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tree_learner.cpp 2.23 KB
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/*!
 * Copyright (c) 2016 Microsoft Corporation. All rights reserved.
 * Licensed under the MIT License. See LICENSE file in the project root for license information.
 */
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#include <LightGBM/tree_learner.h>

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#include "cuda_tree_learner.h"
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#include "gpu_tree_learner.h"
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#include "linear_tree_learner.h"
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#include "parallel_tree_learner.h"
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#include "serial_tree_learner.h"
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namespace LightGBM {

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TreeLearner* TreeLearner::CreateTreeLearner(const std::string& learner_type, const std::string& device_type,
                                            const Config* config) {
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  if (device_type == std::string("cpu")) {
    if (learner_type == std::string("serial")) {
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      if (config->linear_tree) {
        return new LinearTreeLearner(config);
      } else {
        return new SerialTreeLearner(config);
      }
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    } else if (learner_type == std::string("feature")) {
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      return new FeatureParallelTreeLearner<SerialTreeLearner>(config);
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    } else if (learner_type == std::string("data")) {
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      return new DataParallelTreeLearner<SerialTreeLearner>(config);
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    } else if (learner_type == std::string("voting")) {
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      return new VotingParallelTreeLearner<SerialTreeLearner>(config);
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    }
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  } else if (device_type == std::string("gpu")) {
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    if (learner_type == std::string("serial")) {
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      return new GPUTreeLearner(config);
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    } else if (learner_type == std::string("feature")) {
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      return new FeatureParallelTreeLearner<GPUTreeLearner>(config);
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    } else if (learner_type == std::string("data")) {
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      return new DataParallelTreeLearner<GPUTreeLearner>(config);
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    } else if (learner_type == std::string("voting")) {
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      return new VotingParallelTreeLearner<GPUTreeLearner>(config);
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    }
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  } else if (device_type == std::string("cuda")) {
    if (learner_type == std::string("serial")) {
      return new CUDATreeLearner(config);
    } else if (learner_type == std::string("feature")) {
      return new FeatureParallelTreeLearner<CUDATreeLearner>(config);
    } else if (learner_type == std::string("data")) {
      return new DataParallelTreeLearner<CUDATreeLearner>(config);
    } else if (learner_type == std::string("voting")) {
      return new VotingParallelTreeLearner<CUDATreeLearner>(config);
    }
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  }
  return nullptr;
}

}  // namespace LightGBM