Google Cloud Ai Platform V1 Client - Class VizierServiceClient (1.13.1)

Reference documentation and code samples for the Google Cloud Ai Platform V1 Client class VizierServiceClient.

Service Description: Vertex AI Vizier API.

Vertex AI Vizier is a service to solve blackbox optimization problems, such as tuning machine learning hyperparameters and searching over deep learning architectures.

This class provides the ability to make remote calls to the backing service through method calls that map to API methods.

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.

Namespace

Google \ Cloud \ AIPlatform \ V1 \ Client

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.
`↳ logger`	`false\|LoggerInterface` A PSR-3 compliant logger. If set to false, logging is disabled, ignoring the 'GOOGLE_SDK_PHP_LOGGING' environment flag

addTrialMeasurement

Adds a measurement of the objective metrics to a Trial. This measurement is assumed to have been taken before the Trial is complete.

The async variant is VizierServiceClient::addTrialMeasurementAsync() .

Parameters
Name	Description
`request`	`Google\Cloud\AIPlatform\V1\AddTrialMeasurementRequest` A request to house fields associated with the call.
`callOptions`	`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\Trial`

Example

use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\AddTrialMeasurementRequest;
use Google\Cloud\AIPlatform\V1\Client\VizierServiceClient;
use Google\Cloud\AIPlatform\V1\Measurement;
use Google\Cloud\AIPlatform\V1\Trial;

/**
 * @param string $formattedTrialName The name of the trial to add measurement.
 *                                   Format:
 *                                   `projects/{project}/locations/{location}/studies/{study}/trials/{trial}`
 *                                   Please see {@see VizierServiceClient::trialName()} for help formatting this field.
 */
function add_trial_measurement_sample(string $formattedTrialName): void
{
    // Create a client.
    $vizierServiceClient = new VizierServiceClient();

    // Prepare the request message.
    $measurement = new Measurement();
    $request = (new AddTrialMeasurementRequest())
        ->setTrialName($formattedTrialName)
        ->setMeasurement($measurement);

    // Call the API and handle any network failures.
    try {
        /** @var Trial $response */
        $response = $vizierServiceClient->addTrialMeasurement($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
{
    $formattedTrialName = VizierServiceClient::trialName(
        '[PROJECT]',
        '[LOCATION]',
        '[STUDY]',
        '[TRIAL]'
    );

    add_trial_measurement_sample($formattedTrialName);
}

checkTrialEarlyStoppingState

Checks whether a Trial should stop or not. Returns a long-running operation. When the operation is successful, it will contain a CheckTrialEarlyStoppingStateResponse.

The async variant is VizierServiceClient::checkTrialEarlyStoppingStateAsync() .

Parameters
Name	Description
`request`	`Google\Cloud\AIPlatform\V1\CheckTrialEarlyStoppingStateRequest` A request to house fields associated with the call.
`callOptions`	`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\CheckTrialEarlyStoppingStateRequest;
use Google\Cloud\AIPlatform\V1\CheckTrialEarlyStoppingStateResponse;
use Google\Cloud\AIPlatform\V1\Client\VizierServiceClient;
use Google\Rpc\Status;

/**
 * @param string $formattedTrialName The Trial's name.
 *                                   Format:
 *                                   `projects/{project}/locations/{location}/studies/{study}/trials/{trial}`
 *                                   Please see {@see VizierServiceClient::trialName()} for help formatting this field.
 */
function check_trial_early_stopping_state_sample(string $formattedTrialName): void
{
    // Create a client.
    $vizierServiceClient = new VizierServiceClient();

    // Prepare the request message.
    $request = (new CheckTrialEarlyStoppingStateRequest())
        ->setTrialName($formattedTrialName);

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

        if ($response->operationSucceeded()) {
            /** @var CheckTrialEarlyStoppingStateResponse $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
{
    $formattedTrialName = VizierServiceClient::trialName(
        '[PROJECT]',
        '[LOCATION]',
        '[STUDY]',
        '[TRIAL]'
    );

    check_trial_early_stopping_state_sample($formattedTrialName);
}

completeTrial

Marks a Trial as complete.

