Google Cloud Ai Platform V1 Client - Class FeaturestoreServiceClient (0.20.0)

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.

This service has a new (beta) implementation. See Google\Cloud\AIPlatform\V1\Client\FeaturestoreServiceClient to use the new surface.

Namespace

Google \ Cloud \ AIPlatform \ V1

Methods

__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 Google\Auth\FetchAuthTokenInterface object or Google\ApiCore\CredentialsWrapper 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 Google\ApiCore\CredentialsWrapper::build() .
`↳ disableRetries`	`bool` Determines whether or not retries defined by the client configuration should be disabled. Defaults to `false`.
`↳ 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 `rest` or `grpc`. Defaults to `grpc` if gRPC support is detected on the system. Advanced usage: Additionally, it is possible to pass in an already instantiated Google\ApiCore\Transport\TransportInterface object. Note that when this object is provided, any settings in $transportConfig, and any $apiEndpoint setting, will be ignored.
`↳ 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 Google\ApiCore\Transport\GrpcTransport::build() and Google\ApiCore\Transport\RestTransport::build() 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.

Parameters
Name	Description
`parent`	`string` Required. The resource name of the EntityType to create the batch of Features under. Format: `projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entity_type}`
`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 `parent` field in each child request message can be omitted. If `parent` is set in a child request, then the value must match the `parent` value in this request message.
`optionalArgs`	`array` Optional.
`↳ retrySettings`	`RetrySettings\|array` Retry settings to use for this call. Can be a Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage.

Returns
Type	Description
`Google\ApiCore\OperationResponse`

Example

use Google\ApiCore\ApiException;
use Google\ApiCore\OperationResponse;
use Google\Cloud\AIPlatform\V1\BatchCreateFeaturesRequest;
use Google\Cloud\AIPlatform\V1\BatchCreateFeaturesResponse;
use Google\Cloud\AIPlatform\V1\Client\FeaturestoreServiceClient;
use Google\Cloud\AIPlatform\V1\CreateFeatureRequest;
use Google\Cloud\AIPlatform\V1\Feature;
use Google\Cloud\AIPlatform\V1\Feature\ValueType;
use Google\Rpc\Status;

/**
 * @param string $formattedParent          The resource name of the EntityType to create the batch of
 *                                         Features under. Format:
 *                                         `projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entity_type}`
 *                                         Please see {@see FeaturestoreServiceClient::entityTypeName()} for help formatting this field.
 * @param string $formattedRequestsParent  The resource name of the EntityType to create a Feature.
 *                                         Format:
 *                                         `projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entity_type}`
 *                                         Please see {@see FeaturestoreServiceClient::entityTypeName()} for help formatting this field.
 * @param int    $requestsFeatureValueType Immutable. Type of Feature value.
 * @param string $requestsFeatureId        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
 *                                         `[a-z0-9_]`. The first character cannot be a number.
 *
 *                                         The value must be unique within an EntityType.
 */
function batch_create_features_sample(
    string $formattedParent,
    string $formattedRequestsParent,
    int $requestsFeatureValueType,
    string $requestsFeatureId
): void {
    // Create a client.
    $featurestoreServiceClient = new FeaturestoreServiceClient();

    // Prepare the request message.
    $requestsFeature = (new Feature())
        ->setValueType($requestsFeatureValueType);
    $createFeatureRequest = (new CreateFeatureRequest())
        ->setParent($formattedRequestsParent)
        ->setFeature($requestsFeature)
        ->setFeatureId($requestsFeatureId);
    $requests = [$createFeatureRequest,];
    $request = (new BatchCreateFeaturesRequest())
        ->setParent($formattedParent)
        ->setRequests($requests);

    // Call the API and handle any network failures.
    try {
        /** @var OperationResponse $response */
        $response = $featurestoreServiceClient->batchCreateFeatures($request);
        $response->pollUntilComplete();

        if ($response->operationSucceeded()) {
            /** @var BatchCreateFeaturesResponse $result */
            $result = $response->getResult();
            printf('Operation successful with response data: %s' . PHP_EOL, $result->serializeToJsonString());
        } else {
            /** @var Status $error */
            $error = $response->getError();
            printf('Operation failed with error data: %s' . PHP_EOL, $error->serializeToJsonString());
        }
    } catch (ApiException $ex) {
        printf('Call failed with message: %s' . PHP_EOL, $ex->getMessage());
    }
}

/**
 * Helper to execute the sample.
 *
 * This sample has been automatically generated and should be regarded as a code
 * template only. It will require modifications to work:
 *  - It may require correct/in-range values for request initialization.
 *  - It may require specifying regional endpoints when creating the service client,
 *    please see the apiEndpoint client configuration option for more details.
 */
function callSample(): void
{
    $formattedParent = FeaturestoreServiceClient::entityTypeName(
        '[PROJECT]',
        '[LOCATION]',
        '[FEATURESTORE]',
        '[ENTITY_TYPE]'
    );
    $formattedRequestsParent = FeaturestoreServiceClient::entityTypeName(
        '[PROJECT]',
        '[LOCATION]',
        '[FEATURESTORE]',
        '[ENTITY_TYPE]'
    );
    $requestsFeatureValueType = ValueType::VALUE_TYPE_UNSPECIFIED;
    $requestsFeatureId = '[FEATURE_ID]';

    batch_create_features_sample(
        $formattedParent,
        $formattedRequestsParent,
        $requestsFeatureValueType,
        $requestsFeatureId
    );
}

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.

Parameters
Name	Description
`featurestore`	`string` Required. The resource name of the Featurestore from which to query Feature values. Format: `projects/{project}/locations/{location}/featurestores/{featurestore}`
`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.
`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 `foo_entity_id, bar_entity_id, 2020-01-01T10:00:00.123Z`. An example output instance may be `foo_entity_id, bar_entity_id, 2020-01-01T10:00:00.123Z, foo_entity_feature1_value, bar_entity_feature2_value`. Timestamp in each read instance must be millisecond-aligned. `csv_read_instances` are read instances stored in a plain-text CSV file. The header should be: [ENTITY_TYPE_ID1], [ENTITY_TYPE_ID2], ..., timestamp The columns can be in any order. Values in the timestamp column must use the RFC 3339 format, e.g. `2012-07-30T10:43:17.123Z`.
`↳ 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 Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage.

Returns
Type	Description
`Google\ApiCore\OperationResponse`

Example

use Google\ApiCore\ApiException;
use Google\ApiCore\OperationResponse;
use Google\Cloud\AIPlatform\V1\BatchReadFeatureValuesRequest;
use Google\Cloud\AIPlatform\V1\BatchReadFeatureValuesRequest\EntityTypeSpec;
use Google\Cloud\AIPlatform\V1\BatchReadFeatureValuesResponse;
use Google\Cloud\AIPlatform\V1\Client\FeaturestoreServiceClient;
use Google\Cloud\AIPlatform\V1\FeatureSelector;
use Google\Cloud\AIPlatform\V1\FeatureValueDestination;
use Google\Cloud\AIPlatform\V1\IdMatcher;
use Google\Rpc\Status;

/**
 * @param string $formattedFeaturestore                             The resource name of the Featurestore from which to query Feature
 *                                                                  values. Format:
 *                                                                  `projects/{project}/locations/{location}/featurestores/{featurestore}`
 *                                                                  Please see {@see FeaturestoreServiceClient::featurestoreName()} for help formatting this field.
 * @param string $entityTypeSpecsEntityTypeId                       ID of the EntityType to select Features. The EntityType id is
 *                                                                  the
 *                                                                  [entity_type_id][google.cloud.aiplatform.v1.CreateEntityTypeRequest.entity_type_id]
 *                                                                  specified during EntityType creation.
 * @param string $entityTypeSpecsFeatureSelectorIdMatcherIdsElement The following are accepted as `ids`:
 *
 *                                                                  * A single-element list containing only `*`, which selects all Features
 *                                                                  in the target EntityType, or
 *                                                                  * A list containing only Feature IDs, which selects only Features with
 *                                                                  those IDs in the target EntityType.
 */
function batch_read_feature_values_sample(
    string $formattedFeaturestore,
    string $entityTypeSpecsEntityTypeId,
    string $entityTypeSpecsFeatureSelectorIdMatcherIdsElement
): void {
    // Create a client.
    $featurestoreServiceClient = new FeaturestoreServiceClient();

    // Prepare the request message.
    $destination = new FeatureValueDestination();
    $entityTypeSpecsFeatureSelectorIdMatcherIds = [
        $entityTypeSpecsFeatureSelectorIdMatcherIdsElement,
    ];
    $entityTypeSpecsFeatureSelectorIdMatcher = (new IdMatcher())
        ->setIds($entityTypeSpecsFeatureSelectorIdMatcherIds);
    $entityTypeSpecsFeatureSelector = (new FeatureSelector())
        ->setIdMatcher($entityTypeSpecsFeatureSelectorIdMatcher);
    $entityTypeSpec = (new EntityTypeSpec())
        ->setEntityTypeId($entityTypeSpecsEntityTypeId)
        ->setFeatureSelector($entityTypeSpecsFeatureSelector);
    $entityTypeSpecs = [$entityTypeSpec,];
    $request = (new BatchReadFeatureValuesRequest())
        ->setFeaturestore($formattedFeaturestore)
        ->setDestination($destination)
        ->setEntityTypeSpecs($entityTypeSpecs);

