServiceClient->resumeOperation($operationName, 'deleteFeaturestore');
while (!$newOperationResponse->isDone()) {
// ... do other work
$newOperationResponse->reload();
}
if ($newOperationResponse->operationSucceeded()) {
// operation succeeded and returns no value
} else {
$error = $newOperationResponse->getError();
// handleError($error)
}
} finally {
$featurestoreServiceClient->close();
}
Parameters | |
---|---|
Name | Description |
name |
string
Required. The name of the Featurestore to be deleted. Format: |
optionalArgs |
array
Optional. |
↳ force |
bool
If set to true, any EntityTypes and Features for this Featurestore will also be deleted. (Otherwise, the request will only work if the Featurestore has no EntityTypes.) |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a {@see} object, or an associative array of retry settings parameters. See the documentation on {@see} for example usage. |
Returns | |
---|---|
Type | Description |
Google\ApiCore\OperationResponse |
exportFeatureValues
Exports Feature values from all the entities of a target EntityType.
Sample code:
$featurestoreServiceClient = new FeaturestoreServiceClient();
try {
$formattedEntityType = $featurestoreServiceClient->entityTypeName('[PROJECT]', '[LOCATION]', '[FEATURESTORE]', '[ENTITY_TYPE]');
$destination = new FeatureValueDestination();
$featureSelector = new FeatureSelector();
$operationResponse = $featurestoreServiceClient->exportFeatureValues($formattedEntityType, $destination, $featureSelector);
$operationResponse->pollUntilComplete();
if ($operationResponse->operationSucceeded()) {
$result = $operationResponse->getResult();
// doSomethingWith($result)
} else {
$error = $operationResponse->getError();
// handleError($error)
}
// Alternatively:
// start the operation, keep the operation name, and resume later
$operationResponse = $featurestoreServiceClient->exportFeatureValues($formattedEntityType, $destination, $featureSelector);
$operationName = $operationResponse->getName();
// ... do other work
$newOperationResponse = $featurestoreServiceClient->resumeOperation($operationName, 'exportFeatureValues');
while (!$newOperationResponse->isDone()) {
// ... do other work
$newOperationResponse->reload();
}
if ($newOperationResponse->operationSucceeded()) {
$result = $newOperationResponse->getResult();
// doSomethingWith($result)
} else {
$error = $newOperationResponse->getError();
// handleError($error)
}
} finally {
$featurestoreServiceClient->close();
}
Parameters | |
---|---|
Name | Description |
entityType |
string
Required. The resource name of the EntityType from which to export Feature values. Format: |
destination |
Google\Cloud\AIPlatform\V1\FeatureValueDestination
Required. Specifies destination location and format. |
featureSelector |
Google\Cloud\AIPlatform\V1\FeatureSelector
Required. Selects Features to export values of. |
optionalArgs |
array
Optional. |
↳ snapshotExport |
SnapshotExport
Exports the latest Feature values of all entities of the EntityType within a time range. |
↳ fullExport |
FullExport
Exports all historical values of all entities of the EntityType within a time range |
↳ settings |
DestinationFeatureSetting[]
Per-Feature export settings. |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a {@see} object, or an associative array of retry settings parameters. See the documentation on {@see} for example usage. |
Returns | |
---|---|
Type | Description |
Google\ApiCore\OperationResponse |
getEntityType
Gets details of a single EntityType.
Sample code:
$featurestoreServiceClient = new FeaturestoreServiceClient();
try {
$formattedName = $featurestoreServiceClient->entityTypeName('[PROJECT]', '[LOCATION]', '[FEATURESTORE]', '[ENTITY_TYPE]');
$response = $featurestoreServiceClient->getEntityType($formattedName);
} finally {
$featurestoreServiceClient->close();
}
Parameters | |
---|---|
Name | Description |
name |
string
Required. The name of the EntityType resource. Format: |
optionalArgs |
array
Optional. |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a {@see} object, or an associative array of retry settings parameters. See the documentation on {@see} for example usage. |
Returns | |
---|---|
Type | Description |
Google\Cloud\AIPlatform\V1\EntityType |
getFeature
Gets details of a single Feature.