The async variant is VizierServiceClient::completeTrialAsync() .

Parameters
Name	Description
`request`	`Google\Cloud\AIPlatform\V1\CompleteTrialRequest` A request to house fields associated with the call.
`callOptions`	`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\Trial`

Example

use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\Client\VizierServiceClient;
use Google\Cloud\AIPlatform\V1\CompleteTrialRequest;
use Google\Cloud\AIPlatform\V1\Trial;

/**
 * @param string $formattedName The Trial's name.
 *                              Format:
 *                              `projects/{project}/locations/{location}/studies/{study}/trials/{trial}`
 *                              Please see {@see VizierServiceClient::trialName()} for help formatting this field.
 */
function complete_trial_sample(string $formattedName): void
{
    // Create a client.
    $vizierServiceClient = new VizierServiceClient();

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

    // Call the API and handle any network failures.
    try {
        /** @var Trial $response */
        $response = $vizierServiceClient->completeTrial($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 = VizierServiceClient::trialName('[PROJECT]', '[LOCATION]', '[STUDY]', '[TRIAL]');

    complete_trial_sample($formattedName);
}

createStudy

Creates a Study. A resource name will be generated after creation of the Study.

The async variant is VizierServiceClient::createStudyAsync() .

Parameters
Name	Description
`request`	`Google\Cloud\AIPlatform\V1\CreateStudyRequest` A request to house fields associated with the call.
`callOptions`	`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\Study`

Example

use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\Client\VizierServiceClient;
use Google\Cloud\AIPlatform\V1\CreateStudyRequest;
use Google\Cloud\AIPlatform\V1\Study;
use Google\Cloud\AIPlatform\V1\StudySpec;
use Google\Cloud\AIPlatform\V1\StudySpec\MetricSpec;
use Google\Cloud\AIPlatform\V1\StudySpec\MetricSpec\GoalType;
use Google\Cloud\AIPlatform\V1\StudySpec\ParameterSpec;

/**
 * @param string $formattedParent                     The resource name of the Location to create the CustomJob in.
 *                                                    Format: `projects/{project}/locations/{location}`
 *                                                    Please see {@see VizierServiceClient::locationName()} for help formatting this field.
 * @param string $studyDisplayName                    Describes the Study, default value is empty string.
 * @param string $studyStudySpecMetricsMetricId       The ID of the metric. Must not contain whitespaces and must be
 *                                                    unique amongst all MetricSpecs.
 * @param int    $studyStudySpecMetricsGoal           The optimization goal of the metric.
 * @param string $studyStudySpecParametersParameterId The ID of the parameter. Must not contain whitespaces and must
 *                                                    be unique amongst all ParameterSpecs.
 */
function create_study_sample(
    string $formattedParent,
    string $studyDisplayName,
    string $studyStudySpecMetricsMetricId,
    int $studyStudySpecMetricsGoal,
    string $studyStudySpecParametersParameterId
): void {
    // Create a client.
    $vizierServiceClient = new VizierServiceClient();

    // Prepare the request message.
    $metricSpec = (new MetricSpec())
        ->setMetricId($studyStudySpecMetricsMetricId)
        ->setGoal($studyStudySpecMetricsGoal);
    $studyStudySpecMetrics = [$metricSpec,];
    $parameterSpec = (new ParameterSpec())
        ->setParameterId($studyStudySpecParametersParameterId);
    $studyStudySpecParameters = [$parameterSpec,];
    $studyStudySpec = (new StudySpec())
        ->setMetrics($studyStudySpecMetrics)
        ->setParameters($studyStudySpecParameters);
    $study = (new Study())
        ->setDisplayName($studyDisplayName)
        ->setStudySpec($studyStudySpec);
    $request = (new CreateStudyRequest())
        ->setParent($formattedParent)
        ->setStudy($study);

