Google Cloud Ai Platform V1 Client - Class JobServiceClient (0.16.0)

 use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\CancelBatchPredictionJobRequest;
use Google\Cloud\AIPlatform\V1\Client\JobServiceClient;

/**
 * @param string $formattedName The name of the BatchPredictionJob to cancel.
 *                              Format:
 *                              `projects/{project}/locations/{location}/batchPredictionJobs/{batch_prediction_job}`
 *                              Please see {@see JobServiceClient::batchPredictionJobName()} for help formatting this field.
 */
function cancel_batch_prediction_job_sample(string $formattedName): void
{
    // Create a client.
    $jobServiceClient = new JobServiceClient();

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

    // Call the API and handle any network failures.
    try {
        $jobServiceClient->cancelBatchPredictionJob($request);
        printf('Call completed successfully.' . PHP_EOL);
    } catch (ApiException $ex) {
        printf('Call failed with message: %s' . PHP_EOL, $ex->getMessage());
    }
}

/**
 * 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 = JobServiceClient::batchPredictionJobName(
        '[PROJECT]',
        '[LOCATION]',
        '[BATCH_PREDICTION_JOB]'
    );

    cancel_batch_prediction_job_sample($formattedName);
} 

 use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\CancelCustomJobRequest;
use Google\Cloud\AIPlatform\V1\Client\JobServiceClient;

/**
 * @param string $formattedName The name of the CustomJob to cancel.
 *                              Format:
 *                              `projects/{project}/locations/{location}/customJobs/{custom_job}`
 *                              Please see {@see JobServiceClient::customJobName()} for help formatting this field.
 */
function cancel_custom_job_sample(string $formattedName): void
{
    // Create a client.
    $jobServiceClient = new JobServiceClient();

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

    // Call the API and handle any network failures.
    try {
        $jobServiceClient->cancelCustomJob($request);
        printf('Call completed successfully.' . PHP_EOL);
    } catch (ApiException $ex) {
        printf('Call failed with message: %s' . PHP_EOL, $ex->getMessage());
    }
}

/**
 * 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 = JobServiceClient::customJobName('[PROJECT]', '[LOCATION]', '[CUSTOM_JOB]');

    cancel_custom_job_sample($formattedName);
} 

 use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\CancelDataLabelingJobRequest;
use Google\Cloud\AIPlatform\V1\Client\JobServiceClient;

/**
 * @param string $formattedName The name of the DataLabelingJob.
 *                              Format:
 *                              `projects/{project}/locations/{location}/dataLabelingJobs/{data_labeling_job}`
 *                              Please see {@see JobServiceClient::dataLabelingJobName()} for help formatting this field.
 */
function cancel_data_labeling_job_sample(string $formattedName): void
{
    // Create a client.
    $jobServiceClient = new JobServiceClient();

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

    // Call the API and handle any network failures.
    try {
        $jobServiceClient->cancelDataLabelingJob($request);
        printf('Call completed successfully.' . PHP_EOL);
    } catch (ApiException $ex) {
        printf('Call failed with message: %s' . PHP_EOL, $ex->getMessage());
    }
}

/**
 * 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 = JobServiceClient::dataLabelingJobName(
        '[PROJECT]',
        '[LOCATION]',
        '[DATA_LABELING_JOB]'
    );

    cancel_data_labeling_job_sample($formattedName);
} 

 use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\CancelHyperparameterTuningJobRequest;
use Google\Cloud\AIPlatform\V1\Client\JobServiceClient;

/**
 * @param string $formattedName The name of the HyperparameterTuningJob to cancel.
 *                              Format:
 *                              `projects/{project}/locations/{location}/hyperparameterTuningJobs/{hyperparameter_tuning_job}`
 *                              Please see {@see JobServiceClient::hyperparameterTuningJobName()} for help formatting this field.
 */
function cancel_hyperparameter_tuning_job_sample(string $formattedName): void
{
    // Create a client.
    $jobServiceClient = new JobServiceClient();

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

    // Call the API and handle any network failures.
    try {
        $jobServiceClient->cancelHyperparameterTuningJob($request);
        printf('Call completed successfully.' . PHP_EOL);
    } catch (ApiException $ex) {
        printf('Call failed with message: %s' . PHP_EOL, $ex->getMessage());
    }
}

/**
 * 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 = JobServiceClient::hyperparameterTuningJobName(
        '[PROJECT]',
        '[LOCATION]',
        '[HYPERPARAMETER_TUNING_JOB]'
    );

    cancel_hyperparameter_tuning_job_sample($formattedName);
} 

 use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\CancelNasJobRequest;
use Google\Cloud\AIPlatform\V1\Client\JobServiceClient;

/**
 * @param string $formattedName The name of the NasJob to cancel.
 *                              Format:
 *                              `projects/{project}/locations/{location}/nasJobs/{nas_job}`
 *                              Please see {@see JobServiceClient::nasJobName()} for help formatting this field.
 */
function cancel_nas_job_sample(string $formattedName): void
{
    // Create a client.
    $jobServiceClient = new JobServiceClient();

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

    // Call the API and handle any network failures.
    try {
        $jobServiceClient->cancelNasJob($request);
        printf('Call completed successfully.' . PHP_EOL);
    } catch (ApiException $ex) {
        printf('Call failed with message: %s' . PHP_EOL, $ex->getMessage());
    }
}

/**
 * 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 = JobServiceClient::nasJobName('[PROJECT]', '[LOCATION]', '[NAS_JOB]');

    cancel_nas_job_sample($formattedName);
} 

 use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\BatchPredictionJob;
use Google\Cloud\AIPlatform\V1\BatchPredictionJob\InputConfig;
use Google\Cloud\AIPlatform\V1\BatchPredictionJob\OutputConfig;
use Google\Cloud\AIPlatform\V1\Client\JobServiceClient;
use Google\Cloud\AIPlatform\V1\CreateBatchPredictionJobRequest;