Sample code:
$featurestoreServiceClient = new FeaturestoreServiceClient();
try {
$formattedName = $featurestoreServiceClient->featureName('[PROJECT]', '[LOCATION]', '[FEATURESTORE]', '[ENTITY_TYPE]', '[FEATURE]');
$response = $featurestoreServiceClient->getFeature($formattedName);
} finally {
$featurestoreServiceClient->close();
}
Parameters | |
---|---|
Name | Description |
name |
string
Required. The name of the Feature resource. Format: |
optionalArgs |
array
Optional. |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a {@see} object, or an associative array of retry settings parameters. See the documentation on {@see} for example usage. |
Returns | |
---|---|
Type | Description |
Google\Cloud\AIPlatform\V1\Feature |
getFeaturestore
Gets details of a single Featurestore.
Sample code:
$featurestoreServiceClient = new FeaturestoreServiceClient();
try {
$formattedName = $featurestoreServiceClient->featurestoreName('[PROJECT]', '[LOCATION]', '[FEATURESTORE]');
$response = $featurestoreServiceClient->getFeaturestore($formattedName);
} finally {
$featurestoreServiceClient->close();
}
Parameters | |
---|---|
Name | Description |
name |
string
Required. The name of the Featurestore resource. |
optionalArgs |
array
Optional. |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a {@see} object, or an associative array of retry settings parameters. See the documentation on {@see} for example usage. |
Returns | |
---|---|
Type | Description |
Google\Cloud\AIPlatform\V1\Featurestore |
importFeatureValues
Imports Feature values into the Featurestore from a source storage.
The progress of the import is tracked by the returned operation. The imported features are guaranteed to be visible to subsequent read operations after the operation is marked as successfully done.
If an import operation fails, the Feature values returned from reads and exports may be inconsistent. If consistency is required, the caller must retry the same import request again and wait till the new operation returned is marked as successfully done.
There are also scenarios where the caller can cause inconsistency.
- Source data for import contains multiple distinct Feature values for the same entity ID and timestamp.
- Source is modified during an import. This includes adding, updating, or removing source data and/or metadata. Examples of updating metadata include but are not limited to changing storage location, storage class, or retention policy.
- Online serving cluster is under-provisioned.
Sample code:
$featurestoreServiceClient = new FeaturestoreServiceClient();
try {
$formattedEntityType = $featurestoreServiceClient->entityTypeName('[PROJECT]', '[LOCATION]', '[FEATURESTORE]', '[ENTITY_TYPE]');
$featureSpecs = [];
$operationResponse = $featurestoreServiceClient->importFeatureValues($formattedEntityType, $featureSpecs);
$operationResponse->pollUntilComplete();
if ($operationResponse->operationSucceeded()) {
$result = $operationResponse->getResult();
// doSomethingWith($result)
} else {
$error = $operationResponse->getError();
// handleError($error)
}
// Alternatively:
// start the operation, keep the operation name, and resume later
$operationResponse = $featurestoreServiceClient->importFeatureValues($formattedEntityType, $featureSpecs);
$operationName = $operationResponse->getName();
// ... do other work
$newOperationResponse = $featurestoreServiceClient->resumeOperation($operationName, 'importFeatureValues');
while (!$newOperationResponse->isDone()) {
// ... do other work
$newOperationResponse->reload();
}
if ($newOperationResponse->operationSucceeded()) {
$result = $newOperationResponse->getResult();
// doSomethingWith($result)
} else {
$error = $newOperationResponse->getError();
// handleError($error)
}
} finally {
$featurestoreServiceClient->close();
}
Parameters | |
---|---|
Name | Description |
entityType |
string
Required. The resource name of the EntityType grouping the Features for which values are being imported. Format: |
featureSpecs |
array<Google\Cloud\AIPlatform\V1\ImportFeatureValuesRequest\FeatureSpec>
Required. Specifications defining which Feature values to import from the entity. The request fails if no feature_specs are provided, and having multiple feature_specs for one Feature is not allowed. |
optionalArgs |
array
Optional. |
↳ avroSource |
AvroSource
|
↳ bigquerySource |
BigQuerySource
|
↳ csvSource |
CsvSource
|
↳ featureTimeField |
string
Source column that holds the Feature timestamp for all Feature values in each entity. |
↳ featureTime |
Timestamp
Single Feature timestamp for all entities being imported. The timestamp must not have higher than millisecond precision. |
↳ entityIdField |
string
Source column that holds entity IDs. If not provided, entity IDs are extracted from the column named |
↳ disableOnlineServing |
bool
If set, data will not be imported for online serving. This is typically used for backfilling, where Feature generation timestamps are not in the timestamp range needed for online serving. |
↳ workerCount |
int
Specifies the number of workers that are used to write data to the Featurestore. Consider the online serving capacity that you require to achieve the desired import throughput without interfering with online serving. The value must be positive, and less than or equal to 100. If not set, defaults to using 1 worker. The low count ensures minimal impact on online serving performance. |
↳ disableIngestionAnalysis |
bool
If true, API doesn't start ingestion analysis pipeline. |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a {@see} object, or an associative array of retry settings parameters. See the documentation on {@see} for example usage. |
Returns | |
---|---|
Type | Description |
Google\ApiCore\OperationResponse |
listEntityTypes
Lists EntityTypes in a given Featurestore.