    // Call the API and handle any network failures.
    try {
        /** @var Study $response */
        $response = $vizierServiceClient->createStudy($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
{
    $formattedParent = VizierServiceClient::locationName('[PROJECT]', '[LOCATION]');
    $studyDisplayName = '[DISPLAY_NAME]';
    $studyStudySpecMetricsMetricId = '[METRIC_ID]';
    $studyStudySpecMetricsGoal = GoalType::GOAL_TYPE_UNSPECIFIED;
    $studyStudySpecParametersParameterId = '[PARAMETER_ID]';

    create_study_sample(
        $formattedParent,
        $studyDisplayName,
        $studyStudySpecMetricsMetricId,
        $studyStudySpecMetricsGoal,
        $studyStudySpecParametersParameterId
    );
}

createTrial

Adds a user provided Trial to a Study.

The async variant is VizierServiceClient::createTrialAsync() .

Parameters
Name	Description
`request`	`Google\Cloud\AIPlatform\V1\CreateTrialRequest` A request to house fields associated with the call.
`callOptions`	`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\Trial`

Example

use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\Client\VizierServiceClient;
use Google\Cloud\AIPlatform\V1\CreateTrialRequest;
use Google\Cloud\AIPlatform\V1\Trial;

/**
 * @param string $formattedParent The resource name of the Study to create the Trial in.
 *                                Format: `projects/{project}/locations/{location}/studies/{study}`
 *                                Please see {@see VizierServiceClient::studyName()} for help formatting this field.
 */
function create_trial_sample(string $formattedParent): void
{
    // Create a client.
    $vizierServiceClient = new VizierServiceClient();

    // Prepare the request message.
    $trial = new Trial();
    $request = (new CreateTrialRequest())
        ->setParent($formattedParent)
        ->setTrial($trial);

    // Call the API and handle any network failures.
    try {
        /** @var Trial $response */
        $response = $vizierServiceClient->createTrial($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
{
    $formattedParent = VizierServiceClient::studyName('[PROJECT]', '[LOCATION]', '[STUDY]');

    create_trial_sample($formattedParent);
}

deleteStudy

Deletes a Study.

The async variant is VizierServiceClient::deleteStudyAsync() .

Parameters
Name	Description
`request`	`Google\Cloud\AIPlatform\V1\DeleteStudyRequest` A request to house fields associated with the call.
`callOptions`	`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.

Example

use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\Client\VizierServiceClient;
use Google\Cloud\AIPlatform\V1\DeleteStudyRequest;

/**
 * @param string $formattedName The name of the Study resource to be deleted.
 *                              Format: `projects/{project}/locations/{location}/studies/{study}`
 *                              Please see {@see VizierServiceClient::studyName()} for help formatting this field.
 */
function delete_study_sample(string $formattedName): void
{
    // Create a client.
    $vizierServiceClient = new VizierServiceClient();

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

    // Call the API and handle any network failures.
    try {
        $vizierServiceClient->deleteStudy($request);
        printf('Call completed successfully.' . PHP_EOL);
    } 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 = VizierServiceClient::studyName('[PROJECT]', '[LOCATION]', '[STUDY]');

    delete_study_sample($formattedName);
}

deleteTrial

Deletes a Trial.

The async variant is VizierServiceClient::deleteTrialAsync() .

Parameters
Name	Description
`request`	`Google\Cloud\AIPlatform\V1\DeleteTrialRequest` A request to house fields associated with the call.
`callOptions`	`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.

Example

use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\Client\VizierServiceClient;
use Google\Cloud\AIPlatform\V1\DeleteTrialRequest;

/**
 * @param string $formattedName The Trial's name.
 *                              Format:
 *                              `projects/{project}/locations/{location}/studies/{study}/trials/{trial}`
 *                              Please see {@see VizierServiceClient::trialName()} for help formatting this field.
 */
function delete_trial_sample(string $formattedName): void
{
    // Create a client.
    $vizierServiceClient = new VizierServiceClient();

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

    // Call the API and handle any network failures.
    try {
        $vizierServiceClient->deleteTrial($request);
        printf('Call completed successfully.' . PHP_EOL);
    } 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 = VizierServiceClient::trialName('[PROJECT]', '[LOCATION]', '[STUDY]', '[TRIAL]');

    delete_trial_sample($formattedName);
}

getStudy

Gets a Study by name.