    // Call the API and handle any network failures.
    try {
        /** @var OperationResponse $response */
        $response = $featurestoreServiceClient->batchReadFeatureValues($request);
        $response->pollUntilComplete();

        if ($response->operationSucceeded()) {
            /** @var BatchReadFeatureValuesResponse $result */
            $result = $response->getResult();
            printf('Operation successful with response data: %s' . PHP_EOL, $result->serializeToJsonString());
        } else {
            /** @var Status $error */
            $error = $response->getError();
            printf('Operation failed with error data: %s' . PHP_EOL, $error->serializeToJsonString());
        }
    } catch (ApiException $ex) {
        printf('Call failed with message: %s' . PHP_EOL, $ex->getMessage());
    }
}

/**
 * Helper to execute the sample.
 *
 * This sample has been automatically generated and should be regarded as a code
 * template only. It will require modifications to work:
 *  - It may require correct/in-range values for request initialization.
 *  - It may require specifying regional endpoints when creating the service client,
 *    please see the apiEndpoint client configuration option for more details.
 */
function callSample(): void
{
    $formattedFeaturestore = FeaturestoreServiceClient::featurestoreName(
        '[PROJECT]',
        '[LOCATION]',
        '[FEATURESTORE]'
    );
    $entityTypeSpecsEntityTypeId = '[ENTITY_TYPE_ID]';
    $entityTypeSpecsFeatureSelectorIdMatcherIdsElement = '[IDS]';

    batch_read_feature_values_sample(
        $formattedFeaturestore,
        $entityTypeSpecsEntityTypeId,
        $entityTypeSpecsFeatureSelectorIdMatcherIdsElement
    );
}

createEntityType

Creates a new EntityType in a given Featurestore.

Parameters
Name	Description
`parent`	`string` Required. The resource name of the Featurestore to create EntityTypes. Format: `projects/{project}/locations/{location}/featurestores/{featurestore}`
`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 `[a-z0-9_]`. The first character cannot be a number. The value must be unique within a featurestore.
`optionalArgs`	`array` Optional.
`↳ entityType`	`EntityType` The EntityType to create.
`↳ retrySettings`	`RetrySettings\|array` Retry settings to use for this call. Can be a Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage.

Returns
Type	Description
`Google\ApiCore\OperationResponse`

Example

use Google\ApiCore\ApiException;
use Google\ApiCore\OperationResponse;
use Google\Cloud\AIPlatform\V1\Client\FeaturestoreServiceClient;
use Google\Cloud\AIPlatform\V1\CreateEntityTypeRequest;
use Google\Cloud\AIPlatform\V1\EntityType;
use Google\Rpc\Status;

/**
 * @param string $formattedParent The resource name of the Featurestore to create EntityTypes.
 *                                Format:
 *                                `projects/{project}/locations/{location}/featurestores/{featurestore}`
 *                                Please see {@see FeaturestoreServiceClient::featurestoreName()} for help formatting this field.
 * @param string $entityTypeId    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
 *                                `[a-z0-9_]`. The first character cannot be a number.
 *
 *                                The value must be unique within a featurestore.
 */
function create_entity_type_sample(string $formattedParent, string $entityTypeId): void
{
    // Create a client.
    $featurestoreServiceClient = new FeaturestoreServiceClient();

    // Prepare the request message.
    $request = (new CreateEntityTypeRequest())
        ->setParent($formattedParent)
        ->setEntityTypeId($entityTypeId);

    // Call the API and handle any network failures.
    try {
        /** @var OperationResponse $response */
        $response = $featurestoreServiceClient->createEntityType($request);
        $response->pollUntilComplete();

        if ($response->operationSucceeded()) {
            /** @var EntityType $result */
            $result = $response->getResult();
            printf('Operation successful with response data: %s' . PHP_EOL, $result->serializeToJsonString());
        } else {
            /** @var Status $error */
            $error = $response->getError();
            printf('Operation failed with error data: %s' . PHP_EOL, $error->serializeToJsonString());
        }
    } catch (ApiException $ex) {
        printf('Call failed with message: %s' . PHP_EOL, $ex->getMessage());
    }
}

/**
 * Helper to execute the sample.
 *
 * This sample has been automatically generated and should be regarded as a code
 * template only. It will require modifications to work:
 *  - It may require correct/in-range values for request initialization.
 *  - It may require specifying regional endpoints when creating the service client,
 *    please see the apiEndpoint client configuration option for more details.
 */
function callSample(): void
{
    $formattedParent = FeaturestoreServiceClient::featurestoreName(
        '[PROJECT]',
        '[LOCATION]',
        '[FEATURESTORE]'
    );
    $entityTypeId = '[ENTITY_TYPE_ID]';

    create_entity_type_sample($formattedParent, $entityTypeId);
}

createFeature

Creates a new Feature in a given EntityType.

Parameters
Name	Description
`parent`	`string` Required. The resource name of the EntityType to create a Feature. Format: `projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entity_type}`
`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 `[a-z0-9_]`. The first character cannot be a number. The value must be unique within an EntityType.
`optionalArgs`	`array` Optional.
`↳ retrySettings`	`RetrySettings\|array` Retry settings to use for this call. Can be a Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage.

Returns
Type	Description
`Google\ApiCore\OperationResponse`

Example

use Google\ApiCore\ApiException;
use Google\ApiCore\OperationResponse;
use Google\Cloud\AIPlatform\V1\Client\FeaturestoreServiceClient;
use Google\Cloud\AIPlatform\V1\CreateFeatureRequest;
use Google\Cloud\AIPlatform\V1\Feature;
use Google\Cloud\AIPlatform\V1\Feature\ValueType;
use Google\Rpc\Status;

/**
 * @param string $formattedParent  The resource name of the EntityType to create a Feature.
 *                                 Format:
 *                                 `projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entity_type}`
 *                                 Please see {@see FeaturestoreServiceClient::entityTypeName()} for help formatting this field.
 * @param int    $featureValueType Immutable. Type of Feature value.
 * @param string $featureId        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
 *                                 `[a-z0-9_]`. The first character cannot be a number.
 *
 *                                 The value must be unique within an EntityType.
 */
function create_feature_sample(
    string $formattedParent,
    int $featureValueType,
    string $featureId
): void {
    // Create a client.
    $featurestoreServiceClient = new FeaturestoreServiceClient();

    // Prepare the request message.
    $feature = (new Feature())
        ->setValueType($featureValueType);
    $request = (new CreateFeatureRequest())
        ->setParent($formattedParent)
        ->setFeature($feature)
        ->setFeatureId($featureId);

    // Call the API and handle any network failures.
    try {
        /** @var OperationResponse $response */
        $response = $featurestoreServiceClient->createFeature($request);
        $response->pollUntilComplete();

        if ($response->operationSucceeded()) {
            /** @var Feature $result */
            $result = $response->getResult();
            printf('Operation successful with response data: %s' . PHP_EOL, $result->serializeToJsonString());
        } else {
            /** @var Status $error */
            $error = $response->getError();
            printf('Operation failed with error data: %s' . PHP_EOL, $error->serializeToJsonString());
        }
    } catch (ApiException $ex) {
        printf('Call failed with message: %s' . PHP_EOL, $ex->getMessage());
    }
}

/**
 * Helper to execute the sample.
 *
 * This sample has been automatically generated and should be regarded as a code
 * template only. It will require modifications to work:
 *  - It may require correct/in-range values for request initialization.
 *  - It may require specifying regional endpoints when creating the service client,
 *    please see the apiEndpoint client configuration option for more details.
 */
function callSample(): void
{
    $formattedParent = FeaturestoreServiceClient::entityTypeName(
        '[PROJECT]',
        '[LOCATION]',
        '[FEATURESTORE]',
        '[ENTITY_TYPE]'
    );
    $featureValueType = ValueType::VALUE_TYPE_UNSPECIFIED;
    $featureId = '[FEATURE_ID]';

    create_feature_sample($formattedParent, $featureValueType, $featureId);
}

createFeaturestore

Creates a new Featurestore in a given project and location.

Parameters
Name	Description
`parent`	`string` Required. The resource name of the Location to create Featurestores. Format: `projects/{project}/locations/{location}'`
`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 `[a-z0-9_]`. The first character cannot be a number. The value must be unique within the project and location.
`optionalArgs`	`array` Optional.
`↳ retrySettings`	`RetrySettings\|array` Retry settings to use for this call. Can be a Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage.