Sample code:
$featurestoreServiceClient = new FeaturestoreServiceClient();
try {
$formattedParent = $featurestoreServiceClient->featurestoreName('[PROJECT]', '[LOCATION]', '[FEATURESTORE]');
// Iterate over pages of elements
$pagedResponse = $featurestoreServiceClient->listEntityTypes($formattedParent);
foreach ($pagedResponse->iteratePages() as $page) {
foreach ($page as $element) {
// doSomethingWith($element);
}
}
// Alternatively:
// Iterate through all elements
$pagedResponse = $featurestoreServiceClient->listEntityTypes($formattedParent);
foreach ($pagedResponse->iterateAllElements() as $element) {
// doSomethingWith($element);
}
} finally {
$featurestoreServiceClient->close();
}
Parameters | |
---|---|
Name | Description |
parent |
string
Required. The resource name of the Featurestore to list EntityTypes. Format: |
optionalArgs |
array
Optional. |
↳ filter |
string
Lists the EntityTypes that match the filter expression. The following filters are supported: * |
↳ pageSize |
int
The maximum number of resources contained in the underlying API response. The API may return fewer values in a page, even if there are additional values to be retrieved. |
↳ pageToken |
string
A page token is used to specify a page of values to be returned. If no page token is specified (the default), the first page of values will be returned. Any page token used here must have been generated by a previous call to the API. |
↳ orderBy |
string
A comma-separated list of fields to order by, sorted in ascending order. Use "desc" after a field name for descending. Supported fields: * |
↳ readMask |
FieldMask
Mask specifying which fields to read. |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a {@see} object, or an associative array of retry settings parameters. See the documentation on {@see} for example usage. |
Returns | |
---|---|
Type | Description |
Google\ApiCore\PagedListResponse |
listFeatures
Lists Features in a given EntityType.
Sample code:
$featurestoreServiceClient = new FeaturestoreServiceClient();
try {
$formattedParent = $featurestoreServiceClient->entityTypeName('[PROJECT]', '[LOCATION]', '[FEATURESTORE]', '[ENTITY_TYPE]');
// Iterate over pages of elements
$pagedResponse = $featurestoreServiceClient->listFeatures($formattedParent);
foreach ($pagedResponse->iteratePages() as $page) {
foreach ($page as $element) {
// doSomethingWith($element);
}
}
// Alternatively:
// Iterate through all elements
$pagedResponse = $featurestoreServiceClient->listFeatures($formattedParent);
foreach ($pagedResponse->iterateAllElements() as $element) {
// doSomethingWith($element);
}
} finally {
$featurestoreServiceClient->close();
}
Parameters | |
---|---|
Name | Description |
parent |
string
Required. The resource name of the Location to list Features. Format: |
optionalArgs |
array
Optional. |
↳ filter |
string
Lists the Features that match the filter expression. The following filters are supported: * |
↳ pageSize |
int
The maximum number of resources contained in the underlying API response. The API may return fewer values in a page, even if there are additional values to be retrieved. |
↳ pageToken |
string
A page token is used to specify a page of values to be returned. If no page token is specified (the default), the first page of values will be returned. Any page token used here must have been generated by a previous call to the API. |
↳ orderBy |
string
A comma-separated list of fields to order by, sorted in ascending order. Use "desc" after a field name for descending. Supported fields: * |
↳ readMask |
FieldMask
Mask specifying which fields to read. |
↳ latestStatsCount |
int
If set, return the most recent ListFeaturesRequest.latest_stats_count of stats for each Feature in response. Valid value is [0, 10]. If number of stats exists < ListFeaturesRequest.latest_stats_count, return all existing stats. |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a {@see} object, or an associative array of retry settings parameters. See the documentation on {@see} for example usage. |
Returns | |
---|---|
Type | Description |
Google\ApiCore\PagedListResponse |
listFeaturestores
Lists Featurestores in a given project and location.