/**
 * @param string $formattedParent                                 The resource name of the Location to create the
 *                                                                BatchPredictionJob in. Format: `projects/{project}/locations/{location}`
 *                                                                Please see {@see JobServiceClient::locationName()} for help formatting this field.
 * @param string $batchPredictionJobDisplayName                   The user-defined name of this BatchPredictionJob.
 * @param string $batchPredictionJobInputConfigInstancesFormat    The format in which instances are given, must be one of the
 *                                                                [Model's][google.cloud.aiplatform.v1.BatchPredictionJob.model]
 *                                                                [supported_input_storage_formats][google.cloud.aiplatform.v1.Model.supported_input_storage_formats].
 * @param string $batchPredictionJobOutputConfigPredictionsFormat The format in which Vertex AI gives the predictions, must be
 *                                                                one of the [Model's][google.cloud.aiplatform.v1.BatchPredictionJob.model]
 *                                                                [supported_output_storage_formats][google.cloud.aiplatform.v1.Model.supported_output_storage_formats].
 */
function create_batch_prediction_job_sample(
    string $formattedParent,
    string $batchPredictionJobDisplayName,
    string $batchPredictionJobInputConfigInstancesFormat,
    string $batchPredictionJobOutputConfigPredictionsFormat
): void {
    // Create a client.
    $jobServiceClient = new JobServiceClient();

    // Prepare the request message.
    $batchPredictionJobInputConfig = (new InputConfig())
        ->setInstancesFormat($batchPredictionJobInputConfigInstancesFormat);
    $batchPredictionJobOutputConfig = (new OutputConfig())
        ->setPredictionsFormat($batchPredictionJobOutputConfigPredictionsFormat);
    $batchPredictionJob = (new BatchPredictionJob())
        ->setDisplayName($batchPredictionJobDisplayName)
        ->setInputConfig($batchPredictionJobInputConfig)
        ->setOutputConfig($batchPredictionJobOutputConfig);
    $request = (new CreateBatchPredictionJobRequest())
        ->setParent($formattedParent)
        ->setBatchPredictionJob($batchPredictionJob);

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

/**
 * 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 = JobServiceClient::locationName('[PROJECT]', '[LOCATION]');
    $batchPredictionJobDisplayName = '[DISPLAY_NAME]';
    $batchPredictionJobInputConfigInstancesFormat = '[INSTANCES_FORMAT]';
    $batchPredictionJobOutputConfigPredictionsFormat = '[PREDICTIONS_FORMAT]';

    create_batch_prediction_job_sample(
        $formattedParent,
        $batchPredictionJobDisplayName,
        $batchPredictionJobInputConfigInstancesFormat,
        $batchPredictionJobOutputConfigPredictionsFormat
    );
} 

 use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\Client\JobServiceClient;
use Google\Cloud\AIPlatform\V1\CreateCustomJobRequest;
use Google\Cloud\AIPlatform\V1\CustomJob;
use Google\Cloud\AIPlatform\V1\CustomJobSpec;
use Google\Cloud\AIPlatform\V1\WorkerPoolSpec;

/**
 * @param string $formattedParent      The resource name of the Location to create the CustomJob in.
 *                                     Format: `projects/{project}/locations/{location}`
 *                                     Please see {@see JobServiceClient::locationName()} for help formatting this field.
 * @param string $customJobDisplayName The display name of the CustomJob.
 *                                     The name can be up to 128 characters long and can consist of any UTF-8
 *                                     characters.
 */
function create_custom_job_sample(string $formattedParent, string $customJobDisplayName): void
{
    // Create a client.
    $jobServiceClient = new JobServiceClient();

    // Prepare the request message.
    $customJobJobSpecWorkerPoolSpecs = [new WorkerPoolSpec()];
    $customJobJobSpec = (new CustomJobSpec())
        ->setWorkerPoolSpecs($customJobJobSpecWorkerPoolSpecs);
    $customJob = (new CustomJob())
        ->setDisplayName($customJobDisplayName)
        ->setJobSpec($customJobJobSpec);
    $request = (new CreateCustomJobRequest())
        ->setParent($formattedParent)
        ->setCustomJob($customJob);

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

/**
 * 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 = JobServiceClient::locationName('[PROJECT]', '[LOCATION]');
    $customJobDisplayName = '[DISPLAY_NAME]';

    create_custom_job_sample($formattedParent, $customJobDisplayName);
} 

 use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\Client\JobServiceClient;
use Google\Cloud\AIPlatform\V1\CreateDataLabelingJobRequest;
use Google\Cloud\AIPlatform\V1\DataLabelingJob;
use Google\Protobuf\Value;

/**
 * @param string $formattedParent                         The parent of the DataLabelingJob.
 *                                                        Format: `projects/{project}/locations/{location}`
 *                                                        Please see {@see JobServiceClient::locationName()} for help formatting this field.
 * @param string $dataLabelingJobDisplayName              The user-defined name of the DataLabelingJob.
 *                                                        The name can be up to 128 characters long and can consist of any UTF-8
 *                                                        characters.
 *                                                        Display name of a DataLabelingJob.
 * @param string $formattedDataLabelingJobDatasetsElement Dataset resource names. Right now we only support labeling from a
 *                                                        single Dataset. Format:
 *                                                        `projects/{project}/locations/{location}/datasets/{dataset}`
 *                                                        Please see {@see JobServiceClient::datasetName()} for help formatting this field.
 * @param int    $dataLabelingJobLabelerCount             Number of labelers to work on each DataItem.
 * @param string $dataLabelingJobInstructionUri           The Google Cloud Storage location of the instruction pdf. This
 *                                                        pdf is shared with labelers, and provides detailed description on how to
 *                                                        label DataItems in Datasets.
 * @param string $dataLabelingJobInputsSchemaUri          Points to a YAML file stored on Google Cloud Storage describing
 *                                                        the config for a specific type of DataLabelingJob. The schema files that
 *                                                        can be used here are found in the
 *                                                        https://storage.googleapis.com/google-cloud-aiplatform bucket in the
 *                                                        /schema/datalabelingjob/inputs/ folder.
 */
function create_data_labeling_job_sample(
    string $formattedParent,
    string $dataLabelingJobDisplayName,
    string $formattedDataLabelingJobDatasetsElement,
    int $dataLabelingJobLabelerCount,
    string $dataLabelingJobInstructionUri,
    string $dataLabelingJobInputsSchemaUri
): void {
    // Create a client.
    $jobServiceClient = new JobServiceClient();

    // Prepare the request message.
    $formattedDataLabelingJobDatasets = [$formattedDataLabelingJobDatasetsElement,];
    $dataLabelingJobInputs = new Value();
    $dataLabelingJob = (new DataLabelingJob())
        ->setDisplayName($dataLabelingJobDisplayName)
        ->setDatasets($formattedDataLabelingJobDatasets)
        ->setLabelerCount($dataLabelingJobLabelerCount)
        ->setInstructionUri($dataLabelingJobInstructionUri)
        ->setInputsSchemaUri($dataLabelingJobInputsSchemaUri)
        ->setInputs($dataLabelingJobInputs);
    $request = (new CreateDataLabelingJobRequest())
        ->setParent($formattedParent)
        ->setDataLabelingJob($dataLabelingJob);

