📄 Source: GoogleCloudMlV1StudyConfig.php
<?php
/*
* Copyright 2014 Google Inc.
*
* Licensed under the Apache License, Version 2.0 (the "License"); you may not
* use this file except in compliance with the License. You may obtain a copy of
* the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS, WITHOUT
* WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the
* License for the specific language governing permissions and limitations under
* the License.
*/
namespace Google\Service\CloudMachineLearningEngine;
class GoogleCloudMlV1StudyConfig extends \Google\Collection
{
/**
* The default algorithm used by the Cloud AI Platform Vizier service.
*/
public const ALGORITHM_ALGORITHM_UNSPECIFIED = 'ALGORITHM_UNSPECIFIED';
/**
* Gaussian Process Bandit.
*/
public const ALGORITHM_GAUSSIAN_PROCESS_BANDIT = 'GAUSSIAN_PROCESS_BANDIT';
/**
* Simple grid search within the feasible space. To use grid search, all
* parameters must be `INTEGER`, `CATEGORICAL`, or `DISCRETE`.
*/
public const ALGORITHM_GRID_SEARCH = 'GRID_SEARCH';
/**
* Simple random search within the feasible space.
*/
public const ALGORITHM_RANDOM_SEARCH = 'RANDOM_SEARCH';
protected $collection_key = 'parameters';
/**
* The search algorithm specified for the study.
*
* @var string
*/
public $algorithm;
protected $automatedStoppingConfigType = GoogleCloudMlV1AutomatedStoppingConfig::class;
protected $automatedStoppingConfigDataType = '';
protected $metricsType = GoogleCloudMlV1StudyConfigMetricSpec::class;
protected $metricsDataType = 'array';
protected $parametersType = GoogleCloudMlV1StudyConfigParameterSpec::class;
protected $parametersDataType = 'array';
/**
* The search algorithm specified for the study.
*
* Accepted values: ALGORITHM_UNSPECIFIED, GAUSSIAN_PROCESS_BANDIT,
* GRID_SEARCH, RANDOM_SEARCH
*
* @param self::ALGORITHM_* $algorithm
*/
public function setAlgorithm($algorithm)
{
$this->algorithm = $algorithm;
}
/**
* @return self::ALGORITHM_*
*/
public function getAlgorithm()
{
return $this->algorithm;
}
/**
* Configuration for automated stopping of unpromising Trials.
*
* @param GoogleCloudMlV1AutomatedStoppingConfig $automatedStoppingConfig
*/
public function setAutomatedStoppingConfig(GoogleCloudMlV1AutomatedStoppingConfig $automatedStoppingConfig)
{
$this->automatedStoppingConfig = $automatedStoppingConfig;
}
/**
* @return GoogleCloudMlV1AutomatedStoppingConfig
*/
public function getAutomatedStoppingConfig()
{
return $this->automatedStoppingConfig;
}
/**
* Metric specs for the study.
*
* @param GoogleCloudMlV1StudyConfigMetricSpec[] $metrics
*/
public function setMetrics($metrics)
{
$this->metrics = $metrics;
}
/**
* @return GoogleCloudMlV1StudyConfigMetricSpec[]
*/
public function getMetrics()
{
return $this->metrics;
}
/**
* Required. The set of parameters to tune.
*
* @param GoogleCloudMlV1StudyConfigParameterSpec[] $parameters
*/
public function setParameters($parameters)
{
$this->parameters = $parameters;
}
/**
* @return GoogleCloudMlV1StudyConfigParameterSpec[]
*/
public function getParameters()
{
return $this->parameters;
}
}
// Adding a class alias for backwards compatibility with the previous class name.
class_alias(GoogleCloudMlV1StudyConfig::class, 'Google_Service_CloudMachineLearningEngine_GoogleCloudMlV1StudyConfig');
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