The async variant is VizierServiceClient::getStudyAsync() .

Parameters
Name	Description
`request`	`Google\Cloud\AIPlatform\V1\GetStudyRequest` A request to house fields associated with the call.
`callOptions`	`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\Study`

Example

use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\Client\VizierServiceClient;
use Google\Cloud\AIPlatform\V1\GetStudyRequest;
use Google\Cloud\AIPlatform\V1\Study;

/**
 * @param string $formattedName The name of the Study resource.
 *                              Format: `projects/{project}/locations/{location}/studies/{study}`
 *                              Please see {@see VizierServiceClient::studyName()} for help formatting this field.
 */
function get_study_sample(string $formattedName): void
{
    // Create a client.
    $vizierServiceClient = new VizierServiceClient();

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

    // Call the API and handle any network failures.
    try {
        /** @var Study $response */
        $response = $vizierServiceClient->getStudy($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 = VizierServiceClient::studyName('[PROJECT]', '[LOCATION]', '[STUDY]');

    get_study_sample($formattedName);
}

getTrial

Gets a Trial.

The async variant is VizierServiceClient::getTrialAsync() .

Parameters
Name	Description
`request`	`Google\Cloud\AIPlatform\V1\GetTrialRequest` A request to house fields associated with the call.
`callOptions`	`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\Trial`

Example

use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\Client\VizierServiceClient;
use Google\Cloud\AIPlatform\V1\GetTrialRequest;
use Google\Cloud\AIPlatform\V1\Trial;

/**
 * @param string $formattedName The name of the Trial resource.
 *                              Format:
 *                              `projects/{project}/locations/{location}/studies/{study}/trials/{trial}`
 *                              Please see {@see VizierServiceClient::trialName()} for help formatting this field.
 */
function get_trial_sample(string $formattedName): void
{
    // Create a client.
    $vizierServiceClient = new VizierServiceClient();

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

    // Call the API and handle any network failures.
    try {
        /** @var Trial $response */
        $response = $vizierServiceClient->getTrial($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 = VizierServiceClient::trialName('[PROJECT]', '[LOCATION]', '[STUDY]', '[TRIAL]');

    get_trial_sample($formattedName);
}

listOptimalTrials

Lists the pareto-optimal Trials for multi-objective Study or the optimal Trials for single-objective Study. The definition of pareto-optimal can be checked in wiki page.

https://en.wikipedia.org/wiki/Pareto_efficiency

The async variant is VizierServiceClient::listOptimalTrialsAsync() .

Parameters
Name	Description
`request`	`Google\Cloud\AIPlatform\V1\ListOptimalTrialsRequest` A request to house fields associated with the call.
`callOptions`	`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\ListOptimalTrialsResponse`

Example

use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\Client\VizierServiceClient;
use Google\Cloud\AIPlatform\V1\ListOptimalTrialsRequest;
use Google\Cloud\AIPlatform\V1\ListOptimalTrialsResponse;

/**
 * @param string $formattedParent The name of the Study that the optimal Trial belongs to. Please see
 *                                {@see VizierServiceClient::studyName()} for help formatting this field.
 */
function list_optimal_trials_sample(string $formattedParent): void
{
    // Create a client.
    $vizierServiceClient = new VizierServiceClient();

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

    // Call the API and handle any network failures.
    try {
        /** @var ListOptimalTrialsResponse $response */
        $response = $vizierServiceClient->listOptimalTrials($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
{
    $formattedParent = VizierServiceClient::studyName('[PROJECT]', '[LOCATION]', '[STUDY]');

    list_optimal_trials_sample($formattedParent);
}

listStudies

Lists all the studies in a region for an associated project.