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

/**
 * 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 = JobServiceClient::locationName('[PROJECT]', '[LOCATION]');
    $dataLabelingJobDisplayName = '[DISPLAY_NAME]';
    $formattedDataLabelingJobDatasetsElement = JobServiceClient::datasetName(
        '[PROJECT]',
        '[LOCATION]',
        '[DATASET]'
    );
    $dataLabelingJobLabelerCount = 0;
    $dataLabelingJobInstructionUri = '[INSTRUCTION_URI]';
    $dataLabelingJobInputsSchemaUri = '[INPUTS_SCHEMA_URI]';

    create_data_labeling_job_sample(
        $formattedParent,
        $dataLabelingJobDisplayName,
        $formattedDataLabelingJobDatasetsElement,
        $dataLabelingJobLabelerCount,
        $dataLabelingJobInstructionUri,
        $dataLabelingJobInputsSchemaUri
    );
} 

 use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\Client\JobServiceClient;
use Google\Cloud\AIPlatform\V1\CreateHyperparameterTuningJobRequest;
use Google\Cloud\AIPlatform\V1\CustomJobSpec;
use Google\Cloud\AIPlatform\V1\HyperparameterTuningJob;
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;
use Google\Cloud\AIPlatform\V1\WorkerPoolSpec;

/**
 * @param string $formattedParent                                       The resource name of the Location to create the
 *                                                                      HyperparameterTuningJob in. Format:
 *                                                                      `projects/{project}/locations/{location}`
 *                                                                      Please see {@see JobServiceClient::locationName()} for help formatting this field.
 * @param string $hyperparameterTuningJobDisplayName                    The display name of the HyperparameterTuningJob.
 *                                                                      The name can be up to 128 characters long and can consist of any UTF-8
 *                                                                      characters.
 * @param string $hyperparameterTuningJobStudySpecMetricsMetricId       The ID of the metric. Must not contain whitespaces and must be
 *                                                                      unique amongst all MetricSpecs.
 * @param int    $hyperparameterTuningJobStudySpecMetricsGoal           The optimization goal of the metric.
 * @param string $hyperparameterTuningJobStudySpecParametersParameterId The ID of the parameter. Must not contain whitespaces and must
 *                                                                      be unique amongst all ParameterSpecs.
 * @param int    $hyperparameterTuningJobMaxTrialCount                  The desired total number of Trials.
 * @param int    $hyperparameterTuningJobParallelTrialCount             The desired number of Trials to run in parallel.
 */
function create_hyperparameter_tuning_job_sample(
    string $formattedParent,
    string $hyperparameterTuningJobDisplayName,
    string $hyperparameterTuningJobStudySpecMetricsMetricId,
    int $hyperparameterTuningJobStudySpecMetricsGoal,
    string $hyperparameterTuningJobStudySpecParametersParameterId,
    int $hyperparameterTuningJobMaxTrialCount,
    int $hyperparameterTuningJobParallelTrialCount
): void {
    // Create a client.
    $jobServiceClient = new JobServiceClient();

    // Prepare the request message.
    $metricSpec = (new MetricSpec())
        ->setMetricId($hyperparameterTuningJobStudySpecMetricsMetricId)
        ->setGoal($hyperparameterTuningJobStudySpecMetricsGoal);
    $hyperparameterTuningJobStudySpecMetrics = [$metricSpec,];
    $parameterSpec = (new ParameterSpec())
        ->setParameterId($hyperparameterTuningJobStudySpecParametersParameterId);
    $hyperparameterTuningJobStudySpecParameters = [$parameterSpec,];
    $hyperparameterTuningJobStudySpec = (new StudySpec())
        ->setMetrics($hyperparameterTuningJobStudySpecMetrics)
        ->setParameters($hyperparameterTuningJobStudySpecParameters);
    $hyperparameterTuningJobTrialJobSpecWorkerPoolSpecs = [new WorkerPoolSpec()];
    $hyperparameterTuningJobTrialJobSpec = (new CustomJobSpec())
        ->setWorkerPoolSpecs($hyperparameterTuningJobTrialJobSpecWorkerPoolSpecs);
    $hyperparameterTuningJob = (new HyperparameterTuningJob())
        ->setDisplayName($hyperparameterTuningJobDisplayName)
        ->setStudySpec($hyperparameterTuningJobStudySpec)
        ->setMaxTrialCount($hyperparameterTuningJobMaxTrialCount)
        ->setParallelTrialCount($hyperparameterTuningJobParallelTrialCount)
        ->setTrialJobSpec($hyperparameterTuningJobTrialJobSpec);
    $request = (new CreateHyperparameterTuningJobRequest())
        ->setParent($formattedParent)
        ->setHyperparameterTuningJob($hyperparameterTuningJob);

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

/**
 * 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 = JobServiceClient::locationName('[PROJECT]', '[LOCATION]');
    $hyperparameterTuningJobDisplayName = '[DISPLAY_NAME]';
    $hyperparameterTuningJobStudySpecMetricsMetricId = '[METRIC_ID]';
    $hyperparameterTuningJobStudySpecMetricsGoal = GoalType::GOAL_TYPE_UNSPECIFIED;
    $hyperparameterTuningJobStudySpecParametersParameterId = '[PARAMETER_ID]';
    $hyperparameterTuningJobMaxTrialCount = 0;
    $hyperparameterTuningJobParallelTrialCount = 0;

    create_hyperparameter_tuning_job_sample(
        $formattedParent,
        $hyperparameterTuningJobDisplayName,
        $hyperparameterTuningJobStudySpecMetricsMetricId,
        $hyperparameterTuningJobStudySpecMetricsGoal,
        $hyperparameterTuningJobStudySpecParametersParameterId,
        $hyperparameterTuningJobMaxTrialCount,
        $hyperparameterTuningJobParallelTrialCount
    );
} 

 use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\Client\JobServiceClient;
use Google\Cloud\AIPlatform\V1\CreateModelDeploymentMonitoringJobRequest;
use Google\Cloud\AIPlatform\V1\ModelDeploymentMonitoringJob;
use Google\Cloud\AIPlatform\V1\ModelDeploymentMonitoringObjectiveConfig;
use Google\Cloud\AIPlatform\V1\ModelDeploymentMonitoringScheduleConfig;
use Google\Cloud\AIPlatform\V1\SamplingStrategy;
use Google\Protobuf\Duration;