Returns
Type	Description
`Google\ApiCore\OperationResponse`

Example

use Google\ApiCore\ApiException;
use Google\ApiCore\OperationResponse;
use Google\Cloud\AIPlatform\V1\Client\FeaturestoreServiceClient;
use Google\Cloud\AIPlatform\V1\CreateFeaturestoreRequest;
use Google\Cloud\AIPlatform\V1\Featurestore;
use Google\Rpc\Status;

/**
 * @param string $formattedParent The resource name of the Location to create Featurestores.
 *                                Format:
 *                                `projects/{project}/locations/{location}'`
 *                                Please see {@see FeaturestoreServiceClient::locationName()} for help formatting this field.
 * @param string $featurestoreId  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
 *                                `[a-z0-9_]`. The first character cannot be a number.
 *
 *                                The value must be unique within the project and location.
 */
function create_featurestore_sample(string $formattedParent, string $featurestoreId): void
{
    // Create a client.
    $featurestoreServiceClient = new FeaturestoreServiceClient();

    // Prepare the request message.
    $featurestore = new Featurestore();
    $request = (new CreateFeaturestoreRequest())
        ->setParent($formattedParent)
        ->setFeaturestore($featurestore)
        ->setFeaturestoreId($featurestoreId);

    // Call the API and handle any network failures.
    try {
        /** @var OperationResponse $response */
        $response = $featurestoreServiceClient->createFeaturestore($request);
        $response->pollUntilComplete();

        if ($response->operationSucceeded()) {
            /** @var Featurestore $result */
            $result = $response->getResult();
            printf('Operation successful with response data: %s' . PHP_EOL, $result->serializeToJsonString());
        } else {
            /** @var Status $error */
            $error = $response->getError();
            printf('Operation failed with error data: %s' . PHP_EOL, $error->serializeToJsonString());
        }
    } catch (ApiException $ex) {
        printf('Call failed with message: %s' . PHP_EOL, $ex->getMessage());
    }
}

/**
 * Helper to execute the sample.
 *
 * This sample has been automatically generated and should be regarded as a code
 * template only. It will require modifications to work:
 *  - It may require correct/in-range values for request initialization.
 *  - It may require specifying regional endpoints when creating the service client,
 *    please see the apiEndpoint client configuration option for more details.
 */
function callSample(): void
{
    $formattedParent = FeaturestoreServiceClient::locationName('[PROJECT]', '[LOCATION]');
    $featurestoreId = '[FEATURESTORE_ID]';

    create_featurestore_sample($formattedParent, $featurestoreId);
}

deleteEntityType

Deletes a single EntityType. The EntityType must not have any Features or force must be set to true for the request to succeed.

Parameters
Name	Description
`name`	`string` Required. The name of the EntityType to be deleted. Format: `projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entity_type}`
`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 Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage.

Returns
Type	Description
`Google\ApiCore\OperationResponse`

Example

use Google\ApiCore\ApiException;
use Google\ApiCore\OperationResponse;
use Google\Cloud\AIPlatform\V1\Client\FeaturestoreServiceClient;
use Google\Cloud\AIPlatform\V1\DeleteEntityTypeRequest;
use Google\Rpc\Status;

/**
 * @param string $formattedName The name of the EntityType to be deleted.
 *                              Format:
 *                              `projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entity_type}`
 *                              Please see {@see FeaturestoreServiceClient::entityTypeName()} for help formatting this field.
 */
function delete_entity_type_sample(string $formattedName): void
{
    // Create a client.
    $featurestoreServiceClient = new FeaturestoreServiceClient();

    // Prepare the request message.
    $request = (new DeleteEntityTypeRequest())
        ->setName($formattedName);

    // Call the API and handle any network failures.
    try {
        /** @var OperationResponse $response */
        $response = $featurestoreServiceClient->deleteEntityType($request);
        $response->pollUntilComplete();

        if ($response->operationSucceeded()) {
            printf('Operation completed successfully.' . PHP_EOL);
        } else {
            /** @var Status $error */
            $error = $response->getError();
            printf('Operation failed with error data: %s' . PHP_EOL, $error->serializeToJsonString());
        }
    } catch (ApiException $ex) {
        printf('Call failed with message: %s' . PHP_EOL, $ex->getMessage());
    }
}

/**
 * Helper to execute the sample.
 *
 * This sample has been automatically generated and should be regarded as a code
 * template only. It will require modifications to work:
 *  - It may require correct/in-range values for request initialization.
 *  - It may require specifying regional endpoints when creating the service client,
 *    please see the apiEndpoint client configuration option for more details.
 */
function callSample(): void
{
    $formattedName = FeaturestoreServiceClient::entityTypeName(
        '[PROJECT]',
        '[LOCATION]',
        '[FEATURESTORE]',
        '[ENTITY_TYPE]'
    );

    delete_entity_type_sample($formattedName);
}

deleteFeature

Deletes a single Feature.

Parameters
Name	Description
`name`	`string` Required. The name of the Features to be deleted. Format: `projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entity_type}/features/{feature}`
`optionalArgs`	`array` Optional.
`↳ retrySettings`	`RetrySettings\|array` Retry settings to use for this call. Can be a Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage.

Returns
Type	Description
`Google\ApiCore\OperationResponse`

Example

use Google\ApiCore\ApiException;
use Google\ApiCore\OperationResponse;
use Google\Cloud\AIPlatform\V1\Client\FeaturestoreServiceClient;
use Google\Cloud\AIPlatform\V1\DeleteFeatureRequest;
use Google\Rpc\Status;

/**
 * @param string $formattedName The name of the Features to be deleted.
 *                              Format:
 *                              `projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entity_type}/features/{feature}`
 *                              Please see {@see FeaturestoreServiceClient::featureName()} for help formatting this field.
 */
function delete_feature_sample(string $formattedName): void
{
    // Create a client.
    $featurestoreServiceClient = new FeaturestoreServiceClient();

    // Prepare the request message.
    $request = (new DeleteFeatureRequest())
        ->setName($formattedName);

    // Call the API and handle any network failures.
    try {
        /** @var OperationResponse $response */
        $response = $featurestoreServiceClient->deleteFeature($request);
        $response->pollUntilComplete();

        if ($response->operationSucceeded()) {
            printf('Operation completed successfully.' . PHP_EOL);
        } else {
            /** @var Status $error */
            $error = $response->getError();
            printf('Operation failed with error data: %s' . PHP_EOL, $error->serializeToJsonString());
        }
    } catch (ApiException $ex) {
        printf('Call failed with message: %s' . PHP_EOL, $ex->getMessage());
    }
}

/**
 * Helper to execute the sample.
 *
 * This sample has been automatically generated and should be regarded as a code
 * template only. It will require modifications to work:
 *  - It may require correct/in-range values for request initialization.
 *  - It may require specifying regional endpoints when creating the service client,
 *    please see the apiEndpoint client configuration option for more details.
 */
function callSample(): void
{
    $formattedName = FeaturestoreServiceClient::featureName(
        '[PROJECT]',
        '[LOCATION]',
        '[FEATURESTORE]',
        '[ENTITY_TYPE]',
        '[FEATURE]'
    );

    delete_feature_sample($formattedName);
}

deleteFeatureValues

Delete Feature values from Featurestore.

The progress of the deletion is tracked by the returned operation. The deleted feature values are guaranteed to be invisible to subsequent read operations after the operation is marked as successfully done.

If a delete feature values operation fails, the feature values returned from reads and exports may be inconsistent. If consistency is required, the caller must retry the same delete request again and wait till the new operation returned is marked as successfully done.

Parameters
Name	Description
`entityType`	`string` Required. The resource name of the EntityType grouping the Features for which values are being deleted from. Format: `projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entityType}`
`optionalArgs`	`array` Optional.
`↳ selectEntity`	`SelectEntity` Select feature values to be deleted by specifying entities.
`↳ selectTimeRangeAndFeature`	`SelectTimeRangeAndFeature` Select feature values to be deleted by specifying time range and features.
`↳ retrySettings`	`RetrySettings\|array` Retry settings to use for this call. Can be a Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage.