Sample code:
$featurestoreServiceClient = new FeaturestoreServiceClient();
try {
$formattedParent = $featurestoreServiceClient->locationName('[PROJECT]', '[LOCATION]');
// Iterate over pages of elements
$pagedResponse = $featurestoreServiceClient->listFeaturestores($formattedParent);
foreach ($pagedResponse->iteratePages() as $page) {
foreach ($page as $element) {
// doSomethingWith($element);
}
}
// Alternatively:
// Iterate through all elements
$pagedResponse = $featurestoreServiceClient->listFeaturestores($formattedParent);
foreach ($pagedResponse->iterateAllElements() as $element) {
// doSomethingWith($element);
}
} finally {
$featurestoreServiceClient->close();
}
Parameters | |
---|---|
Name | Description |
parent |
string
Required. The resource name of the Location to list Featurestores. Format: |
optionalArgs |
array
Optional. |
↳ filter |
string
Lists the featurestores that match the filter expression. The following fields are supported: * |
↳ pageSize |
int
The maximum number of resources contained in the underlying API response. The API may return fewer values in a page, even if there are additional values to be retrieved. |
↳ pageToken |
string
A page token is used to specify a page of values to be returned. If no page token is specified (the default), the first page of values will be returned. Any page token used here must have been generated by a previous call to the API. |
↳ orderBy |
string
A comma-separated list of fields to order by, sorted in ascending order. Use "desc" after a field name for descending. Supported Fields: * |
↳ readMask |
FieldMask
Mask specifying which fields to read. |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a {@see} object, or an associative array of retry settings parameters. See the documentation on {@see} for example usage. |
Returns | |
---|---|
Type | Description |
Google\ApiCore\PagedListResponse |
searchFeatures
Searches Features matching a query in a given project.
Sample code:
$featurestoreServiceClient = new FeaturestoreServiceClient();
try {
$formattedLocation = $featurestoreServiceClient->locationName('[PROJECT]', '[LOCATION]');
// Iterate over pages of elements
$pagedResponse = $featurestoreServiceClient->searchFeatures($formattedLocation);
foreach ($pagedResponse->iteratePages() as $page) {
foreach ($page as $element) {
// doSomethingWith($element);
}
}
// Alternatively:
// Iterate through all elements
$pagedResponse = $featurestoreServiceClient->searchFeatures($formattedLocation);
foreach ($pagedResponse->iterateAllElements() as $element) {
// doSomethingWith($element);
}
} finally {
$featurestoreServiceClient->close();
}
Parameters | |
---|---|
Name | Description |
location |
string
Required. The resource name of the Location to search Features. Format: |
optionalArgs |
array
Optional. |
↳ query |
string
Query string that is a conjunction of field-restricted queries and/or field-restricted filters. Field-restricted queries and filters can be combined using |
↳ pageSize |
int
The maximum number of resources contained in the underlying API response. The API may return fewer values in a page, even if there are additional values to be retrieved. |
↳ pageToken |
string
A page token is used to specify a page of values to be returned. If no page token is specified (the default), the first page of values will be returned. Any page token used here must have been generated by a previous call to the API. |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a {@see} object, or an associative array of retry settings parameters. See the documentation on {@see} for example usage. |
Returns | |
---|---|
Type | Description |
Google\ApiCore\PagedListResponse |
updateEntityType
Updates the parameters of a single EntityType.
Sample code:
$featurestoreServiceClient = new FeaturestoreServiceClient();
try {
$entityType = new EntityType();
$response = $featurestoreServiceClient->updateEntityType($entityType);
} finally {
$featurestoreServiceClient->close();
}
Parameters | |
---|---|
Name | Description |
entityType |
Google\Cloud\AIPlatform\V1\EntityType
Required. The EntityType's |
optionalArgs |
array
Optional. |
↳ updateMask |
FieldMask
Field mask is used to specify the fields to be overwritten in the EntityType resource by the update. The fields specified in the update_mask are relative to the resource, not the full request. A field will be overwritten if it is in the mask. If the user does not provide a mask then only the non-empty fields present in the request will be overwritten. Set the update_mask to |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a {@see} object, or an associative array of retry settings parameters. See the documentation on {@see} for example usage. |
Returns | |
---|---|
Type | Description |
Google\Cloud\AIPlatform\V1\EntityType |
updateFeature
Updates the parameters of a single Feature.