/**
 * @param string $formattedParent                               The parent of the ModelDeploymentMonitoringJob.
 *                                                              Format: `projects/{project}/locations/{location}`
 *                                                              Please see {@see JobServiceClient::locationName()} for help formatting this field.
 * @param string $modelDeploymentMonitoringJobDisplayName       The user-defined name of the ModelDeploymentMonitoringJob.
 *                                                              The name can be up to 128 characters long and can consist of any UTF-8
 *                                                              characters.
 *                                                              Display name of a ModelDeploymentMonitoringJob.
 * @param string $formattedModelDeploymentMonitoringJobEndpoint Endpoint resource name.
 *                                                              Format: `projects/{project}/locations/{location}/endpoints/{endpoint}`
 *                                                              Please see {@see JobServiceClient::endpointName()} for help formatting this field.
 */
function create_model_deployment_monitoring_job_sample(
    string $formattedParent,
    string $modelDeploymentMonitoringJobDisplayName,
    string $formattedModelDeploymentMonitoringJobEndpoint
): void {
    // Create a client.
    $jobServiceClient = new JobServiceClient();

    // Prepare the request message.
    $modelDeploymentMonitoringJobModelDeploymentMonitoringObjectiveConfigs = [
        new ModelDeploymentMonitoringObjectiveConfig()
    ];
    $modelDeploymentMonitoringJobModelDeploymentMonitoringScheduleConfigMonitorInterval = new Duration();
    $modelDeploymentMonitoringJobModelDeploymentMonitoringScheduleConfig = (new ModelDeploymentMonitoringScheduleConfig())
        ->setMonitorInterval(
            $modelDeploymentMonitoringJobModelDeploymentMonitoringScheduleConfigMonitorInterval
        );
    $modelDeploymentMonitoringJobLoggingSamplingStrategy = new SamplingStrategy();
    $modelDeploymentMonitoringJob = (new ModelDeploymentMonitoringJob())
        ->setDisplayName($modelDeploymentMonitoringJobDisplayName)
        ->setEndpoint($formattedModelDeploymentMonitoringJobEndpoint)
        ->setModelDeploymentMonitoringObjectiveConfigs(
            $modelDeploymentMonitoringJobModelDeploymentMonitoringObjectiveConfigs
        )
        ->setModelDeploymentMonitoringScheduleConfig(
            $modelDeploymentMonitoringJobModelDeploymentMonitoringScheduleConfig
        )
        ->setLoggingSamplingStrategy($modelDeploymentMonitoringJobLoggingSamplingStrategy);
    $request = (new CreateModelDeploymentMonitoringJobRequest())
        ->setParent($formattedParent)
        ->setModelDeploymentMonitoringJob($modelDeploymentMonitoringJob);

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

/**
 * 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 = JobServiceClient::locationName('[PROJECT]', '[LOCATION]');
    $modelDeploymentMonitoringJobDisplayName = '[DISPLAY_NAME]';
    $formattedModelDeploymentMonitoringJobEndpoint = JobServiceClient::endpointName(
        '[PROJECT]',
        '[LOCATION]',
        '[ENDPOINT]'
    );

    create_model_deployment_monitoring_job_sample(
        $formattedParent,
        $modelDeploymentMonitoringJobDisplayName,
        $formattedModelDeploymentMonitoringJobEndpoint
    );
} 

 use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\Client\JobServiceClient;
use Google\Cloud\AIPlatform\V1\CreateNasJobRequest;
use Google\Cloud\AIPlatform\V1\NasJob;
use Google\Cloud\AIPlatform\V1\NasJobSpec;

/**
 * @param string $formattedParent   The resource name of the Location to create the NasJob in.
 *                                  Format: `projects/{project}/locations/{location}`
 *                                  Please see {@see JobServiceClient::locationName()} for help formatting this field.
 * @param string $nasJobDisplayName The display name of the NasJob.
 *                                  The name can be up to 128 characters long and can consist of any UTF-8
 *                                  characters.
 */
function create_nas_job_sample(string $formattedParent, string $nasJobDisplayName): void
{
    // Create a client.
    $jobServiceClient = new JobServiceClient();

    // Prepare the request message.
    $nasJobNasJobSpec = new NasJobSpec();
    $nasJob = (new NasJob())
        ->setDisplayName($nasJobDisplayName)
        ->setNasJobSpec($nasJobNasJobSpec);
    $request = (new CreateNasJobRequest())
        ->setParent($formattedParent)
        ->setNasJob($nasJob);

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

/**
 * 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 = JobServiceClient::locationName('[PROJECT]', '[LOCATION]');
    $nasJobDisplayName = '[DISPLAY_NAME]';

    create_nas_job_sample($formattedParent, $nasJobDisplayName);
} 

 use Google\ApiCore\ApiException;
use Google\ApiCore\OperationResponse;
use Google\Cloud\AIPlatform\V1\Client\JobServiceClient;
use Google\Cloud\AIPlatform\V1\DeleteBatchPredictionJobRequest;
use Google\Rpc\Status;

/**
 * @param string $formattedName The name of the BatchPredictionJob resource to be deleted.
 *                              Format:
 *                              `projects/{project}/locations/{location}/batchPredictionJobs/{batch_prediction_job}`
 *                              Please see {@see JobServiceClient::batchPredictionJobName()} for help formatting this field.
 */
function delete_batch_prediction_job_sample(string $formattedName): void
{
    // Create a client.
    $jobServiceClient = new JobServiceClient();

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

    // Call the API and handle any network failures.
    try {
        /** @var OperationResponse $response */
        $response = $jobServiceClient->deleteBatchPredictionJob($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());
    }
}

/**
 * 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 = JobServiceClient::batchPredictionJobName(
        '[PROJECT]',
        '[LOCATION]',
        '[BATCH_PREDICTION_JOB]'
    );

    delete_batch_prediction_job_sample($formattedName);
} 

 use Google\ApiCore\ApiException;
use Google\ApiCore\OperationResponse;
use Google\Cloud\AIPlatform\V1\Client\JobServiceClient;
use Google\Cloud\AIPlatform\V1\DeleteCustomJobRequest;
use Google\Rpc\Status;

