perturb_adam.hpp

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// Copyright (c) 2014-2023, Lawrence Livermore National Security, LLC.
// Produced at the Lawrence Livermore National Laboratory.
// Written by the LBANN Research Team (B. Van Essen, et al.) listed in
// the CONTRIBUTORS file. <lbann-dev@llnl.gov>
//
// LLNL-CODE-697807.
// All rights reserved.
//
// This file is part of LBANN: Livermore Big Artificial Neural Network
// Toolkit. For details, see http://software.llnl.gov/LBANN or
// https://github.com/LLNL/LBANN.
//
// Licensed under the Apache License, Version 2.0 (the "Licensee"); 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.

#ifndef LBANN_CALLBACKS_CALLBACK_PERTURB_ADAM_HPP_INCLUDED
#define LBANN_CALLBACKS_CALLBACK_PERTURB_ADAM_HPP_INCLUDED

#include "lbann/callbacks/callback.hpp"
#include "lbann/optimizers/adam.hpp"

#include <set>

namespace lbann {
namespace callback {

class perturb_adam : public callback_base
{
public:
  perturb_adam(DataType learning_rate_factor,
               DataType beta1_factor,
               DataType beta2_factor,
               DataType eps_factor = 0,
               bool perturb_during_training = false,
               El::Int batch_interval = 1,
               std::set<std::string> weights_names = std::set<std::string>());
  perturb_adam* copy() const override { return new perturb_adam(*this); }
  std::string name() const override { return "perturb Adam"; }

  void setup(model* m) override;
  void on_batch_begin(model* m) override;


  template <class Archive>
  void serialize(Archive& ar);


private:
  void write_specific_proto(lbann_data::Callback& proto) const final;

  friend class cereal::access;
  perturb_adam();

  DataType m_learning_rate_factor;
  DataType m_beta1_factor;
  DataType m_beta2_factor;
  DataType m_eps_factor;

  bool m_perturb_during_training;

  std::set<std::string> m_weights_names;

  void perturb(model& m) const;
  void perturb(lbann_comm& comm, adam<DataType>& m) const;
};

// Builder function
std::unique_ptr<callback_base>
build_perturb_adam_callback_from_pbuf(const google::protobuf::Message&,
                                      std::shared_ptr<lbann_summary> const&);

} // namespace callback
} // namespace lbann

#endif // LBANN_CALLBACKS_CALLBACK_PERTURB_ADAM_HPP_INCLUDED