The async variant is VizierServiceClient::listStudiesAsync() .

Parameters
Name	Description
`request`	`Google\Cloud\AIPlatform\V1\ListStudiesRequest` A request to house fields associated with the call.
`callOptions`	`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\PagedListResponse`

Example

use Google\ApiCore\ApiException;
use Google\ApiCore\PagedListResponse;
use Google\Cloud\AIPlatform\V1\Client\VizierServiceClient;
use Google\Cloud\AIPlatform\V1\ListStudiesRequest;
use Google\Cloud\AIPlatform\V1\Study;

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

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

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

        /** @var Study $element */
        foreach ($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 = VizierServiceClient::locationName('[PROJECT]', '[LOCATION]');

    list_studies_sample($formattedParent);
}

listTrials

Lists the Trials associated with a Study.

The async variant is VizierServiceClient::listTrialsAsync() .

Parameters
Name	Description
`request`	`Google\Cloud\AIPlatform\V1\ListTrialsRequest` A request to house fields associated with the call.
`callOptions`	`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\PagedListResponse`

Example

use Google\ApiCore\ApiException;
use Google\ApiCore\PagedListResponse;
use Google\Cloud\AIPlatform\V1\Client\VizierServiceClient;
use Google\Cloud\AIPlatform\V1\ListTrialsRequest;
use Google\Cloud\AIPlatform\V1\Trial;

/**
 * @param string $formattedParent The resource name of the Study to list the Trial from.
 *                                Format: `projects/{project}/locations/{location}/studies/{study}`
 *                                Please see {@see VizierServiceClient::studyName()} for help formatting this field.
 */
function list_trials_sample(string $formattedParent): void
{
    // Create a client.
    $vizierServiceClient = new VizierServiceClient();

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

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

        /** @var Trial $element */
        foreach ($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 = VizierServiceClient::studyName('[PROJECT]', '[LOCATION]', '[STUDY]');

    list_trials_sample($formattedParent);
}

lookupStudy

Looks a study up using the user-defined display_name field instead of the fully qualified resource name.

The async variant is VizierServiceClient::lookupStudyAsync() .

Parameters
Name	Description
`request`	`Google\Cloud\AIPlatform\V1\LookupStudyRequest` A request to house fields associated with the call.
`callOptions`	`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\Study`

Example

use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\Client\VizierServiceClient;
use Google\Cloud\AIPlatform\V1\LookupStudyRequest;
use Google\Cloud\AIPlatform\V1\Study;

/**
 * @param string $formattedParent The resource name of the Location to get the Study from.
 *                                Format: `projects/{project}/locations/{location}`
 *                                Please see {@see VizierServiceClient::locationName()} for help formatting this field.
 * @param string $displayName     The user-defined display name of the Study
 */
function lookup_study_sample(string $formattedParent, string $displayName): void
{
    // Create a client.
    $vizierServiceClient = new VizierServiceClient();

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

    // Call the API and handle any network failures.
    try {
        /** @var Study $response */
        $response = $vizierServiceClient->lookupStudy($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
{
    $formattedParent = VizierServiceClient::locationName('[PROJECT]', '[LOCATION]');
    $displayName = '[DISPLAY_NAME]';

    lookup_study_sample($formattedParent, $displayName);
}

stopTrial

Stops a Trial.

The async variant is VizierServiceClient::stopTrialAsync() .

Parameters
Name	Description
`request`	`Google\Cloud\AIPlatform\V1\StopTrialRequest` A request to house fields associated with the call.
`callOptions`	`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\Trial`

Example

use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\Client\VizierServiceClient;
use Google\Cloud\AIPlatform\V1\StopTrialRequest;
use Google\Cloud\AIPlatform\V1\Trial;

/**
 * @param string $formattedName The Trial's name.
 *                              Format:
 *                              `projects/{project}/locations/{location}/studies/{study}/trials/{trial}`
 *                              Please see {@see VizierServiceClient::trialName()} for help formatting this field.
 */
function stop_trial_sample(string $formattedName): void
{
    // Create a client.
    $vizierServiceClient = new VizierServiceClient();

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

    // Call the API and handle any network failures.
    try {
        /** @var Trial $response */
        $response = $vizierServiceClient->stopTrial($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 = VizierServiceClient::trialName('[PROJECT]', '[LOCATION]', '[STUDY]', '[TRIAL]');

    stop_trial_sample($formattedName);
}

suggestTrials

Adds one or more Trials to a Study, with parameter values suggested by Vertex AI Vizier. Returns a long-running operation associated with the generation of Trial suggestions.