/**
 * @param string $formattedName The name of the CustomJob resource to be deleted.
 *                              Format:
 *                              `projects/{project}/locations/{location}/customJobs/{custom_job}`
 *                              Please see {@see JobServiceClient::customJobName()} for help formatting this field.
 */
function delete_custom_job_sample(string $formattedName): void
{
    // Create a client.
    $jobServiceClient = new JobServiceClient();

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

    // Call the API and handle any network failures.
    try {
        /** @var OperationResponse $response */
        $response = $jobServiceClient->deleteCustomJob($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());
    }
}

/**
 * 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 = JobServiceClient::customJobName('[PROJECT]', '[LOCATION]', '[CUSTOM_JOB]');

    delete_custom_job_sample($formattedName);
} 

 use Google\ApiCore\ApiException;
use Google\ApiCore\OperationResponse;
use Google\Cloud\AIPlatform\V1\Client\JobServiceClient;
use Google\Cloud\AIPlatform\V1\DeleteDataLabelingJobRequest;
use Google\Rpc\Status;

/**
 * @param string $formattedName The name of the DataLabelingJob to be deleted.
 *                              Format:
 *                              `projects/{project}/locations/{location}/dataLabelingJobs/{data_labeling_job}`
 *                              Please see {@see JobServiceClient::dataLabelingJobName()} for help formatting this field.
 */
function delete_data_labeling_job_sample(string $formattedName): void
{
    // Create a client.
    $jobServiceClient = new JobServiceClient();

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

    // Call the API and handle any network failures.
    try {
        /** @var OperationResponse $response */
        $response = $jobServiceClient->deleteDataLabelingJob($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());
    }
}

/**
 * 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 = JobServiceClient::dataLabelingJobName(
        '[PROJECT]',
        '[LOCATION]',
        '[DATA_LABELING_JOB]'
    );

    delete_data_labeling_job_sample($formattedName);
} 

 use Google\ApiCore\ApiException;
use Google\ApiCore\OperationResponse;
use Google\Cloud\AIPlatform\V1\Client\JobServiceClient;
use Google\Cloud\AIPlatform\V1\DeleteHyperparameterTuningJobRequest;
use Google\Rpc\Status;

/**
 * @param string $formattedName The name of the HyperparameterTuningJob resource to be deleted.
 *                              Format:
 *                              `projects/{project}/locations/{location}/hyperparameterTuningJobs/{hyperparameter_tuning_job}`
 *                              Please see {@see JobServiceClient::hyperparameterTuningJobName()} for help formatting this field.
 */
function delete_hyperparameter_tuning_job_sample(string $formattedName): void
{
    // Create a client.
    $jobServiceClient = new JobServiceClient();

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

    // Call the API and handle any network failures.
    try {
        /** @var OperationResponse $response */
        $response = $jobServiceClient->deleteHyperparameterTuningJob($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());
    }
}

/**
 * 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 = JobServiceClient::hyperparameterTuningJobName(
        '[PROJECT]',
        '[LOCATION]',
        '[HYPERPARAMETER_TUNING_JOB]'
    );

    delete_hyperparameter_tuning_job_sample($formattedName);
} 

 use Google\ApiCore\ApiException;
use Google\ApiCore\OperationResponse;
use Google\Cloud\AIPlatform\V1\Client\JobServiceClient;
use Google\Cloud\AIPlatform\V1\DeleteModelDeploymentMonitoringJobRequest;
use Google\Rpc\Status;

/**
 * @param string $formattedName The resource name of the model monitoring job to delete.
 *                              Format:
 *                              `projects/{project}/locations/{location}/modelDeploymentMonitoringJobs/{model_deployment_monitoring_job}`
 *                              Please see {@see JobServiceClient::modelDeploymentMonitoringJobName()} for help formatting this field.
 */
function delete_model_deployment_monitoring_job_sample(string $formattedName): void
{
    // Create a client.
    $jobServiceClient = new JobServiceClient();

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

    // Call the API and handle any network failures.
    try {
        /** @var OperationResponse $response */
        $response = $jobServiceClient->deleteModelDeploymentMonitoringJob($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());
    }
}

/**
 * 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 = JobServiceClient::modelDeploymentMonitoringJobName(
        '[PROJECT]',
        '[LOCATION]',
        '[MODEL_DEPLOYMENT_MONITORING_JOB]'
    );

    delete_model_deployment_monitoring_job_sample($formattedName);
} 

 use Google\ApiCore\ApiException;
use Google\ApiCore\OperationResponse;
use Google\Cloud\AIPlatform\V1\Client\JobServiceClient;
use Google\Cloud\AIPlatform\V1\DeleteNasJobRequest;
use Google\Rpc\Status;

/**
 * @param string $formattedName The name of the NasJob resource to be deleted.
 *                              Format:
 *                              `projects/{project}/locations/{location}/nasJobs/{nas_job}`
 *                              Please see {@see JobServiceClient::nasJobName()} for help formatting this field.
 */
function delete_nas_job_sample(string $formattedName): void
{
    // Create a client.
    $jobServiceClient = new JobServiceClient();

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

    // Call the API and handle any network failures.
    try {
        /** @var OperationResponse $response */
        $response = $jobServiceClient->deleteNasJob($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());
    }
}

/**
 * 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 = JobServiceClient::nasJobName('[PROJECT]', '[LOCATION]', '[NAS_JOB]');

    delete_nas_job_sample($formattedName);
} 

 use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\BatchPredictionJob;
use Google\Cloud\AIPlatform\V1\Client\JobServiceClient;
use Google\Cloud\AIPlatform\V1\GetBatchPredictionJobRequest;

/**
 * @param string $formattedName The name of the BatchPredictionJob resource.
 *                              Format:
 *                              `projects/{project}/locations/{location}/batchPredictionJobs/{batch_prediction_job}`
 *                              Please see {@see JobServiceClient::batchPredictionJobName()} for help formatting this field.
 */
function get_batch_prediction_job_sample(string $formattedName): void
{
    // Create a client.
    $jobServiceClient = new JobServiceClient();

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

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

/**
 * 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 = JobServiceClient::batchPredictionJobName(
        '[PROJECT]',
        '[LOCATION]',
        '[BATCH_PREDICTION_JOB]'
    );

    get_batch_prediction_job_sample($formattedName);
} 

 use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\Client\JobServiceClient;
use Google\Cloud\AIPlatform\V1\CustomJob;
use Google\Cloud\AIPlatform\V1\GetCustomJobRequest;