Returns
Type	Description
`Google\ApiCore\OperationResponse`

Example

use Google\ApiCore\ApiException;
use Google\ApiCore\OperationResponse;
use Google\Cloud\AIPlatform\V1\Client\FeaturestoreServiceClient;
use Google\Cloud\AIPlatform\V1\DeleteFeatureValuesRequest;
use Google\Cloud\AIPlatform\V1\DeleteFeatureValuesResponse;
use Google\Rpc\Status;

/**
 * @param string $formattedEntityType The resource name of the EntityType grouping the Features for
 *                                    which values are being deleted from. Format:
 *                                    `projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entityType}`
 *                                    Please see {@see FeaturestoreServiceClient::entityTypeName()} for help formatting this field.
 */
function delete_feature_values_sample(string $formattedEntityType): void
{
    // Create a client.
    $featurestoreServiceClient = new FeaturestoreServiceClient();

    // Prepare the request message.
    $request = (new DeleteFeatureValuesRequest())
        ->setEntityType($formattedEntityType);

    // Call the API and handle any network failures.
    try {
        /** @var OperationResponse $response */
        $response = $featurestoreServiceClient->deleteFeatureValues($request);
        $response->pollUntilComplete();

        if ($response->operationSucceeded()) {
            /** @var DeleteFeatureValuesResponse $result */
            $result = $response->getResult();
            printf('Operation successful with response data: %s' . PHP_EOL, $result->serializeToJsonString());
        } else {
            /** @var Status $error */
            $error = $response->getError();
            printf('Operation failed with error data: %s' . PHP_EOL, $error->serializeToJsonString());
        }
    } catch (ApiException $ex) {
        printf('Call failed with message: %s' . PHP_EOL, $ex->getMessage());
    }
}

/**
 * Helper to execute the sample.
 *
 * This sample has been automatically generated and should be regarded as a code
 * template only. It will require modifications to work:
 *  - It may require correct/in-range values for request initialization.
 *  - It may require specifying regional endpoints when creating the service client,
 *    please see the apiEndpoint client configuration option for more details.
 */
function callSample(): void
{
    $formattedEntityType = FeaturestoreServiceClient::entityTypeName(
        '[PROJECT]',
        '[LOCATION]',
        '[FEATURESTORE]',
        '[ENTITY_TYPE]'
    );

    delete_feature_values_sample($formattedEntityType);
}

deleteFeaturestore

Deletes a single Featurestore. The Featurestore must not contain any EntityTypes or force must be set to true for the request to succeed.

Parameters
Name	Description
`name`	`string` Required. The name of the Featurestore to be deleted. Format: `projects/{project}/locations/{location}/featurestores/{featurestore}`
`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 Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage.

Returns
Type	Description
`Google\ApiCore\OperationResponse`

Example

use Google\ApiCore\ApiException;
use Google\ApiCore\OperationResponse;
use Google\Cloud\AIPlatform\V1\Client\FeaturestoreServiceClient;
use Google\Cloud\AIPlatform\V1\DeleteFeaturestoreRequest;
use Google\Rpc\Status;

/**
 * @param string $formattedName The name of the Featurestore to be deleted.
 *                              Format:
 *                              `projects/{project}/locations/{location}/featurestores/{featurestore}`
 *                              Please see {@see FeaturestoreServiceClient::featurestoreName()} for help formatting this field.
 */
function delete_featurestore_sample(string $formattedName): void
{
    // Create a client.
    $featurestoreServiceClient = new FeaturestoreServiceClient();

    // Prepare the request message.
    $request = (new DeleteFeaturestoreRequest())
        ->setName($formattedName);

    // Call the API and handle any network failures.
    try {
        /** @var OperationResponse $response */
        $response = $featurestoreServiceClient->deleteFeaturestore($request);
        $response->pollUntilComplete();

        if ($response->operationSucceeded()) {
            printf('Operation completed successfully.' . PHP_EOL);
        } else {
            /** @var Status $error */
            $error = $response->getError();
            printf('Operation failed with error data: %s' . PHP_EOL, $error->serializeToJsonString());
        }
    } catch (ApiException $ex) {
        printf('Call failed with message: %s' . PHP_EOL, $ex->getMessage());
    }
}

/**
 * Helper to execute the sample.
 *
 * This sample has been automatically generated and should be regarded as a code
 * template only. It will require modifications to work:
 *  - It may require correct/in-range values for request initialization.
 *  - It may require specifying regional endpoints when creating the service client,
 *    please see the apiEndpoint client configuration option for more details.
 */
function callSample(): void
{
    $formattedName = FeaturestoreServiceClient::featurestoreName(
        '[PROJECT]',
        '[LOCATION]',
        '[FEATURESTORE]'
    );

    delete_featurestore_sample($formattedName);
}

exportFeatureValues

Exports Feature values from all the entities of a target EntityType.

Parameters
Name	Description
`entityType`	`string` Required. The resource name of the EntityType from which to export Feature values. Format: `projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entity_type}`
`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 Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage.

Returns
Type	Description
`Google\ApiCore\OperationResponse`

Example

use Google\ApiCore\ApiException;
use Google\ApiCore\OperationResponse;
use Google\Cloud\AIPlatform\V1\Client\FeaturestoreServiceClient;
use Google\Cloud\AIPlatform\V1\ExportFeatureValuesRequest;
use Google\Cloud\AIPlatform\V1\ExportFeatureValuesResponse;
use Google\Cloud\AIPlatform\V1\FeatureSelector;
use Google\Cloud\AIPlatform\V1\FeatureValueDestination;
use Google\Cloud\AIPlatform\V1\IdMatcher;
use Google\Rpc\Status;

/**
 * @param string $formattedEntityType                The resource name of the EntityType from which to export Feature
 *                                                   values. Format:
 *                                                   `projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entity_type}`
 *                                                   Please see {@see FeaturestoreServiceClient::entityTypeName()} for help formatting this field.
 * @param string $featureSelectorIdMatcherIdsElement The following are accepted as `ids`:
 *
 *                                                   * A single-element list containing only `*`, which selects all Features
 *                                                   in the target EntityType, or
 *                                                   * A list containing only Feature IDs, which selects only Features with
 *                                                   those IDs in the target EntityType.
 */
function export_feature_values_sample(
    string $formattedEntityType,
    string $featureSelectorIdMatcherIdsElement
): void {
    // Create a client.
    $featurestoreServiceClient = new FeaturestoreServiceClient();

    // Prepare the request message.
    $destination = new FeatureValueDestination();
    $featureSelectorIdMatcherIds = [$featureSelectorIdMatcherIdsElement,];
    $featureSelectorIdMatcher = (new IdMatcher())
        ->setIds($featureSelectorIdMatcherIds);
    $featureSelector = (new FeatureSelector())
        ->setIdMatcher($featureSelectorIdMatcher);
    $request = (new ExportFeatureValuesRequest())
        ->setEntityType($formattedEntityType)
        ->setDestination($destination)
        ->setFeatureSelector($featureSelector);

    // Call the API and handle any network failures.
    try {
        /** @var OperationResponse $response */
        $response = $featurestoreServiceClient->exportFeatureValues($request);
        $response->pollUntilComplete();

        if ($response->operationSucceeded()) {
            /** @var ExportFeatureValuesResponse $result */
            $result = $response->getResult();
            printf('Operation successful with response data: %s' . PHP_EOL, $result->serializeToJsonString());
        } else {
            /** @var Status $error */
            $error = $response->getError();
            printf('Operation failed with error data: %s' . PHP_EOL, $error->serializeToJsonString());
        }
    } catch (ApiException $ex) {
        printf('Call failed with message: %s' . PHP_EOL, $ex->getMessage());
    }
}

/**
 * Helper to execute the sample.
 *
 * This sample has been automatically generated and should be regarded as a code
 * template only. It will require modifications to work:
 *  - It may require correct/in-range values for request initialization.
 *  - It may require specifying regional endpoints when creating the service client,
 *    please see the apiEndpoint client configuration option for more details.
 */
function callSample(): void
{
    $formattedEntityType = FeaturestoreServiceClient::entityTypeName(
        '[PROJECT]',
        '[LOCATION]',
        '[FEATURESTORE]',
        '[ENTITY_TYPE]'
    );
    $featureSelectorIdMatcherIdsElement = '[IDS]';

    export_feature_values_sample($formattedEntityType, $featureSelectorIdMatcherIdsElement);
}

getEntityType

Gets details of a single EntityType.

Parameters
Name	Description
`name`	`string` Required. The name of the EntityType resource. Format: `projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entity_type}`
`optionalArgs`	`array` Optional.
`↳ retrySettings`	`RetrySettings\|array` Retry settings to use for this call. Can be a Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage.

Returns
Type	Description
`Google\Cloud\AIPlatform\V1\EntityType`

Example

use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\Client\FeaturestoreServiceClient;
use Google\Cloud\AIPlatform\V1\EntityType;
use Google\Cloud\AIPlatform\V1\GetEntityTypeRequest;

/**
 * @param string $formattedName The name of the EntityType resource.
 *                              Format:
 *                              `projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entity_type}`
 *                              Please see {@see FeaturestoreServiceClient::entityTypeName()} for help formatting this field.
 */
function get_entity_type_sample(string $formattedName): void
{
    // Create a client.
    $featurestoreServiceClient = new FeaturestoreServiceClient();

    // Prepare the request message.
    $request = (new GetEntityTypeRequest())
        ->setName($formattedName);

    // Call the API and handle any network failures.
    try {
        /** @var EntityType $response */
        $response = $featurestoreServiceClient->getEntityType($request);
        printf('Response data: %s' . PHP_EOL, $response->serializeToJsonString());
    } catch (ApiException $ex) {
        printf('Call failed with message: %s' . PHP_EOL, $ex->getMessage());
    }
}

/**
 * Helper to execute the sample.
 *
 * This sample has been automatically generated and should be regarded as a code
 * template only. It will require modifications to work:
 *  - It may require correct/in-range values for request initialization.
 *  - It may require specifying regional endpoints when creating the service client,
 *    please see the apiEndpoint client configuration option for more details.
 */
function callSample(): void
{
    $formattedName = FeaturestoreServiceClient::entityTypeName(
        '[PROJECT]',
        '[LOCATION]',
        '[FEATURESTORE]',
        '[ENTITY_TYPE]'
    );

    get_entity_type_sample($formattedName);
}

getFeature

Gets details of a single Feature.

