elu.hpp

Go to the documentation of this file.

// 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_LAYERS_ACTIVATIONS_ELU_HPP_INCLUDED
#define LBANN_LAYERS_ACTIVATIONS_ELU_HPP_INCLUDED

#include "lbann/layers/data_type_layer.hpp"
#include "lbann/layers/layer.hpp"
#include "lbann/proto/datatype_helpers.hpp"
#include "lbann/proto/layers.pb.h"

namespace lbann {

template <typename TensorDataType, data_layout Layout, El::Device Device>
class elu_layer : public data_type_layer<TensorDataType>
{
public:
  elu_layer() : elu_layer(nullptr, El::To<TensorDataType>(1)) {}
  elu_layer(lbann_comm* comm, TensorDataType alpha = El::To<TensorDataType>(1))
    : data_type_layer<TensorDataType>(comm), m_alpha(alpha)
  {}
  elu_layer* copy() const override { return new elu_layer(*this); }
  std::string get_type() const override { return "ELU"; }
  data_layout get_data_layout() const override { return Layout; }
  El::Device get_device_allocation() const override { return Device; }
  bool can_run_inplace() const override { return true; }
  int get_backprop_requirements() const override
  {
    return ERROR_SIGNALS | PREV_ACTIVATIONS;
  }

  description get_description() const override
  {
    auto desc = data_type_layer<TensorDataType>::get_description();
    desc.add("alpha", m_alpha);
    return desc;
  }


  template <typename ArchiveT>
  void serialize(ArchiveT& ar);


protected:
  void write_specific_proto(lbann_data::Layer& proto) const final;

  void setup_dims() override
  {
    data_type_layer<TensorDataType>::setup_dims();
    this->set_output_dims(this->get_input_dims());
  }
  void fp_compute() override;
  void bp_compute() override;

private:
  TensorDataType m_alpha;
};

template <typename T, data_layout L, El::Device D>
void elu_layer<T, L, D>::write_specific_proto(lbann_data::Layer& proto) const
{
  proto.set_datatype(proto::ProtoDataType<T>);
  auto* msg = proto.mutable_elu();
  msg->set_alpha(m_alpha);
}

#ifndef LBANN_ELU_LAYER_INSTANTIATE
#define PROTO_DEVICE(T, Device)                                                \
  extern template class elu_layer<T, data_layout::DATA_PARALLEL, Device>;      \
  extern template class elu_layer<T, data_layout::MODEL_PARALLEL, Device>

#include "lbann/macros/instantiate_device.hpp"
#undef PROTO_DEVICE
#endif // LBANN_ELU_LAYER_INSTANTIATE

} // namespace lbann

#endif // LBANN_LAYERS_ACTIVATIONS_ELU_HPP_INCLUDED