/**
 * @param string $formattedName The name of the CustomJob resource.
 *                              Format:
 *                              `projects/{project}/locations/{location}/customJobs/{custom_job}`
 *                              Please see {@see JobServiceClient::customJobName()} for help formatting this field.
 */
function get_custom_job_sample(string $formattedName): void
{
    // Create a client.
    $jobServiceClient = new JobServiceClient();

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

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

/**
 * 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 = JobServiceClient::customJobName('[PROJECT]', '[LOCATION]', '[CUSTOM_JOB]');

    get_custom_job_sample($formattedName);
} 

 use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\Client\JobServiceClient;
use Google\Cloud\AIPlatform\V1\DataLabelingJob;
use Google\Cloud\AIPlatform\V1\GetDataLabelingJobRequest;

/**
 * @param string $formattedName The name of the DataLabelingJob.
 *                              Format:
 *                              `projects/{project}/locations/{location}/dataLabelingJobs/{data_labeling_job}`
 *                              Please see {@see JobServiceClient::dataLabelingJobName()} for help formatting this field.
 */
function get_data_labeling_job_sample(string $formattedName): void
{
    // Create a client.
    $jobServiceClient = new JobServiceClient();

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

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

/**
 * 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 = JobServiceClient::dataLabelingJobName(
        '[PROJECT]',
        '[LOCATION]',
        '[DATA_LABELING_JOB]'
    );

    get_data_labeling_job_sample($formattedName);
} 

 use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\Client\JobServiceClient;
use Google\Cloud\AIPlatform\V1\GetHyperparameterTuningJobRequest;
use Google\Cloud\AIPlatform\V1\HyperparameterTuningJob;

/**
 * @param string $formattedName The name of the HyperparameterTuningJob resource.
 *                              Format:
 *                              `projects/{project}/locations/{location}/hyperparameterTuningJobs/{hyperparameter_tuning_job}`
 *                              Please see {@see JobServiceClient::hyperparameterTuningJobName()} for help formatting this field.
 */
function get_hyperparameter_tuning_job_sample(string $formattedName): void
{
    // Create a client.
    $jobServiceClient = new JobServiceClient();

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

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

/**
 * 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 = JobServiceClient::hyperparameterTuningJobName(
        '[PROJECT]',
        '[LOCATION]',
        '[HYPERPARAMETER_TUNING_JOB]'
    );

    get_hyperparameter_tuning_job_sample($formattedName);
} 

 use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\Client\JobServiceClient;
use Google\Cloud\AIPlatform\V1\GetModelDeploymentMonitoringJobRequest;
use Google\Cloud\AIPlatform\V1\ModelDeploymentMonitoringJob;

/**
 * @param string $formattedName The resource name of the ModelDeploymentMonitoringJob.
 *                              Format:
 *                              `projects/{project}/locations/{location}/modelDeploymentMonitoringJobs/{model_deployment_monitoring_job}`
 *                              Please see {@see JobServiceClient::modelDeploymentMonitoringJobName()} for help formatting this field.
 */
function get_model_deployment_monitoring_job_sample(string $formattedName): void
{
    // Create a client.
    $jobServiceClient = new JobServiceClient();

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

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

/**
 * 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 = JobServiceClient::modelDeploymentMonitoringJobName(
        '[PROJECT]',
        '[LOCATION]',
        '[MODEL_DEPLOYMENT_MONITORING_JOB]'
    );

    get_model_deployment_monitoring_job_sample($formattedName);
} 

 use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\Client\JobServiceClient;
use Google\Cloud\AIPlatform\V1\GetNasJobRequest;
use Google\Cloud\AIPlatform\V1\NasJob;

/**
 * @param string $formattedName The name of the NasJob resource.
 *                              Format:
 *                              `projects/{project}/locations/{location}/nasJobs/{nas_job}`
 *                              Please see {@see JobServiceClient::nasJobName()} for help formatting this field.
 */
function get_nas_job_sample(string $formattedName): void
{
    // Create a client.
    $jobServiceClient = new JobServiceClient();

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

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

/**
 * 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 = JobServiceClient::nasJobName('[PROJECT]', '[LOCATION]', '[NAS_JOB]');

    get_nas_job_sample($formattedName);
} 

 use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\Client\JobServiceClient;
use Google\Cloud\AIPlatform\V1\GetNasTrialDetailRequest;
use Google\Cloud\AIPlatform\V1\NasTrialDetail;

/**
 * @param string $formattedName The name of the NasTrialDetail resource.
 *                              Format:
 *                              `projects/{project}/locations/{location}/nasJobs/{nas_job}/nasTrialDetails/{nas_trial_detail}`
 *                              Please see {@see JobServiceClient::nasTrialDetailName()} for help formatting this field.
 */
function get_nas_trial_detail_sample(string $formattedName): void
{
    // Create a client.
    $jobServiceClient = new JobServiceClient();

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

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

/**
 * 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 = JobServiceClient::nasTrialDetailName(
        '[PROJECT]',
        '[LOCATION]',
        '[NAS_JOB]',
        '[NAS_TRIAL_DETAIL]'
    );

    get_nas_trial_detail_sample($formattedName);
} 

 use Google\ApiCore\ApiException;
use Google\ApiCore\PagedListResponse;
use Google\Cloud\AIPlatform\V1\BatchPredictionJob;
use Google\Cloud\AIPlatform\V1\Client\JobServiceClient;
use Google\Cloud\AIPlatform\V1\ListBatchPredictionJobsRequest;

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

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

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

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

/**
 * 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 = JobServiceClient::locationName('[PROJECT]', '[LOCATION]');

    list_batch_prediction_jobs_sample($formattedParent);
} 

 use Google\ApiCore\ApiException;
use Google\ApiCore\PagedListResponse;
use Google\Cloud\AIPlatform\V1\Client\JobServiceClient;
use Google\Cloud\AIPlatform\V1\CustomJob;
use Google\Cloud\AIPlatform\V1\ListCustomJobsRequest;

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

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

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

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

/**
 * 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 = JobServiceClient::locationName('[PROJECT]', '[LOCATION]');

    list_custom_jobs_sample($formattedParent);
} 

 use Google\ApiCore\ApiException;
use Google\ApiCore\PagedListResponse;
use Google\Cloud\AIPlatform\V1\Client\JobServiceClient;
use Google\Cloud\AIPlatform\V1\DataLabelingJob;
use Google\Cloud\AIPlatform\V1\ListDataLabelingJobsRequest;