When this long-running operation succeeds, it will contain a SuggestTrialsResponse.

The async variant is VizierServiceClient::suggestTrialsAsync() .

Parameters
Name	Description
`request`	`Google\Cloud\AIPlatform\V1\SuggestTrialsRequest` A request to house fields associated with the call.
`callOptions`	`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\VizierServiceClient;
use Google\Cloud\AIPlatform\V1\SuggestTrialsRequest;
use Google\Cloud\AIPlatform\V1\SuggestTrialsResponse;
use Google\Rpc\Status;

/**
 * @param string $formattedParent The project and location that the Study belongs to.
 *                                Format: `projects/{project}/locations/{location}/studies/{study}`
 *                                Please see {@see VizierServiceClient::studyName()} for help formatting this field.
 * @param int    $suggestionCount The number of suggestions requested. It must be positive.
 * @param string $clientId        The identifier of the client that is requesting the suggestion.
 *
 *                                If multiple SuggestTrialsRequests have the same `client_id`,
 *                                the service will return the identical suggested Trial if the Trial is
 *                                pending, and provide a new Trial if the last suggested Trial was completed.
 */
function suggest_trials_sample(
    string $formattedParent,
    int $suggestionCount,
    string $clientId
): void {
    // Create a client.
    $vizierServiceClient = new VizierServiceClient();

    // Prepare the request message.
    $request = (new SuggestTrialsRequest())
        ->setParent($formattedParent)
        ->setSuggestionCount($suggestionCount)
        ->setClientId($clientId);

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

        if ($response->operationSucceeded()) {
            /** @var SuggestTrialsResponse $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 = VizierServiceClient::studyName('[PROJECT]', '[LOCATION]', '[STUDY]');
    $suggestionCount = 0;
    $clientId = '[CLIENT_ID]';

    suggest_trials_sample($formattedParent, $suggestionCount, $clientId);
}

getLocation

Gets information about a location.

The async variant is VizierServiceClient::getLocationAsync() .

Parameters
Name	Description
`request`	`Google\Cloud\Location\GetLocationRequest` A request to house fields associated with the call.
`callOptions`	`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\Location\Location`

Example

use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\Client\VizierServiceClient;
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.
    $vizierServiceClient = new VizierServiceClient();

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

    // Call the API and handle any network failures.
    try {
        /** @var Location $response */
        $response = $vizierServiceClient->getLocation($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.

The async variant is VizierServiceClient::listLocationsAsync() .

Parameters
Name	Description
`request`	`Google\Cloud\Location\ListLocationsRequest` A request to house fields associated with the call.
`callOptions`	`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\PagedListResponse`

Example

use Google\ApiCore\ApiException;
use Google\ApiCore\PagedListResponse;
use Google\Cloud\AIPlatform\V1\Client\VizierServiceClient;
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.
    $vizierServiceClient = new VizierServiceClient();

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

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

The async variant is VizierServiceClient::getIamPolicyAsync() .

Parameters
Name	Description
`request`	`Google\Cloud\Iam\V1\GetIamPolicyRequest` A request to house fields associated with the call.
`callOptions`	`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\Policy`

Example

use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\Client\VizierServiceClient;
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.
    $vizierServiceClient = new VizierServiceClient();

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

    // Call the API and handle any network failures.
    try {
        /** @var Policy $response */
        $response = $vizierServiceClient->getIamPolicy($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.

The async variant is VizierServiceClient::setIamPolicyAsync() .