Parameters
Name	Description
`name`	`string` Required. The name of the Feature resource. Format: `projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entity_type}`
`optionalArgs`	`array` Optional.
`↳ retrySettings`	`RetrySettings\|array` Retry settings to use for this call. Can be a Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage.

Returns
Type	Description
`Google\Cloud\AIPlatform\V1\Feature`

Example

use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\Client\FeaturestoreServiceClient;
use Google\Cloud\AIPlatform\V1\Feature;
use Google\Cloud\AIPlatform\V1\GetFeatureRequest;

/**
 * @param string $formattedName The name of the Feature resource.
 *                              Format:
 *                              `projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entity_type}`
 *                              Please see {@see FeaturestoreServiceClient::featureName()} for help formatting this field.
 */
function get_feature_sample(string $formattedName): void
{
    // Create a client.
    $featurestoreServiceClient = new FeaturestoreServiceClient();

    // Prepare the request message.
    $request = (new GetFeatureRequest())
        ->setName($formattedName);

    // Call the API and handle any network failures.
    try {
        /** @var Feature $response */
        $response = $featurestoreServiceClient->getFeature($request);
        printf('Response data: %s' . PHP_EOL, $response->serializeToJsonString());
    } catch (ApiException $ex) {
        printf('Call failed with message: %s' . PHP_EOL, $ex->getMessage());
    }
}

/**
 * Helper to execute the sample.
 *
 * This sample has been automatically generated and should be regarded as a code
 * template only. It will require modifications to work:
 *  - It may require correct/in-range values for request initialization.
 *  - It may require specifying regional endpoints when creating the service client,
 *    please see the apiEndpoint client configuration option for more details.
 */
function callSample(): void
{
    $formattedName = FeaturestoreServiceClient::featureName(
        '[PROJECT]',
        '[LOCATION]',
        '[FEATURESTORE]',
        '[ENTITY_TYPE]',
        '[FEATURE]'
    );

    get_feature_sample($formattedName);
}

getFeaturestore

Gets details of a single Featurestore.

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 Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage.

Returns
Type	Description
`Google\Cloud\AIPlatform\V1\Featurestore`

Example

use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\Client\FeaturestoreServiceClient;
use Google\Cloud\AIPlatform\V1\Featurestore;
use Google\Cloud\AIPlatform\V1\GetFeaturestoreRequest;

/**
 * @param string $formattedName The name of the Featurestore resource. Please see
 *                              {@see FeaturestoreServiceClient::featurestoreName()} for help formatting this field.
 */
function get_featurestore_sample(string $formattedName): void
{
    // Create a client.
    $featurestoreServiceClient = new FeaturestoreServiceClient();

    // Prepare the request message.
    $request = (new GetFeaturestoreRequest())
        ->setName($formattedName);

    // Call the API and handle any network failures.
    try {
        /** @var Featurestore $response */
        $response = $featurestoreServiceClient->getFeaturestore($request);
        printf('Response data: %s' . PHP_EOL, $response->serializeToJsonString());
    } catch (ApiException $ex) {
        printf('Call failed with message: %s' . PHP_EOL, $ex->getMessage());
    }
}

/**
 * Helper to execute the sample.
 *
 * This sample has been automatically generated and should be regarded as a code
 * template only. It will require modifications to work:
 *  - It may require correct/in-range values for request initialization.
 *  - It may require specifying regional endpoints when creating the service client,
 *    please see the apiEndpoint client configuration option for more details.
 */
function callSample(): void
{
    $formattedName = FeaturestoreServiceClient::featurestoreName(
        '[PROJECT]',
        '[LOCATION]',
        '[FEATURESTORE]'
    );

    get_featurestore_sample($formattedName);
}

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.

Parameters
Name	Description
`entityType`	`string` Required. The resource name of the EntityType grouping the Features for which values are being imported. Format: `projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entityType}`
`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 entity_id.
`↳ 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 Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage.

Returns
Type	Description
`Google\ApiCore\OperationResponse`

Example

use Google\ApiCore\ApiException;
use Google\ApiCore\OperationResponse;
use Google\Cloud\AIPlatform\V1\Client\FeaturestoreServiceClient;
use Google\Cloud\AIPlatform\V1\ImportFeatureValuesRequest;
use Google\Cloud\AIPlatform\V1\ImportFeatureValuesRequest\FeatureSpec;
use Google\Cloud\AIPlatform\V1\ImportFeatureValuesResponse;
use Google\Rpc\Status;

/**
 * @param string $formattedEntityType The resource name of the EntityType grouping the Features for
 *                                    which values are being imported. Format:
 *                                    `projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entityType}`
 *                                    Please see {@see FeaturestoreServiceClient::entityTypeName()} for help formatting this field.
 * @param string $featureSpecsId      ID of the Feature to import values of. This Feature must exist
 *                                    in the target EntityType, or the request will fail.
 */
function import_feature_values_sample(string $formattedEntityType, string $featureSpecsId): void
{
    // Create a client.
    $featurestoreServiceClient = new FeaturestoreServiceClient();

    // Prepare the request message.
    $featureSpec = (new FeatureSpec())
        ->setId($featureSpecsId);
    $featureSpecs = [$featureSpec,];
    $request = (new ImportFeatureValuesRequest())
        ->setEntityType($formattedEntityType)
        ->setFeatureSpecs($featureSpecs);

    // Call the API and handle any network failures.
    try {
        /** @var OperationResponse $response */
        $response = $featurestoreServiceClient->importFeatureValues($request);
        $response->pollUntilComplete();

        if ($response->operationSucceeded()) {
            /** @var ImportFeatureValuesResponse $result */
            $result = $response->getResult();
            printf('Operation successful with response data: %s' . PHP_EOL, $result->serializeToJsonString());
        } else {
            /** @var Status $error */
            $error = $response->getError();
            printf('Operation failed with error data: %s' . PHP_EOL, $error->serializeToJsonString());
        }
    } catch (ApiException $ex) {
        printf('Call failed with message: %s' . PHP_EOL, $ex->getMessage());
    }
}

/**
 * Helper to execute the sample.
 *
 * This sample has been automatically generated and should be regarded as a code
 * template only. It will require modifications to work:
 *  - It may require correct/in-range values for request initialization.
 *  - It may require specifying regional endpoints when creating the service client,
 *    please see the apiEndpoint client configuration option for more details.
 */
function callSample(): void
{
    $formattedEntityType = FeaturestoreServiceClient::entityTypeName(
        '[PROJECT]',
        '[LOCATION]',
        '[FEATURESTORE]',
        '[ENTITY_TYPE]'
    );
    $featureSpecsId = '[ID]';

    import_feature_values_sample($formattedEntityType, $featureSpecsId);
}

listEntityTypes

Lists EntityTypes in a given Featurestore.

Parameters
Name	Description
`parent`	`string` Required. The resource name of the Featurestore to list EntityTypes. Format: `projects/{project}/locations/{location}/featurestores/{featurestore}`
`optionalArgs`	`array` Optional.
`↳ filter`	`string` Lists the EntityTypes that match the filter expression. The following filters are supported: * `create_time`: Supports `=`, `!=`, `<`, `>`, `>=`, and `<=` comparisons. Values must be in RFC 3339 format. * `update_time`: Supports `=`, `!=`, `<`, `>`, `>=`, and `<=` comparisons. Values must be in RFC 3339 format. * `labels`: Supports key-value equality as well as key presence. Examples: * `create_time > \"2020-01-31T15:30:00.000000Z\" OR update_time > \"2020-01-31T15:30:00.000000Z\"` --> EntityTypes created or updated after 2020-01-31T15:30:00.000000Z. * `labels.active = yes AND labels.env = prod` --> EntityTypes having both (active: yes) and (env: prod) labels. * `labels.env: *` --> Any EntityType which has a label with 'env' as the key.
`↳ 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: * `entity_type_id` * `create_time` * `update_time`
`↳ readMask`	`FieldMask` Mask specifying which fields to read.
`↳ retrySettings`	`RetrySettings\|array` Retry settings to use for this call. Can be a Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage.