/**
 * @param string $formattedParent The parent of the DataLabelingJob.
 *                                Format: `projects/{project}/locations/{location}`
 *                                Please see {@see JobServiceClient::locationName()} for help formatting this field.
 */
function list_data_labeling_jobs_sample(string $formattedParent): void
{
    // Create a client.
    $jobServiceClient = new JobServiceClient();

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

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

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

/**
 * 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 = JobServiceClient::locationName('[PROJECT]', '[LOCATION]');

    list_data_labeling_jobs_sample($formattedParent);
} 

 use Google\ApiCore\ApiException;
use Google\ApiCore\PagedListResponse;
use Google\Cloud\AIPlatform\V1\Client\JobServiceClient;
use Google\Cloud\AIPlatform\V1\HyperparameterTuningJob;
use Google\Cloud\AIPlatform\V1\ListHyperparameterTuningJobsRequest;

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

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

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

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

/**
 * 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 = JobServiceClient::locationName('[PROJECT]', '[LOCATION]');

    list_hyperparameter_tuning_jobs_sample($formattedParent);
} 

 use Google\ApiCore\ApiException;
use Google\ApiCore\PagedListResponse;
use Google\Cloud\AIPlatform\V1\Client\JobServiceClient;
use Google\Cloud\AIPlatform\V1\ListModelDeploymentMonitoringJobsRequest;
use Google\Cloud\AIPlatform\V1\ModelDeploymentMonitoringJob;

/**
 * @param string $formattedParent The parent of the ModelDeploymentMonitoringJob.
 *                                Format: `projects/{project}/locations/{location}`
 *                                Please see {@see JobServiceClient::locationName()} for help formatting this field.
 */
function list_model_deployment_monitoring_jobs_sample(string $formattedParent): void
{
    // Create a client.
    $jobServiceClient = new JobServiceClient();

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

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

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

/**
 * 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 = JobServiceClient::locationName('[PROJECT]', '[LOCATION]');

    list_model_deployment_monitoring_jobs_sample($formattedParent);
} 

 use Google\ApiCore\ApiException;
use Google\ApiCore\PagedListResponse;
use Google\Cloud\AIPlatform\V1\Client\JobServiceClient;
use Google\Cloud\AIPlatform\V1\ListNasJobsRequest;
use Google\Cloud\AIPlatform\V1\NasJob;

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

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

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

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

/**
 * 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 = JobServiceClient::locationName('[PROJECT]', '[LOCATION]');

    list_nas_jobs_sample($formattedParent);
} 

 use Google\ApiCore\ApiException;
use Google\ApiCore\PagedListResponse;
use Google\Cloud\AIPlatform\V1\Client\JobServiceClient;
use Google\Cloud\AIPlatform\V1\ListNasTrialDetailsRequest;
use Google\Cloud\AIPlatform\V1\NasTrialDetail;

/**
 * @param string $formattedParent The name of the NasJob resource.
 *                                Format:
 *                                `projects/{project}/locations/{location}/nasJobs/{nas_job}`
 *                                Please see {@see JobServiceClient::nasJobName()} for help formatting this field.
 */
function list_nas_trial_details_sample(string $formattedParent): void
{
    // Create a client.
    $jobServiceClient = new JobServiceClient();

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

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

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

/**
 * 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 = JobServiceClient::nasJobName('[PROJECT]', '[LOCATION]', '[NAS_JOB]');

    list_nas_trial_details_sample($formattedParent);
} 

 use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\Client\JobServiceClient;
use Google\Cloud\AIPlatform\V1\PauseModelDeploymentMonitoringJobRequest;

/**
 * @param string $formattedName The resource name of the ModelDeploymentMonitoringJob to pause.
 *                              Format:
 *                              `projects/{project}/locations/{location}/modelDeploymentMonitoringJobs/{model_deployment_monitoring_job}`
 *                              Please see {@see JobServiceClient::modelDeploymentMonitoringJobName()} for help formatting this field.
 */
function pause_model_deployment_monitoring_job_sample(string $formattedName): void
{
    // Create a client.
    $jobServiceClient = new JobServiceClient();

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

    // Call the API and handle any network failures.
    try {
        $jobServiceClient->pauseModelDeploymentMonitoringJob($request);
        printf('Call completed successfully.' . PHP_EOL);
    } catch (ApiException $ex) {
        printf('Call failed with message: %s' . PHP_EOL, $ex->getMessage());
    }
}

/**
 * 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 = JobServiceClient::modelDeploymentMonitoringJobName(
        '[PROJECT]',
        '[LOCATION]',
        '[MODEL_DEPLOYMENT_MONITORING_JOB]'
    );

    pause_model_deployment_monitoring_job_sample($formattedName);
} 

 use Google\ApiCore\ApiException;
use Google\Cloud\AIPlatform\V1\Client\JobServiceClient;
use Google\Cloud\AIPlatform\V1\ResumeModelDeploymentMonitoringJobRequest;

/**
 * @param string $formattedName The resource name of the ModelDeploymentMonitoringJob to resume.
 *                              Format:
 *                              `projects/{project}/locations/{location}/modelDeploymentMonitoringJobs/{model_deployment_monitoring_job}`
 *                              Please see {@see JobServiceClient::modelDeploymentMonitoringJobName()} for help formatting this field.
 */
function resume_model_deployment_monitoring_job_sample(string $formattedName): void
{
    // Create a client.
    $jobServiceClient = new JobServiceClient();

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

    // Call the API and handle any network failures.
    try {
        $jobServiceClient->resumeModelDeploymentMonitoringJob($request);
        printf('Call completed successfully.' . PHP_EOL);
    } catch (ApiException $ex) {
        printf('Call failed with message: %s' . PHP_EOL, $ex->getMessage());
    }
}

/**
 * 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 = JobServiceClient::modelDeploymentMonitoringJobName(
        '[PROJECT]',
        '[LOCATION]',
        '[MODEL_DEPLOYMENT_MONITORING_JOB]'
    );

    resume_model_deployment_monitoring_job_sample($formattedName);
} 

 use Google\ApiCore\ApiException;
use Google\ApiCore\PagedListResponse;
use Google\Cloud\AIPlatform\V1\Client\JobServiceClient;
use Google\Cloud\AIPlatform\V1\ModelMonitoringStatsAnomalies;
use Google\Cloud\AIPlatform\V1\SearchModelDeploymentMonitoringStatsAnomaliesRequest;
use Google\Cloud\AIPlatform\V1\SearchModelDeploymentMonitoringStatsAnomaliesRequest\StatsAnomaliesObjective;