Sample code:
$featurestoreServiceClient = new FeaturestoreServiceClient();
try {
$feature = new Feature();
$response = $featurestoreServiceClient->updateFeature($feature);
} finally {
$featurestoreServiceClient->close();
}
Parameters | |
---|---|
Name | Description |
feature |
Google\Cloud\AIPlatform\V1\Feature
Required. The Feature's |
optionalArgs |
array
Optional. |
↳ updateMask |
FieldMask
Field mask is used to specify the fields to be overwritten in the Features resource by the update. The fields specified in the update_mask are relative to the resource, not the full request. A field will be overwritten if it is in the mask. If the user does not provide a mask then only the non-empty fields present in the request will be overwritten. Set the update_mask to |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a {@see} object, or an associative array of retry settings parameters. See the documentation on {@see} for example usage. |
Returns | |
---|---|
Type | Description |
Google\Cloud\AIPlatform\V1\Feature |
updateFeaturestore
Updates the parameters of a single Featurestore.
Sample code:
$featurestoreServiceClient = new FeaturestoreServiceClient();
try {
$featurestore = new Featurestore();
$operationResponse = $featurestoreServiceClient->updateFeaturestore($featurestore);
$operationResponse->pollUntilComplete();
if ($operationResponse->operationSucceeded()) {
$result = $operationResponse->getResult();
// doSomethingWith($result)
} else {
$error = $operationResponse->getError();
// handleError($error)
}
// Alternatively:
// start the operation, keep the operation name, and resume later
$operationResponse = $featurestoreServiceClient->updateFeaturestore($featurestore);
$operationName = $operationResponse->getName();
// ... do other work
$newOperationResponse = $featurestoreServiceClient->resumeOperation($operationName, 'updateFeaturestore');
while (!$newOperationResponse->isDone()) {
// ... do other work
$newOperationResponse->reload();
}
if ($newOperationResponse->operationSucceeded()) {
$result = $newOperationResponse->getResult();
// doSomethingWith($result)
} else {
$error = $newOperationResponse->getError();
// handleError($error)
}
} finally {
$featurestoreServiceClient->close();
}
Parameters | |
---|---|
Name | Description |
featurestore |
Google\Cloud\AIPlatform\V1\Featurestore
Required. The Featurestore's |
optionalArgs |
array
Optional. |
↳ updateMask |
FieldMask
Field mask is used to specify the fields to be overwritten in the Featurestore resource by the update. The fields specified in the update_mask are relative to the resource, not the full request. A field will be overwritten if it is in the mask. If the user does not provide a mask then only the non-empty fields present in the request will be overwritten. Set the update_mask to |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a {@see} object, or an associative array of retry settings parameters. See the documentation on {@see} for example usage. |
Returns | |
---|---|
Type | Description |
Google\ApiCore\OperationResponse |
getLocation
Gets information about a location.
Sample code:
$featurestoreServiceClient = new FeaturestoreServiceClient();
try {
$response = $featurestoreServiceClient->getLocation();
} finally {
$featurestoreServiceClient->close();
}
Parameters | |
---|---|
Name | Description |
optionalArgs |
array
Optional. |
↳ name |
string
Resource name for the location. |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a {@see} object, or an associative array of retry settings parameters. See the documentation on {@see} for example usage. |
Returns | |
---|---|
Type | Description |
Google\Cloud\Location\Location |
listLocations
Lists information about the supported locations for this service.