Returns
Type	Description
`Google\ApiCore\PagedListResponse`

Example

use Google\ApiCore\ApiException;
use Google\ApiCore\PagedListResponse;
use Google\Cloud\AIPlatform\V1\Client\FeaturestoreServiceClient;
use Google\Cloud\AIPlatform\V1\EntityType;
use Google\Cloud\AIPlatform\V1\ListEntityTypesRequest;

/**
 * @param string $formattedParent The resource name of the Featurestore to list EntityTypes.
 *                                Format:
 *                                `projects/{project}/locations/{location}/featurestores/{featurestore}`
 *                                Please see {@see FeaturestoreServiceClient::featurestoreName()} for help formatting this field.
 */
function list_entity_types_sample(string $formattedParent): void
{
    // Create a client.
    $featurestoreServiceClient = new FeaturestoreServiceClient();

    // Prepare the request message.
    $request = (new ListEntityTypesRequest())
        ->setParent($formattedParent);

    // Call the API and handle any network failures.
    try {
        /** @var PagedListResponse $response */
        $response = $featurestoreServiceClient->listEntityTypes($request);

        /** @var EntityType $element */
        foreach ($response as $element) {
            printf('Element data: %s' . PHP_EOL, $element->serializeToJsonString());
        }
    } catch (ApiException $ex) {
        printf('Call failed with message: %s' . PHP_EOL, $ex->getMessage());
    }
}

/**
 * Helper to execute the sample.
 *
 * This sample has been automatically generated and should be regarded as a code
 * template only. It will require modifications to work:
 *  - It may require correct/in-range values for request initialization.
 *  - It may require specifying regional endpoints when creating the service client,
 *    please see the apiEndpoint client configuration option for more details.
 */
function callSample(): void
{
    $formattedParent = FeaturestoreServiceClient::featurestoreName(
        '[PROJECT]',
        '[LOCATION]',
        '[FEATURESTORE]'
    );

    list_entity_types_sample($formattedParent);
}

listFeatures

Lists Features in a given EntityType.

Parameters
Name	Description
`parent`	`string` Required. The resource name of the Location to list Features. Format: `projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entity_type}`
`optionalArgs`	`array` Optional.
`↳ filter`	`string` Lists the Features that match the filter expression. The following filters are supported: * `value_type`: Supports = and != comparisons. * `create_time`: Supports =, !=, <, >, >=, and <= comparisons. Values must be in RFC 3339 format. * `update_time`: Supports =, !=, <, >, >=, and <= comparisons. Values must be in RFC 3339 format. * `labels`: Supports key-value equality as well as key presence. Examples: * `value_type = DOUBLE` --> Features whose type is DOUBLE. * `create_time > \"2020-01-31T15:30:00.000000Z\" OR update_time > \"2020-01-31T15:30:00.000000Z\"` --> EntityTypes created or updated after 2020-01-31T15:30:00.000000Z. * `labels.active = yes AND labels.env = prod` --> Features having both (active: yes) and (env: prod) labels. * `labels.env: *` --> Any Feature which has a label with 'env' as the key.
`↳ 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: * `feature_id` * `value_type` * `create_time` * `update_time`
`↳ 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 Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage.

Returns
Type	Description
`Google\ApiCore\PagedListResponse`

Example

use Google\ApiCore\ApiException;
use Google\ApiCore\PagedListResponse;
use Google\Cloud\AIPlatform\V1\Client\FeaturestoreServiceClient;
use Google\Cloud\AIPlatform\V1\Feature;
use Google\Cloud\AIPlatform\V1\ListFeaturesRequest;

/**
 * @param string $formattedParent The resource name of the Location to list Features.
 *                                Format:
 *                                `projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entity_type}`
 *                                Please see {@see FeaturestoreServiceClient::entityTypeName()} for help formatting this field.
 */
function list_features_sample(string $formattedParent): void
{
    // Create a client.
    $featurestoreServiceClient = new FeaturestoreServiceClient();

    // Prepare the request message.
    $request = (new ListFeaturesRequest())
        ->setParent($formattedParent);

    // Call the API and handle any network failures.
    try {
        /** @var PagedListResponse $response */
        $response = $featurestoreServiceClient->listFeatures($request);

        /** @var Feature $element */
        foreach ($response as $element) {
            printf('Element data: %s' . PHP_EOL, $element->serializeToJsonString());
        }
    } catch (ApiException $ex) {
        printf('Call failed with message: %s' . PHP_EOL, $ex->getMessage());
    }
}

/**
 * Helper to execute the sample.
 *
 * This sample has been automatically generated and should be regarded as a code
 * template only. It will require modifications to work:
 *  - It may require correct/in-range values for request initialization.
 *  - It may require specifying regional endpoints when creating the service client,
 *    please see the apiEndpoint client configuration option for more details.
 */
function callSample(): void
{
    $formattedParent = FeaturestoreServiceClient::entityTypeName(
        '[PROJECT]',
        '[LOCATION]',
        '[FEATURESTORE]',
        '[ENTITY_TYPE]'
    );

    list_features_sample($formattedParent);
}

listFeaturestores

Lists Featurestores in a given project and location.

Parameters
Name	Description
`parent`	`string` Required. The resource name of the Location to list Featurestores. Format: `projects/{project}/locations/{location}`
`optionalArgs`	`array` Optional.
`↳ filter`	`string` Lists the featurestores that match the filter expression. The following fields are supported: * `create_time`: Supports `=`, `!=`, `<`, `>`, `<=`, and `>=` comparisons. Values must be in RFC 3339 format. * `update_time`: Supports `=`, `!=`, `<`, `>`, `<=`, and `>=` comparisons. Values must be in RFC 3339 format. * `online_serving_config.fixed_node_count`: Supports `=`, `!=`, `<`, `>`, `<=`, and `>=` comparisons. * `labels`: Supports key-value equality and key presence. Examples: * `create_time > "2020-01-01" OR update_time > "2020-01-01"` Featurestores created or updated after 2020-01-01. * `labels.env = "prod"` Featurestores with label "env" set to "prod".
`↳ 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: * `create_time` * `update_time` * `online_serving_config.fixed_node_count`
`↳ readMask`	`FieldMask` Mask specifying which fields to read.
`↳ retrySettings`	`RetrySettings\|array` Retry settings to use for this call. Can be a Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage.

Returns
Type	Description
`Google\ApiCore\PagedListResponse`

Example

use Google\ApiCore\ApiException;
use Google\ApiCore\PagedListResponse;
use Google\Cloud\AIPlatform\V1\Client\FeaturestoreServiceClient;
use Google\Cloud\AIPlatform\V1\Featurestore;
use Google\Cloud\AIPlatform\V1\ListFeaturestoresRequest;

/**
 * @param string $formattedParent The resource name of the Location to list Featurestores.
 *                                Format:
 *                                `projects/{project}/locations/{location}`
 *                                Please see {@see FeaturestoreServiceClient::locationName()} for help formatting this field.
 */
function list_featurestores_sample(string $formattedParent): void
{
    // Create a client.
    $featurestoreServiceClient = new FeaturestoreServiceClient();

    // Prepare the request message.
    $request = (new ListFeaturestoresRequest())
        ->setParent($formattedParent);

    // Call the API and handle any network failures.
    try {
        /** @var PagedListResponse $response */
        $response = $featurestoreServiceClient->listFeaturestores($request);

        /** @var Featurestore $element */
        foreach ($response as $element) {
            printf('Element data: %s' . PHP_EOL, $element->serializeToJsonString());
        }
    } catch (ApiException $ex) {
        printf('Call failed with message: %s' . PHP_EOL, $ex->getMessage());
    }
}

/**
 * Helper to execute the sample.
 *
 * This sample has been automatically generated and should be regarded as a code
 * template only. It will require modifications to work:
 *  - It may require correct/in-range values for request initialization.
 *  - It may require specifying regional endpoints when creating the service client,
 *    please see the apiEndpoint client configuration option for more details.
 */
function callSample(): void
{
    $formattedParent = FeaturestoreServiceClient::locationName('[PROJECT]', '[LOCATION]');

    list_featurestores_sample($formattedParent);
}

searchFeatures

Searches Features matching a query in a given project.