Parameters
Name	Description
`request`	`Google\Cloud\Iam\V1\SetIamPolicyRequest` A request to house fields associated with the call.
`callOptions`	`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\Policy`

Example

use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\Client\VizierServiceClient;
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.
    $vizierServiceClient = new VizierServiceClient();

    // 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 = $vizierServiceClient->setIamPolicy($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.

The async variant is VizierServiceClient::testIamPermissionsAsync() .

Parameters
Name	Description
`request`	`Google\Cloud\Iam\V1\TestIamPermissionsRequest` A request to house fields associated with the call.
`callOptions`	`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\VizierServiceClient;
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.
    $vizierServiceClient = new VizierServiceClient();

    // 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 = $vizierServiceClient->testIamPermissions($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);
}

addTrialMeasurementAsync

Parameters
Name	Description
`request`	`Google\Cloud\AIPlatform\V1\AddTrialMeasurementRequest`
`optionalArgs`	`array`

Returns
Type	Description
`GuzzleHttp\Promise\PromiseInterface<Google\Cloud\AIPlatform\V1\Trial>`

checkTrialEarlyStoppingStateAsync

Parameters
Name	Description
`request`	`Google\Cloud\AIPlatform\V1\CheckTrialEarlyStoppingStateRequest`
`optionalArgs`	`array`

Returns
Type	Description
`GuzzleHttp\Promise\PromiseInterface<Google\ApiCore\OperationResponse>`

completeTrialAsync

Parameters
Name	Description
`request`	`Google\Cloud\AIPlatform\V1\CompleteTrialRequest`
`optionalArgs`	`array`

Returns
Type	Description
`GuzzleHttp\Promise\PromiseInterface<Google\Cloud\AIPlatform\V1\Trial>`

createStudyAsync

Parameters
Name	Description
`request`	`Google\Cloud\AIPlatform\V1\CreateStudyRequest`
`optionalArgs`	`array`

Returns
Type	Description
`GuzzleHttp\Promise\PromiseInterface<Google\Cloud\AIPlatform\V1\Study>`

createTrialAsync

Parameters
Name	Description
`request`	`Google\Cloud\AIPlatform\V1\CreateTrialRequest`
`optionalArgs`	`array`

Returns
Type	Description
`GuzzleHttp\Promise\PromiseInterface<Google\Cloud\AIPlatform\V1\Trial>`

deleteStudyAsync

Parameters
Name	Description
`request`	`Google\Cloud\AIPlatform\V1\DeleteStudyRequest`
`optionalArgs`	`array`

Returns
Type	Description
`GuzzleHttp\Promise\PromiseInterface<void>`

deleteTrialAsync

Parameters
Name	Description
`request`	`Google\Cloud\AIPlatform\V1\DeleteTrialRequest`
`optionalArgs`	`array`

Returns
Type	Description
`GuzzleHttp\Promise\PromiseInterface<void>`

getStudyAsync

Parameters
Name	Description
`request`	`Google\Cloud\AIPlatform\V1\GetStudyRequest`
`optionalArgs`	`array`

Returns
Type	Description
`GuzzleHttp\Promise\PromiseInterface<Google\Cloud\AIPlatform\V1\Study>`

getTrialAsync

Parameters
Name	Description
`request`	`Google\Cloud\AIPlatform\V1\GetTrialRequest`
`optionalArgs`	`array`

Returns
Type	Description
`GuzzleHttp\Promise\PromiseInterface<Google\Cloud\AIPlatform\V1\Trial>`

listOptimalTrialsAsync

Parameters
Name	Description
`request`	`Google\Cloud\AIPlatform\V1\ListOptimalTrialsRequest`
`optionalArgs`	`array`

Returns
Type	Description
`GuzzleHttp\Promise\PromiseInterface<Google\Cloud\AIPlatform\V1\ListOptimalTrialsResponse>`

listStudiesAsync

Parameters
Name	Description
`request`	`Google\Cloud\AIPlatform\V1\ListStudiesRequest`
`optionalArgs`	`array`