Sample code:
$featurestoreServiceClient = new FeaturestoreServiceClient();
try {
// Iterate over pages of elements
$pagedResponse = $featurestoreServiceClient->listLocations();
foreach ($pagedResponse->iteratePages() as $page) {
foreach ($page as $element) {
// doSomethingWith($element);
}
}
// Alternatively:
// Iterate through all elements
$pagedResponse = $featurestoreServiceClient->listLocations();
foreach ($pagedResponse->iterateAllElements() as $element) {
// doSomethingWith($element);
}
} finally {
$featurestoreServiceClient->close();
}
Parameters | |
---|---|
Name | Description |
optionalArgs |
array
Optional. |
↳ name |
string
The resource that owns the locations collection, if applicable. |
↳ filter |
string
The standard list filter. |
↳ pageSize |
int
The maximum number of resources contained in the underlying API response. The API may return fewer values in a page, even if there are additional values to be retrieved. |
↳ pageToken |
string
A page token is used to specify a page of values to be returned. If no page token is specified (the default), the first page of values will be returned. Any page token used here must have been generated by a previous call to the API. |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a {@see} object, or an associative array of retry settings parameters. See the documentation on {@see} for example usage. |
Returns | |
---|---|
Type | Description |
Google\ApiCore\PagedListResponse |
getIamPolicy
Gets the access control policy for a resource. Returns an empty policy if the resource exists and does not have a policy set.
Sample code:
$featurestoreServiceClient = new FeaturestoreServiceClient();
try {
$resource = 'resource';
$response = $featurestoreServiceClient->getIamPolicy($resource);
} finally {
$featurestoreServiceClient->close();
}
Parameters | |
---|---|
Name | Description |
resource |
string
REQUIRED: The resource for which the policy is being requested. See the operation documentation for the appropriate value for this field. |
optionalArgs |
array
Optional. |
↳ options |
GetPolicyOptions
OPTIONAL: A |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a {@see} object, or an associative array of retry settings parameters. See the documentation on {@see} for example usage. |
Returns | |
---|---|
Type | Description |
Google\Cloud\Iam\V1\Policy |
setIamPolicy
Sets the access control policy on the specified resource. Replaces any existing policy.
Can return NOT_FOUND
, INVALID_ARGUMENT
, and PERMISSION_DENIED
errors.
Sample code:
$featurestoreServiceClient = new FeaturestoreServiceClient();
try {
$resource = 'resource';
$policy = new Policy();
$response = $featurestoreServiceClient->setIamPolicy($resource, $policy);
} finally {
$featurestoreServiceClient->close();
}
Parameters | |
---|---|
Name | Description |
resource |
string
REQUIRED: The resource for which the policy is being specified. See the operation documentation for the appropriate value for this field. |
policy |
Google\Cloud\Iam\V1\Policy
REQUIRED: The complete policy to be applied to the |
optionalArgs |
array
Optional. |
↳ updateMask |
FieldMask
OPTIONAL: A FieldMask specifying which fields of the policy to modify. Only the fields in the mask will be modified. If no mask is provided, the following default mask is used: |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a {@see} object, or an associative array of retry settings parameters. See the documentation on {@see} for example usage. |
Returns | |
---|---|
Type | Description |
Google\Cloud\Iam\V1\Policy |
testIamPermissions
Returns permissions that a caller has on the specified resource. If the
resource does not exist, this will return an empty set of
permissions, not a NOT_FOUND
error.
Note: This operation is designed to be used for building permission-aware UIs and command-line tools, not for authorization checking. This operation may "fail open" without warning.
Sample code:
$featurestoreServiceClient = new FeaturestoreServiceClient();
try {
$resource = 'resource';
$permissions = [];
$response = $featurestoreServiceClient->testIamPermissions($resource, $permissions);
} finally {
$featurestoreServiceClient->close();
}
Parameters | |
---|---|
Name | Description |
resource |
string
REQUIRED: The resource for which the policy detail is being requested. See the operation documentation for the appropriate value for this field. |
permissions |
string[]
The set of permissions to check for the |
optionalArgs |
array
Optional. |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a {@see} object, or an associative array of retry settings parameters. See the documentation on {@see} for example usage. |
Returns | |
---|---|
Type | Description |
Google\Cloud\Iam\V1\TestIamPermissionsResponse |
Constants
SERVICE_NAME
Value: 'google.cloud.aiplatform.v1.FeaturestoreService'
The name of the service.
SERVICE_ADDRESS
Value: 'aiplatform.googleapis.com'
The default address of the service.
DEFAULT_SERVICE_PORT
Value: 443
The default port of the service.
CODEGEN_NAME
Value: 'gapic'
The name of the code generator, to be included in the agent header.