Parameters
Name	Description
`location`	`string` Required. The resource name of the Location to search Features. Format: `projects/{project}/locations/{location}`
`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 `AND` to form a conjunction. A field query is in the form FIELD:QUERY. This implicitly checks if QUERY exists as a substring within Feature's FIELD. The QUERY and the FIELD are converted to a sequence of words (i.e. tokens) for comparison. This is done by: * Removing leading/trailing whitespace and tokenizing the search value. Characters that are not one of alphanumeric `[a-zA-Z0-9]`, underscore `_`, or asterisk `` are treated as delimiters for tokens. `` is treated as a wildcard that matches characters within a token. * Ignoring case. * Prepending an asterisk to the first and appending an asterisk to the last token in QUERY. A QUERY must be either a singular token or a phrase. A phrase is one or multiple words enclosed in double quotation marks ("). With phrases, the order of the words is important. Words in the phrase must be matching in order and consecutively. Supported FIELDs for field-restricted queries: * `feature_id` * `description` * `entity_type_id` Examples: * `feature_id: foo` --> Matches a Feature with ID containing the substring `foo` (eg. `foo`, `foofeature`, `barfoo`). * `feature_id: foofeature` --> Matches a Feature with ID containing the substring `foofeature` (eg. `foobarfeature`). * `feature_id: foo AND description: bar` --> Matches a Feature with ID containing the substring `foo` and description containing the substring `bar`. Besides field queries, the following exact-match filters are supported. The exact-match filters do not support wildcards. Unlike field-restricted queries, exact-match filters are case-sensitive. * `feature_id`: Supports = comparisons. * `description`: Supports = comparisons. Multi-token filters should be enclosed in quotes. * `entity_type_id`: Supports = comparisons. * `value_type`: Supports = and != comparisons. * `labels`: Supports key-value equality as well as key presence. * `featurestore_id`: Supports = comparisons. Examples: * `description = "foo bar"` --> Any Feature with description exactly equal to `foo bar` * `value_type = DOUBLE` --> Features whose type is DOUBLE. * `labels.active = yes AND labels.env = prod` --> Features having both (active: yes) and (env: prod) labels. * `labels.env: *` --> Any Feature which has a label with `env` as the key.
`↳ 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 Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage.

Returns
Type	Description
`Google\ApiCore\PagedListResponse`

Example

use Google\ApiCore\ApiException;
use Google\ApiCore\PagedListResponse;
use Google\Cloud\AIPlatform\V1\Client\FeaturestoreServiceClient;
use Google\Cloud\AIPlatform\V1\Feature;
use Google\Cloud\AIPlatform\V1\SearchFeaturesRequest;

/**
 * @param string $formattedLocation The resource name of the Location to search Features.
 *                                  Format:
 *                                  `projects/{project}/locations/{location}`
 *                                  Please see {@see FeaturestoreServiceClient::locationName()} for help formatting this field.
 */
function search_features_sample(string $formattedLocation): void
{
    // Create a client.
    $featurestoreServiceClient = new FeaturestoreServiceClient();

    // Prepare the request message.
    $request = (new SearchFeaturesRequest())
        ->setLocation($formattedLocation);

    // Call the API and handle any network failures.
    try {
        /** @var PagedListResponse $response */
        $response = $featurestoreServiceClient->searchFeatures($request);

        /** @var Feature $element */
        foreach ($response as $element) {
            printf('Element data: %s' . PHP_EOL, $element->serializeToJsonString());
        }
    } catch (ApiException $ex) {
        printf('Call failed with message: %s' . PHP_EOL, $ex->getMessage());
    }
}

/**
 * Helper to execute the sample.
 *
 * This sample has been automatically generated and should be regarded as a code
 * template only. It will require modifications to work:
 *  - It may require correct/in-range values for request initialization.
 *  - It may require specifying regional endpoints when creating the service client,
 *    please see the apiEndpoint client configuration option for more details.
 */
function callSample(): void
{
    $formattedLocation = FeaturestoreServiceClient::locationName('[PROJECT]', '[LOCATION]');

    search_features_sample($formattedLocation);
}

updateEntityType

Updates the parameters of a single EntityType.

Parameters
Name	Description
`entityType`	`Google\Cloud\AIPlatform\V1\EntityType` Required. The EntityType's `name` field is used to identify the EntityType to be updated. Format: `projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entity_type}`
`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 `` to override all fields. Updatable fields: `description` * `labels` * `monitoring_config.snapshot_analysis.disabled` * `monitoring_config.snapshot_analysis.monitoring_interval_days` * `monitoring_config.snapshot_analysis.staleness_days` * `monitoring_config.import_features_analysis.state` * `monitoring_config.import_features_analysis.anomaly_detection_baseline` * `monitoring_config.numerical_threshold_config.value` * `monitoring_config.categorical_threshold_config.value` * `offline_storage_ttl_days`
`↳ retrySettings`	`RetrySettings\|array` Retry settings to use for this call. Can be a Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage.

Returns
Type	Description
`Google\Cloud\AIPlatform\V1\EntityType`

Example

use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\Client\FeaturestoreServiceClient;
use Google\Cloud\AIPlatform\V1\EntityType;
use Google\Cloud\AIPlatform\V1\UpdateEntityTypeRequest;

/**
 * This sample has been automatically generated and should be regarded as a code
 * template only. It will require modifications to work:
 *  - It may require correct/in-range values for request initialization.
 *  - It may require specifying regional endpoints when creating the service client,
 *    please see the apiEndpoint client configuration option for more details.
 */
function update_entity_type_sample(): void
{
    // Create a client.
    $featurestoreServiceClient = new FeaturestoreServiceClient();

    // Prepare the request message.
    $entityType = new EntityType();
    $request = (new UpdateEntityTypeRequest())
        ->setEntityType($entityType);

    // Call the API and handle any network failures.
    try {
        /** @var EntityType $response */
        $response = $featurestoreServiceClient->updateEntityType($request);
        printf('Response data: %s' . PHP_EOL, $response->serializeToJsonString());
    } catch (ApiException $ex) {
        printf('Call failed with message: %s' . PHP_EOL, $ex->getMessage());
    }
}

updateFeature

Updates the parameters of a single Feature.

Parameters
Name	Description
`feature`	`Google\Cloud\AIPlatform\V1\Feature` Required. The Feature's `name` field is used to identify the Feature to be updated. Format: `projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entity_type}/features/{feature}`
`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 `` to override all fields. Updatable fields: `description` * `labels` * `disable_monitoring`
`↳ retrySettings`	`RetrySettings\|array` Retry settings to use for this call. Can be a Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage.

Returns
Type	Description
`Google\Cloud\AIPlatform\V1\Feature`

Example

use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\Client\FeaturestoreServiceClient;
use Google\Cloud\AIPlatform\V1\Feature;
use Google\Cloud\AIPlatform\V1\Feature\ValueType;
use Google\Cloud\AIPlatform\V1\UpdateFeatureRequest;

/**
 * @param int $featureValueType Immutable. Type of Feature value.
 */
function update_feature_sample(int $featureValueType): void
{
    // Create a client.
    $featurestoreServiceClient = new FeaturestoreServiceClient();

    // Prepare the request message.
    $feature = (new Feature())
        ->setValueType($featureValueType);
    $request = (new UpdateFeatureRequest())
        ->setFeature($feature);

    // Call the API and handle any network failures.
    try {
        /** @var Feature $response */
        $response = $featurestoreServiceClient->updateFeature($request);
        printf('Response data: %s' . PHP_EOL, $response->serializeToJsonString());
    } catch (ApiException $ex) {
        printf('Call failed with message: %s' . PHP_EOL, $ex->getMessage());
    }
}

/**
 * Helper to execute the sample.
 *
 * This sample has been automatically generated and should be regarded as a code
 * template only. It will require modifications to work:
 *  - It may require correct/in-range values for request initialization.
 *  - It may require specifying regional endpoints when creating the service client,
 *    please see the apiEndpoint client configuration option for more details.
 */
function callSample(): void
{
    $featureValueType = ValueType::VALUE_TYPE_UNSPECIFIED;

    update_feature_sample($featureValueType);
}

updateFeaturestore

Updates the parameters of a single Featurestore.

Parameters
Name	Description
`featurestore`	`Google\Cloud\AIPlatform\V1\Featurestore` Required. The Featurestore's `name` field is used to identify the Featurestore to be updated. Format: `projects/{project}/locations/{location}/featurestores/{featurestore}`
`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 `` to override all fields. Updatable fields: `labels` * `online_serving_config.fixed_node_count` * `online_serving_config.scaling` * `online_storage_ttl_days`
`↳ retrySettings`	`RetrySettings\|array` Retry settings to use for this call. Can be a Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage.

Returns
Type	Description
`Google\ApiCore\OperationResponse`

Example

use Google\ApiCore\ApiException;
use Google\ApiCore\OperationResponse;
use Google\Cloud\AIPlatform\V1\Client\FeaturestoreServiceClient;
use Google\Cloud\AIPlatform\V1\Featurestore;
use Google\Cloud\AIPlatform\V1\UpdateFeaturestoreRequest;
use Google\Rpc\Status;

/**
 * This sample has been automatically generated and should be regarded as a code
 * template only. It will require modifications to work:
 *  - It may require correct/in-range values for request initialization.
 *  - It may require specifying regional endpoints when creating the service client,
 *    please see the apiEndpoint client configuration option for more details.
 */
function update_featurestore_sample(): void
{
    // Create a client.
    $featurestoreServiceClient = new FeaturestoreServiceClient();

    // Prepare the request message.
    $featurestore = new Featurestore();
    $request = (new UpdateFeaturestoreRequest())
        ->setFeaturestore($featurestore);

    // Call the API and handle any network failures.
    try {
        /** @var OperationResponse $response */
        $response = $featurestoreServiceClient->updateFeaturestore($request);
        $response->pollUntilComplete();

        if ($response->operationSucceeded()) {
            /** @var Featurestore $result */
            $result = $response->getResult();
            printf('Operation successful with response data: %s' . PHP_EOL, $result->serializeToJsonString());
        } else {
            /** @var Status $error */
            $error = $response->getError();
            printf('Operation failed with error data: %s' . PHP_EOL, $error->serializeToJsonString());
        }
    } catch (ApiException $ex) {
        printf('Call failed with message: %s' . PHP_EOL, $ex->getMessage());
    }
}

getLocation

Gets information about a location.