Returns
Type	Description
`GuzzleHttp\Promise\PromiseInterface<Google\ApiCore\PagedListResponse>`

listTrialsAsync

Parameters
Name	Description
`request`	`Google\Cloud\AIPlatform\V1\ListTrialsRequest`
`optionalArgs`	`array`

Returns
Type	Description
`GuzzleHttp\Promise\PromiseInterface<Google\ApiCore\PagedListResponse>`

lookupStudyAsync

Parameters
Name	Description
`request`	`Google\Cloud\AIPlatform\V1\LookupStudyRequest`
`optionalArgs`	`array`

Returns
Type	Description
`GuzzleHttp\Promise\PromiseInterface<Google\Cloud\AIPlatform\V1\Study>`

stopTrialAsync

Parameters
Name	Description
`request`	`Google\Cloud\AIPlatform\V1\StopTrialRequest`
`optionalArgs`	`array`

Returns
Type	Description
`GuzzleHttp\Promise\PromiseInterface<Google\Cloud\AIPlatform\V1\Trial>`

suggestTrialsAsync

Parameters
Name	Description
`request`	`Google\Cloud\AIPlatform\V1\SuggestTrialsRequest`
`optionalArgs`	`array`

Returns
Type	Description
`GuzzleHttp\Promise\PromiseInterface<Google\ApiCore\OperationResponse>`

getLocationAsync

Parameters
Name	Description
`request`	`Google\Cloud\Location\GetLocationRequest`
`optionalArgs`	`array`

Returns
Type	Description
`GuzzleHttp\Promise\PromiseInterface<Google\Cloud\Location\Location>`

listLocationsAsync

Parameters
Name	Description
`request`	`Google\Cloud\Location\ListLocationsRequest`
`optionalArgs`	`array`

Returns
Type	Description
`GuzzleHttp\Promise\PromiseInterface<Google\ApiCore\PagedListResponse>`

getIamPolicyAsync

Parameters
Name	Description
`request`	`Google\Cloud\Iam\V1\GetIamPolicyRequest`
`optionalArgs`	`array`

Returns
Type	Description
`GuzzleHttp\Promise\PromiseInterface<Google\Cloud\Iam\V1\Policy>`

setIamPolicyAsync

Parameters
Name	Description
`request`	`Google\Cloud\Iam\V1\SetIamPolicyRequest`
`optionalArgs`	`array`

Returns
Type	Description
`GuzzleHttp\Promise\PromiseInterface<Google\Cloud\Iam\V1\Policy>`

testIamPermissionsAsync

Parameters
Name	Description
`request`	`Google\Cloud\Iam\V1\TestIamPermissionsRequest`
`optionalArgs`	`array`

Returns
Type	Description
`GuzzleHttp\Promise\PromiseInterface<Google\Cloud\Iam\V1\TestIamPermissionsResponse>`

getOperationsClient

Return an OperationsClient object with the same endpoint as $this.

Returns
Type	Description
`Google\LongRunning\Client\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::customJobName

Formats a string containing the fully-qualified path to represent a custom_job resource.

Parameters
Name	Description
`project`	`string`
`location`	`string`
`customJob`	`string`

Returns
Type	Description
`string`	The formatted custom_job 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::studyName

Formats a string containing the fully-qualified path to represent a study resource.

Parameters
Name	Description
`project`	`string`
`location`	`string`
`study`	`string`

Returns
Type	Description
`string`	The formatted study resource.

static::trialName

Formats a string containing the fully-qualified path to represent a trial resource.

Parameters
Name	Description
`project`	`string`
`location`	`string`
`study`	`string`
`trial`	`string`

Returns
Type	Description
`string`	The formatted trial 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

customJob: projects/{project}/locations/{location}/customJobs/{custom_job}
location: projects/{project}/locations/{location}
study: projects/{project}/locations/{location}/studies/{study}
trial: projects/{project}/locations/{location}/studies/{study}/trials/{trial}

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.