cpp-package/include/mxnet-cpp/lr_scheduler.h - master - githubmirror/incubator-mxnet

cpp-package/include/mxnet-cpp/lr_scheduler.h
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/*
 * Licensed to the Apache Software Foundation (ASF) under one
 * or more contributor license agreements.  See the NOTICE file
 * distributed with this work for additional information
 * regarding copyright ownership.  The ASF licenses this file
 * to you 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.
 */

/*!
 * \file lr_scheduler.h
 * \brief Scheduling learning rate
 */

#ifndef MXNET_CPP_LR_SCHEDULER_H_
#define MXNET_CPP_LR_SCHEDULER_H_

#include "dmlc/logging.h"

namespace mxnet {
namespace cpp {

/*!
 * \brief lr scheduler interface
 */
class LRScheduler {
 public:
  /*!
   * \brief constructor
   * \param base_lr the initial learning rate.
   */
  explicit LRScheduler(float base_lr = 0.01) : base_lr_(base_lr) {}
  /*!
   * \brief set base lr
   * \param lr learning rate from optimizer
   */
  void SetLR(const float lr) {
    base_lr_ = lr;
  }
  /*!
   * \brief get a new learning rate
   */
  virtual float GetLR(unsigned num_update) = 0;
  /*!
   * \brief destructor
   */
  virtual ~LRScheduler() {}

 protected:
  float base_lr_;
};

class FactorScheduler : public LRScheduler {
 public:
  explicit FactorScheduler(int step, float factor = 1, float stop_factor_lr = 1e-8)
      : LRScheduler() {
    step_           = step;
    factor_         = factor;
    stop_factor_lr_ = stop_factor_lr;
  }

  float GetLR(unsigned num_update) override {
    while (num_update > unsigned(count_ + step_)) {
      count_ += step_;
      base_lr_ *= factor_;
      if (base_lr_ < stop_factor_lr_) {
        base_lr_ = stop_factor_lr_;
        LG << "Update[" << num_update << "]: now learning rate arrived at " << base_lr_
           << ", will not change in the future";
      } else {
        LG << "Update[" << num_update << "]: Change learning rate to " << base_lr_;
      }
    }
    return base_lr_;
  }

 private:
  int count_ = 0;
  int step_;
  float factor_;
  float stop_factor_lr_;
};

}  // namespace cpp
}  // namespace mxnet

#endif  // MXNET_CPP_LR_SCHEDULER_H_