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 Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage.

Returns
Type	Description
`Google\Cloud\Location\Location`

Example

use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\Client\FeaturestoreServiceClient;
use Google\Cloud\Location\GetLocationRequest;
use Google\Cloud\Location\Location;

/**
 * This sample has been automatically generated and should be regarded as a code
 * template only. It will require modifications to work:
 *  - It may require correct/in-range values for request initialization.
 *  - It may require specifying regional endpoints when creating the service client,
 *    please see the apiEndpoint client configuration option for more details.
 */
function get_location_sample(): void
{
    // Create a client.
    $featurestoreServiceClient = new FeaturestoreServiceClient();

    // Prepare the request message.
    $request = new GetLocationRequest();

    // Call the API and handle any network failures.
    try {
        /** @var Location $response */
        $response = $featurestoreServiceClient->getLocation($request);
        printf('Response data: %s' . PHP_EOL, $response->serializeToJsonString());
    } catch (ApiException $ex) {
        printf('Call failed with message: %s' . PHP_EOL, $ex->getMessage());
    }
}

listLocations

Lists information about the supported locations for this service.

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 Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage.

Returns
Type	Description
`Google\ApiCore\PagedListResponse`

Example

use Google\ApiCore\ApiException;
use Google\ApiCore\PagedListResponse;
use Google\Cloud\AIPlatform\V1\Client\FeaturestoreServiceClient;
use Google\Cloud\Location\ListLocationsRequest;
use Google\Cloud\Location\Location;

/**
 * This sample has been automatically generated and should be regarded as a code
 * template only. It will require modifications to work:
 *  - It may require correct/in-range values for request initialization.
 *  - It may require specifying regional endpoints when creating the service client,
 *    please see the apiEndpoint client configuration option for more details.
 */
function list_locations_sample(): void
{
    // Create a client.
    $featurestoreServiceClient = new FeaturestoreServiceClient();

    // Prepare the request message.
    $request = new ListLocationsRequest();

    // Call the API and handle any network failures.
    try {
        /** @var PagedListResponse $response */
        $response = $featurestoreServiceClient->listLocations($request);

        /** @var Location $element */
        foreach ($response as $element) {
            printf('Element data: %s' . PHP_EOL, $element->serializeToJsonString());
        }
    } catch (ApiException $ex) {
        printf('Call failed with message: %s' . PHP_EOL, $ex->getMessage());
    }
}

getIamPolicy

Gets the access control policy for a resource. Returns an empty policy if the resource exists and does not have a policy set.

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 `GetPolicyOptions` object for specifying options to `GetIamPolicy`.
`↳ retrySettings`	`RetrySettings\|array` Retry settings to use for this call. Can be a Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage.

Returns
Type	Description
`Google\Cloud\Iam\V1\Policy`

Example

use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\Client\FeaturestoreServiceClient;
use Google\Cloud\Iam\V1\GetIamPolicyRequest;
use Google\Cloud\Iam\V1\Policy;

/**
 * @param string $resource REQUIRED: The resource for which the policy is being requested.
 *                         See the operation documentation for the appropriate value for this field.
 */
function get_iam_policy_sample(string $resource): void
{
    // Create a client.
    $featurestoreServiceClient = new FeaturestoreServiceClient();

    // Prepare the request message.
    $request = (new GetIamPolicyRequest())
        ->setResource($resource);

    // Call the API and handle any network failures.
    try {
        /** @var Policy $response */
        $response = $featurestoreServiceClient->getIamPolicy($request);
        printf('Response data: %s' . PHP_EOL, $response->serializeToJsonString());
    } catch (ApiException $ex) {
        printf('Call failed with message: %s' . PHP_EOL, $ex->getMessage());
    }
}

/**
 * Helper to execute the sample.
 *
 * This sample has been automatically generated and should be regarded as a code
 * template only. It will require modifications to work:
 *  - It may require correct/in-range values for request initialization.
 *  - It may require specifying regional endpoints when creating the service client,
 *    please see the apiEndpoint client configuration option for more details.
 */
function callSample(): void
{
    $resource = '[RESOURCE]';

    get_iam_policy_sample($resource);
}

setIamPolicy

Sets the access control policy on the specified resource. Replaces any existing policy.

Can return NOT_FOUND, INVALID_ARGUMENT, and PERMISSION_DENIED errors.

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 `resource`. The size of the policy is limited to a few 10s of KB. An empty policy is a valid policy but certain Cloud Platform services (such as Projects) might reject them.
`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: `paths: "bindings, etag"`
`↳ retrySettings`	`RetrySettings\|array` Retry settings to use for this call. Can be a Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage.

Returns
Type	Description
`Google\Cloud\Iam\V1\Policy`

Example

use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\Client\FeaturestoreServiceClient;
use Google\Cloud\Iam\V1\Policy;
use Google\Cloud\Iam\V1\SetIamPolicyRequest;

/**
 * @param string $resource REQUIRED: The resource for which the policy is being specified.
 *                         See the operation documentation for the appropriate value for this field.
 */
function set_iam_policy_sample(string $resource): void
{
    // Create a client.
    $featurestoreServiceClient = new FeaturestoreServiceClient();

    // Prepare the request message.
    $policy = new Policy();
    $request = (new SetIamPolicyRequest())
        ->setResource($resource)
        ->setPolicy($policy);

    // Call the API and handle any network failures.
    try {
        /** @var Policy $response */
        $response = $featurestoreServiceClient->setIamPolicy($request);
        printf('Response data: %s' . PHP_EOL, $response->serializeToJsonString());
    } catch (ApiException $ex) {
        printf('Call failed with message: %s' . PHP_EOL, $ex->getMessage());
    }
}

/**
 * Helper to execute the sample.
 *
 * This sample has been automatically generated and should be regarded as a code
 * template only. It will require modifications to work:
 *  - It may require correct/in-range values for request initialization.
 *  - It may require specifying regional endpoints when creating the service client,
 *    please see the apiEndpoint client configuration option for more details.
 */
function callSample(): void
{
    $resource = '[RESOURCE]';

    set_iam_policy_sample($resource);
}

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.

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 `resource`. Permissions with wildcards (such as '' or 'storage.') are not allowed. For more information see IAM Overview.
`optionalArgs`	`array` Optional.
`↳ retrySettings`	`RetrySettings\|array` Retry settings to use for this call. Can be a Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage.

Returns
Type	Description
`Google\Cloud\Iam\V1\TestIamPermissionsResponse`

Example

use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\Client\FeaturestoreServiceClient;
use Google\Cloud\Iam\V1\TestIamPermissionsRequest;
use Google\Cloud\Iam\V1\TestIamPermissionsResponse;

/**
 * @param string $resource           REQUIRED: The resource for which the policy detail is being requested.
 *                                   See the operation documentation for the appropriate value for this field.
 * @param string $permissionsElement The set of permissions to check for the `resource`. Permissions with
 *                                   wildcards (such as '*' or 'storage.*') are not allowed. For more
 *                                   information see
 *                                   [IAM Overview](https://cloud.google.com/iam/docs/overview#permissions).
 */
function test_iam_permissions_sample(string $resource, string $permissionsElement): void
{
    // Create a client.
    $featurestoreServiceClient = new FeaturestoreServiceClient();

    // Prepare the request message.
    $permissions = [$permissionsElement,];
    $request = (new TestIamPermissionsRequest())
        ->setResource($resource)
        ->setPermissions($permissions);

    // Call the API and handle any network failures.
    try {
        /** @var TestIamPermissionsResponse $response */
        $response = $featurestoreServiceClient->testIamPermissions($request);
        printf('Response data: %s' . PHP_EOL, $response->serializeToJsonString());
    } catch (ApiException $ex) {
        printf('Call failed with message: %s' . PHP_EOL, $ex->getMessage());
    }
}

/**
 * Helper to execute the sample.
 *
 * This sample has been automatically generated and should be regarded as a code
 * template only. It will require modifications to work:
 *  - It may require correct/in-range values for request initialization.
 *  - It may require specifying regional endpoints when creating the service client,
 *    please see the apiEndpoint client configuration option for more details.
 */
function callSample(): void
{
    $resource = '[RESOURCE]';
    $permissionsElement = '[PERMISSIONS]';

    test_iam_permissions_sample($resource, $permissionsElement);
}

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`

static::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.

static::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.

static::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.

static::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.

static::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.

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.