/**
 * @param string $formattedModelDeploymentMonitoringJob ModelDeploymentMonitoring Job resource name.
 *                                                      Format:
 *                                                      `projects/{project}/locations/{location}/modelDeploymentMonitoringJobs/{model_deployment_monitoring_job}`
 *                                                      Please see {@see JobServiceClient::modelDeploymentMonitoringJobName()} for help formatting this field.
 * @param string $deployedModelId                       The DeployedModel ID of the
 *                                                      [ModelDeploymentMonitoringObjectiveConfig.deployed_model_id].
 */
function search_model_deployment_monitoring_stats_anomalies_sample(
    string $formattedModelDeploymentMonitoringJob,
    string $deployedModelId
): void {
    // Create a client.
    $jobServiceClient = new JobServiceClient();

    // Prepare the request message.
    $objectives = [new StatsAnomaliesObjective()];
    $request = (new SearchModelDeploymentMonitoringStatsAnomaliesRequest())
        ->setModelDeploymentMonitoringJob($formattedModelDeploymentMonitoringJob)
        ->setDeployedModelId($deployedModelId)
        ->setObjectives($objectives);

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

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

/**
 * 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
{
    $formattedModelDeploymentMonitoringJob = JobServiceClient::modelDeploymentMonitoringJobName(
        '[PROJECT]',
        '[LOCATION]',
        '[MODEL_DEPLOYMENT_MONITORING_JOB]'
    );
    $deployedModelId = '[DEPLOYED_MODEL_ID]';

    search_model_deployment_monitoring_stats_anomalies_sample(
        $formattedModelDeploymentMonitoringJob,
        $deployedModelId
    );
} 

 use Google\ApiCore\ApiException;
use Google\ApiCore\OperationResponse;
use Google\Cloud\AIPlatform\V1\Client\JobServiceClient;
use Google\Cloud\AIPlatform\V1\ModelDeploymentMonitoringJob;
use Google\Cloud\AIPlatform\V1\ModelDeploymentMonitoringObjectiveConfig;
use Google\Cloud\AIPlatform\V1\ModelDeploymentMonitoringScheduleConfig;
use Google\Cloud\AIPlatform\V1\SamplingStrategy;
use Google\Cloud\AIPlatform\V1\UpdateModelDeploymentMonitoringJobRequest;
use Google\Protobuf\Duration;
use Google\Protobuf\FieldMask;
use Google\Rpc\Status;

/**
 * @param string $modelDeploymentMonitoringJobDisplayName       The user-defined name of the ModelDeploymentMonitoringJob.
 *                                                              The name can be up to 128 characters long and can consist of any UTF-8
 *                                                              characters.
 *                                                              Display name of a ModelDeploymentMonitoringJob.
 * @param string $formattedModelDeploymentMonitoringJobEndpoint Endpoint resource name.
 *                                                              Format: `projects/{project}/locations/{location}/endpoints/{endpoint}`
 *                                                              Please see {@see JobServiceClient::endpointName()} for help formatting this field.
 */
function update_model_deployment_monitoring_job_sample(
    string $modelDeploymentMonitoringJobDisplayName,
    string $formattedModelDeploymentMonitoringJobEndpoint
): void {
    // Create a client.
    $jobServiceClient = new JobServiceClient();

    // Prepare the request message.
    $modelDeploymentMonitoringJobModelDeploymentMonitoringObjectiveConfigs = [
        new ModelDeploymentMonitoringObjectiveConfig()
    ];
    $modelDeploymentMonitoringJobModelDeploymentMonitoringScheduleConfigMonitorInterval = new Duration();
    $modelDeploymentMonitoringJobModelDeploymentMonitoringScheduleConfig = (new ModelDeploymentMonitoringScheduleConfig())
        ->setMonitorInterval(
            $modelDeploymentMonitoringJobModelDeploymentMonitoringScheduleConfigMonitorInterval
        );
    $modelDeploymentMonitoringJobLoggingSamplingStrategy = new SamplingStrategy();
    $modelDeploymentMonitoringJob = (new ModelDeploymentMonitoringJob())
        ->setDisplayName($modelDeploymentMonitoringJobDisplayName)
        ->setEndpoint($formattedModelDeploymentMonitoringJobEndpoint)
        ->setModelDeploymentMonitoringObjectiveConfigs(
            $modelDeploymentMonitoringJobModelDeploymentMonitoringObjectiveConfigs
        )
        ->setModelDeploymentMonitoringScheduleConfig(
            $modelDeploymentMonitoringJobModelDeploymentMonitoringScheduleConfig
        )
        ->setLoggingSamplingStrategy($modelDeploymentMonitoringJobLoggingSamplingStrategy);
    $updateMask = new FieldMask();
    $request = (new UpdateModelDeploymentMonitoringJobRequest())
        ->setModelDeploymentMonitoringJob($modelDeploymentMonitoringJob)
        ->setUpdateMask($updateMask);

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

        if ($response->operationSucceeded()) {
            /** @var ModelDeploymentMonitoringJob $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());
    }
}

/**
 * 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
{
    $modelDeploymentMonitoringJobDisplayName = '[DISPLAY_NAME]';
    $formattedModelDeploymentMonitoringJobEndpoint = JobServiceClient::endpointName(
        '[PROJECT]',
        '[LOCATION]',
        '[ENDPOINT]'
    );

    update_model_deployment_monitoring_job_sample(
        $modelDeploymentMonitoringJobDisplayName,
        $formattedModelDeploymentMonitoringJobEndpoint
    );
} 

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

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

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

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

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

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

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

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

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

/**
 * 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);
} 

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

    // 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 = $jobServiceClient->setIamPolicy($request);
        printf('Response data: %s' . PHP_EOL, $response->serializeToJsonString());
    } catch (ApiException $ex) {
        printf('Call failed with message: %s' . PHP_EOL, $ex->getMessage());
    }
}

/**
 * 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);
} 

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

    // 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 = $jobServiceClient->testIamPermissions($request);
        printf('Response data: %s' . PHP_EOL, $response->serializeToJsonString());
    } catch (ApiException $ex) {
        printf('Call failed with message: %s' . PHP_EOL, $ex->getMessage());
    }
}

/**
 * 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);
}